WGAN-WC-train-2020_09_17_11_03_23.log

[INFO] 2020-09-17 11:03:23 > Run name : WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:03:23 > {'config_path': './configs/CIFAR10/WGAN-WC.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': 82624, 'num_workers': 8, 'synchronized_bn': False, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'test'}
[INFO] 2020-09-17 11:03:23 > {'model': {'architecture': 'resnet', 'conditional_strategy': 'no', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': False, 'd_spectral_norm': False, 'activation_fn': 'ReLU', 'attention': False, 'attention_after_nth_gen_block': 'N/A', 'attention_after_nth_dis_block': 'N/A', 'z_dim': 128, 'shared_dim': 'N/A', 'g_conv_dim': 64, 'd_conv_dim': 64, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 64, 'accumulation_steps': 1, 'd_lr': 0.0002, 'g_lr': 0.0002, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.5, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 5, 'total_step': 100000}, 'loss_function': {'adv_loss': 'wasserstein', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': True, 'weight_clipping_bound': 0.01, 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': False, 'ema_decay': 'N/A', 'ema_start': 'N/A'}}
[INFO] 2020-09-17 11:03:23 > Loading train datasets...
[INFO] 2020-09-17 11:03:23 > Train dataset size : 50000
[INFO] 2020-09-17 11:03:23 > Loading test datasets...
[INFO] 2020-09-17 11:03:24 > Eval dataset size : 10000
[INFO] 2020-09-17 11:03:24 > Building model...
[INFO] 2020-09-17 11:03:24 > Modules are located on models.resnet
[INFO] 2020-09-17 11:03:28 > Number of parameters: 4276739
[INFO] 2020-09-17 11:03:28 > Generator(
  (linear0): Linear(in_features=128, out_features=4096, bias=True)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(256, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2020-09-17 11:03:28 > Number of parameters: 1055879
[INFO] 2020-09-17 11:03:28 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(3, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (1): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=128, out_features=1, bias=True)
)
[INFO] 2020-09-17 11:03:31 > Start training....
[INFO] 2020-09-17 11:03:50 > Step:     100 Progress: 0.1% Elapsed: 0:00:18 temperature: no ada_p: No Discriminator_loss: -6.66128e-05 Generator_loss: 0.0281284 
[INFO] 2020-09-17 11:04:08 > Step:     200 Progress: 0.2% Elapsed: 0:00:36 temperature: no ada_p: No Discriminator_loss: -9.99662e-05 Generator_loss: 0.0305214 
[INFO] 2020-09-17 11:04:26 > Step:     300 Progress: 0.3% Elapsed: 0:00:54 temperature: no ada_p: No Discriminator_loss: -5.94003e-05 Generator_loss: 0.0381896 
[INFO] 2020-09-17 11:04:44 > Step:     400 Progress: 0.4% Elapsed: 0:01:12 temperature: no ada_p: No Discriminator_loss: -2.65695e-05 Generator_loss: 0.058714 
[INFO] 2020-09-17 11:05:02 > Step:     500 Progress: 0.5% Elapsed: 0:01:30 temperature: no ada_p: No Discriminator_loss: -3.43103e-05 Generator_loss: 0.0446379 
[INFO] 2020-09-17 11:05:19 > Step:     600 Progress: 0.6% Elapsed: 0:01:48 temperature: no ada_p: No Discriminator_loss: -6.82632e-05 Generator_loss: 0.0453705 
[INFO] 2020-09-17 11:05:38 > Step:     700 Progress: 0.7% Elapsed: 0:02:06 temperature: no ada_p: No Discriminator_loss: -0.000233971 Generator_loss: 0.022702 
[INFO] 2020-09-17 11:05:56 > Step:     800 Progress: 0.8% Elapsed: 0:02:25 temperature: no ada_p: No Discriminator_loss: -0.00120623 Generator_loss: 0.0665288 
[INFO] 2020-09-17 11:06:15 > Step:     900 Progress: 0.9% Elapsed: 0:02:43 temperature: no ada_p: No Discriminator_loss: -0.00160732 Generator_loss: 0.0934791 
[INFO] 2020-09-17 11:06:34 > Step:    1000 Progress: 1.0% Elapsed: 0:03:02 temperature: no ada_p: No Discriminator_loss: -0.0194512 Generator_loss: 0.242256 
[INFO] 2020-09-17 11:06:53 > Step:    1100 Progress: 1.1% Elapsed: 0:03:21 temperature: no ada_p: No Discriminator_loss: -0.595991 Generator_loss: 1.22855 
[INFO] 2020-09-17 11:07:12 > Step:    1200 Progress: 1.2% Elapsed: 0:03:40 temperature: no ada_p: No Discriminator_loss: -0.41814 Generator_loss: -0.382407 
[INFO] 2020-09-17 11:07:32 > Step:    1300 Progress: 1.3% Elapsed: 0:04:00 temperature: no ada_p: No Discriminator_loss: -0.405602 Generator_loss: 0.87852 
[INFO] 2020-09-17 11:07:51 > Step:    1400 Progress: 1.4% Elapsed: 0:04:19 temperature: no ada_p: No Discriminator_loss: -0.0350748 Generator_loss: -0.304526 
[INFO] 2020-09-17 11:08:10 > Step:    1500 Progress: 1.5% Elapsed: 0:04:39 temperature: no ada_p: No Discriminator_loss: -0.430556 Generator_loss: 1.27609 
[INFO] 2020-09-17 11:08:30 > Step:    1600 Progress: 1.6% Elapsed: 0:04:59 temperature: no ada_p: No Discriminator_loss: -0.304506 Generator_loss: 1.13971 
[INFO] 2020-09-17 11:08:50 > Step:    1700 Progress: 1.7% Elapsed: 0:05:18 temperature: no ada_p: No Discriminator_loss: -0.289314 Generator_loss: 0.856058 
[INFO] 2020-09-17 11:09:09 > Step:    1800 Progress: 1.8% Elapsed: 0:05:38 temperature: no ada_p: No Discriminator_loss: -0.425291 Generator_loss: 2.28744 
[INFO] 2020-09-17 11:09:29 > Step:    1900 Progress: 1.9% Elapsed: 0:05:57 temperature: no ada_p: No Discriminator_loss: -0.624739 Generator_loss: 1.95601 
[INFO] 2020-09-17 11:09:48 > Step:    2000 Progress: 2.0% Elapsed: 0:06:17 temperature: no ada_p: No Discriminator_loss: -0.478193 Generator_loss: 1.49559 
[INFO] 2020-09-17 11:09:48 > Start Evaluation (2000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:11:24 > F_8 score (Step: 2000, Using test images): 0.09742203773393221
[INFO] 2020-09-17 11:11:24 > F_1/8 score (Step: 2000, Using test images): 0.07026371479634409
[INFO] 2020-09-17 11:11:24 > FID score (Step: 2000, Using test moments): 233.7169005859384
[INFO] 2020-09-17 11:11:24 > Inception score (Step: 2000, 10000 generated images): 2.102292776107788
[INFO] 2020-09-17 11:11:24 > Best FID score (Step: 2000, Using test moments): 233.7169005859384
[INFO] 2020-09-17 11:11:24 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:11:43 > Step:    2100 Progress: 2.1% Elapsed: 0:08:12 temperature: no ada_p: No Discriminator_loss: -0.303898 Generator_loss: 1.1898 
[INFO] 2020-09-17 11:12:03 > Step:    2200 Progress: 2.2% Elapsed: 0:08:31 temperature: no ada_p: No Discriminator_loss: -0.389556 Generator_loss: 1.45301 
[INFO] 2020-09-17 11:12:22 > Step:    2300 Progress: 2.3% Elapsed: 0:08:50 temperature: no ada_p: No Discriminator_loss: -0.371655 Generator_loss: 0.868531 
[INFO] 2020-09-17 11:12:42 > Step:    2400 Progress: 2.4% Elapsed: 0:09:10 temperature: no ada_p: No Discriminator_loss: -0.115149 Generator_loss: 0.658392 
[INFO] 2020-09-17 11:13:01 > Step:    2500 Progress: 2.5% Elapsed: 0:09:30 temperature: no ada_p: No Discriminator_loss: -0.192585 Generator_loss: 1.70319 
[INFO] 2020-09-17 11:13:20 > Step:    2600 Progress: 2.6% Elapsed: 0:09:49 temperature: no ada_p: No Discriminator_loss: -0.0613452 Generator_loss: 0.632483 
[INFO] 2020-09-17 11:13:40 > Step:    2700 Progress: 2.7% Elapsed: 0:10:08 temperature: no ada_p: No Discriminator_loss: -0.174468 Generator_loss: 1.30255 
[INFO] 2020-09-17 11:13:59 > Step:    2800 Progress: 2.8% Elapsed: 0:10:28 temperature: no ada_p: No Discriminator_loss: -0.0690894 Generator_loss: 0.120836 
[INFO] 2020-09-17 11:14:19 > Step:    2900 Progress: 2.9% Elapsed: 0:10:47 temperature: no ada_p: No Discriminator_loss: -0.0137219 Generator_loss: 0.0786433 
[INFO] 2020-09-17 11:14:39 > Step:    3000 Progress: 3.0% Elapsed: 0:11:07 temperature: no ada_p: No Discriminator_loss: -0.14426 Generator_loss: 0.403463 
[INFO] 2020-09-17 11:14:58 > Step:    3100 Progress: 3.1% Elapsed: 0:11:26 temperature: no ada_p: No Discriminator_loss: -0.0235301 Generator_loss: 2.18878 
[INFO] 2020-09-17 11:15:17 > Step:    3200 Progress: 3.2% Elapsed: 0:11:46 temperature: no ada_p: No Discriminator_loss: 0.00646206 Generator_loss: 0.51114 
[INFO] 2020-09-17 11:15:37 > Step:    3300 Progress: 3.3% Elapsed: 0:12:05 temperature: no ada_p: No Discriminator_loss: -0.0277642 Generator_loss: 0.669583 
[INFO] 2020-09-17 11:15:56 > Step:    3400 Progress: 3.4% Elapsed: 0:12:24 temperature: no ada_p: No Discriminator_loss: -0.0506898 Generator_loss: 1.45552 
[INFO] 2020-09-17 11:16:16 > Step:    3500 Progress: 3.5% Elapsed: 0:12:44 temperature: no ada_p: No Discriminator_loss: -0.10574 Generator_loss: 1.04056 
[INFO] 2020-09-17 11:16:35 > Step:    3600 Progress: 3.6% Elapsed: 0:13:04 temperature: no ada_p: No Discriminator_loss: 0.00995161 Generator_loss: 1.44383 
[INFO] 2020-09-17 11:16:54 > Step:    3700 Progress: 3.7% Elapsed: 0:13:23 temperature: no ada_p: No Discriminator_loss: -0.0497382 Generator_loss: 1.94695 
[INFO] 2020-09-17 11:17:14 > Step:    3800 Progress: 3.8% Elapsed: 0:13:42 temperature: no ada_p: No Discriminator_loss: -0.210079 Generator_loss: -0.00349884 
[INFO] 2020-09-17 11:17:33 > Step:    3900 Progress: 3.9% Elapsed: 0:14:01 temperature: no ada_p: No Discriminator_loss: -0.000807121 Generator_loss: -0.867135 
[INFO] 2020-09-17 11:17:53 > Step:    4000 Progress: 4.0% Elapsed: 0:14:21 temperature: no ada_p: No Discriminator_loss: 0.0134891 Generator_loss: 2.52831 
[INFO] 2020-09-17 11:17:53 > Start Evaluation (4000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:19:31 > F_8 score (Step: 4000, Using test images): 0.19185632086209847
[INFO] 2020-09-17 11:19:31 > F_1/8 score (Step: 4000, Using test images): 0.17913885928091275
[INFO] 2020-09-17 11:19:31 > FID score (Step: 4000, Using test moments): 176.01745396115854
[INFO] 2020-09-17 11:19:31 > Inception score (Step: 4000, 10000 generated images): 2.5199999809265137
[INFO] 2020-09-17 11:19:31 > Best FID score (Step: 4000, Using test moments): 176.01745396115854
[INFO] 2020-09-17 11:19:31 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:19:50 > Step:    4100 Progress: 4.1% Elapsed: 0:16:18 temperature: no ada_p: No Discriminator_loss: 0.0095004 Generator_loss: -0.318951 
[INFO] 2020-09-17 11:20:09 > Step:    4200 Progress: 4.2% Elapsed: 0:16:37 temperature: no ada_p: No Discriminator_loss: -0.0226784 Generator_loss: -1.56711 
[INFO] 2020-09-17 11:20:28 > Step:    4300 Progress: 4.3% Elapsed: 0:16:57 temperature: no ada_p: No Discriminator_loss: -0.0422454 Generator_loss: -0.562956 
[INFO] 2020-09-17 11:20:48 > Step:    4400 Progress: 4.4% Elapsed: 0:17:16 temperature: no ada_p: No Discriminator_loss: -0.0133491 Generator_loss: -0.21998 
[INFO] 2020-09-17 11:21:07 > Step:    4500 Progress: 4.5% Elapsed: 0:17:36 temperature: no ada_p: No Discriminator_loss: -0.00142019 Generator_loss: -0.766281 
[INFO] 2020-09-17 11:21:27 > Step:    4600 Progress: 4.6% Elapsed: 0:17:55 temperature: no ada_p: No Discriminator_loss: 0.00084704 Generator_loss: 1.33752 
[INFO] 2020-09-17 11:21:47 > Step:    4700 Progress: 4.7% Elapsed: 0:18:15 temperature: no ada_p: No Discriminator_loss: -0.00348832 Generator_loss: 1.58461 
[INFO] 2020-09-17 11:22:06 > Step:    4800 Progress: 4.8% Elapsed: 0:18:34 temperature: no ada_p: No Discriminator_loss: -0.000567183 Generator_loss: 0.358121 
[INFO] 2020-09-17 11:22:26 > Step:    4900 Progress: 4.9% Elapsed: 0:18:54 temperature: no ada_p: No Discriminator_loss: -0.0162457 Generator_loss: 0.116351 
[INFO] 2020-09-17 11:22:45 > Step:    5000 Progress: 5.0% Elapsed: 0:19:14 temperature: no ada_p: No Discriminator_loss: -0.00223021 Generator_loss: -0.158343 
[INFO] 2020-09-17 11:23:04 > Step:    5100 Progress: 5.1% Elapsed: 0:19:33 temperature: no ada_p: No Discriminator_loss: 0.000623348 Generator_loss: -0.507145 
[INFO] 2020-09-17 11:23:24 > Step:    5200 Progress: 5.2% Elapsed: 0:19:52 temperature: no ada_p: No Discriminator_loss: -0.0122135 Generator_loss: -0.426869 
[INFO] 2020-09-17 11:23:43 > Step:    5300 Progress: 5.3% Elapsed: 0:20:11 temperature: no ada_p: No Discriminator_loss: -0.0180678 Generator_loss: -0.574803 
[INFO] 2020-09-17 11:24:03 > Step:    5400 Progress: 5.4% Elapsed: 0:20:31 temperature: no ada_p: No Discriminator_loss: -0.036466 Generator_loss: -1.48225 
[INFO] 2020-09-17 11:24:22 > Step:    5500 Progress: 5.5% Elapsed: 0:20:51 temperature: no ada_p: No Discriminator_loss: -0.00348531 Generator_loss: -0.350745 
[INFO] 2020-09-17 11:24:41 > Step:    5600 Progress: 5.6% Elapsed: 0:21:10 temperature: no ada_p: No Discriminator_loss: 0.00121293 Generator_loss: 0.735087 
[INFO] 2020-09-17 11:25:01 > Step:    5700 Progress: 5.7% Elapsed: 0:21:29 temperature: no ada_p: No Discriminator_loss: -0.00102973 Generator_loss: 1.60697 
[INFO] 2020-09-17 11:25:21 > Step:    5800 Progress: 5.8% Elapsed: 0:21:49 temperature: no ada_p: No Discriminator_loss: 0.00365854 Generator_loss: 1.60106 
[INFO] 2020-09-17 11:25:40 > Step:    5900 Progress: 5.9% Elapsed: 0:22:08 temperature: no ada_p: No Discriminator_loss: -0.00164404 Generator_loss: 1.66087 
[INFO] 2020-09-17 11:25:59 > Step:    6000 Progress: 6.0% Elapsed: 0:22:28 temperature: no ada_p: No Discriminator_loss: -0.00258963 Generator_loss: 1.60653 
[INFO] 2020-09-17 11:25:59 > Start Evaluation (6000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:27:38 > F_8 score (Step: 6000, Using test images): 0.15545539632517144
[INFO] 2020-09-17 11:27:38 > F_1/8 score (Step: 6000, Using test images): 0.16888319068513472
[INFO] 2020-09-17 11:27:38 > FID score (Step: 6000, Using test moments): 166.95530994669062
[INFO] 2020-09-17 11:27:38 > Inception score (Step: 6000, 10000 generated images): 2.4039204120635986
[INFO] 2020-09-17 11:27:38 > Best FID score (Step: 6000, Using test moments): 166.95530994669062
[INFO] 2020-09-17 11:27:39 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:27:58 > Step:    6100 Progress: 6.1% Elapsed: 0:24:26 temperature: no ada_p: No Discriminator_loss: -0.0044804 Generator_loss: 1.74913 
[INFO] 2020-09-17 11:28:16 > Step:    6200 Progress: 6.2% Elapsed: 0:24:45 temperature: no ada_p: No Discriminator_loss: 0.00100319 Generator_loss: 0.401739 
[INFO] 2020-09-17 11:28:36 > Step:    6300 Progress: 6.3% Elapsed: 0:25:04 temperature: no ada_p: No Discriminator_loss: 0.000739973 Generator_loss: -0.597915 
[INFO] 2020-09-17 11:28:55 > Step:    6400 Progress: 6.4% Elapsed: 0:25:23 temperature: no ada_p: No Discriminator_loss: -0.00667603 Generator_loss: 1.51127 
[INFO] 2020-09-17 11:29:15 > Step:    6500 Progress: 6.5% Elapsed: 0:25:43 temperature: no ada_p: No Discriminator_loss: 0.00014896 Generator_loss: 0.770809 
[INFO] 2020-09-17 11:29:34 > Step:    6600 Progress: 6.6% Elapsed: 0:26:03 temperature: no ada_p: No Discriminator_loss: -6.59656e-06 Generator_loss: 0.647834 
[INFO] 2020-09-17 11:29:53 > Step:    6700 Progress: 6.7% Elapsed: 0:26:22 temperature: no ada_p: No Discriminator_loss: -0.00250176 Generator_loss: 1.07091 
[INFO] 2020-09-17 11:30:13 > Step:    6800 Progress: 6.8% Elapsed: 0:26:41 temperature: no ada_p: No Discriminator_loss: -0.0203581 Generator_loss: 1.28414 
[INFO] 2020-09-17 11:30:33 > Step:    6900 Progress: 6.9% Elapsed: 0:27:01 temperature: no ada_p: No Discriminator_loss: 0.00237608 Generator_loss: 1.20334 
[INFO] 2020-09-17 11:30:52 > Step:    7000 Progress: 7.0% Elapsed: 0:27:21 temperature: no ada_p: No Discriminator_loss: -0.00118713 Generator_loss: 1.33876 
[INFO] 2020-09-17 11:31:12 > Step:    7100 Progress: 7.1% Elapsed: 0:27:40 temperature: no ada_p: No Discriminator_loss: -0.0063219 Generator_loss: 1.35864 
[INFO] 2020-09-17 11:31:32 > Step:    7200 Progress: 7.2% Elapsed: 0:28:00 temperature: no ada_p: No Discriminator_loss: -0.0286677 Generator_loss: 0.856779 
[INFO] 2020-09-17 11:31:51 > Step:    7300 Progress: 7.3% Elapsed: 0:28:19 temperature: no ada_p: No Discriminator_loss: -0.000527169 Generator_loss: 0.586704 
[INFO] 2020-09-17 11:32:10 > Step:    7400 Progress: 7.4% Elapsed: 0:28:38 temperature: no ada_p: No Discriminator_loss: -0.015197 Generator_loss: 0.957355 
[INFO] 2020-09-17 11:32:30 > Step:    7500 Progress: 7.5% Elapsed: 0:28:58 temperature: no ada_p: No Discriminator_loss: -0.000304895 Generator_loss: -0.927066 
[INFO] 2020-09-17 11:32:49 > Step:    7600 Progress: 7.6% Elapsed: 0:29:17 temperature: no ada_p: No Discriminator_loss: -0.00129194 Generator_loss: -0.891993 
[INFO] 2020-09-17 11:33:08 > Step:    7700 Progress: 7.7% Elapsed: 0:29:37 temperature: no ada_p: No Discriminator_loss: 0.00858316 Generator_loss: -0.0203297 
[INFO] 2020-09-17 11:33:27 > Step:    7800 Progress: 7.8% Elapsed: 0:29:56 temperature: no ada_p: No Discriminator_loss: 0.000226074 Generator_loss: 0.277485 
[INFO] 2020-09-17 11:33:47 > Step:    7900 Progress: 7.9% Elapsed: 0:30:15 temperature: no ada_p: No Discriminator_loss: 0.000454254 Generator_loss: -0.576013 
[INFO] 2020-09-17 11:34:07 > Step:    8000 Progress: 8.0% Elapsed: 0:30:35 temperature: no ada_p: No Discriminator_loss: -1.34014e-05 Generator_loss: 0.146763 
[INFO] 2020-09-17 11:34:07 > Start Evaluation (8000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:35:41 > F_8 score (Step: 8000, Using test images): 0.1351690412056102
[INFO] 2020-09-17 11:35:41 > F_1/8 score (Step: 8000, Using test images): 0.17255073238873428
[INFO] 2020-09-17 11:35:41 > FID score (Step: 8000, Using test moments): 179.11126214268887
[INFO] 2020-09-17 11:35:41 > Inception score (Step: 8000, 10000 generated images): 2.353062868118286
[INFO] 2020-09-17 11:35:41 > Best FID score (Step: 6000, Using test moments): 166.95530994669062
[INFO] 2020-09-17 11:35:41 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:36:00 > Step:    8100 Progress: 8.1% Elapsed: 0:32:28 temperature: no ada_p: No Discriminator_loss: -0.000164188 Generator_loss: 0.288844 
[INFO] 2020-09-17 11:36:19 > Step:    8200 Progress: 8.2% Elapsed: 0:32:47 temperature: no ada_p: No Discriminator_loss: -8.54959e-05 Generator_loss: 0.418242 
[INFO] 2020-09-17 11:36:39 > Step:    8300 Progress: 8.3% Elapsed: 0:33:07 temperature: no ada_p: No Discriminator_loss: -0.0053235 Generator_loss: 0.436515 
[INFO] 2020-09-17 11:36:58 > Step:    8400 Progress: 8.4% Elapsed: 0:33:26 temperature: no ada_p: No Discriminator_loss: -0.00636268 Generator_loss: 0.445953 
[INFO] 2020-09-17 11:37:17 > Step:    8500 Progress: 8.5% Elapsed: 0:33:46 temperature: no ada_p: No Discriminator_loss: -0.00113749 Generator_loss: 0.118472 
[INFO] 2020-09-17 11:37:37 > Step:    8600 Progress: 8.6% Elapsed: 0:34:05 temperature: no ada_p: No Discriminator_loss: -0.000541016 Generator_loss: 0.177869 
[INFO] 2020-09-17 11:37:56 > Step:    8700 Progress: 8.7% Elapsed: 0:34:24 temperature: no ada_p: No Discriminator_loss: 0.000425561 Generator_loss: 0.285469 
[INFO] 2020-09-17 11:38:15 > Step:    8800 Progress: 8.8% Elapsed: 0:34:44 temperature: no ada_p: No Discriminator_loss: -0.00102384 Generator_loss: 0.17965 
[INFO] 2020-09-17 11:38:34 > Step:    8900 Progress: 8.9% Elapsed: 0:35:03 temperature: no ada_p: No Discriminator_loss: 0.000337997 Generator_loss: 0.270018 
[INFO] 2020-09-17 11:38:54 > Step:    9000 Progress: 9.0% Elapsed: 0:35:22 temperature: no ada_p: No Discriminator_loss: -0.000190042 Generator_loss: 0.488503 
[INFO] 2020-09-17 11:39:14 > Step:    9100 Progress: 9.1% Elapsed: 0:35:42 temperature: no ada_p: No Discriminator_loss: -0.000313986 Generator_loss: 0.509484 
[INFO] 2020-09-17 11:39:32 > Step:    9200 Progress: 9.2% Elapsed: 0:36:01 temperature: no ada_p: No Discriminator_loss: -0.00181808 Generator_loss: 0.568262 
[INFO] 2020-09-17 11:39:52 > Step:    9300 Progress: 9.3% Elapsed: 0:36:20 temperature: no ada_p: No Discriminator_loss: -0.0073606 Generator_loss: 0.673722 
[INFO] 2020-09-17 11:40:12 > Step:    9400 Progress: 9.4% Elapsed: 0:36:40 temperature: no ada_p: No Discriminator_loss: -0.00650255 Generator_loss: 0.619802 
[INFO] 2020-09-17 11:40:30 > Step:    9500 Progress: 9.5% Elapsed: 0:36:59 temperature: no ada_p: No Discriminator_loss: -0.00139954 Generator_loss: 0.749939 
[INFO] 2020-09-17 11:40:50 > Step:    9600 Progress: 9.6% Elapsed: 0:37:18 temperature: no ada_p: No Discriminator_loss: -0.000566039 Generator_loss: 0.840197 
[INFO] 2020-09-17 11:41:10 > Step:    9700 Progress: 9.7% Elapsed: 0:37:38 temperature: no ada_p: No Discriminator_loss: -0.000279344 Generator_loss: 0.734068 
[INFO] 2020-09-17 11:41:29 > Step:    9800 Progress: 9.8% Elapsed: 0:37:57 temperature: no ada_p: No Discriminator_loss: 0.000113154 Generator_loss: 0.826834 
[INFO] 2020-09-17 11:41:48 > Step:    9900 Progress: 9.9% Elapsed: 0:38:16 temperature: no ada_p: No Discriminator_loss: -5.59911e-06 Generator_loss: 0.83902 
[INFO] 2020-09-17 11:42:08 > Step:   10000 Progress: 10.0% Elapsed: 0:38:36 temperature: no ada_p: No Discriminator_loss: -0.0010805 Generator_loss: 0.835788 
[INFO] 2020-09-17 11:42:08 > Start Evaluation (10000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:43:48 > F_8 score (Step: 10000, Using test images): 0.16237534354448221
[INFO] 2020-09-17 11:43:48 > F_1/8 score (Step: 10000, Using test images): 0.17133010276020175
[INFO] 2020-09-17 11:43:48 > FID score (Step: 10000, Using test moments): 190.67749401773347
[INFO] 2020-09-17 11:43:48 > Inception score (Step: 10000, 10000 generated images): 2.1971514225006104
[INFO] 2020-09-17 11:43:48 > Best FID score (Step: 6000, Using test moments): 166.95530994669062
[INFO] 2020-09-17 11:43:48 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:44:06 > Step:   10100 Progress: 10.1% Elapsed: 0:40:34 temperature: no ada_p: No Discriminator_loss: -0.000398095 Generator_loss: 0.868219 
[INFO] 2020-09-17 11:44:25 > Step:   10200 Progress: 10.2% Elapsed: 0:40:53 temperature: no ada_p: No Discriminator_loss: -0.000898006 Generator_loss: 0.868248 
[INFO] 2020-09-17 11:44:44 > Step:   10300 Progress: 10.3% Elapsed: 0:41:12 temperature: no ada_p: No Discriminator_loss: -0.000539966 Generator_loss: 0.8385 
[INFO] 2020-09-17 11:45:04 > Step:   10400 Progress: 10.4% Elapsed: 0:41:32 temperature: no ada_p: No Discriminator_loss: -0.00151611 Generator_loss: 0.802524 
[INFO] 2020-09-17 11:45:23 > Step:   10500 Progress: 10.5% Elapsed: 0:41:52 temperature: no ada_p: No Discriminator_loss: -0.000229113 Generator_loss: 0.794667 
[INFO] 2020-09-17 11:45:42 > Step:   10600 Progress: 10.6% Elapsed: 0:42:11 temperature: no ada_p: No Discriminator_loss: 9.94653e-05 Generator_loss: 0.800006 
[INFO] 2020-09-17 11:46:02 > Step:   10700 Progress: 10.7% Elapsed: 0:42:31 temperature: no ada_p: No Discriminator_loss: -0.00154186 Generator_loss: 0.754458 
[INFO] 2020-09-17 11:46:22 > Step:   10800 Progress: 10.8% Elapsed: 0:42:50 temperature: no ada_p: No Discriminator_loss: 0.000439274 Generator_loss: 0.798472 
[INFO] 2020-09-17 11:46:41 > Step:   10900 Progress: 10.9% Elapsed: 0:43:09 temperature: no ada_p: No Discriminator_loss: -0.000279254 Generator_loss: 0.81249 
[INFO] 2020-09-17 11:47:01 > Step:   11000 Progress: 11.0% Elapsed: 0:43:29 temperature: no ada_p: No Discriminator_loss: -0.000975685 Generator_loss: 0.969438 
[INFO] 2020-09-17 11:47:20 > Step:   11100 Progress: 11.1% Elapsed: 0:43:48 temperature: no ada_p: No Discriminator_loss: -0.000574104 Generator_loss: 0.855021 
[INFO] 2020-09-17 11:47:39 > Step:   11200 Progress: 11.2% Elapsed: 0:44:08 temperature: no ada_p: No Discriminator_loss: -0.000612106 Generator_loss: 0.920781 
[INFO] 2020-09-17 11:47:59 > Step:   11300 Progress: 11.3% Elapsed: 0:44:27 temperature: no ada_p: No Discriminator_loss: -0.00095472 Generator_loss: 0.969817 
[INFO] 2020-09-17 11:48:18 > Step:   11400 Progress: 11.4% Elapsed: 0:44:46 temperature: no ada_p: No Discriminator_loss: -0.000348859 Generator_loss: 0.9831 
[INFO] 2020-09-17 11:48:37 > Step:   11500 Progress: 11.5% Elapsed: 0:45:06 temperature: no ada_p: No Discriminator_loss: -0.000732076 Generator_loss: 0.970522 
[INFO] 2020-09-17 11:48:57 > Step:   11600 Progress: 11.6% Elapsed: 0:45:25 temperature: no ada_p: No Discriminator_loss: -0.00033405 Generator_loss: 0.958021 
[INFO] 2020-09-17 11:49:16 > Step:   11700 Progress: 11.7% Elapsed: 0:45:44 temperature: no ada_p: No Discriminator_loss: -0.00026017 Generator_loss: 0.939535 
[INFO] 2020-09-17 11:49:36 > Step:   11800 Progress: 11.8% Elapsed: 0:46:04 temperature: no ada_p: No Discriminator_loss: -0.000529603 Generator_loss: 0.944734 
[INFO] 2020-09-17 11:49:55 > Step:   11900 Progress: 11.9% Elapsed: 0:46:24 temperature: no ada_p: No Discriminator_loss: -3.01916e-05 Generator_loss: 0.848869 
[INFO] 2020-09-17 11:50:14 > Step:   12000 Progress: 12.0% Elapsed: 0:46:43 temperature: no ada_p: No Discriminator_loss: 7.07489e-05 Generator_loss: 0.907259 
[INFO] 2020-09-17 11:50:14 > Start Evaluation (12000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:51:56 > F_8 score (Step: 12000, Using test images): 0.17663263756151085
[INFO] 2020-09-17 11:51:56 > F_1/8 score (Step: 12000, Using test images): 0.17990203352097717
[INFO] 2020-09-17 11:51:56 > FID score (Step: 12000, Using test moments): 161.1471955851241
[INFO] 2020-09-17 11:51:56 > Inception score (Step: 12000, 10000 generated images): 2.650132179260254
[INFO] 2020-09-17 11:51:56 > Best FID score (Step: 12000, Using test moments): 161.1471955851241
[INFO] 2020-09-17 11:51:56 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 11:52:14 > Step:   12100 Progress: 12.1% Elapsed: 0:48:43 temperature: no ada_p: No Discriminator_loss: -0.000107634 Generator_loss: 0.910224 
[INFO] 2020-09-17 11:52:34 > Step:   12200 Progress: 12.2% Elapsed: 0:49:02 temperature: no ada_p: No Discriminator_loss: 1.18064e-05 Generator_loss: 0.869603 
[INFO] 2020-09-17 11:52:53 > Step:   12300 Progress: 12.3% Elapsed: 0:49:21 temperature: no ada_p: No Discriminator_loss: -4.54076e-05 Generator_loss: 0.897621 
[INFO] 2020-09-17 11:53:13 > Step:   12400 Progress: 12.4% Elapsed: 0:49:41 temperature: no ada_p: No Discriminator_loss: 1.34278e-05 Generator_loss: 0.812497 
[INFO] 2020-09-17 11:53:32 > Step:   12500 Progress: 12.5% Elapsed: 0:50:01 temperature: no ada_p: No Discriminator_loss: 2.34321e-06 Generator_loss: 0.724749 
[INFO] 2020-09-17 11:53:51 > Step:   12600 Progress: 12.6% Elapsed: 0:50:20 temperature: no ada_p: No Discriminator_loss: -8.24872e-06 Generator_loss: 0.884956 
[INFO] 2020-09-17 11:54:11 > Step:   12700 Progress: 12.7% Elapsed: 0:50:39 temperature: no ada_p: No Discriminator_loss: 2.71481e-06 Generator_loss: 0.708568 
[INFO] 2020-09-17 11:54:30 > Step:   12800 Progress: 12.8% Elapsed: 0:50:59 temperature: no ada_p: No Discriminator_loss: -4.74229e-06 Generator_loss: 0.875202 
[INFO] 2020-09-17 11:54:50 > Step:   12900 Progress: 12.9% Elapsed: 0:51:18 temperature: no ada_p: No Discriminator_loss: -0.00100755 Generator_loss: 0.928497 
[INFO] 2020-09-17 11:55:09 > Step:   13000 Progress: 13.0% Elapsed: 0:51:38 temperature: no ada_p: No Discriminator_loss: -1.57701e-05 Generator_loss: 0.925286 
[INFO] 2020-09-17 11:55:28 > Step:   13100 Progress: 13.1% Elapsed: 0:51:57 temperature: no ada_p: No Discriminator_loss: -5.93681e-05 Generator_loss: 0.919309 
[INFO] 2020-09-17 11:55:48 > Step:   13200 Progress: 13.2% Elapsed: 0:52:16 temperature: no ada_p: No Discriminator_loss: -3.53903e-08 Generator_loss: 0.731726 
[INFO] 2020-09-17 11:56:08 > Step:   13300 Progress: 13.3% Elapsed: 0:52:36 temperature: no ada_p: No Discriminator_loss: -3.37968e-05 Generator_loss: 0.947311 
[INFO] 2020-09-17 11:56:26 > Step:   13400 Progress: 13.4% Elapsed: 0:52:55 temperature: no ada_p: No Discriminator_loss: 8.6097e-05 Generator_loss: 0.943874 
[INFO] 2020-09-17 11:56:46 > Step:   13500 Progress: 13.5% Elapsed: 0:53:14 temperature: no ada_p: No Discriminator_loss: 8.52533e-06 Generator_loss: 0.743397 
[INFO] 2020-09-17 11:57:06 > Step:   13600 Progress: 13.6% Elapsed: 0:53:34 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: 0.647687 
[INFO] 2020-09-17 11:57:25 > Step:   13700 Progress: 13.7% Elapsed: 0:53:53 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: 0.647807 
[INFO] 2020-09-17 11:57:44 > Step:   13800 Progress: 13.8% Elapsed: 0:54:12 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.647828 
[INFO] 2020-09-17 11:58:03 > Step:   13900 Progress: 13.9% Elapsed: 0:54:31 temperature: no ada_p: No Discriminator_loss: -9.31323e-09 Generator_loss: 0.647817 
[INFO] 2020-09-17 11:58:23 > Step:   14000 Progress: 14.0% Elapsed: 0:54:51 temperature: no ada_p: No Discriminator_loss: -1.21072e-08 Generator_loss: 0.648713 
[INFO] 2020-09-17 11:58:23 > Start Evaluation (14000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:00:02 > F_8 score (Step: 14000, Using test images): 0.1834231357037033
[INFO] 2020-09-17 12:00:02 > F_1/8 score (Step: 14000, Using test images): 0.19573093202169128
[INFO] 2020-09-17 12:00:02 > FID score (Step: 14000, Using test moments): 161.14379901091996
[INFO] 2020-09-17 12:00:02 > Inception score (Step: 14000, 10000 generated images): 2.5551633834838867
[INFO] 2020-09-17 12:00:02 > Best FID score (Step: 14000, Using test moments): 161.14379901091996
[INFO] 2020-09-17 12:00:02 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:00:20 > Step:   14100 Progress: 14.1% Elapsed: 0:56:49 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: 0.648832 
[INFO] 2020-09-17 12:00:39 > Step:   14200 Progress: 14.2% Elapsed: 0:57:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.648587 
[INFO] 2020-09-17 12:00:59 > Step:   14300 Progress: 14.3% Elapsed: 0:57:27 temperature: no ada_p: No Discriminator_loss: -1.21072e-08 Generator_loss: 0.647571 
[INFO] 2020-09-17 12:01:18 > Step:   14400 Progress: 14.4% Elapsed: 0:57:47 temperature: no ada_p: No Discriminator_loss: -1.30385e-08 Generator_loss: 0.646185 
[INFO] 2020-09-17 12:01:38 > Step:   14500 Progress: 14.5% Elapsed: 0:58:06 temperature: no ada_p: No Discriminator_loss: 7.45058e-09 Generator_loss: 0.644217 
[INFO] 2020-09-17 12:01:57 > Step:   14600 Progress: 14.6% Elapsed: 0:58:26 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.64286 
[INFO] 2020-09-17 12:02:17 > Step:   14700 Progress: 14.7% Elapsed: 0:58:45 temperature: no ada_p: No Discriminator_loss: -1.11759e-08 Generator_loss: 0.642535 
[INFO] 2020-09-17 12:02:36 > Step:   14800 Progress: 14.8% Elapsed: 0:59:04 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: 0.641896 
[INFO] 2020-09-17 12:02:56 > Step:   14900 Progress: 14.9% Elapsed: 0:59:24 temperature: no ada_p: No Discriminator_loss: 1.11759e-08 Generator_loss: 0.640941 
[INFO] 2020-09-17 12:03:15 > Step:   15000 Progress: 15.0% Elapsed: 0:59:44 temperature: no ada_p: No Discriminator_loss: -7.45058e-09 Generator_loss: 0.642106 
[INFO] 2020-09-17 12:03:34 > Step:   15100 Progress: 15.1% Elapsed: 1:00:03 temperature: no ada_p: No Discriminator_loss: -6.51926e-09 Generator_loss: 0.633029 
[INFO] 2020-09-17 12:03:54 > Step:   15200 Progress: 15.2% Elapsed: 1:00:22 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: 0.644387 
[INFO] 2020-09-17 12:04:13 > Step:   15300 Progress: 15.3% Elapsed: 1:00:41 temperature: no ada_p: No Discriminator_loss: -7.45058e-09 Generator_loss: 0.637486 
[INFO] 2020-09-17 12:04:33 > Step:   15400 Progress: 15.4% Elapsed: 1:01:01 temperature: no ada_p: No Discriminator_loss: 4.65661e-09 Generator_loss: 0.641919 
[INFO] 2020-09-17 12:04:52 > Step:   15500 Progress: 15.5% Elapsed: 1:01:21 temperature: no ada_p: No Discriminator_loss: -1.30385e-08 Generator_loss: 0.636161 
[INFO] 2020-09-17 12:05:11 > Step:   15600 Progress: 15.6% Elapsed: 1:01:40 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: 0.632905 
[INFO] 2020-09-17 12:05:31 > Step:   15700 Progress: 15.7% Elapsed: 1:01:59 temperature: no ada_p: No Discriminator_loss: -1.02445e-08 Generator_loss: 0.633488 
[INFO] 2020-09-17 12:05:51 > Step:   15800 Progress: 15.8% Elapsed: 1:02:19 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: 0.5869 
[INFO] 2020-09-17 12:06:10 > Step:   15900 Progress: 15.9% Elapsed: 1:02:38 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: 0.580436 
[INFO] 2020-09-17 12:06:29 > Step:   16000 Progress: 16.0% Elapsed: 1:02:57 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: 0.574567 
[INFO] 2020-09-17 12:06:29 > Start Evaluation (16000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:08:04 > F_8 score (Step: 16000, Using test images): 0.18591503156763645
[INFO] 2020-09-17 12:08:04 > F_1/8 score (Step: 16000, Using test images): 0.19241651673342583
[INFO] 2020-09-17 12:08:04 > FID score (Step: 16000, Using test moments): 161.79998683974958
[INFO] 2020-09-17 12:08:04 > Inception score (Step: 16000, 10000 generated images): 2.5840442180633545
[INFO] 2020-09-17 12:08:04 > Best FID score (Step: 14000, Using test moments): 161.14379901091996
[INFO] 2020-09-17 12:08:05 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:08:23 > Step:   16100 Progress: 16.1% Elapsed: 1:04:52 temperature: no ada_p: No Discriminator_loss: 1.58325e-08 Generator_loss: 0.563912 
[INFO] 2020-09-17 12:08:42 > Step:   16200 Progress: 16.2% Elapsed: 1:05:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.573589 
[INFO] 2020-09-17 12:09:02 > Step:   16300 Progress: 16.3% Elapsed: 1:05:30 temperature: no ada_p: No Discriminator_loss: 6.51926e-09 Generator_loss: 0.557466 
[INFO] 2020-09-17 12:09:21 > Step:   16400 Progress: 16.4% Elapsed: 1:05:49 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: 0.597712 
[INFO] 2020-09-17 12:09:40 > Step:   16500 Progress: 16.5% Elapsed: 1:06:09 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.600786 
[INFO] 2020-09-17 12:10:00 > Step:   16600 Progress: 16.6% Elapsed: 1:06:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.554407 
[INFO] 2020-09-17 12:10:19 > Step:   16700 Progress: 16.7% Elapsed: 1:06:47 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: 0.541683 
[INFO] 2020-09-17 12:10:38 > Step:   16800 Progress: 16.8% Elapsed: 1:07:07 temperature: no ada_p: No Discriminator_loss: -6.51926e-09 Generator_loss: 0.535339 
[INFO] 2020-09-17 12:10:58 > Step:   16900 Progress: 16.9% Elapsed: 1:07:26 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: 0.507941 
[INFO] 2020-09-17 12:11:17 > Step:   17000 Progress: 17.0% Elapsed: 1:07:45 temperature: no ada_p: No Discriminator_loss: -7.91624e-09 Generator_loss: 0.530444 
[INFO] 2020-09-17 12:11:37 > Step:   17100 Progress: 17.1% Elapsed: 1:08:05 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: 0.52954 
[INFO] 2020-09-17 12:11:56 > Step:   17200 Progress: 17.2% Elapsed: 1:08:25 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: 0.536242 
[INFO] 2020-09-17 12:12:15 > Step:   17300 Progress: 17.3% Elapsed: 1:08:44 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: 0.526492 
[INFO] 2020-09-17 12:12:35 > Step:   17400 Progress: 17.4% Elapsed: 1:09:03 temperature: no ada_p: No Discriminator_loss: -7.45058e-09 Generator_loss: 0.483039 
[INFO] 2020-09-17 12:12:55 > Step:   17500 Progress: 17.5% Elapsed: 1:09:23 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: 0.487914 
[INFO] 2020-09-17 12:13:13 > Step:   17600 Progress: 17.6% Elapsed: 1:09:42 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: 0.494739 
[INFO] 2020-09-17 12:13:33 > Step:   17700 Progress: 17.7% Elapsed: 1:10:01 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: 0.449039 
[INFO] 2020-09-17 12:13:52 > Step:   17800 Progress: 17.8% Elapsed: 1:10:20 temperature: no ada_p: No Discriminator_loss: -6.0536e-09 Generator_loss: 0.429435 
[INFO] 2020-09-17 12:14:11 > Step:   17900 Progress: 17.9% Elapsed: 1:10:40 temperature: no ada_p: No Discriminator_loss: -7.45058e-09 Generator_loss: 0.408966 
[INFO] 2020-09-17 12:14:31 > Step:   18000 Progress: 18.0% Elapsed: 1:10:59 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: 0.401951 
[INFO] 2020-09-17 12:14:31 > Start Evaluation (18000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:16:09 > F_8 score (Step: 18000, Using test images): 0.19161267354446657
[INFO] 2020-09-17 12:16:09 > F_1/8 score (Step: 18000, Using test images): 0.16499534154992318
[INFO] 2020-09-17 12:16:09 > FID score (Step: 18000, Using test moments): 161.36100173723975
[INFO] 2020-09-17 12:16:09 > Inception score (Step: 18000, 10000 generated images): 2.5822930335998535
[INFO] 2020-09-17 12:16:09 > Best FID score (Step: 14000, Using test moments): 161.14379901091996
[INFO] 2020-09-17 12:16:09 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:16:27 > Step:   18100 Progress: 18.1% Elapsed: 1:12:55 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: 0.380004 
[INFO] 2020-09-17 12:16:46 > Step:   18200 Progress: 18.2% Elapsed: 1:13:15 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: 0.389553 
[INFO] 2020-09-17 12:17:06 > Step:   18300 Progress: 18.3% Elapsed: 1:13:34 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: 0.380066 
[INFO] 2020-09-17 12:17:25 > Step:   18400 Progress: 18.4% Elapsed: 1:13:53 temperature: no ada_p: No Discriminator_loss: -1.02445e-08 Generator_loss: 0.363933 
[INFO] 2020-09-17 12:17:45 > Step:   18500 Progress: 18.5% Elapsed: 1:14:13 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: 0.368158 
[INFO] 2020-09-17 12:18:04 > Step:   18600 Progress: 18.6% Elapsed: 1:14:33 temperature: no ada_p: No Discriminator_loss: -1.21072e-08 Generator_loss: 0.358071 
[INFO] 2020-09-17 12:18:23 > Step:   18700 Progress: 18.7% Elapsed: 1:14:52 temperature: no ada_p: No Discriminator_loss: 6.0536e-09 Generator_loss: 0.33735 
[INFO] 2020-09-17 12:18:43 > Step:   18800 Progress: 18.8% Elapsed: 1:15:11 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: 0.30018 
[INFO] 2020-09-17 12:19:02 > Step:   18900 Progress: 18.9% Elapsed: 1:15:31 temperature: no ada_p: No Discriminator_loss: 8.3819e-09 Generator_loss: 0.316792 
[INFO] 2020-09-17 12:19:22 > Step:   19000 Progress: 19.0% Elapsed: 1:15:50 temperature: no ada_p: No Discriminator_loss: 3.25963e-09 Generator_loss: 0.300744 
[INFO] 2020-09-17 12:19:42 > Step:   19100 Progress: 19.1% Elapsed: 1:16:10 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: 0.280224 
[INFO] 2020-09-17 12:20:01 > Step:   19200 Progress: 19.2% Elapsed: 1:16:29 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: 0.278326 
[INFO] 2020-09-17 12:20:20 > Step:   19300 Progress: 19.3% Elapsed: 1:16:49 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: 0.257447 
[INFO] 2020-09-17 12:20:40 > Step:   19400 Progress: 19.4% Elapsed: 1:17:08 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: 0.258591 
[INFO] 2020-09-17 12:20:59 > Step:   19500 Progress: 19.5% Elapsed: 1:17:27 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: 0.253807 
[INFO] 2020-09-17 12:21:18 > Step:   19600 Progress: 19.6% Elapsed: 1:17:47 temperature: no ada_p: No Discriminator_loss: 5.12227e-09 Generator_loss: 0.270479 
[INFO] 2020-09-17 12:21:38 > Step:   19700 Progress: 19.7% Elapsed: 1:18:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.26695 
[INFO] 2020-09-17 12:21:57 > Step:   19800 Progress: 19.8% Elapsed: 1:18:25 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: 0.298457 
[INFO] 2020-09-17 12:22:17 > Step:   19900 Progress: 19.9% Elapsed: 1:18:45 temperature: no ada_p: No Discriminator_loss: 9.31323e-09 Generator_loss: 0.286139 
[INFO] 2020-09-17 12:22:36 > Step:   20000 Progress: 20.0% Elapsed: 1:19:04 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: 0.276521 
[INFO] 2020-09-17 12:22:36 > Start Evaluation (20000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:24:15 > F_8 score (Step: 20000, Using test images): 0.18998718151070357
[INFO] 2020-09-17 12:24:15 > F_1/8 score (Step: 20000, Using test images): 0.19842182594860489
[INFO] 2020-09-17 12:24:15 > FID score (Step: 20000, Using test moments): 160.74196541025418
[INFO] 2020-09-17 12:24:15 > Inception score (Step: 20000, 10000 generated images): 2.580068826675415
[INFO] 2020-09-17 12:24:15 > Best FID score (Step: 20000, Using test moments): 160.74196541025418
[INFO] 2020-09-17 12:24:15 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:24:33 > Step:   20100 Progress: 20.1% Elapsed: 1:21:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.290969 
[INFO] 2020-09-17 12:24:52 > Step:   20200 Progress: 20.2% Elapsed: 1:21:21 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: 0.291006 
[INFO] 2020-09-17 12:25:11 > Step:   20300 Progress: 20.3% Elapsed: 1:21:40 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: 0.27886 
[INFO] 2020-09-17 12:25:31 > Step:   20400 Progress: 20.4% Elapsed: 1:21:59 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: 0.232736 
[INFO] 2020-09-17 12:25:51 > Step:   20500 Progress: 20.5% Elapsed: 1:22:19 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: 0.251237 
[INFO] 2020-09-17 12:26:10 > Step:   20600 Progress: 20.6% Elapsed: 1:22:38 temperature: no ada_p: No Discriminator_loss: -4.42378e-09 Generator_loss: 0.231627 
[INFO] 2020-09-17 12:26:29 > Step:   20700 Progress: 20.7% Elapsed: 1:22:58 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: 0.221351 
[INFO] 2020-09-17 12:26:49 > Step:   20800 Progress: 20.8% Elapsed: 1:23:18 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: 0.233498 
[INFO] 2020-09-17 12:27:08 > Step:   20900 Progress: 20.9% Elapsed: 1:23:36 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: 0.279409 
[INFO] 2020-09-17 12:27:28 > Step:   21000 Progress: 21.0% Elapsed: 1:23:56 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: 0.296742 
[INFO] 2020-09-17 12:27:47 > Step:   21100 Progress: 21.1% Elapsed: 1:24:16 temperature: no ada_p: No Discriminator_loss: -1.30385e-08 Generator_loss: 0.275492 
[INFO] 2020-09-17 12:28:06 > Step:   21200 Progress: 21.2% Elapsed: 1:24:35 temperature: no ada_p: No Discriminator_loss: -5.12227e-09 Generator_loss: 0.295133 
[INFO] 2020-09-17 12:28:26 > Step:   21300 Progress: 21.3% Elapsed: 1:24:54 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: 0.303911 
[INFO] 2020-09-17 12:28:46 > Step:   21400 Progress: 21.4% Elapsed: 1:25:14 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: 0.247822 
[INFO] 2020-09-17 12:29:05 > Step:   21500 Progress: 21.5% Elapsed: 1:25:33 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: 0.228517 
[INFO] 2020-09-17 12:29:24 > Step:   21600 Progress: 21.6% Elapsed: 1:25:53 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: 0.227653 
[INFO] 2020-09-17 12:29:43 > Step:   21700 Progress: 21.7% Elapsed: 1:26:12 temperature: no ada_p: No Discriminator_loss: -3.0268e-09 Generator_loss: 0.264838 
[INFO] 2020-09-17 12:30:03 > Step:   21800 Progress: 21.8% Elapsed: 1:26:31 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: 0.210968 
[INFO] 2020-09-17 12:30:22 > Step:   21900 Progress: 21.9% Elapsed: 1:26:51 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: 0.236576 
[INFO] 2020-09-17 12:30:41 > Step:   22000 Progress: 22.0% Elapsed: 1:27:10 temperature: no ada_p: No Discriminator_loss: 5.58794e-09 Generator_loss: 0.293137 
[INFO] 2020-09-17 12:30:41 > Start Evaluation (22000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:32:20 > F_8 score (Step: 22000, Using test images): 0.1974849283636503
[INFO] 2020-09-17 12:32:20 > F_1/8 score (Step: 22000, Using test images): 0.18050201449042919
[INFO] 2020-09-17 12:32:20 > FID score (Step: 22000, Using test moments): 161.99734109363965
[INFO] 2020-09-17 12:32:20 > Inception score (Step: 22000, 10000 generated images): 2.5393784046173096
[INFO] 2020-09-17 12:32:20 > Best FID score (Step: 20000, Using test moments): 160.74196541025418
[INFO] 2020-09-17 12:32:21 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:32:39 > Step:   22100 Progress: 22.1% Elapsed: 1:29:08 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: 0.2994 
[INFO] 2020-09-17 12:32:59 > Step:   22200 Progress: 22.2% Elapsed: 1:29:27 temperature: no ada_p: No Discriminator_loss: 1.11759e-08 Generator_loss: 0.30083 
[INFO] 2020-09-17 12:33:18 > Step:   22300 Progress: 22.3% Elapsed: 1:29:46 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: 0.274788 
[INFO] 2020-09-17 12:33:37 > Step:   22400 Progress: 22.4% Elapsed: 1:30:06 temperature: no ada_p: No Discriminator_loss: 4.19095e-09 Generator_loss: 0.266992 
[INFO] 2020-09-17 12:33:57 > Step:   22500 Progress: 22.5% Elapsed: 1:30:25 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: 0.288906 
[INFO] 2020-09-17 12:34:16 > Step:   22600 Progress: 22.6% Elapsed: 1:30:44 temperature: no ada_p: No Discriminator_loss: -6.51926e-09 Generator_loss: 0.303466 
[INFO] 2020-09-17 12:34:36 > Step:   22700 Progress: 22.7% Elapsed: 1:31:04 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: 0.259176 
[INFO] 2020-09-17 12:34:55 > Step:   22800 Progress: 22.8% Elapsed: 1:31:23 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: 0.246625 
[INFO] 2020-09-17 12:35:14 > Step:   22900 Progress: 22.9% Elapsed: 1:31:43 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: 0.247205 
[INFO] 2020-09-17 12:35:34 > Step:   23000 Progress: 23.0% Elapsed: 1:32:02 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: 0.237253 
[INFO] 2020-09-17 12:35:53 > Step:   23100 Progress: 23.1% Elapsed: 1:32:21 temperature: no ada_p: No Discriminator_loss: 7.68341e-09 Generator_loss: 0.174949 
[INFO] 2020-09-17 12:36:13 > Step:   23200 Progress: 23.2% Elapsed: 1:32:41 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: 0.152342 
[INFO] 2020-09-17 12:36:32 > Step:   23300 Progress: 23.3% Elapsed: 1:33:01 temperature: no ada_p: No Discriminator_loss: 3.49246e-09 Generator_loss: 0.147481 
[INFO] 2020-09-17 12:36:51 > Step:   23400 Progress: 23.4% Elapsed: 1:33:20 temperature: no ada_p: No Discriminator_loss: 1.74623e-09 Generator_loss: 0.119805 
[INFO] 2020-09-17 12:37:11 > Step:   23500 Progress: 23.5% Elapsed: 1:33:39 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: 0.0753965 
[INFO] 2020-09-17 12:37:31 > Step:   23600 Progress: 23.6% Elapsed: 1:33:59 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: 0.0864859 
[INFO] 2020-09-17 12:37:50 > Step:   23700 Progress: 23.7% Elapsed: 1:34:18 temperature: no ada_p: No Discriminator_loss: -1.33878e-09 Generator_loss: 0.0553978 
[INFO] 2020-09-17 12:38:09 > Step:   23800 Progress: 23.8% Elapsed: 1:34:38 temperature: no ada_p: No Discriminator_loss: 9.8953e-10 Generator_loss: 0.0307035 
[INFO] 2020-09-17 12:38:29 > Step:   23900 Progress: 23.9% Elapsed: 1:34:57 temperature: no ada_p: No Discriminator_loss: 6.69388e-10 Generator_loss: -0.00269354 
[INFO] 2020-09-17 12:38:48 > Step:   24000 Progress: 24.0% Elapsed: 1:35:16 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: 0.0386528 
[INFO] 2020-09-17 12:38:48 > Start Evaluation (24000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:40:25 > F_8 score (Step: 24000, Using test images): 0.17394322058435852
[INFO] 2020-09-17 12:40:25 > F_1/8 score (Step: 24000, Using test images): 0.19685683328516243
[INFO] 2020-09-17 12:40:25 > FID score (Step: 24000, Using test moments): 161.18254224981638
[INFO] 2020-09-17 12:40:25 > Inception score (Step: 24000, 10000 generated images): 2.5830612182617188
[INFO] 2020-09-17 12:40:25 > Best FID score (Step: 20000, Using test moments): 160.74196541025418
[INFO] 2020-09-17 12:40:25 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:40:43 > Step:   24100 Progress: 24.1% Elapsed: 1:37:12 temperature: no ada_p: No Discriminator_loss: -2.03727e-09 Generator_loss: 0.0538502 
[INFO] 2020-09-17 12:41:02 > Step:   24200 Progress: 24.2% Elapsed: 1:37:30 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: 0.0442041 
[INFO] 2020-09-17 12:41:22 > Step:   24300 Progress: 24.3% Elapsed: 1:37:50 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: 0.0347913 
[INFO] 2020-09-17 12:41:41 > Step:   24400 Progress: 24.4% Elapsed: 1:38:10 temperature: no ada_p: No Discriminator_loss: -1.25146e-09 Generator_loss: 0.0197013 
[INFO] 2020-09-17 12:42:01 > Step:   24500 Progress: 24.5% Elapsed: 1:38:29 temperature: no ada_p: No Discriminator_loss: 4.94765e-10 Generator_loss: 0.00124339 
[INFO] 2020-09-17 12:42:20 > Step:   24600 Progress: 24.6% Elapsed: 1:38:48 temperature: no ada_p: No Discriminator_loss: 3.49246e-10 Generator_loss: 0.00739135 
[INFO] 2020-09-17 12:42:40 > Step:   24700 Progress: 24.7% Elapsed: 1:39:08 temperature: no ada_p: No Discriminator_loss: -8.73115e-10 Generator_loss: 0.0447923 
[INFO] 2020-09-17 12:42:59 > Step:   24800 Progress: 24.8% Elapsed: 1:39:27 temperature: no ada_p: No Discriminator_loss: -1.68802e-09 Generator_loss: 0.0476181 
[INFO] 2020-09-17 12:43:18 > Step:   24900 Progress: 24.9% Elapsed: 1:39:47 temperature: no ada_p: No Discriminator_loss: -7.85803e-10 Generator_loss: 0.0174657 
[INFO] 2020-09-17 12:43:38 > Step:   25000 Progress: 25.0% Elapsed: 1:40:06 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: 0.0192856 
[INFO] 2020-09-17 12:43:57 > Step:   25100 Progress: 25.1% Elapsed: 1:40:25 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: 0.0405615 
[INFO] 2020-09-17 12:44:17 > Step:   25200 Progress: 25.2% Elapsed: 1:40:45 temperature: no ada_p: No Discriminator_loss: -2.91038e-10 Generator_loss: 0.0211218 
[INFO] 2020-09-17 12:44:36 > Step:   25300 Progress: 25.3% Elapsed: 1:41:04 temperature: no ada_p: No Discriminator_loss: -2.50293e-09 Generator_loss: 0.00123042 
[INFO] 2020-09-17 12:44:55 > Step:   25400 Progress: 25.4% Elapsed: 1:41:23 temperature: no ada_p: No Discriminator_loss: -1.74623e-10 Generator_loss: -0.0151131 
[INFO] 2020-09-17 12:45:15 > Step:   25500 Progress: 25.5% Elapsed: 1:41:43 temperature: no ada_p: No Discriminator_loss: 2.91038e-10 Generator_loss: -0.0481556 
[INFO] 2020-09-17 12:45:34 > Step:   25600 Progress: 25.6% Elapsed: 1:42:02 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.0483507 
[INFO] 2020-09-17 12:45:53 > Step:   25700 Progress: 25.7% Elapsed: 1:42:22 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: -0.0739604 
[INFO] 2020-09-17 12:46:13 > Step:   25800 Progress: 25.8% Elapsed: 1:42:41 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.0614729 
[INFO] 2020-09-17 12:46:32 > Step:   25900 Progress: 25.9% Elapsed: 1:43:00 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.065684 
[INFO] 2020-09-17 12:46:51 > Step:   26000 Progress: 26.0% Elapsed: 1:43:20 temperature: no ada_p: No Discriminator_loss: 3.49246e-10 Generator_loss: -0.0576851 
[INFO] 2020-09-17 12:46:52 > Start Evaluation (26000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:48:31 > F_8 score (Step: 26000, Using test images): 0.17059940688813813
[INFO] 2020-09-17 12:48:31 > F_1/8 score (Step: 26000, Using test images): 0.18344106712169167
[INFO] 2020-09-17 12:48:31 > FID score (Step: 26000, Using test moments): 162.78883148078557
[INFO] 2020-09-17 12:48:31 > Inception score (Step: 26000, 10000 generated images): 2.558089017868042
[INFO] 2020-09-17 12:48:31 > Best FID score (Step: 20000, Using test moments): 160.74196541025418
[INFO] 2020-09-17 12:48:31 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:48:50 > Step:   26100 Progress: 26.1% Elapsed: 1:45:18 temperature: no ada_p: No Discriminator_loss: -8.14907e-10 Generator_loss: -0.0578248 
[INFO] 2020-09-17 12:49:09 > Step:   26200 Progress: 26.2% Elapsed: 1:45:37 temperature: no ada_p: No Discriminator_loss: 3.49246e-09 Generator_loss: -0.0672865 
[INFO] 2020-09-17 12:49:28 > Step:   26300 Progress: 26.3% Elapsed: 1:45:57 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.0683784 
[INFO] 2020-09-17 12:49:48 > Step:   26400 Progress: 26.4% Elapsed: 1:46:16 temperature: no ada_p: No Discriminator_loss: 1.16415e-10 Generator_loss: -0.0557072 
[INFO] 2020-09-17 12:50:07 > Step:   26500 Progress: 26.5% Elapsed: 1:46:35 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: -0.0683021 
[INFO] 2020-09-17 12:50:27 > Step:   26600 Progress: 26.6% Elapsed: 1:46:55 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: -0.0649437 
[INFO] 2020-09-17 12:50:46 > Step:   26700 Progress: 26.7% Elapsed: 1:47:14 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: -0.102403 
[INFO] 2020-09-17 12:51:06 > Step:   26800 Progress: 26.8% Elapsed: 1:47:34 temperature: no ada_p: No Discriminator_loss: -2.44472e-09 Generator_loss: -0.107102 
[INFO] 2020-09-17 12:51:25 > Step:   26900 Progress: 26.9% Elapsed: 1:47:54 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.0901815 
[INFO] 2020-09-17 12:51:44 > Step:   27000 Progress: 27.0% Elapsed: 1:48:13 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.0711873 
[INFO] 2020-09-17 12:52:04 > Step:   27100 Progress: 27.1% Elapsed: 1:48:32 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: -0.0950525 
[INFO] 2020-09-17 12:52:24 > Step:   27200 Progress: 27.2% Elapsed: 1:48:52 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.088233 
[INFO] 2020-09-17 12:52:43 > Step:   27300 Progress: 27.3% Elapsed: 1:49:11 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.0850686 
[INFO] 2020-09-17 12:53:02 > Step:   27400 Progress: 27.4% Elapsed: 1:49:30 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.0916135 
[INFO] 2020-09-17 12:53:22 > Step:   27500 Progress: 27.5% Elapsed: 1:49:50 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: -0.0984794 
[INFO] 2020-09-17 12:53:41 > Step:   27600 Progress: 27.6% Elapsed: 1:50:09 temperature: no ada_p: No Discriminator_loss: -2.44472e-09 Generator_loss: -0.102422 
[INFO] 2020-09-17 12:54:00 > Step:   27700 Progress: 27.7% Elapsed: 1:50:29 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.107154 
[INFO] 2020-09-17 12:54:19 > Step:   27800 Progress: 27.8% Elapsed: 1:50:48 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.151608 
[INFO] 2020-09-17 12:54:39 > Step:   27900 Progress: 27.9% Elapsed: 1:51:07 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.154201 
[INFO] 2020-09-17 12:54:58 > Step:   28000 Progress: 28.0% Elapsed: 1:51:27 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.161252 
[INFO] 2020-09-17 12:54:58 > Start Evaluation (28000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:56:40 > F_8 score (Step: 28000, Using test images): 0.1975876137503199
[INFO] 2020-09-17 12:56:40 > F_1/8 score (Step: 28000, Using test images): 0.1776386258089276
[INFO] 2020-09-17 12:56:40 > FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 12:56:40 > Inception score (Step: 28000, 10000 generated images): 2.574613094329834
[INFO] 2020-09-17 12:56:40 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 12:56:40 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 12:56:58 > Step:   28100 Progress: 28.1% Elapsed: 1:53:26 temperature: no ada_p: No Discriminator_loss: 3.0268e-09 Generator_loss: -0.165912 
[INFO] 2020-09-17 12:57:17 > Step:   28200 Progress: 28.2% Elapsed: 1:53:46 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.129057 
[INFO] 2020-09-17 12:57:37 > Step:   28300 Progress: 28.3% Elapsed: 1:54:05 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: -0.166393 
[INFO] 2020-09-17 12:57:56 > Step:   28400 Progress: 28.4% Elapsed: 1:54:24 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.14169 
[INFO] 2020-09-17 12:58:16 > Step:   28500 Progress: 28.5% Elapsed: 1:54:44 temperature: no ada_p: No Discriminator_loss: 1.04774e-09 Generator_loss: -0.116195 
[INFO] 2020-09-17 12:58:35 > Step:   28600 Progress: 28.6% Elapsed: 1:55:04 temperature: no ada_p: No Discriminator_loss: -1.97906e-09 Generator_loss: -0.112035 
[INFO] 2020-09-17 12:58:54 > Step:   28700 Progress: 28.7% Elapsed: 1:55:23 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.106516 
[INFO] 2020-09-17 12:59:14 > Step:   28800 Progress: 28.8% Elapsed: 1:55:42 temperature: no ada_p: No Discriminator_loss: 3.49246e-10 Generator_loss: -0.106663 
[INFO] 2020-09-17 12:59:33 > Step:   28900 Progress: 28.9% Elapsed: 1:56:02 temperature: no ada_p: No Discriminator_loss: 1.5134e-09 Generator_loss: -0.0836128 
[INFO] 2020-09-17 12:59:52 > Step:   29000 Progress: 29.0% Elapsed: 1:56:21 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.107216 
[INFO] 2020-09-17 13:00:12 > Step:   29100 Progress: 29.1% Elapsed: 1:56:40 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.113506 
[INFO] 2020-09-17 13:00:31 > Step:   29200 Progress: 29.2% Elapsed: 1:56:59 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.132731 
[INFO] 2020-09-17 13:00:50 > Step:   29300 Progress: 29.3% Elapsed: 1:57:19 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.148549 
[INFO] 2020-09-17 13:01:10 > Step:   29400 Progress: 29.4% Elapsed: 1:57:38 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.183151 
[INFO] 2020-09-17 13:01:29 > Step:   29500 Progress: 29.5% Elapsed: 1:57:57 temperature: no ada_p: No Discriminator_loss: 3.49246e-09 Generator_loss: -0.156829 
[INFO] 2020-09-17 13:01:49 > Step:   29600 Progress: 29.6% Elapsed: 1:58:17 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.162205 
[INFO] 2020-09-17 13:02:08 > Step:   29700 Progress: 29.7% Elapsed: 1:58:36 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.13548 
[INFO] 2020-09-17 13:02:27 > Step:   29800 Progress: 29.8% Elapsed: 1:58:55 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.143594 
[INFO] 2020-09-17 13:02:47 > Step:   29900 Progress: 29.9% Elapsed: 1:59:15 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.141947 
[INFO] 2020-09-17 13:03:06 > Step:   30000 Progress: 30.0% Elapsed: 1:59:35 temperature: no ada_p: No Discriminator_loss: -3.0268e-09 Generator_loss: -0.15779 
[INFO] 2020-09-17 13:03:06 > Start Evaluation (30000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:04:46 > F_8 score (Step: 30000, Using test images): 0.19885919407944103
[INFO] 2020-09-17 13:04:46 > F_1/8 score (Step: 30000, Using test images): 0.17299873524335718
[INFO] 2020-09-17 13:04:46 > FID score (Step: 30000, Using test moments): 161.18035456601842
[INFO] 2020-09-17 13:04:46 > Inception score (Step: 30000, 10000 generated images): 2.5672521591186523
[INFO] 2020-09-17 13:04:46 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 13:04:47 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:05:05 > Step:   30100 Progress: 30.1% Elapsed: 2:01:33 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.170806 
[INFO] 2020-09-17 13:05:24 > Step:   30200 Progress: 30.2% Elapsed: 2:01:52 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: -0.188581 
[INFO] 2020-09-17 13:05:43 > Step:   30300 Progress: 30.3% Elapsed: 2:02:11 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: -0.186168 
[INFO] 2020-09-17 13:06:03 > Step:   30400 Progress: 30.4% Elapsed: 2:02:31 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.171719 
[INFO] 2020-09-17 13:06:22 > Step:   30500 Progress: 30.5% Elapsed: 2:02:51 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.159438 
[INFO] 2020-09-17 13:06:41 > Step:   30600 Progress: 30.6% Elapsed: 2:03:10 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.108263 
[INFO] 2020-09-17 13:07:01 > Step:   30700 Progress: 30.7% Elapsed: 2:03:29 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.134571 
[INFO] 2020-09-17 13:07:21 > Step:   30800 Progress: 30.8% Elapsed: 2:03:49 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.143628 
[INFO] 2020-09-17 13:07:40 > Step:   30900 Progress: 30.9% Elapsed: 2:04:08 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: -0.157345 
[INFO] 2020-09-17 13:07:59 > Step:   31000 Progress: 31.0% Elapsed: 2:04:28 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.140516 
[INFO] 2020-09-17 13:08:19 > Step:   31100 Progress: 31.1% Elapsed: 2:04:47 temperature: no ada_p: No Discriminator_loss: 3.49246e-10 Generator_loss: -0.124106 
[INFO] 2020-09-17 13:08:38 > Step:   31200 Progress: 31.2% Elapsed: 2:05:06 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.130417 
[INFO] 2020-09-17 13:08:58 > Step:   31300 Progress: 31.3% Elapsed: 2:05:26 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: -0.148921 
[INFO] 2020-09-17 13:09:17 > Step:   31400 Progress: 31.4% Elapsed: 2:05:46 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.177105 
[INFO] 2020-09-17 13:09:36 > Step:   31500 Progress: 31.5% Elapsed: 2:06:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.190368 
[INFO] 2020-09-17 13:09:56 > Step:   31600 Progress: 31.6% Elapsed: 2:06:24 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.219852 
[INFO] 2020-09-17 13:10:15 > Step:   31700 Progress: 31.7% Elapsed: 2:06:43 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: -0.233345 
[INFO] 2020-09-17 13:10:34 > Step:   31800 Progress: 31.8% Elapsed: 2:07:03 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.222009 
[INFO] 2020-09-17 13:10:54 > Step:   31900 Progress: 31.9% Elapsed: 2:07:22 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.211761 
[INFO] 2020-09-17 13:11:13 > Step:   32000 Progress: 32.0% Elapsed: 2:07:41 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.180005 
[INFO] 2020-09-17 13:11:13 > Start Evaluation (32000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:12:49 > F_8 score (Step: 32000, Using test images): 0.1854731062483142
[INFO] 2020-09-17 13:12:49 > F_1/8 score (Step: 32000, Using test images): 0.19524647812739412
[INFO] 2020-09-17 13:12:49 > FID score (Step: 32000, Using test moments): 162.34960186551015
[INFO] 2020-09-17 13:12:49 > Inception score (Step: 32000, 10000 generated images): 2.570721387863159
[INFO] 2020-09-17 13:12:49 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 13:12:49 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:13:08 > Step:   32100 Progress: 32.1% Elapsed: 2:09:36 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.163461 
[INFO] 2020-09-17 13:13:27 > Step:   32200 Progress: 32.2% Elapsed: 2:09:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.160046 
[INFO] 2020-09-17 13:13:46 > Step:   32300 Progress: 32.3% Elapsed: 2:10:15 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.162926 
[INFO] 2020-09-17 13:14:06 > Step:   32400 Progress: 32.4% Elapsed: 2:10:34 temperature: no ada_p: No Discriminator_loss: -5.12227e-09 Generator_loss: -0.167972 
[INFO] 2020-09-17 13:14:25 > Step:   32500 Progress: 32.5% Elapsed: 2:10:54 temperature: no ada_p: No Discriminator_loss: -4.42378e-09 Generator_loss: -0.190509 
[INFO] 2020-09-17 13:14:45 > Step:   32600 Progress: 32.6% Elapsed: 2:11:13 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.174521 
[INFO] 2020-09-17 13:15:04 > Step:   32700 Progress: 32.7% Elapsed: 2:11:32 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.190817 
[INFO] 2020-09-17 13:15:23 > Step:   32800 Progress: 32.8% Elapsed: 2:11:51 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.166328 
[INFO] 2020-09-17 13:15:43 > Step:   32900 Progress: 32.9% Elapsed: 2:12:11 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.1149 
[INFO] 2020-09-17 13:16:02 > Step:   33000 Progress: 33.0% Elapsed: 2:12:31 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.0968878 
[INFO] 2020-09-17 13:16:21 > Step:   33100 Progress: 33.1% Elapsed: 2:12:50 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.0937922 
[INFO] 2020-09-17 13:16:41 > Step:   33200 Progress: 33.2% Elapsed: 2:13:09 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: -0.0807709 
[INFO] 2020-09-17 13:17:01 > Step:   33300 Progress: 33.3% Elapsed: 2:13:29 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.10594 
[INFO] 2020-09-17 13:17:20 > Step:   33400 Progress: 33.4% Elapsed: 2:13:48 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.103922 
[INFO] 2020-09-17 13:17:39 > Step:   33500 Progress: 33.5% Elapsed: 2:14:07 temperature: no ada_p: No Discriminator_loss: 3.49246e-10 Generator_loss: -0.0993204 
[INFO] 2020-09-17 13:17:59 > Step:   33600 Progress: 33.6% Elapsed: 2:14:27 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.115549 
[INFO] 2020-09-17 13:18:18 > Step:   33700 Progress: 33.7% Elapsed: 2:14:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.100187 
[INFO] 2020-09-17 13:18:37 > Step:   33800 Progress: 33.8% Elapsed: 2:15:06 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.0957668 
[INFO] 2020-09-17 13:18:57 > Step:   33900 Progress: 33.9% Elapsed: 2:15:25 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.105728 
[INFO] 2020-09-17 13:19:16 > Step:   34000 Progress: 34.0% Elapsed: 2:15:44 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: -0.10388 
[INFO] 2020-09-17 13:19:16 > Start Evaluation (34000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:20:50 > F_8 score (Step: 34000, Using test images): 0.1904635448062299
[INFO] 2020-09-17 13:20:50 > F_1/8 score (Step: 34000, Using test images): 0.17584654263698019
[INFO] 2020-09-17 13:20:50 > FID score (Step: 34000, Using test moments): 162.36228820077866
[INFO] 2020-09-17 13:20:50 > Inception score (Step: 34000, 10000 generated images): 2.5630240440368652
[INFO] 2020-09-17 13:20:50 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 13:20:50 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:21:09 > Step:   34100 Progress: 34.1% Elapsed: 2:17:37 temperature: no ada_p: No Discriminator_loss: 1.97906e-09 Generator_loss: -0.100592 
[INFO] 2020-09-17 13:21:28 > Step:   34200 Progress: 34.2% Elapsed: 2:17:56 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.0710868 
[INFO] 2020-09-17 13:21:47 > Step:   34300 Progress: 34.3% Elapsed: 2:18:16 temperature: no ada_p: No Discriminator_loss: 2.96859e-09 Generator_loss: -0.0553742 
[INFO] 2020-09-17 13:22:07 > Step:   34400 Progress: 34.4% Elapsed: 2:18:35 temperature: no ada_p: No Discriminator_loss: -1.74623e-09 Generator_loss: -0.0629056 
[INFO] 2020-09-17 13:22:26 > Step:   34500 Progress: 34.5% Elapsed: 2:18:54 temperature: no ada_p: No Discriminator_loss: 5.23869e-10 Generator_loss: -0.0412483 
[INFO] 2020-09-17 13:22:46 > Step:   34600 Progress: 34.6% Elapsed: 2:19:14 temperature: no ada_p: No Discriminator_loss: -7.567e-10 Generator_loss: -0.0557156 
[INFO] 2020-09-17 13:23:06 > Step:   34700 Progress: 34.7% Elapsed: 2:19:34 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.0784034 
[INFO] 2020-09-17 13:23:25 > Step:   34800 Progress: 34.8% Elapsed: 2:19:53 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.0742016 
[INFO] 2020-09-17 13:23:44 > Step:   34900 Progress: 34.9% Elapsed: 2:20:13 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.0968501 
[INFO] 2020-09-17 13:24:04 > Step:   35000 Progress: 35.0% Elapsed: 2:20:32 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: -0.057171 
[INFO] 2020-09-17 13:24:23 > Step:   35100 Progress: 35.1% Elapsed: 2:20:51 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.0364854 
[INFO] 2020-09-17 13:24:43 > Step:   35200 Progress: 35.2% Elapsed: 2:21:11 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.0222442 
[INFO] 2020-09-17 13:25:02 > Step:   35300 Progress: 35.3% Elapsed: 2:21:30 temperature: no ada_p: No Discriminator_loss: 1.10595e-09 Generator_loss: -0.00770487 
[INFO] 2020-09-17 13:25:21 > Step:   35400 Progress: 35.4% Elapsed: 2:21:50 temperature: no ada_p: No Discriminator_loss: -1.13505e-09 Generator_loss: -0.034628 
[INFO] 2020-09-17 13:25:41 > Step:   35500 Progress: 35.5% Elapsed: 2:22:09 temperature: no ada_p: No Discriminator_loss: -9.60426e-10 Generator_loss: -0.0226967 
[INFO] 2020-09-17 13:26:00 > Step:   35600 Progress: 35.6% Elapsed: 2:22:28 temperature: no ada_p: No Discriminator_loss: -1.28057e-09 Generator_loss: -0.078831 
[INFO] 2020-09-17 13:26:20 > Step:   35700 Progress: 35.7% Elapsed: 2:22:48 temperature: no ada_p: No Discriminator_loss: -7.567e-10 Generator_loss: -0.0574448 
[INFO] 2020-09-17 13:26:39 > Step:   35800 Progress: 35.8% Elapsed: 2:23:08 temperature: no ada_p: No Discriminator_loss: 1.16415e-10 Generator_loss: -0.034161 
[INFO] 2020-09-17 13:26:58 > Step:   35900 Progress: 35.9% Elapsed: 2:23:27 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: -0.0635636 
[INFO] 2020-09-17 13:27:18 > Step:   36000 Progress: 36.0% Elapsed: 2:23:46 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.0602772 
[INFO] 2020-09-17 13:27:18 > Start Evaluation (36000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:28:53 > F_8 score (Step: 36000, Using test images): 0.20031057457041185
[INFO] 2020-09-17 13:28:53 > F_1/8 score (Step: 36000, Using test images): 0.17517602090452736
[INFO] 2020-09-17 13:28:53 > FID score (Step: 36000, Using test moments): 161.51235272172534
[INFO] 2020-09-17 13:28:53 > Inception score (Step: 36000, 10000 generated images): 2.5805201530456543
[INFO] 2020-09-17 13:28:53 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 13:28:53 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:29:12 > Step:   36100 Progress: 36.1% Elapsed: 2:25:40 temperature: no ada_p: No Discriminator_loss: -7.567e-10 Generator_loss: -0.0383572 
[INFO] 2020-09-17 13:29:30 > Step:   36200 Progress: 36.2% Elapsed: 2:25:59 temperature: no ada_p: No Discriminator_loss: 1.30967e-09 Generator_loss: -0.0265343 
[INFO] 2020-09-17 13:29:50 > Step:   36300 Progress: 36.3% Elapsed: 2:26:18 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: -0.0562637 
[INFO] 2020-09-17 13:30:09 > Step:   36400 Progress: 36.4% Elapsed: 2:26:38 temperature: no ada_p: No Discriminator_loss: 6.69388e-10 Generator_loss: -0.038299 
[INFO] 2020-09-17 13:30:28 > Step:   36500 Progress: 36.5% Elapsed: 2:26:57 temperature: no ada_p: No Discriminator_loss: -7.567e-10 Generator_loss: -0.0471204 
[INFO] 2020-09-17 13:30:48 > Step:   36600 Progress: 36.6% Elapsed: 2:27:16 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: -0.0531844 
[INFO] 2020-09-17 13:31:07 > Step:   36700 Progress: 36.7% Elapsed: 2:27:35 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.0433895 
[INFO] 2020-09-17 13:31:26 > Step:   36800 Progress: 36.8% Elapsed: 2:27:55 temperature: no ada_p: No Discriminator_loss: -1.68802e-09 Generator_loss: -0.053114 
[INFO] 2020-09-17 13:31:46 > Step:   36900 Progress: 36.9% Elapsed: 2:28:14 temperature: no ada_p: No Discriminator_loss: -1.74623e-10 Generator_loss: -0.0547838 
[INFO] 2020-09-17 13:32:05 > Step:   37000 Progress: 37.0% Elapsed: 2:28:33 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: -0.0589648 
[INFO] 2020-09-17 13:32:25 > Step:   37100 Progress: 37.1% Elapsed: 2:28:53 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: -0.048454 
[INFO] 2020-09-17 13:32:44 > Step:   37200 Progress: 37.2% Elapsed: 2:29:13 temperature: no ada_p: No Discriminator_loss: -7.42148e-10 Generator_loss: -0.01319 
[INFO] 2020-09-17 13:33:03 > Step:   37300 Progress: 37.3% Elapsed: 2:29:32 temperature: no ada_p: No Discriminator_loss: -2.44472e-09 Generator_loss: -0.0273689 
[INFO] 2020-09-17 13:33:23 > Step:   37400 Progress: 37.4% Elapsed: 2:29:51 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: -0.0222595 
[INFO] 2020-09-17 13:33:43 > Step:   37500 Progress: 37.5% Elapsed: 2:30:11 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.0303803 
[INFO] 2020-09-17 13:34:02 > Step:   37600 Progress: 37.6% Elapsed: 2:30:30 temperature: no ada_p: No Discriminator_loss: 1.16415e-10 Generator_loss: -0.0535874 
[INFO] 2020-09-17 13:34:21 > Step:   37700 Progress: 37.7% Elapsed: 2:30:50 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: -0.0520965 
[INFO] 2020-09-17 13:34:40 > Step:   37800 Progress: 37.8% Elapsed: 2:31:08 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: -0.0335298 
[INFO] 2020-09-17 13:35:00 > Step:   37900 Progress: 37.9% Elapsed: 2:31:28 temperature: no ada_p: No Discriminator_loss: 9.60426e-10 Generator_loss: -0.0257815 
[INFO] 2020-09-17 13:35:19 > Step:   38000 Progress: 38.0% Elapsed: 2:31:48 temperature: no ada_p: No Discriminator_loss: -1.36788e-09 Generator_loss: 0.0201956 
[INFO] 2020-09-17 13:35:19 > Start Evaluation (38000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:36:54 > F_8 score (Step: 38000, Using test images): 0.1955983957278297
[INFO] 2020-09-17 13:36:54 > F_1/8 score (Step: 38000, Using test images): 0.19746867345358024
[INFO] 2020-09-17 13:36:54 > FID score (Step: 38000, Using test moments): 162.5828987417205
[INFO] 2020-09-17 13:36:54 > Inception score (Step: 38000, 10000 generated images): 2.5450899600982666
[INFO] 2020-09-17 13:36:54 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 13:36:54 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:37:12 > Step:   38100 Progress: 38.1% Elapsed: 2:33:40 temperature: no ada_p: No Discriminator_loss: -2.03727e-09 Generator_loss: 0.00597933 
[INFO] 2020-09-17 13:37:32 > Step:   38200 Progress: 38.2% Elapsed: 2:34:00 temperature: no ada_p: No Discriminator_loss: 1.70257e-09 Generator_loss: -0.00425307 
[INFO] 2020-09-17 13:37:51 > Step:   38300 Progress: 38.3% Elapsed: 2:34:20 temperature: no ada_p: No Discriminator_loss: -3.63798e-09 Generator_loss: -0.0156859 
[INFO] 2020-09-17 13:38:10 > Step:   38400 Progress: 38.4% Elapsed: 2:34:39 temperature: no ada_p: No Discriminator_loss: 1.10595e-09 Generator_loss: -0.0207547 
[INFO] 2020-09-17 13:38:30 > Step:   38500 Progress: 38.5% Elapsed: 2:34:58 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: -0.0433967 
[INFO] 2020-09-17 13:38:50 > Step:   38600 Progress: 38.6% Elapsed: 2:35:18 temperature: no ada_p: No Discriminator_loss: -3.20142e-09 Generator_loss: -0.0507048 
[INFO] 2020-09-17 13:39:09 > Step:   38700 Progress: 38.7% Elapsed: 2:35:37 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.0410848 
[INFO] 2020-09-17 13:39:28 > Step:   38800 Progress: 38.8% Elapsed: 2:35:57 temperature: no ada_p: No Discriminator_loss: -5.82077e-11 Generator_loss: -0.0528428 
[INFO] 2020-09-17 13:39:48 > Step:   38900 Progress: 38.9% Elapsed: 2:36:17 temperature: no ada_p: No Discriminator_loss: -1.45519e-09 Generator_loss: -0.0520409 
[INFO] 2020-09-17 13:40:07 > Step:   39000 Progress: 39.0% Elapsed: 2:36:36 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.0881915 
[INFO] 2020-09-17 13:40:27 > Step:   39100 Progress: 39.1% Elapsed: 2:36:55 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.0815379 
[INFO] 2020-09-17 13:40:46 > Step:   39200 Progress: 39.2% Elapsed: 2:37:14 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.0729796 
[INFO] 2020-09-17 13:41:05 > Step:   39300 Progress: 39.3% Elapsed: 2:37:34 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: -0.105404 
[INFO] 2020-09-17 13:41:25 > Step:   39400 Progress: 39.4% Elapsed: 2:37:53 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.11193 
[INFO] 2020-09-17 13:41:44 > Step:   39500 Progress: 39.5% Elapsed: 2:38:12 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.0817175 
[INFO] 2020-09-17 13:42:04 > Step:   39600 Progress: 39.6% Elapsed: 2:38:32 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: -0.0191601 
[INFO] 2020-09-17 13:42:24 > Step:   39700 Progress: 39.7% Elapsed: 2:38:52 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: -0.0578361 
[INFO] 2020-09-17 13:42:43 > Step:   39800 Progress: 39.8% Elapsed: 2:39:11 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.0517339 
[INFO] 2020-09-17 13:43:02 > Step:   39900 Progress: 39.9% Elapsed: 2:39:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.0651763 
[INFO] 2020-09-17 13:43:22 > Step:   40000 Progress: 40.0% Elapsed: 2:39:50 temperature: no ada_p: No Discriminator_loss: -3.60887e-09 Generator_loss: -0.104303 
[INFO] 2020-09-17 13:43:22 > Start Evaluation (40000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:44:55 > F_8 score (Step: 40000, Using test images): 0.212264982126205
[INFO] 2020-09-17 13:44:55 > F_1/8 score (Step: 40000, Using test images): 0.18152145104795422
[INFO] 2020-09-17 13:44:55 > FID score (Step: 40000, Using test moments): 161.69548480073897
[INFO] 2020-09-17 13:44:55 > Inception score (Step: 40000, 10000 generated images): 2.561098575592041
[INFO] 2020-09-17 13:44:55 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 13:44:55 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:45:13 > Step:   40100 Progress: 40.1% Elapsed: 2:41:42 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.061776 
[INFO] 2020-09-17 13:45:33 > Step:   40200 Progress: 40.2% Elapsed: 2:42:01 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: -0.0390459 
[INFO] 2020-09-17 13:45:52 > Step:   40300 Progress: 40.3% Elapsed: 2:42:21 temperature: no ada_p: No Discriminator_loss: 5.82077e-10 Generator_loss: -0.0121106 
[INFO] 2020-09-17 13:46:11 > Step:   40400 Progress: 40.4% Elapsed: 2:42:40 temperature: no ada_p: No Discriminator_loss: 1.45519e-09 Generator_loss: -0.0150579 
[INFO] 2020-09-17 13:46:31 > Step:   40500 Progress: 40.5% Elapsed: 2:42:59 temperature: no ada_p: No Discriminator_loss: -1.33878e-09 Generator_loss: -0.0326844 
[INFO] 2020-09-17 13:46:50 > Step:   40600 Progress: 40.6% Elapsed: 2:43:18 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.0328582 
[INFO] 2020-09-17 13:47:10 > Step:   40700 Progress: 40.7% Elapsed: 2:43:38 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: -0.0275877 
[INFO] 2020-09-17 13:47:29 > Step:   40800 Progress: 40.8% Elapsed: 2:43:58 temperature: no ada_p: No Discriminator_loss: 1.57161e-09 Generator_loss: -0.00412812 
[INFO] 2020-09-17 13:47:48 > Step:   40900 Progress: 40.9% Elapsed: 2:44:17 temperature: no ada_p: No Discriminator_loss: 3.49246e-10 Generator_loss: -0.027204 
[INFO] 2020-09-17 13:48:08 > Step:   41000 Progress: 41.0% Elapsed: 2:44:36 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.0320695 
[INFO] 2020-09-17 13:48:28 > Step:   41100 Progress: 41.1% Elapsed: 2:44:56 temperature: no ada_p: No Discriminator_loss: -1.80444e-09 Generator_loss: -0.0434258 
[INFO] 2020-09-17 13:48:47 > Step:   41200 Progress: 41.2% Elapsed: 2:45:15 temperature: no ada_p: No Discriminator_loss: 1.04774e-09 Generator_loss: -0.0269673 
[INFO] 2020-09-17 13:49:06 > Step:   41300 Progress: 41.3% Elapsed: 2:45:35 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.0508559 
[INFO] 2020-09-17 13:49:26 > Step:   41400 Progress: 41.4% Elapsed: 2:45:54 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.0694241 
[INFO] 2020-09-17 13:49:45 > Step:   41500 Progress: 41.5% Elapsed: 2:46:13 temperature: no ada_p: No Discriminator_loss: 1.45519e-09 Generator_loss: -0.0552909 
[INFO] 2020-09-17 13:50:05 > Step:   41600 Progress: 41.6% Elapsed: 2:46:33 temperature: no ada_p: No Discriminator_loss: -5.23869e-10 Generator_loss: -0.0719383 
[INFO] 2020-09-17 13:50:24 > Step:   41700 Progress: 41.7% Elapsed: 2:46:52 temperature: no ada_p: No Discriminator_loss: 1.74623e-09 Generator_loss: -0.0457694 
[INFO] 2020-09-17 13:50:43 > Step:   41800 Progress: 41.8% Elapsed: 2:47:12 temperature: no ada_p: No Discriminator_loss: -8.73115e-10 Generator_loss: -0.0705003 
[INFO] 2020-09-17 13:51:03 > Step:   41900 Progress: 41.9% Elapsed: 2:47:31 temperature: no ada_p: No Discriminator_loss: -2.61934e-09 Generator_loss: -0.0399752 
[INFO] 2020-09-17 13:51:22 > Step:   42000 Progress: 42.0% Elapsed: 2:47:50 temperature: no ada_p: No Discriminator_loss: -1.68802e-09 Generator_loss: -0.0589711 
[INFO] 2020-09-17 13:51:22 > Start Evaluation (42000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:52:57 > F_8 score (Step: 42000, Using test images): 0.17496838371049045
[INFO] 2020-09-17 13:52:57 > F_1/8 score (Step: 42000, Using test images): 0.20141153869836992
[INFO] 2020-09-17 13:52:57 > FID score (Step: 42000, Using test moments): 161.10875654055798
[INFO] 2020-09-17 13:52:57 > Inception score (Step: 42000, 10000 generated images): 2.563368082046509
[INFO] 2020-09-17 13:52:57 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 13:52:57 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 13:53:16 > Step:   42100 Progress: 42.1% Elapsed: 2:49:44 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.0146089 
[INFO] 2020-09-17 13:53:35 > Step:   42200 Progress: 42.2% Elapsed: 2:50:03 temperature: no ada_p: No Discriminator_loss: 1.04774e-09 Generator_loss: -0.0132689 
[INFO] 2020-09-17 13:53:54 > Step:   42300 Progress: 42.3% Elapsed: 2:50:22 temperature: no ada_p: No Discriminator_loss: 2.53203e-09 Generator_loss: 0.0127588 
[INFO] 2020-09-17 13:54:14 > Step:   42400 Progress: 42.4% Elapsed: 2:50:42 temperature: no ada_p: No Discriminator_loss: -8.73115e-10 Generator_loss: 0.0149046 
[INFO] 2020-09-17 13:54:34 > Step:   42500 Progress: 42.5% Elapsed: 2:51:02 temperature: no ada_p: No Discriminator_loss: -2.15368e-09 Generator_loss: 0.00193692 
[INFO] 2020-09-17 13:54:53 > Step:   42600 Progress: 42.6% Elapsed: 2:51:21 temperature: no ada_p: No Discriminator_loss: -1.83354e-09 Generator_loss: 0.00405804 
[INFO] 2020-09-17 13:55:12 > Step:   42700 Progress: 42.7% Elapsed: 2:51:41 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: -0.00504798 
[INFO] 2020-09-17 13:55:32 > Step:   42800 Progress: 42.8% Elapsed: 2:52:00 temperature: no ada_p: No Discriminator_loss: 3.17232e-09 Generator_loss: -0.0188731 
[INFO] 2020-09-17 13:55:51 > Step:   42900 Progress: 42.9% Elapsed: 2:52:19 temperature: no ada_p: No Discriminator_loss: 2.2701e-09 Generator_loss: -0.0186317 
[INFO] 2020-09-17 13:56:11 > Step:   43000 Progress: 43.0% Elapsed: 2:52:39 temperature: no ada_p: No Discriminator_loss: -4.74392e-09 Generator_loss: -0.0192346 
[INFO] 2020-09-17 13:56:30 > Step:   43100 Progress: 43.1% Elapsed: 2:52:58 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.0432023 
[INFO] 2020-09-17 13:56:49 > Step:   43200 Progress: 43.2% Elapsed: 2:53:18 temperature: no ada_p: No Discriminator_loss: -2.2701e-09 Generator_loss: -0.0636879 
[INFO] 2020-09-17 13:57:09 > Step:   43300 Progress: 43.3% Elapsed: 2:53:37 temperature: no ada_p: No Discriminator_loss: 6.40284e-10 Generator_loss: -0.0485161 
[INFO] 2020-09-17 13:57:28 > Step:   43400 Progress: 43.4% Elapsed: 2:53:56 temperature: no ada_p: No Discriminator_loss: -3.60887e-09 Generator_loss: -0.0239419 
[INFO] 2020-09-17 13:57:48 > Step:   43500 Progress: 43.5% Elapsed: 2:54:16 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: 0.0239226 
[INFO] 2020-09-17 13:58:07 > Step:   43600 Progress: 43.6% Elapsed: 2:54:36 temperature: no ada_p: No Discriminator_loss: 3.0268e-09 Generator_loss: 0.0444657 
[INFO] 2020-09-17 13:58:26 > Step:   43700 Progress: 43.7% Elapsed: 2:54:55 temperature: no ada_p: No Discriminator_loss: -8.14907e-10 Generator_loss: 0.0561707 
[INFO] 2020-09-17 13:58:46 > Step:   43800 Progress: 43.8% Elapsed: 2:55:14 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: 0.0484877 
[INFO] 2020-09-17 13:59:06 > Step:   43900 Progress: 43.9% Elapsed: 2:55:34 temperature: no ada_p: No Discriminator_loss: -2.85218e-09 Generator_loss: 0.0360648 
[INFO] 2020-09-17 13:59:25 > Step:   44000 Progress: 44.0% Elapsed: 2:55:53 temperature: no ada_p: No Discriminator_loss: -5.00586e-09 Generator_loss: 0.0379549 
[INFO] 2020-09-17 13:59:25 > Start Evaluation (44000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:00:58 > F_8 score (Step: 44000, Using test images): 0.18925465680380527
[INFO] 2020-09-17 14:00:58 > F_1/8 score (Step: 44000, Using test images): 0.16826086809459923
[INFO] 2020-09-17 14:00:58 > FID score (Step: 44000, Using test moments): 165.2948486768265
[INFO] 2020-09-17 14:00:58 > Inception score (Step: 44000, 10000 generated images): 2.5198845863342285
[INFO] 2020-09-17 14:00:58 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 14:00:58 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:01:17 > Step:   44100 Progress: 44.1% Elapsed: 2:57:45 temperature: no ada_p: No Discriminator_loss: -6.40284e-10 Generator_loss: 0.0214704 
[INFO] 2020-09-17 14:01:36 > Step:   44200 Progress: 44.2% Elapsed: 2:58:04 temperature: no ada_p: No Discriminator_loss: -4.59841e-09 Generator_loss: 0.0244482 
[INFO] 2020-09-17 14:01:55 > Step:   44300 Progress: 44.3% Elapsed: 2:58:24 temperature: no ada_p: No Discriminator_loss: -4.30737e-09 Generator_loss: 0.0109301 
[INFO] 2020-09-17 14:02:15 > Step:   44400 Progress: 44.4% Elapsed: 2:58:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.0222173 
[INFO] 2020-09-17 14:02:34 > Step:   44500 Progress: 44.5% Elapsed: 2:59:03 temperature: no ada_p: No Discriminator_loss: -1.68802e-09 Generator_loss: 0.0100079 
[INFO] 2020-09-17 14:02:54 > Step:   44600 Progress: 44.6% Elapsed: 2:59:22 temperature: no ada_p: No Discriminator_loss: 2.2701e-09 Generator_loss: 0.0202796 
[INFO] 2020-09-17 14:03:14 > Step:   44700 Progress: 44.7% Elapsed: 2:59:42 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.000948429 
[INFO] 2020-09-17 14:03:33 > Step:   44800 Progress: 44.8% Elapsed: 3:00:01 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.0242927 
[INFO] 2020-09-17 14:03:52 > Step:   44900 Progress: 44.9% Elapsed: 3:00:21 temperature: no ada_p: No Discriminator_loss: -6.40284e-10 Generator_loss: -0.0499401 
[INFO] 2020-09-17 14:04:12 > Step:   45000 Progress: 45.0% Elapsed: 3:00:40 temperature: no ada_p: No Discriminator_loss: -3.55067e-09 Generator_loss: -0.0242102 
[INFO] 2020-09-17 14:04:31 > Step:   45100 Progress: 45.1% Elapsed: 3:00:59 temperature: no ada_p: No Discriminator_loss: -1.04774e-09 Generator_loss: -0.0729792 
[INFO] 2020-09-17 14:04:50 > Step:   45200 Progress: 45.2% Elapsed: 3:01:19 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.0671566 
[INFO] 2020-09-17 14:05:10 > Step:   45300 Progress: 45.3% Elapsed: 3:01:38 temperature: no ada_p: No Discriminator_loss: 9.8953e-10 Generator_loss: -0.031627 
[INFO] 2020-09-17 14:05:29 > Step:   45400 Progress: 45.4% Elapsed: 3:01:57 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.0387107 
[INFO] 2020-09-17 14:05:49 > Step:   45500 Progress: 45.5% Elapsed: 3:02:17 temperature: no ada_p: No Discriminator_loss: -6.40284e-10 Generator_loss: -0.0495346 
[INFO] 2020-09-17 14:06:08 > Step:   45600 Progress: 45.6% Elapsed: 3:02:36 temperature: no ada_p: No Discriminator_loss: 5.82077e-10 Generator_loss: -0.014377 
[INFO] 2020-09-17 14:06:27 > Step:   45700 Progress: 45.7% Elapsed: 3:02:56 temperature: no ada_p: No Discriminator_loss: 2.35741e-09 Generator_loss: -0.0291472 
[INFO] 2020-09-17 14:06:47 > Step:   45800 Progress: 45.8% Elapsed: 3:03:15 temperature: no ada_p: No Discriminator_loss: -9.8953e-10 Generator_loss: -0.0575309 
[INFO] 2020-09-17 14:07:06 > Step:   45900 Progress: 45.9% Elapsed: 3:03:34 temperature: no ada_p: No Discriminator_loss: -3.49246e-09 Generator_loss: -0.0696863 
[INFO] 2020-09-17 14:07:25 > Step:   46000 Progress: 46.0% Elapsed: 3:03:54 temperature: no ada_p: No Discriminator_loss: -2.44472e-09 Generator_loss: -0.111728 
[INFO] 2020-09-17 14:07:25 > Start Evaluation (46000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:08:59 > F_8 score (Step: 46000, Using test images): 0.17187604808370838
[INFO] 2020-09-17 14:08:59 > F_1/8 score (Step: 46000, Using test images): 0.18557633417554334
[INFO] 2020-09-17 14:08:59 > FID score (Step: 46000, Using test moments): 164.89722693637694
[INFO] 2020-09-17 14:08:59 > Inception score (Step: 46000, 10000 generated images): 2.5279200077056885
[INFO] 2020-09-17 14:08:59 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 14:08:59 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:09:18 > Step:   46100 Progress: 46.1% Elapsed: 3:05:46 temperature: no ada_p: No Discriminator_loss: -1.45519e-09 Generator_loss: -0.0589338 
[INFO] 2020-09-17 14:09:36 > Step:   46200 Progress: 46.2% Elapsed: 3:06:05 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: -0.0590954 
[INFO] 2020-09-17 14:09:56 > Step:   46300 Progress: 46.3% Elapsed: 3:06:24 temperature: no ada_p: No Discriminator_loss: 1.22236e-09 Generator_loss: -0.0326411 
[INFO] 2020-09-17 14:10:16 > Step:   46400 Progress: 46.4% Elapsed: 3:06:44 temperature: no ada_p: No Discriminator_loss: 1.45519e-10 Generator_loss: -0.0318246 
[INFO] 2020-09-17 14:10:35 > Step:   46500 Progress: 46.5% Elapsed: 3:07:03 temperature: no ada_p: No Discriminator_loss: -4.36557e-10 Generator_loss: -0.0221861 
[INFO] 2020-09-17 14:10:54 > Step:   46600 Progress: 46.6% Elapsed: 3:07:23 temperature: no ada_p: No Discriminator_loss: 8.87667e-10 Generator_loss: -0.00916522 
[INFO] 2020-09-17 14:11:14 > Step:   46700 Progress: 46.7% Elapsed: 3:07:42 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: 0.00349388 
[INFO] 2020-09-17 14:11:33 > Step:   46800 Progress: 46.8% Elapsed: 3:08:02 temperature: no ada_p: No Discriminator_loss: 4.07454e-10 Generator_loss: -0.0367579 
[INFO] 2020-09-17 14:11:53 > Step:   46900 Progress: 46.9% Elapsed: 3:08:21 temperature: no ada_p: No Discriminator_loss: -1.04774e-09 Generator_loss: -0.0616782 
[INFO] 2020-09-17 14:12:12 > Step:   47000 Progress: 47.0% Elapsed: 3:08:40 temperature: no ada_p: No Discriminator_loss: 2.15368e-09 Generator_loss: -0.0461103 
[INFO] 2020-09-17 14:12:32 > Step:   47100 Progress: 47.1% Elapsed: 3:09:00 temperature: no ada_p: No Discriminator_loss: -1.10595e-09 Generator_loss: -0.052887 
[INFO] 2020-09-17 14:12:51 > Step:   47200 Progress: 47.2% Elapsed: 3:09:20 temperature: no ada_p: No Discriminator_loss: 1.74623e-10 Generator_loss: -0.0590854 
[INFO] 2020-09-17 14:13:10 > Step:   47300 Progress: 47.3% Elapsed: 3:09:39 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.0791392 
[INFO] 2020-09-17 14:13:30 > Step:   47400 Progress: 47.4% Elapsed: 3:09:58 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.0939174 
[INFO] 2020-09-17 14:13:49 > Step:   47500 Progress: 47.5% Elapsed: 3:10:18 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.096679 
[INFO] 2020-09-17 14:14:08 > Step:   47600 Progress: 47.6% Elapsed: 3:10:37 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.0660623 
[INFO] 2020-09-17 14:14:28 > Step:   47700 Progress: 47.7% Elapsed: 3:10:56 temperature: no ada_p: No Discriminator_loss: 3.49246e-10 Generator_loss: -0.0574267 
[INFO] 2020-09-17 14:14:48 > Step:   47800 Progress: 47.8% Elapsed: 3:11:16 temperature: no ada_p: No Discriminator_loss: 1.80444e-09 Generator_loss: -0.044829 
[INFO] 2020-09-17 14:15:07 > Step:   47900 Progress: 47.9% Elapsed: 3:11:35 temperature: no ada_p: No Discriminator_loss: 1.28057e-09 Generator_loss: -0.0435609 
[INFO] 2020-09-17 14:15:26 > Step:   48000 Progress: 48.0% Elapsed: 3:11:54 temperature: no ada_p: No Discriminator_loss: -2.91038e-10 Generator_loss: -0.0445599 
[INFO] 2020-09-17 14:15:26 > Start Evaluation (48000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:17:01 > F_8 score (Step: 48000, Using test images): 0.17284878210710397
[INFO] 2020-09-17 14:17:01 > F_1/8 score (Step: 48000, Using test images): 0.17169110359015383
[INFO] 2020-09-17 14:17:01 > FID score (Step: 48000, Using test moments): 162.03407212536493
[INFO] 2020-09-17 14:17:01 > Inception score (Step: 48000, 10000 generated images): 2.569451093673706
[INFO] 2020-09-17 14:17:01 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 14:17:01 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:17:19 > Step:   48100 Progress: 48.1% Elapsed: 3:13:47 temperature: no ada_p: No Discriminator_loss: 1.28057e-09 Generator_loss: -0.0523338 
[INFO] 2020-09-17 14:17:38 > Step:   48200 Progress: 48.2% Elapsed: 3:14:06 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: -0.0529543 
[INFO] 2020-09-17 14:17:58 > Step:   48300 Progress: 48.3% Elapsed: 3:14:26 temperature: no ada_p: No Discriminator_loss: -1.45519e-10 Generator_loss: -0.0227694 
[INFO] 2020-09-17 14:18:17 > Step:   48400 Progress: 48.4% Elapsed: 3:14:45 temperature: no ada_p: No Discriminator_loss: 1.74623e-10 Generator_loss: -0.00869167 
[INFO] 2020-09-17 14:18:36 > Step:   48500 Progress: 48.5% Elapsed: 3:15:05 temperature: no ada_p: No Discriminator_loss: -2.12458e-09 Generator_loss: -0.0141994 
[INFO] 2020-09-17 14:18:56 > Step:   48600 Progress: 48.6% Elapsed: 3:15:24 temperature: no ada_p: No Discriminator_loss: -1.57161e-09 Generator_loss: 0.00586792 
[INFO] 2020-09-17 14:19:15 > Step:   48700 Progress: 48.7% Elapsed: 3:15:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.04111 
[INFO] 2020-09-17 14:19:34 > Step:   48800 Progress: 48.8% Elapsed: 3:16:03 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.0849968 
[INFO] 2020-09-17 14:19:54 > Step:   48900 Progress: 48.9% Elapsed: 3:16:22 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.0804077 
[INFO] 2020-09-17 14:20:13 > Step:   49000 Progress: 49.0% Elapsed: 3:16:41 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.0913734 
[INFO] 2020-09-17 14:20:33 > Step:   49100 Progress: 49.1% Elapsed: 3:17:01 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: -0.108397 
[INFO] 2020-09-17 14:20:52 > Step:   49200 Progress: 49.2% Elapsed: 3:17:20 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.145617 
[INFO] 2020-09-17 14:21:11 > Step:   49300 Progress: 49.3% Elapsed: 3:17:39 temperature: no ada_p: No Discriminator_loss: 2.21189e-09 Generator_loss: -0.127353 
[INFO] 2020-09-17 14:21:31 > Step:   49400 Progress: 49.4% Elapsed: 3:17:59 temperature: no ada_p: No Discriminator_loss: 1.16415e-10 Generator_loss: -0.0888945 
[INFO] 2020-09-17 14:21:50 > Step:   49500 Progress: 49.5% Elapsed: 3:18:18 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.147012 
[INFO] 2020-09-17 14:22:09 > Step:   49600 Progress: 49.6% Elapsed: 3:18:38 temperature: no ada_p: No Discriminator_loss: -1.97906e-09 Generator_loss: -0.128101 
[INFO] 2020-09-17 14:22:29 > Step:   49700 Progress: 49.7% Elapsed: 3:18:57 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: -0.123139 
[INFO] 2020-09-17 14:22:48 > Step:   49800 Progress: 49.8% Elapsed: 3:19:16 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.146187 
[INFO] 2020-09-17 14:23:07 > Step:   49900 Progress: 49.9% Elapsed: 3:19:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.123984 
[INFO] 2020-09-17 14:23:27 > Step:   50000 Progress: 50.0% Elapsed: 3:19:55 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.130545 
[INFO] 2020-09-17 14:23:27 > Start Evaluation (50000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:25:02 > F_8 score (Step: 50000, Using test images): 0.21269110931538784
[INFO] 2020-09-17 14:25:02 > F_1/8 score (Step: 50000, Using test images): 0.18531877461435592
[INFO] 2020-09-17 14:25:02 > FID score (Step: 50000, Using test moments): 162.28188183830696
[INFO] 2020-09-17 14:25:02 > Inception score (Step: 50000, 10000 generated images): 2.562450885772705
[INFO] 2020-09-17 14:25:02 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 14:25:02 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:25:20 > Step:   50100 Progress: 50.1% Elapsed: 3:21:48 temperature: no ada_p: No Discriminator_loss: 2.44472e-09 Generator_loss: -0.120346 
[INFO] 2020-09-17 14:25:39 > Step:   50200 Progress: 50.2% Elapsed: 3:22:08 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: -0.0981357 
[INFO] 2020-09-17 14:25:59 > Step:   50300 Progress: 50.3% Elapsed: 3:22:27 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: -0.107477 
[INFO] 2020-09-17 14:26:18 > Step:   50400 Progress: 50.4% Elapsed: 3:22:46 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.107165 
[INFO] 2020-09-17 14:26:38 > Step:   50500 Progress: 50.5% Elapsed: 3:23:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.119647 
[INFO] 2020-09-17 14:26:57 > Step:   50600 Progress: 50.6% Elapsed: 3:23:25 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.14146 
[INFO] 2020-09-17 14:27:17 > Step:   50700 Progress: 50.7% Elapsed: 3:23:45 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.147372 
[INFO] 2020-09-17 14:27:36 > Step:   50800 Progress: 50.8% Elapsed: 3:24:04 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.176013 
[INFO] 2020-09-17 14:27:55 > Step:   50900 Progress: 50.9% Elapsed: 3:24:23 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.197787 
[INFO] 2020-09-17 14:28:15 > Step:   51000 Progress: 51.0% Elapsed: 3:24:43 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: -0.210787 
[INFO] 2020-09-17 14:28:34 > Step:   51100 Progress: 51.1% Elapsed: 3:25:03 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.202412 
[INFO] 2020-09-17 14:28:53 > Step:   51200 Progress: 51.2% Elapsed: 3:25:22 temperature: no ada_p: No Discriminator_loss: -2.56114e-09 Generator_loss: -0.19841 
[INFO] 2020-09-17 14:29:13 > Step:   51300 Progress: 51.3% Elapsed: 3:25:41 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.155452 
[INFO] 2020-09-17 14:29:33 > Step:   51400 Progress: 51.4% Elapsed: 3:26:01 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: -0.162405 
[INFO] 2020-09-17 14:29:51 > Step:   51500 Progress: 51.5% Elapsed: 3:26:20 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.14335 
[INFO] 2020-09-17 14:30:11 > Step:   51600 Progress: 51.6% Elapsed: 3:26:39 temperature: no ada_p: No Discriminator_loss: -1.97906e-09 Generator_loss: -0.134761 
[INFO] 2020-09-17 14:30:30 > Step:   51700 Progress: 51.7% Elapsed: 3:26:58 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.129539 
[INFO] 2020-09-17 14:30:49 > Step:   51800 Progress: 51.8% Elapsed: 3:27:18 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.133401 
[INFO] 2020-09-17 14:31:09 > Step:   51900 Progress: 51.9% Elapsed: 3:27:37 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.141254 
[INFO] 2020-09-17 14:31:28 > Step:   52000 Progress: 52.0% Elapsed: 3:27:56 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.123469 
[INFO] 2020-09-17 14:31:28 > Start Evaluation (52000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:33:02 > F_8 score (Step: 52000, Using test images): 0.15877982382302935
[INFO] 2020-09-17 14:33:02 > F_1/8 score (Step: 52000, Using test images): 0.18638562960217264
[INFO] 2020-09-17 14:33:02 > FID score (Step: 52000, Using test moments): 161.71829048717024
[INFO] 2020-09-17 14:33:02 > Inception score (Step: 52000, 10000 generated images): 2.574502944946289
[INFO] 2020-09-17 14:33:02 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 14:33:02 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:33:21 > Step:   52100 Progress: 52.1% Elapsed: 3:29:49 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: -0.102441 
[INFO] 2020-09-17 14:33:40 > Step:   52200 Progress: 52.2% Elapsed: 3:30:09 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.0734224 
[INFO] 2020-09-17 14:33:59 > Step:   52300 Progress: 52.3% Elapsed: 3:30:28 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: -0.0596707 
[INFO] 2020-09-17 14:34:19 > Step:   52400 Progress: 52.4% Elapsed: 3:30:47 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.0559974 
[INFO] 2020-09-17 14:34:39 > Step:   52500 Progress: 52.5% Elapsed: 3:31:07 temperature: no ada_p: No Discriminator_loss: -8.73115e-10 Generator_loss: -0.0311102 
[INFO] 2020-09-17 14:34:58 > Step:   52600 Progress: 52.6% Elapsed: 3:31:26 temperature: no ada_p: No Discriminator_loss: -1.33878e-09 Generator_loss: -0.0545909 
[INFO] 2020-09-17 14:35:17 > Step:   52700 Progress: 52.7% Elapsed: 3:31:46 temperature: no ada_p: No Discriminator_loss: -1.04774e-09 Generator_loss: -0.0633289 
[INFO] 2020-09-17 14:35:37 > Step:   52800 Progress: 52.8% Elapsed: 3:32:05 temperature: no ada_p: No Discriminator_loss: -8.14907e-10 Generator_loss: -0.0987334 
[INFO] 2020-09-17 14:35:56 > Step:   52900 Progress: 52.9% Elapsed: 3:32:24 temperature: no ada_p: No Discriminator_loss: -1.74623e-09 Generator_loss: -0.0907722 
[INFO] 2020-09-17 14:36:16 > Step:   53000 Progress: 53.0% Elapsed: 3:32:44 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.091373 
[INFO] 2020-09-17 14:36:35 > Step:   53100 Progress: 53.1% Elapsed: 3:33:03 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.105402 
[INFO] 2020-09-17 14:36:54 > Step:   53200 Progress: 53.2% Elapsed: 3:33:23 temperature: no ada_p: No Discriminator_loss: 3.49246e-10 Generator_loss: -0.0634128 
[INFO] 2020-09-17 14:37:14 > Step:   53300 Progress: 53.3% Elapsed: 3:33:42 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: -0.0926246 
[INFO] 2020-09-17 14:37:33 > Step:   53400 Progress: 53.4% Elapsed: 3:34:01 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: -0.103916 
[INFO] 2020-09-17 14:37:53 > Step:   53500 Progress: 53.5% Elapsed: 3:34:21 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.136939 
[INFO] 2020-09-17 14:38:12 > Step:   53600 Progress: 53.6% Elapsed: 3:34:41 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: -0.12978 
[INFO] 2020-09-17 14:38:31 > Step:   53700 Progress: 53.7% Elapsed: 3:35:00 temperature: no ada_p: No Discriminator_loss: 3.49246e-09 Generator_loss: -0.144861 
[INFO] 2020-09-17 14:38:51 > Step:   53800 Progress: 53.8% Elapsed: 3:35:19 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: -0.145269 
[INFO] 2020-09-17 14:39:11 > Step:   53900 Progress: 53.9% Elapsed: 3:35:39 temperature: no ada_p: No Discriminator_loss: -1.28057e-09 Generator_loss: -0.127164 
[INFO] 2020-09-17 14:39:30 > Step:   54000 Progress: 54.0% Elapsed: 3:35:58 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: -0.121785 
[INFO] 2020-09-17 14:39:30 > Start Evaluation (54000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:41:05 > F_8 score (Step: 54000, Using test images): 0.15010707579454738
[INFO] 2020-09-17 14:41:05 > F_1/8 score (Step: 54000, Using test images): 0.1892288686094523
[INFO] 2020-09-17 14:41:05 > FID score (Step: 54000, Using test moments): 163.24124521491615
[INFO] 2020-09-17 14:41:05 > Inception score (Step: 54000, 10000 generated images): 2.5332694053649902
[INFO] 2020-09-17 14:41:05 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 14:41:05 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:41:24 > Step:   54100 Progress: 54.1% Elapsed: 3:37:52 temperature: no ada_p: No Discriminator_loss: -2.67755e-09 Generator_loss: -0.117573 
[INFO] 2020-09-17 14:41:42 > Step:   54200 Progress: 54.2% Elapsed: 3:38:11 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.144373 
[INFO] 2020-09-17 14:42:02 > Step:   54300 Progress: 54.3% Elapsed: 3:38:30 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.150061 
[INFO] 2020-09-17 14:42:22 > Step:   54400 Progress: 54.4% Elapsed: 3:38:50 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.152398 
[INFO] 2020-09-17 14:42:41 > Step:   54500 Progress: 54.5% Elapsed: 3:39:09 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.184814 
[INFO] 2020-09-17 14:43:00 > Step:   54600 Progress: 54.6% Elapsed: 3:39:29 temperature: no ada_p: No Discriminator_loss: -3.0268e-09 Generator_loss: -0.205683 
[INFO] 2020-09-17 14:43:20 > Step:   54700 Progress: 54.7% Elapsed: 3:39:48 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.185199 
[INFO] 2020-09-17 14:43:39 > Step:   54800 Progress: 54.8% Elapsed: 3:40:07 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.179959 
[INFO] 2020-09-17 14:43:59 > Step:   54900 Progress: 54.9% Elapsed: 3:40:27 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: -0.212743 
[INFO] 2020-09-17 14:44:18 > Step:   55000 Progress: 55.0% Elapsed: 3:40:47 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.213018 
[INFO] 2020-09-17 14:44:38 > Step:   55100 Progress: 55.1% Elapsed: 3:41:06 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.260533 
[INFO] 2020-09-17 14:44:57 > Step:   55200 Progress: 55.2% Elapsed: 3:41:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.223687 
[INFO] 2020-09-17 14:45:17 > Step:   55300 Progress: 55.3% Elapsed: 3:41:45 temperature: no ada_p: No Discriminator_loss: -6.75209e-09 Generator_loss: -0.26125 
[INFO] 2020-09-17 14:45:36 > Step:   55400 Progress: 55.4% Elapsed: 3:42:04 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: -0.240259 
[INFO] 2020-09-17 14:45:55 > Step:   55500 Progress: 55.5% Elapsed: 3:42:24 temperature: no ada_p: No Discriminator_loss: 3.0268e-09 Generator_loss: -0.233078 
[INFO] 2020-09-17 14:46:14 > Step:   55600 Progress: 55.6% Elapsed: 3:42:43 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.269673 
[INFO] 2020-09-17 14:46:34 > Step:   55700 Progress: 55.7% Elapsed: 3:43:02 temperature: no ada_p: No Discriminator_loss: 3.0268e-09 Generator_loss: -0.263368 
[INFO] 2020-09-17 14:46:54 > Step:   55800 Progress: 55.8% Elapsed: 3:43:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.264562 
[INFO] 2020-09-17 14:47:13 > Step:   55900 Progress: 55.9% Elapsed: 3:43:41 temperature: no ada_p: No Discriminator_loss: -3.0268e-09 Generator_loss: -0.262967 
[INFO] 2020-09-17 14:47:32 > Step:   56000 Progress: 56.0% Elapsed: 3:44:01 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.265885 
[INFO] 2020-09-17 14:47:32 > Start Evaluation (56000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:49:06 > F_8 score (Step: 56000, Using test images): 0.20127505193920192
[INFO] 2020-09-17 14:49:07 > F_1/8 score (Step: 56000, Using test images): 0.1705499465319922
[INFO] 2020-09-17 14:49:07 > FID score (Step: 56000, Using test moments): 163.51496982524793
[INFO] 2020-09-17 14:49:07 > Inception score (Step: 56000, 10000 generated images): 2.555521011352539
[INFO] 2020-09-17 14:49:07 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 14:49:07 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:49:25 > Step:   56100 Progress: 56.1% Elapsed: 3:45:54 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: -0.258325 
[INFO] 2020-09-17 14:49:44 > Step:   56200 Progress: 56.2% Elapsed: 3:46:13 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.272219 
[INFO] 2020-09-17 14:50:04 > Step:   56300 Progress: 56.3% Elapsed: 3:46:32 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: -0.253767 
[INFO] 2020-09-17 14:50:24 > Step:   56400 Progress: 56.4% Elapsed: 3:46:52 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.257231 
[INFO] 2020-09-17 14:50:43 > Step:   56500 Progress: 56.5% Elapsed: 3:47:11 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.289477 
[INFO] 2020-09-17 14:51:02 > Step:   56600 Progress: 56.6% Elapsed: 3:47:31 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.279071 
[INFO] 2020-09-17 14:51:21 > Step:   56700 Progress: 56.7% Elapsed: 3:47:50 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.277872 
[INFO] 2020-09-17 14:51:41 > Step:   56800 Progress: 56.8% Elapsed: 3:48:09 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.29204 
[INFO] 2020-09-17 14:52:01 > Step:   56900 Progress: 56.9% Elapsed: 3:48:29 temperature: no ada_p: No Discriminator_loss: -5.12227e-09 Generator_loss: -0.284444 
[INFO] 2020-09-17 14:52:20 > Step:   57000 Progress: 57.0% Elapsed: 3:48:48 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.234213 
[INFO] 2020-09-17 14:52:39 > Step:   57100 Progress: 57.1% Elapsed: 3:49:08 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.240883 
[INFO] 2020-09-17 14:52:59 > Step:   57200 Progress: 57.2% Elapsed: 3:49:27 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.289774 
[INFO] 2020-09-17 14:53:18 > Step:   57300 Progress: 57.3% Elapsed: 3:49:46 temperature: no ada_p: No Discriminator_loss: 6.51926e-09 Generator_loss: -0.265256 
[INFO] 2020-09-17 14:53:38 > Step:   57400 Progress: 57.4% Elapsed: 3:50:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.278571 
[INFO] 2020-09-17 14:53:57 > Step:   57500 Progress: 57.5% Elapsed: 3:50:26 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: -0.283676 
[INFO] 2020-09-17 14:54:16 > Step:   57600 Progress: 57.6% Elapsed: 3:50:45 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: -0.262892 
[INFO] 2020-09-17 14:54:36 > Step:   57700 Progress: 57.7% Elapsed: 3:51:04 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.254472 
[INFO] 2020-09-17 14:54:55 > Step:   57800 Progress: 57.8% Elapsed: 3:51:24 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.274389 
[INFO] 2020-09-17 14:55:14 > Step:   57900 Progress: 57.9% Elapsed: 3:51:43 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.223004 
[INFO] 2020-09-17 14:55:34 > Step:   58000 Progress: 58.0% Elapsed: 3:52:02 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.283052 
[INFO] 2020-09-17 14:55:34 > Start Evaluation (58000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:57:08 > F_8 score (Step: 58000, Using test images): 0.19737398588690938
[INFO] 2020-09-17 14:57:08 > F_1/8 score (Step: 58000, Using test images): 0.1879264489659997
[INFO] 2020-09-17 14:57:08 > FID score (Step: 58000, Using test moments): 161.92410061037242
[INFO] 2020-09-17 14:57:08 > Inception score (Step: 58000, 10000 generated images): 2.58333158493042
[INFO] 2020-09-17 14:57:08 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 14:57:08 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 14:57:26 > Step:   58100 Progress: 58.1% Elapsed: 3:53:55 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.292617 
[INFO] 2020-09-17 14:57:46 > Step:   58200 Progress: 58.2% Elapsed: 3:54:14 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.306098 
[INFO] 2020-09-17 14:58:06 > Step:   58300 Progress: 58.3% Elapsed: 3:54:34 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.307637 
[INFO] 2020-09-17 14:58:25 > Step:   58400 Progress: 58.4% Elapsed: 3:54:53 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.321321 
[INFO] 2020-09-17 14:58:44 > Step:   58500 Progress: 58.5% Elapsed: 3:55:13 temperature: no ada_p: No Discriminator_loss: -8.3819e-09 Generator_loss: -0.307301 
[INFO] 2020-09-17 14:59:04 > Step:   58600 Progress: 58.6% Elapsed: 3:55:32 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.31458 
[INFO] 2020-09-17 14:59:23 > Step:   58700 Progress: 58.7% Elapsed: 3:55:51 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.279655 
[INFO] 2020-09-17 14:59:42 > Step:   58800 Progress: 58.8% Elapsed: 3:56:11 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.242119 
[INFO] 2020-09-17 15:00:02 > Step:   58900 Progress: 58.9% Elapsed: 3:56:30 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.212989 
[INFO] 2020-09-17 15:00:21 > Step:   59000 Progress: 59.0% Elapsed: 3:56:49 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.212131 
[INFO] 2020-09-17 15:00:41 > Step:   59100 Progress: 59.1% Elapsed: 3:57:09 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.180558 
[INFO] 2020-09-17 15:01:00 > Step:   59200 Progress: 59.2% Elapsed: 3:57:29 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.187272 
[INFO] 2020-09-17 15:01:19 > Step:   59300 Progress: 59.3% Elapsed: 3:57:48 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.192639 
[INFO] 2020-09-17 15:01:39 > Step:   59400 Progress: 59.4% Elapsed: 3:58:07 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.21928 
[INFO] 2020-09-17 15:01:58 > Step:   59500 Progress: 59.5% Elapsed: 3:58:26 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.217423 
[INFO] 2020-09-17 15:02:18 > Step:   59600 Progress: 59.6% Elapsed: 3:58:46 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.219724 
[INFO] 2020-09-17 15:02:37 > Step:   59700 Progress: 59.7% Elapsed: 3:59:06 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.245057 
[INFO] 2020-09-17 15:02:56 > Step:   59800 Progress: 59.8% Elapsed: 3:59:25 temperature: no ada_p: No Discriminator_loss: 5.12227e-09 Generator_loss: -0.272523 
[INFO] 2020-09-17 15:03:16 > Step:   59900 Progress: 59.9% Elapsed: 3:59:44 temperature: no ada_p: No Discriminator_loss: 4.42378e-09 Generator_loss: -0.249834 
[INFO] 2020-09-17 15:03:36 > Step:   60000 Progress: 60.0% Elapsed: 4:00:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.258321 
[INFO] 2020-09-17 15:03:36 > Start Evaluation (60000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:05:11 > F_8 score (Step: 60000, Using test images): 0.185903317678371
[INFO] 2020-09-17 15:05:11 > F_1/8 score (Step: 60000, Using test images): 0.1913967661544582
[INFO] 2020-09-17 15:05:11 > FID score (Step: 60000, Using test moments): 161.2019913676886
[INFO] 2020-09-17 15:05:11 > Inception score (Step: 60000, 10000 generated images): 2.577244997024536
[INFO] 2020-09-17 15:05:11 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 15:05:12 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:05:30 > Step:   60100 Progress: 60.1% Elapsed: 4:01:58 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.263422 
[INFO] 2020-09-17 15:05:49 > Step:   60200 Progress: 60.2% Elapsed: 4:02:17 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: -0.264714 
[INFO] 2020-09-17 15:06:09 > Step:   60300 Progress: 60.3% Elapsed: 4:02:37 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.275756 
[INFO] 2020-09-17 15:06:28 > Step:   60400 Progress: 60.4% Elapsed: 4:02:56 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.315578 
[INFO] 2020-09-17 15:06:48 > Step:   60500 Progress: 60.5% Elapsed: 4:03:16 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.364255 
[INFO] 2020-09-17 15:07:07 > Step:   60600 Progress: 60.6% Elapsed: 4:03:35 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.394578 
[INFO] 2020-09-17 15:07:26 > Step:   60700 Progress: 60.7% Elapsed: 4:03:55 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.357588 
[INFO] 2020-09-17 15:07:46 > Step:   60800 Progress: 60.8% Elapsed: 4:04:14 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.374437 
[INFO] 2020-09-17 15:08:05 > Step:   60900 Progress: 60.9% Elapsed: 4:04:33 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: -0.351777 
[INFO] 2020-09-17 15:08:25 > Step:   61000 Progress: 61.0% Elapsed: 4:04:53 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.405189 
[INFO] 2020-09-17 15:08:44 > Step:   61100 Progress: 61.1% Elapsed: 4:05:13 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.385096 
[INFO] 2020-09-17 15:09:03 > Step:   61200 Progress: 61.2% Elapsed: 4:05:32 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: -0.395682 
[INFO] 2020-09-17 15:09:23 > Step:   61300 Progress: 61.3% Elapsed: 4:05:51 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.392952 
[INFO] 2020-09-17 15:09:43 > Step:   61400 Progress: 61.4% Elapsed: 4:06:11 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.383718 
[INFO] 2020-09-17 15:10:02 > Step:   61500 Progress: 61.5% Elapsed: 4:06:30 temperature: no ada_p: No Discriminator_loss: 5.58794e-09 Generator_loss: -0.42589 
[INFO] 2020-09-17 15:10:21 > Step:   61600 Progress: 61.6% Elapsed: 4:06:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.42238 
[INFO] 2020-09-17 15:10:41 > Step:   61700 Progress: 61.7% Elapsed: 4:07:09 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.382689 
[INFO] 2020-09-17 15:11:00 > Step:   61800 Progress: 61.8% Elapsed: 4:07:28 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.381849 
[INFO] 2020-09-17 15:11:19 > Step:   61900 Progress: 61.9% Elapsed: 4:07:48 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.367446 
[INFO] 2020-09-17 15:11:38 > Step:   62000 Progress: 62.0% Elapsed: 4:08:07 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.377486 
[INFO] 2020-09-17 15:11:38 > Start Evaluation (62000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:13:13 > F_8 score (Step: 62000, Using test images): 0.15829754736411839
[INFO] 2020-09-17 15:13:13 > F_1/8 score (Step: 62000, Using test images): 0.17950388501222894
[INFO] 2020-09-17 15:13:13 > FID score (Step: 62000, Using test moments): 163.04569157962305
[INFO] 2020-09-17 15:13:13 > Inception score (Step: 62000, 10000 generated images): 2.534620761871338
[INFO] 2020-09-17 15:13:13 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 15:13:13 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:13:32 > Step:   62100 Progress: 62.1% Elapsed: 4:10:00 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.377511 
[INFO] 2020-09-17 15:13:51 > Step:   62200 Progress: 62.2% Elapsed: 4:10:19 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: -0.378928 
[INFO] 2020-09-17 15:14:10 > Step:   62300 Progress: 62.3% Elapsed: 4:10:38 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.3783 
[INFO] 2020-09-17 15:14:30 > Step:   62400 Progress: 62.4% Elapsed: 4:10:58 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.351517 
[INFO] 2020-09-17 15:14:50 > Step:   62500 Progress: 62.5% Elapsed: 4:11:18 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: -0.357732 
[INFO] 2020-09-17 15:15:09 > Step:   62600 Progress: 62.6% Elapsed: 4:11:37 temperature: no ada_p: No Discriminator_loss: -6.0536e-09 Generator_loss: -0.353812 
[INFO] 2020-09-17 15:15:28 > Step:   62700 Progress: 62.7% Elapsed: 4:11:56 temperature: no ada_p: No Discriminator_loss: 5.12227e-09 Generator_loss: -0.345666 
[INFO] 2020-09-17 15:15:48 > Step:   62800 Progress: 62.8% Elapsed: 4:12:16 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.326811 
[INFO] 2020-09-17 15:16:07 > Step:   62900 Progress: 62.9% Elapsed: 4:12:35 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.314339 
[INFO] 2020-09-17 15:16:26 > Step:   63000 Progress: 63.0% Elapsed: 4:12:55 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.316048 
[INFO] 2020-09-17 15:16:45 > Step:   63100 Progress: 63.1% Elapsed: 4:13:14 temperature: no ada_p: No Discriminator_loss: -6.51926e-09 Generator_loss: -0.312104 
[INFO] 2020-09-17 15:17:05 > Step:   63200 Progress: 63.2% Elapsed: 4:13:33 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.332159 
[INFO] 2020-09-17 15:17:24 > Step:   63300 Progress: 63.3% Elapsed: 4:13:53 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.33578 
[INFO] 2020-09-17 15:17:43 > Step:   63400 Progress: 63.4% Elapsed: 4:14:12 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.326387 
[INFO] 2020-09-17 15:18:03 > Step:   63500 Progress: 63.5% Elapsed: 4:14:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.337463 
[INFO] 2020-09-17 15:18:23 > Step:   63600 Progress: 63.6% Elapsed: 4:14:51 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: -0.354482 
[INFO] 2020-09-17 15:18:41 > Step:   63700 Progress: 63.7% Elapsed: 4:15:10 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.361148 
[INFO] 2020-09-17 15:19:01 > Step:   63800 Progress: 63.8% Elapsed: 4:15:29 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.353489 
[INFO] 2020-09-17 15:19:20 > Step:   63900 Progress: 63.9% Elapsed: 4:15:49 temperature: no ada_p: No Discriminator_loss: 4.19095e-09 Generator_loss: -0.354748 
[INFO] 2020-09-17 15:19:39 > Step:   64000 Progress: 64.0% Elapsed: 4:16:08 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.347117 
[INFO] 2020-09-17 15:19:39 > Start Evaluation (64000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:21:14 > F_8 score (Step: 64000, Using test images): 0.22185025552529766
[INFO] 2020-09-17 15:21:14 > F_1/8 score (Step: 64000, Using test images): 0.18185256834934738
[INFO] 2020-09-17 15:21:14 > FID score (Step: 64000, Using test moments): 161.63173816664312
[INFO] 2020-09-17 15:21:14 > Inception score (Step: 64000, 10000 generated images): 2.5588865280151367
[INFO] 2020-09-17 15:21:14 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 15:21:14 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:21:33 > Step:   64100 Progress: 64.1% Elapsed: 4:18:01 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.333287 
[INFO] 2020-09-17 15:21:52 > Step:   64200 Progress: 64.2% Elapsed: 4:18:20 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.32431 
[INFO] 2020-09-17 15:22:11 > Step:   64300 Progress: 64.3% Elapsed: 4:18:39 temperature: no ada_p: No Discriminator_loss: -8.3819e-09 Generator_loss: -0.342816 
[INFO] 2020-09-17 15:22:31 > Step:   64400 Progress: 64.4% Elapsed: 4:18:59 temperature: no ada_p: No Discriminator_loss: -6.51926e-09 Generator_loss: -0.322359 
[INFO] 2020-09-17 15:22:50 > Step:   64500 Progress: 64.5% Elapsed: 4:19:18 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.289373 
[INFO] 2020-09-17 15:23:10 > Step:   64600 Progress: 64.6% Elapsed: 4:19:38 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.315316 
[INFO] 2020-09-17 15:23:29 > Step:   64700 Progress: 64.7% Elapsed: 4:19:58 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.323391 
[INFO] 2020-09-17 15:23:48 > Step:   64800 Progress: 64.8% Elapsed: 4:20:17 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.316889 
[INFO] 2020-09-17 15:24:08 > Step:   64900 Progress: 64.9% Elapsed: 4:20:36 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.306541 
[INFO] 2020-09-17 15:24:28 > Step:   65000 Progress: 65.0% Elapsed: 4:20:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.2996 
[INFO] 2020-09-17 15:24:47 > Step:   65100 Progress: 65.1% Elapsed: 4:21:15 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.280334 
[INFO] 2020-09-17 15:25:06 > Step:   65200 Progress: 65.2% Elapsed: 4:21:35 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: -0.275089 
[INFO] 2020-09-17 15:25:26 > Step:   65300 Progress: 65.3% Elapsed: 4:21:54 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.303588 
[INFO] 2020-09-17 15:25:45 > Step:   65400 Progress: 65.4% Elapsed: 4:22:13 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.366203 
[INFO] 2020-09-17 15:26:05 > Step:   65500 Progress: 65.5% Elapsed: 4:22:33 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.350891 
[INFO] 2020-09-17 15:26:24 > Step:   65600 Progress: 65.6% Elapsed: 4:22:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.368606 
[INFO] 2020-09-17 15:26:43 > Step:   65700 Progress: 65.7% Elapsed: 4:23:12 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.401348 
[INFO] 2020-09-17 15:27:03 > Step:   65800 Progress: 65.8% Elapsed: 4:23:31 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: -0.441874 
[INFO] 2020-09-17 15:27:22 > Step:   65900 Progress: 65.9% Elapsed: 4:23:50 temperature: no ada_p: No Discriminator_loss: 5.58794e-09 Generator_loss: -0.481906 
[INFO] 2020-09-17 15:27:42 > Step:   66000 Progress: 66.0% Elapsed: 4:24:10 temperature: no ada_p: No Discriminator_loss: -5.58794e-09 Generator_loss: -0.448259 
[INFO] 2020-09-17 15:27:42 > Start Evaluation (66000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:29:15 > F_8 score (Step: 66000, Using test images): 0.18604547852710526
[INFO] 2020-09-17 15:29:15 > F_1/8 score (Step: 66000, Using test images): 0.1947097099168162
[INFO] 2020-09-17 15:29:15 > FID score (Step: 66000, Using test moments): 163.6507660332988
[INFO] 2020-09-17 15:29:15 > Inception score (Step: 66000, 10000 generated images): 2.536933660507202
[INFO] 2020-09-17 15:29:15 > Best FID score (Step: 28000, Using test moments): 160.56095232981792
[INFO] 2020-09-17 15:29:15 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:29:34 > Step:   66100 Progress: 66.1% Elapsed: 4:26:02 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.430451 
[INFO] 2020-09-17 15:29:53 > Step:   66200 Progress: 66.2% Elapsed: 4:26:21 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: -0.42995 
[INFO] 2020-09-17 15:30:12 > Step:   66300 Progress: 66.3% Elapsed: 4:26:41 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.431328 
[INFO] 2020-09-17 15:30:32 > Step:   66400 Progress: 66.4% Elapsed: 4:27:00 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.435772 
[INFO] 2020-09-17 15:30:51 > Step:   66500 Progress: 66.5% Elapsed: 4:27:19 temperature: no ada_p: No Discriminator_loss: -1.02445e-08 Generator_loss: -0.459077 
[INFO] 2020-09-17 15:31:10 > Step:   66600 Progress: 66.6% Elapsed: 4:27:39 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.429869 
[INFO] 2020-09-17 15:31:30 > Step:   66700 Progress: 66.7% Elapsed: 4:27:58 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.421598 
[INFO] 2020-09-17 15:31:49 > Step:   66800 Progress: 66.8% Elapsed: 4:28:17 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.424761 
[INFO] 2020-09-17 15:32:09 > Step:   66900 Progress: 66.9% Elapsed: 4:28:37 temperature: no ada_p: No Discriminator_loss: -1.02445e-08 Generator_loss: -0.441736 
[INFO] 2020-09-17 15:32:28 > Step:   67000 Progress: 67.0% Elapsed: 4:28:56 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.423934 
[INFO] 2020-09-17 15:32:47 > Step:   67100 Progress: 67.1% Elapsed: 4:29:16 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.389699 
[INFO] 2020-09-17 15:33:07 > Step:   67200 Progress: 67.2% Elapsed: 4:29:35 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.368406 
[INFO] 2020-09-17 15:33:26 > Step:   67300 Progress: 67.3% Elapsed: 4:29:54 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.368923 
[INFO] 2020-09-17 15:33:45 > Step:   67400 Progress: 67.4% Elapsed: 4:30:14 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: -0.36475 
[INFO] 2020-09-17 15:34:05 > Step:   67500 Progress: 67.5% Elapsed: 4:30:33 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.362889 
[INFO] 2020-09-17 15:34:24 > Step:   67600 Progress: 67.6% Elapsed: 4:30:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.362861 
[INFO] 2020-09-17 15:34:43 > Step:   67700 Progress: 67.7% Elapsed: 4:31:12 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.364287 
[INFO] 2020-09-17 15:35:03 > Step:   67800 Progress: 67.8% Elapsed: 4:31:31 temperature: no ada_p: No Discriminator_loss: 4.19095e-09 Generator_loss: -0.349785 
[INFO] 2020-09-17 15:35:22 > Step:   67900 Progress: 67.9% Elapsed: 4:31:50 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.357352 
[INFO] 2020-09-17 15:35:42 > Step:   68000 Progress: 68.0% Elapsed: 4:32:10 temperature: no ada_p: No Discriminator_loss: 3.25963e-09 Generator_loss: -0.365927 
[INFO] 2020-09-17 15:35:42 > Start Evaluation (68000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:37:15 > F_8 score (Step: 68000, Using test images): 0.19674123700729454
[INFO] 2020-09-17 15:37:15 > F_1/8 score (Step: 68000, Using test images): 0.17739771100445262
[INFO] 2020-09-17 15:37:15 > FID score (Step: 68000, Using test moments): 159.6089269236084
[INFO] 2020-09-17 15:37:15 > Inception score (Step: 68000, 10000 generated images): 2.608684539794922
[INFO] 2020-09-17 15:37:15 > Best FID score (Step: 68000, Using test moments): 159.6089269236084
[INFO] 2020-09-17 15:37:15 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:37:34 > Step:   68100 Progress: 68.1% Elapsed: 4:34:02 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.400616 
[INFO] 2020-09-17 15:37:53 > Step:   68200 Progress: 68.2% Elapsed: 4:34:21 temperature: no ada_p: No Discriminator_loss: 5.12227e-09 Generator_loss: -0.373468 
[INFO] 2020-09-17 15:38:13 > Step:   68300 Progress: 68.3% Elapsed: 4:34:41 temperature: no ada_p: No Discriminator_loss: 4.19095e-09 Generator_loss: -0.38549 
[INFO] 2020-09-17 15:38:32 > Step:   68400 Progress: 68.4% Elapsed: 4:35:00 temperature: no ada_p: No Discriminator_loss: 4.65661e-09 Generator_loss: -0.362569 
[INFO] 2020-09-17 15:38:51 > Step:   68500 Progress: 68.5% Elapsed: 4:35:20 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.375556 
[INFO] 2020-09-17 15:39:11 > Step:   68600 Progress: 68.6% Elapsed: 4:35:39 temperature: no ada_p: No Discriminator_loss: 4.19095e-09 Generator_loss: -0.379628 
[INFO] 2020-09-17 15:39:30 > Step:   68700 Progress: 68.7% Elapsed: 4:35:58 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.370818 
[INFO] 2020-09-17 15:39:50 > Step:   68800 Progress: 68.8% Elapsed: 4:36:18 temperature: no ada_p: No Discriminator_loss: 4.65661e-09 Generator_loss: -0.369546 
[INFO] 2020-09-17 15:40:09 > Step:   68900 Progress: 68.9% Elapsed: 4:36:38 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.366812 
[INFO] 2020-09-17 15:40:28 > Step:   69000 Progress: 69.0% Elapsed: 4:36:57 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.348299 
[INFO] 2020-09-17 15:40:48 > Step:   69100 Progress: 69.1% Elapsed: 4:37:16 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.286585 
[INFO] 2020-09-17 15:41:08 > Step:   69200 Progress: 69.2% Elapsed: 4:37:36 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.291352 
[INFO] 2020-09-17 15:41:27 > Step:   69300 Progress: 69.3% Elapsed: 4:37:55 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.290565 
[INFO] 2020-09-17 15:41:46 > Step:   69400 Progress: 69.4% Elapsed: 4:38:14 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.297374 
[INFO] 2020-09-17 15:42:05 > Step:   69500 Progress: 69.5% Elapsed: 4:38:33 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.259147 
[INFO] 2020-09-17 15:42:25 > Step:   69600 Progress: 69.6% Elapsed: 4:38:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.309794 
[INFO] 2020-09-17 15:42:44 > Step:   69700 Progress: 69.7% Elapsed: 4:39:12 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: -0.338552 
[INFO] 2020-09-17 15:43:03 > Step:   69800 Progress: 69.8% Elapsed: 4:39:31 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.314425 
[INFO] 2020-09-17 15:43:23 > Step:   69900 Progress: 69.9% Elapsed: 4:39:51 temperature: no ada_p: No Discriminator_loss: 5.58794e-09 Generator_loss: -0.305806 
[INFO] 2020-09-17 15:43:42 > Step:   70000 Progress: 70.0% Elapsed: 4:40:11 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.306975 
[INFO] 2020-09-17 15:43:42 > Start Evaluation (70000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:45:24 > F_8 score (Step: 70000, Using test images): 0.2171988743712564
[INFO] 2020-09-17 15:45:24 > F_1/8 score (Step: 70000, Using test images): 0.17320449000847712
[INFO] 2020-09-17 15:45:24 > FID score (Step: 70000, Using test moments): 161.72719762517912
[INFO] 2020-09-17 15:45:24 > Inception score (Step: 70000, 10000 generated images): 2.5898590087890625
[INFO] 2020-09-17 15:45:24 > Best FID score (Step: 68000, Using test moments): 159.6089269236084
[INFO] 2020-09-17 15:45:24 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:45:42 > Step:   70100 Progress: 70.1% Elapsed: 4:42:11 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: -0.317976 
[INFO] 2020-09-17 15:46:02 > Step:   70200 Progress: 70.2% Elapsed: 4:42:30 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.330958 
[INFO] 2020-09-17 15:46:21 > Step:   70300 Progress: 70.3% Elapsed: 4:42:50 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.370391 
[INFO] 2020-09-17 15:46:40 > Step:   70400 Progress: 70.4% Elapsed: 4:43:09 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.350792 
[INFO] 2020-09-17 15:47:00 > Step:   70500 Progress: 70.5% Elapsed: 4:43:28 temperature: no ada_p: No Discriminator_loss: 3.25963e-09 Generator_loss: -0.285954 
[INFO] 2020-09-17 15:47:19 > Step:   70600 Progress: 70.6% Elapsed: 4:43:47 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.279948 
[INFO] 2020-09-17 15:47:39 > Step:   70700 Progress: 70.7% Elapsed: 4:44:07 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.284059 
[INFO] 2020-09-17 15:47:58 > Step:   70800 Progress: 70.8% Elapsed: 4:44:27 temperature: no ada_p: No Discriminator_loss: 6.0536e-09 Generator_loss: -0.305753 
[INFO] 2020-09-17 15:48:17 > Step:   70900 Progress: 70.9% Elapsed: 4:44:46 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.324337 
[INFO] 2020-09-17 15:48:37 > Step:   71000 Progress: 71.0% Elapsed: 4:45:05 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.304511 
[INFO] 2020-09-17 15:48:56 > Step:   71100 Progress: 71.1% Elapsed: 4:45:25 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.304435 
[INFO] 2020-09-17 15:49:15 > Step:   71200 Progress: 71.2% Elapsed: 4:45:44 temperature: no ada_p: No Discriminator_loss: 3.25963e-09 Generator_loss: -0.300254 
[INFO] 2020-09-17 15:49:35 > Step:   71300 Progress: 71.3% Elapsed: 4:46:03 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.285493 
[INFO] 2020-09-17 15:49:54 > Step:   71400 Progress: 71.4% Elapsed: 4:46:23 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.289029 
[INFO] 2020-09-17 15:50:13 > Step:   71500 Progress: 71.5% Elapsed: 4:46:42 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.266159 
[INFO] 2020-09-17 15:50:33 > Step:   71600 Progress: 71.6% Elapsed: 4:47:01 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.248551 
[INFO] 2020-09-17 15:50:52 > Step:   71700 Progress: 71.7% Elapsed: 4:47:21 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.25103 
[INFO] 2020-09-17 15:51:11 > Step:   71800 Progress: 71.8% Elapsed: 4:47:40 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.282537 
[INFO] 2020-09-17 15:51:31 > Step:   71900 Progress: 71.9% Elapsed: 4:47:59 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.255905 
[INFO] 2020-09-17 15:51:50 > Step:   72000 Progress: 72.0% Elapsed: 4:48:18 temperature: no ada_p: No Discriminator_loss: -5.12227e-09 Generator_loss: -0.273899 
[INFO] 2020-09-17 15:51:50 > Start Evaluation (72000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:53:30 > F_8 score (Step: 72000, Using test images): 0.19385814838802543
[INFO] 2020-09-17 15:53:30 > F_1/8 score (Step: 72000, Using test images): 0.19035908052076125
[INFO] 2020-09-17 15:53:30 > FID score (Step: 72000, Using test moments): 161.48631510248006
[INFO] 2020-09-17 15:53:30 > Inception score (Step: 72000, 10000 generated images): 2.598783016204834
[INFO] 2020-09-17 15:53:30 > Best FID score (Step: 68000, Using test moments): 159.6089269236084
[INFO] 2020-09-17 15:53:30 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 15:53:49 > Step:   72100 Progress: 72.1% Elapsed: 4:50:17 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.244232 
[INFO] 2020-09-17 15:54:08 > Step:   72200 Progress: 72.2% Elapsed: 4:50:36 temperature: no ada_p: No Discriminator_loss: 5.12227e-09 Generator_loss: -0.269968 
[INFO] 2020-09-17 15:54:27 > Step:   72300 Progress: 72.3% Elapsed: 4:50:55 temperature: no ada_p: No Discriminator_loss: 5.3551e-09 Generator_loss: -0.250196 
[INFO] 2020-09-17 15:54:47 > Step:   72400 Progress: 72.4% Elapsed: 4:51:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.250367 
[INFO] 2020-09-17 15:55:06 > Step:   72500 Progress: 72.5% Elapsed: 4:51:35 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.264743 
[INFO] 2020-09-17 15:55:25 > Step:   72600 Progress: 72.6% Elapsed: 4:51:54 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.262383 
[INFO] 2020-09-17 15:55:45 > Step:   72700 Progress: 72.7% Elapsed: 4:52:13 temperature: no ada_p: No Discriminator_loss: -4.42378e-09 Generator_loss: -0.255807 
[INFO] 2020-09-17 15:56:05 > Step:   72800 Progress: 72.8% Elapsed: 4:52:33 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.212574 
[INFO] 2020-09-17 15:56:24 > Step:   72900 Progress: 72.9% Elapsed: 4:52:52 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.22881 
[INFO] 2020-09-17 15:56:44 > Step:   73000 Progress: 73.0% Elapsed: 4:53:12 temperature: no ada_p: No Discriminator_loss: 4.65661e-09 Generator_loss: -0.265348 
[INFO] 2020-09-17 15:57:03 > Step:   73100 Progress: 73.1% Elapsed: 4:53:31 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.252134 
[INFO] 2020-09-17 15:57:22 > Step:   73200 Progress: 73.2% Elapsed: 4:53:51 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.236959 
[INFO] 2020-09-17 15:57:42 > Step:   73300 Progress: 73.3% Elapsed: 4:54:10 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: -0.2503 
[INFO] 2020-09-17 15:58:01 > Step:   73400 Progress: 73.4% Elapsed: 4:54:29 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: -0.273845 
[INFO] 2020-09-17 15:58:21 > Step:   73500 Progress: 73.5% Elapsed: 4:54:49 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.284704 
[INFO] 2020-09-17 15:58:40 > Step:   73600 Progress: 73.6% Elapsed: 4:55:09 temperature: no ada_p: No Discriminator_loss: 6.0536e-09 Generator_loss: -0.289763 
[INFO] 2020-09-17 15:58:59 > Step:   73700 Progress: 73.7% Elapsed: 4:55:28 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: -0.337477 
[INFO] 2020-09-17 15:59:19 > Step:   73800 Progress: 73.8% Elapsed: 4:55:47 temperature: no ada_p: No Discriminator_loss: -6.98492e-09 Generator_loss: -0.30794 
[INFO] 2020-09-17 15:59:38 > Step:   73900 Progress: 73.9% Elapsed: 4:56:07 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.305013 
[INFO] 2020-09-17 15:59:57 > Step:   74000 Progress: 74.0% Elapsed: 4:56:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.311344 
[INFO] 2020-09-17 15:59:57 > Start Evaluation (74000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:01:33 > F_8 score (Step: 74000, Using test images): 0.19567705505195715
[INFO] 2020-09-17 16:01:33 > F_1/8 score (Step: 74000, Using test images): 0.18305331032109423
[INFO] 2020-09-17 16:01:33 > FID score (Step: 74000, Using test moments): 163.12225876725017
[INFO] 2020-09-17 16:01:33 > Inception score (Step: 74000, 10000 generated images): 2.5489182472229004
[INFO] 2020-09-17 16:01:33 > Best FID score (Step: 68000, Using test moments): 159.6089269236084
[INFO] 2020-09-17 16:01:33 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:01:52 > Step:   74100 Progress: 74.1% Elapsed: 4:58:20 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.289949 
[INFO] 2020-09-17 16:02:11 > Step:   74200 Progress: 74.2% Elapsed: 4:58:39 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.294302 
[INFO] 2020-09-17 16:02:30 > Step:   74300 Progress: 74.3% Elapsed: 4:58:58 temperature: no ada_p: No Discriminator_loss: 3.25963e-09 Generator_loss: -0.268957 
[INFO] 2020-09-17 16:02:50 > Step:   74400 Progress: 74.4% Elapsed: 4:59:18 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.268826 
[INFO] 2020-09-17 16:03:09 > Step:   74500 Progress: 74.5% Elapsed: 4:59:37 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: -0.264423 
[INFO] 2020-09-17 16:03:28 > Step:   74600 Progress: 74.6% Elapsed: 4:59:57 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.269941 
[INFO] 2020-09-17 16:03:48 > Step:   74700 Progress: 74.7% Elapsed: 5:00:16 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.291311 
[INFO] 2020-09-17 16:04:07 > Step:   74800 Progress: 74.8% Elapsed: 5:00:35 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.296679 
[INFO] 2020-09-17 16:04:27 > Step:   74900 Progress: 74.9% Elapsed: 5:00:55 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.331906 
[INFO] 2020-09-17 16:04:46 > Step:   75000 Progress: 75.0% Elapsed: 5:01:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.306493 
[INFO] 2020-09-17 16:05:05 > Step:   75100 Progress: 75.1% Elapsed: 5:01:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.3122 
[INFO] 2020-09-17 16:05:25 > Step:   75200 Progress: 75.2% Elapsed: 5:01:53 temperature: no ada_p: No Discriminator_loss: 4.65661e-09 Generator_loss: -0.317186 
[INFO] 2020-09-17 16:05:44 > Step:   75300 Progress: 75.3% Elapsed: 5:02:13 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.311191 
[INFO] 2020-09-17 16:06:03 > Step:   75400 Progress: 75.4% Elapsed: 5:02:32 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.279935 
[INFO] 2020-09-17 16:06:23 > Step:   75500 Progress: 75.5% Elapsed: 5:02:51 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.290862 
[INFO] 2020-09-17 16:06:42 > Step:   75600 Progress: 75.6% Elapsed: 5:03:10 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.271008 
[INFO] 2020-09-17 16:07:01 > Step:   75700 Progress: 75.7% Elapsed: 5:03:30 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.272924 
[INFO] 2020-09-17 16:07:21 > Step:   75800 Progress: 75.8% Elapsed: 5:03:49 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.250279 
[INFO] 2020-09-17 16:07:40 > Step:   75900 Progress: 75.9% Elapsed: 5:04:08 temperature: no ada_p: No Discriminator_loss: 4.19095e-09 Generator_loss: -0.285129 
[INFO] 2020-09-17 16:07:59 > Step:   76000 Progress: 76.0% Elapsed: 5:04:27 temperature: no ada_p: No Discriminator_loss: -6.0536e-09 Generator_loss: -0.280086 
[INFO] 2020-09-17 16:07:59 > Start Evaluation (76000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:09:39 > F_8 score (Step: 76000, Using test images): 0.17548692730044613
[INFO] 2020-09-17 16:09:39 > F_1/8 score (Step: 76000, Using test images): 0.19854821071184928
[INFO] 2020-09-17 16:09:39 > FID score (Step: 76000, Using test moments): 162.30700833532956
[INFO] 2020-09-17 16:09:39 > Inception score (Step: 76000, 10000 generated images): 2.5539684295654297
[INFO] 2020-09-17 16:09:39 > Best FID score (Step: 68000, Using test moments): 159.6089269236084
[INFO] 2020-09-17 16:09:39 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:09:58 > Step:   76100 Progress: 76.1% Elapsed: 5:06:26 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.281812 
[INFO] 2020-09-17 16:10:16 > Step:   76200 Progress: 76.2% Elapsed: 5:06:45 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.285287 
[INFO] 2020-09-17 16:10:36 > Step:   76300 Progress: 76.3% Elapsed: 5:07:04 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.29006 
[INFO] 2020-09-17 16:10:55 > Step:   76400 Progress: 76.4% Elapsed: 5:07:24 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.256834 
[INFO] 2020-09-17 16:11:15 > Step:   76500 Progress: 76.5% Elapsed: 5:07:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.260013 
[INFO] 2020-09-17 16:11:34 > Step:   76600 Progress: 76.6% Elapsed: 5:08:03 temperature: no ada_p: No Discriminator_loss: -6.51926e-09 Generator_loss: -0.275017 
[INFO] 2020-09-17 16:11:54 > Step:   76700 Progress: 76.7% Elapsed: 5:08:22 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.280458 
[INFO] 2020-09-17 16:12:13 > Step:   76800 Progress: 76.8% Elapsed: 5:08:41 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.248579 
[INFO] 2020-09-17 16:12:32 > Step:   76900 Progress: 76.9% Elapsed: 5:09:01 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.222267 
[INFO] 2020-09-17 16:12:52 > Step:   77000 Progress: 77.0% Elapsed: 5:09:20 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.219583 
[INFO] 2020-09-17 16:13:11 > Step:   77100 Progress: 77.1% Elapsed: 5:09:40 temperature: no ada_p: No Discriminator_loss: -3.0268e-09 Generator_loss: -0.253653 
[INFO] 2020-09-17 16:13:31 > Step:   77200 Progress: 77.2% Elapsed: 5:09:59 temperature: no ada_p: No Discriminator_loss: -4.42378e-09 Generator_loss: -0.243639 
[INFO] 2020-09-17 16:13:50 > Step:   77300 Progress: 77.3% Elapsed: 5:10:18 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.261326 
[INFO] 2020-09-17 16:14:09 > Step:   77400 Progress: 77.4% Elapsed: 5:10:38 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.252007 
[INFO] 2020-09-17 16:14:29 > Step:   77500 Progress: 77.5% Elapsed: 5:10:57 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.251615 
[INFO] 2020-09-17 16:14:48 > Step:   77600 Progress: 77.6% Elapsed: 5:11:16 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.269479 
[INFO] 2020-09-17 16:15:08 > Step:   77700 Progress: 77.7% Elapsed: 5:11:36 temperature: no ada_p: No Discriminator_loss: 4.19095e-09 Generator_loss: -0.290753 
[INFO] 2020-09-17 16:15:27 > Step:   77800 Progress: 77.8% Elapsed: 5:11:56 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.281752 
[INFO] 2020-09-17 16:15:46 > Step:   77900 Progress: 77.9% Elapsed: 5:12:14 temperature: no ada_p: No Discriminator_loss: -5.12227e-09 Generator_loss: -0.29916 
[INFO] 2020-09-17 16:16:06 > Step:   78000 Progress: 78.0% Elapsed: 5:12:34 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.312648 
[INFO] 2020-09-17 16:16:06 > Start Evaluation (78000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:17:44 > F_8 score (Step: 78000, Using test images): 0.18332347320940878
[INFO] 2020-09-17 16:17:44 > F_1/8 score (Step: 78000, Using test images): 0.17408119634981453
[INFO] 2020-09-17 16:17:44 > FID score (Step: 78000, Using test moments): 161.21295103422273
[INFO] 2020-09-17 16:17:44 > Inception score (Step: 78000, 10000 generated images): 2.609196901321411
[INFO] 2020-09-17 16:17:44 > Best FID score (Step: 68000, Using test moments): 159.6089269236084
[INFO] 2020-09-17 16:17:44 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:18:02 > Step:   78100 Progress: 78.1% Elapsed: 5:14:31 temperature: no ada_p: No Discriminator_loss: -6.51926e-09 Generator_loss: -0.318472 
[INFO] 2020-09-17 16:18:22 > Step:   78200 Progress: 78.2% Elapsed: 5:14:50 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.304769 
[INFO] 2020-09-17 16:18:41 > Step:   78300 Progress: 78.3% Elapsed: 5:15:10 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.286189 
[INFO] 2020-09-17 16:19:01 > Step:   78400 Progress: 78.4% Elapsed: 5:15:29 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.272262 
[INFO] 2020-09-17 16:19:20 > Step:   78500 Progress: 78.5% Elapsed: 5:15:49 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.263516 
[INFO] 2020-09-17 16:19:40 > Step:   78600 Progress: 78.6% Elapsed: 5:16:08 temperature: no ada_p: No Discriminator_loss: 3.25963e-09 Generator_loss: -0.25966 
[INFO] 2020-09-17 16:19:59 > Step:   78700 Progress: 78.7% Elapsed: 5:16:27 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.220535 
[INFO] 2020-09-17 16:20:19 > Step:   78800 Progress: 78.8% Elapsed: 5:16:47 temperature: no ada_p: No Discriminator_loss: 4.42378e-09 Generator_loss: -0.216823 
[INFO] 2020-09-17 16:20:38 > Step:   78900 Progress: 78.9% Elapsed: 5:17:07 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: -0.225408 
[INFO] 2020-09-17 16:20:57 > Step:   79000 Progress: 79.0% Elapsed: 5:17:26 temperature: no ada_p: No Discriminator_loss: 3.49246e-09 Generator_loss: -0.226274 
[INFO] 2020-09-17 16:21:17 > Step:   79100 Progress: 79.1% Elapsed: 5:17:45 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.23021 
[INFO] 2020-09-17 16:21:36 > Step:   79200 Progress: 79.2% Elapsed: 5:18:05 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.284603 
[INFO] 2020-09-17 16:21:55 > Step:   79300 Progress: 79.3% Elapsed: 5:18:24 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: -0.271556 
[INFO] 2020-09-17 16:22:15 > Step:   79400 Progress: 79.4% Elapsed: 5:18:43 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.269555 
[INFO] 2020-09-17 16:22:34 > Step:   79500 Progress: 79.5% Elapsed: 5:19:02 temperature: no ada_p: No Discriminator_loss: 6.98492e-09 Generator_loss: -0.289098 
[INFO] 2020-09-17 16:22:54 > Step:   79600 Progress: 79.6% Elapsed: 5:19:22 temperature: no ada_p: No Discriminator_loss: -5.58794e-09 Generator_loss: -0.276908 
[INFO] 2020-09-17 16:23:13 > Step:   79700 Progress: 79.7% Elapsed: 5:19:41 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.284255 
[INFO] 2020-09-17 16:23:32 > Step:   79800 Progress: 79.8% Elapsed: 5:20:01 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.249219 
[INFO] 2020-09-17 16:23:52 > Step:   79900 Progress: 79.9% Elapsed: 5:20:20 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.236823 
[INFO] 2020-09-17 16:24:11 > Step:   80000 Progress: 80.0% Elapsed: 5:20:40 temperature: no ada_p: No Discriminator_loss: 3.25963e-09 Generator_loss: -0.270049 
[INFO] 2020-09-17 16:24:11 > Start Evaluation (80000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:25:50 > F_8 score (Step: 80000, Using test images): 0.21316736803608877
[INFO] 2020-09-17 16:25:50 > F_1/8 score (Step: 80000, Using test images): 0.19476656254841282
[INFO] 2020-09-17 16:25:50 > FID score (Step: 80000, Using test moments): 161.11573489454884
[INFO] 2020-09-17 16:25:50 > Inception score (Step: 80000, 10000 generated images): 2.5928351879119873
[INFO] 2020-09-17 16:25:50 > Best FID score (Step: 68000, Using test moments): 159.6089269236084
[INFO] 2020-09-17 16:25:50 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:26:08 > Step:   80100 Progress: 80.1% Elapsed: 5:22:36 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.280798 
[INFO] 2020-09-17 16:26:27 > Step:   80200 Progress: 80.2% Elapsed: 5:22:56 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.273899 
[INFO] 2020-09-17 16:26:47 > Step:   80300 Progress: 80.3% Elapsed: 5:23:15 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.279422 
[INFO] 2020-09-17 16:27:06 > Step:   80400 Progress: 80.4% Elapsed: 5:23:34 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.256965 
[INFO] 2020-09-17 16:27:25 > Step:   80500 Progress: 80.5% Elapsed: 5:23:54 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: -0.237785 
[INFO] 2020-09-17 16:27:45 > Step:   80600 Progress: 80.6% Elapsed: 5:24:13 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.2118 
[INFO] 2020-09-17 16:28:04 > Step:   80700 Progress: 80.7% Elapsed: 5:24:32 temperature: no ada_p: No Discriminator_loss: -5.3551e-09 Generator_loss: -0.200547 
[INFO] 2020-09-17 16:28:24 > Step:   80800 Progress: 80.8% Elapsed: 5:24:52 temperature: no ada_p: No Discriminator_loss: 4.19095e-09 Generator_loss: -0.196077 
[INFO] 2020-09-17 16:28:43 > Step:   80900 Progress: 80.9% Elapsed: 5:25:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.183605 
[INFO] 2020-09-17 16:29:03 > Step:   81000 Progress: 81.0% Elapsed: 5:25:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.186741 
[INFO] 2020-09-17 16:29:22 > Step:   81100 Progress: 81.1% Elapsed: 5:25:50 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.158304 
[INFO] 2020-09-17 16:29:41 > Step:   81200 Progress: 81.2% Elapsed: 5:26:09 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.200968 
[INFO] 2020-09-17 16:30:01 > Step:   81300 Progress: 81.3% Elapsed: 5:26:29 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.21776 
[INFO] 2020-09-17 16:30:20 > Step:   81400 Progress: 81.4% Elapsed: 5:26:49 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.180096 
[INFO] 2020-09-17 16:30:40 > Step:   81500 Progress: 81.5% Elapsed: 5:27:08 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.142108 
[INFO] 2020-09-17 16:30:59 > Step:   81600 Progress: 81.6% Elapsed: 5:27:27 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.14785 
[INFO] 2020-09-17 16:31:19 > Step:   81700 Progress: 81.7% Elapsed: 5:27:47 temperature: no ada_p: No Discriminator_loss: -4.42378e-09 Generator_loss: -0.153751 
[INFO] 2020-09-17 16:31:38 > Step:   81800 Progress: 81.8% Elapsed: 5:28:06 temperature: no ada_p: No Discriminator_loss: 3.37604e-09 Generator_loss: -0.126104 
[INFO] 2020-09-17 16:31:57 > Step:   81900 Progress: 81.9% Elapsed: 5:28:26 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.139298 
[INFO] 2020-09-17 16:32:16 > Step:   82000 Progress: 82.0% Elapsed: 5:28:45 temperature: no ada_p: No Discriminator_loss: 4.30737e-09 Generator_loss: -0.11309 
[INFO] 2020-09-17 16:32:17 > Start Evaluation (82000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:33:57 > F_8 score (Step: 82000, Using test images): 0.1793524899625054
[INFO] 2020-09-17 16:33:57 > F_1/8 score (Step: 82000, Using test images): 0.1868841564126905
[INFO] 2020-09-17 16:33:57 > FID score (Step: 82000, Using test moments): 161.8997229008669
[INFO] 2020-09-17 16:33:57 > Inception score (Step: 82000, 10000 generated images): 2.5773279666900635
[INFO] 2020-09-17 16:33:57 > Best FID score (Step: 68000, Using test moments): 159.6089269236084
[INFO] 2020-09-17 16:33:57 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:34:16 > Step:   82100 Progress: 82.1% Elapsed: 5:30:44 temperature: no ada_p: No Discriminator_loss: -3.84171e-09 Generator_loss: -0.123154 
[INFO] 2020-09-17 16:34:35 > Step:   82200 Progress: 82.2% Elapsed: 5:31:03 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.14135 
[INFO] 2020-09-17 16:34:54 > Step:   82300 Progress: 82.3% Elapsed: 5:31:22 temperature: no ada_p: No Discriminator_loss: -4.30737e-09 Generator_loss: -0.133758 
[INFO] 2020-09-17 16:35:14 > Step:   82400 Progress: 82.4% Elapsed: 5:31:42 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.146806 
[INFO] 2020-09-17 16:35:33 > Step:   82500 Progress: 82.5% Elapsed: 5:32:02 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: -0.176008 
[INFO] 2020-09-17 16:35:52 > Step:   82600 Progress: 82.6% Elapsed: 5:32:21 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.168999 
[INFO] 2020-09-17 16:36:12 > Step:   82700 Progress: 82.7% Elapsed: 5:32:40 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: -0.173045 
[INFO] 2020-09-17 16:36:32 > Step:   82800 Progress: 82.8% Elapsed: 5:33:00 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: -0.176875 
[INFO] 2020-09-17 16:36:51 > Step:   82900 Progress: 82.9% Elapsed: 5:33:19 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.196963 
[INFO] 2020-09-17 16:37:11 > Step:   83000 Progress: 83.0% Elapsed: 5:33:39 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: -0.208113 
[INFO] 2020-09-17 16:37:30 > Step:   83100 Progress: 83.1% Elapsed: 5:33:59 temperature: no ada_p: No Discriminator_loss: 2.56114e-09 Generator_loss: -0.212002 
[INFO] 2020-09-17 16:37:49 > Step:   83200 Progress: 83.2% Elapsed: 5:34:18 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.210817 
[INFO] 2020-09-17 16:38:09 > Step:   83300 Progress: 83.3% Elapsed: 5:34:37 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.184039 
[INFO] 2020-09-17 16:38:28 > Step:   83400 Progress: 83.4% Elapsed: 5:34:56 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: -0.17587 
[INFO] 2020-09-17 16:38:48 > Step:   83500 Progress: 83.5% Elapsed: 5:35:16 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: -0.15426 
[INFO] 2020-09-17 16:39:07 > Step:   83600 Progress: 83.6% Elapsed: 5:35:35 temperature: no ada_p: No Discriminator_loss: 1.97906e-09 Generator_loss: -0.124636 
[INFO] 2020-09-17 16:39:26 > Step:   83700 Progress: 83.7% Elapsed: 5:35:54 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.106148 
[INFO] 2020-09-17 16:39:46 > Step:   83800 Progress: 83.8% Elapsed: 5:36:14 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: -0.121365 
[INFO] 2020-09-17 16:40:05 > Step:   83900 Progress: 83.9% Elapsed: 5:36:34 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.0910062 
[INFO] 2020-09-17 16:40:24 > Step:   84000 Progress: 84.0% Elapsed: 5:36:52 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.0474339 
[INFO] 2020-09-17 16:40:24 > Start Evaluation (84000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:42:02 > F_8 score (Step: 84000, Using test images): 0.20779473260809067
[INFO] 2020-09-17 16:42:02 > F_1/8 score (Step: 84000, Using test images): 0.16204759560645324
[INFO] 2020-09-17 16:42:02 > FID score (Step: 84000, Using test moments): 164.0303272974233
[INFO] 2020-09-17 16:42:02 > Inception score (Step: 84000, 10000 generated images): 2.5356805324554443
[INFO] 2020-09-17 16:42:02 > Best FID score (Step: 68000, Using test moments): 159.6089269236084
[INFO] 2020-09-17 16:42:02 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:42:21 > Step:   84100 Progress: 84.1% Elapsed: 5:38:49 temperature: no ada_p: No Discriminator_loss: 5.82077e-10 Generator_loss: -0.0308169 
[INFO] 2020-09-17 16:42:40 > Step:   84200 Progress: 84.2% Elapsed: 5:39:09 temperature: no ada_p: No Discriminator_loss: 3.60887e-09 Generator_loss: -0.0425866 
[INFO] 2020-09-17 16:42:59 > Step:   84300 Progress: 84.3% Elapsed: 5:39:27 temperature: no ada_p: No Discriminator_loss: 5.23869e-10 Generator_loss: -0.0355741 
[INFO] 2020-09-17 16:43:19 > Step:   84400 Progress: 84.4% Elapsed: 5:39:47 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.0338657 
[INFO] 2020-09-17 16:43:38 > Step:   84500 Progress: 84.5% Elapsed: 5:40:06 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.0206642 
[INFO] 2020-09-17 16:43:57 > Step:   84600 Progress: 84.6% Elapsed: 5:40:26 temperature: no ada_p: No Discriminator_loss: 2.73576e-09 Generator_loss: 0.018622 
[INFO] 2020-09-17 16:44:17 > Step:   84700 Progress: 84.7% Elapsed: 5:40:45 temperature: no ada_p: No Discriminator_loss: 2.21189e-09 Generator_loss: 0.0572146 
[INFO] 2020-09-17 16:44:36 > Step:   84800 Progress: 84.8% Elapsed: 5:41:04 temperature: no ada_p: No Discriminator_loss: 2.21189e-09 Generator_loss: 0.0340714 
[INFO] 2020-09-17 16:44:56 > Step:   84900 Progress: 84.9% Elapsed: 5:41:24 temperature: no ada_p: No Discriminator_loss: -1.22236e-09 Generator_loss: 0.00949346 
[INFO] 2020-09-17 16:45:15 > Step:   85000 Progress: 85.0% Elapsed: 5:41:44 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: 0.028017 
[INFO] 2020-09-17 16:45:34 > Step:   85100 Progress: 85.1% Elapsed: 5:42:03 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: 0.0198816 
[INFO] 2020-09-17 16:45:54 > Step:   85200 Progress: 85.2% Elapsed: 5:42:22 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.0394716 
[INFO] 2020-09-17 16:46:13 > Step:   85300 Progress: 85.3% Elapsed: 5:42:42 temperature: no ada_p: No Discriminator_loss: 1.5134e-09 Generator_loss: 0.0878011 
[INFO] 2020-09-17 16:46:32 > Step:   85400 Progress: 85.4% Elapsed: 5:43:01 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: 0.0997768 
[INFO] 2020-09-17 16:46:52 > Step:   85500 Progress: 85.5% Elapsed: 5:43:20 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: 0.0636786 
[INFO] 2020-09-17 16:47:12 > Step:   85600 Progress: 85.6% Elapsed: 5:43:40 temperature: no ada_p: No Discriminator_loss: 4.07454e-10 Generator_loss: 0.0416185 
[INFO] 2020-09-17 16:47:31 > Step:   85700 Progress: 85.7% Elapsed: 5:43:59 temperature: no ada_p: No Discriminator_loss: -1.68802e-09 Generator_loss: 0.0212041 
[INFO] 2020-09-17 16:47:50 > Step:   85800 Progress: 85.8% Elapsed: 5:44:19 temperature: no ada_p: No Discriminator_loss: -2.56114e-09 Generator_loss: 0.0410294 
[INFO] 2020-09-17 16:48:09 > Step:   85900 Progress: 85.9% Elapsed: 5:44:38 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: 0.0421305 
[INFO] 2020-09-17 16:48:29 > Step:   86000 Progress: 86.0% Elapsed: 5:44:57 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: 0.0459313 
[INFO] 2020-09-17 16:48:29 > Start Evaluation (86000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:50:10 > F_8 score (Step: 86000, Using test images): 0.19915105867460692
[INFO] 2020-09-17 16:50:10 > F_1/8 score (Step: 86000, Using test images): 0.19046762728042335
[INFO] 2020-09-17 16:50:10 > FID score (Step: 86000, Using test moments): 159.09001653294345
[INFO] 2020-09-17 16:50:10 > Inception score (Step: 86000, 10000 generated images): 2.579437732696533
[INFO] 2020-09-17 16:50:10 > Best FID score (Step: 86000, Using test moments): 159.09001653294345
[INFO] 2020-09-17 16:50:10 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:50:29 > Step:   86100 Progress: 86.1% Elapsed: 5:46:57 temperature: no ada_p: No Discriminator_loss: -3.14321e-09 Generator_loss: 0.0624984 
[INFO] 2020-09-17 16:50:47 > Step:   86200 Progress: 86.2% Elapsed: 5:47:16 temperature: no ada_p: No Discriminator_loss: 1.33878e-09 Generator_loss: 0.01422 
[INFO] 2020-09-17 16:51:07 > Step:   86300 Progress: 86.3% Elapsed: 5:47:35 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.0142899 
[INFO] 2020-09-17 16:51:27 > Step:   86400 Progress: 86.4% Elapsed: 5:47:55 temperature: no ada_p: No Discriminator_loss: 5.82077e-10 Generator_loss: -0.0305212 
[INFO] 2020-09-17 16:51:46 > Step:   86500 Progress: 86.5% Elapsed: 5:48:14 temperature: no ada_p: No Discriminator_loss: -1.74623e-09 Generator_loss: -0.00901998 
[INFO] 2020-09-17 16:52:06 > Step:   86600 Progress: 86.6% Elapsed: 5:48:34 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: -0.0110634 
[INFO] 2020-09-17 16:52:25 > Step:   86700 Progress: 86.7% Elapsed: 5:48:54 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: 0.0265556 
[INFO] 2020-09-17 16:52:44 > Step:   86800 Progress: 86.8% Elapsed: 5:49:13 temperature: no ada_p: No Discriminator_loss: 1.10595e-09 Generator_loss: 0.0224498 
[INFO] 2020-09-17 16:53:04 > Step:   86900 Progress: 86.9% Elapsed: 5:49:32 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.0304417 
[INFO] 2020-09-17 16:53:23 > Step:   87000 Progress: 87.0% Elapsed: 5:49:51 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.0184551 
[INFO] 2020-09-17 16:53:43 > Step:   87100 Progress: 87.1% Elapsed: 5:50:11 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: -0.00488223 
[INFO] 2020-09-17 16:54:02 > Step:   87200 Progress: 87.2% Elapsed: 5:50:31 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: -0.0130868 
[INFO] 2020-09-17 16:54:21 > Step:   87300 Progress: 87.3% Elapsed: 5:50:50 temperature: no ada_p: No Discriminator_loss: 1.28057e-09 Generator_loss: -0.0407592 
[INFO] 2020-09-17 16:54:41 > Step:   87400 Progress: 87.4% Elapsed: 5:51:09 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.0710591 
[INFO] 2020-09-17 16:55:01 > Step:   87500 Progress: 87.5% Elapsed: 5:51:29 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.0589451 
[INFO] 2020-09-17 16:55:20 > Step:   87600 Progress: 87.6% Elapsed: 5:51:48 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: -0.0725181 
[INFO] 2020-09-17 16:55:39 > Step:   87700 Progress: 87.7% Elapsed: 5:52:07 temperature: no ada_p: No Discriminator_loss: 1.28057e-09 Generator_loss: -0.0911038 
[INFO] 2020-09-17 16:55:59 > Step:   87800 Progress: 87.8% Elapsed: 5:52:27 temperature: no ada_p: No Discriminator_loss: 3.60887e-09 Generator_loss: -0.0843115 
[INFO] 2020-09-17 16:56:18 > Step:   87900 Progress: 87.9% Elapsed: 5:52:46 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.0772756 
[INFO] 2020-09-17 16:56:37 > Step:   88000 Progress: 88.0% Elapsed: 5:53:06 temperature: no ada_p: No Discriminator_loss: 2.56114e-09 Generator_loss: -0.0980443 
[INFO] 2020-09-17 16:56:37 > Start Evaluation (88000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:58:18 > F_8 score (Step: 88000, Using test images): 0.19111816442846358
[INFO] 2020-09-17 16:58:18 > F_1/8 score (Step: 88000, Using test images): 0.17396987859605365
[INFO] 2020-09-17 16:58:18 > FID score (Step: 88000, Using test moments): 162.1721555880224
[INFO] 2020-09-17 16:58:18 > Inception score (Step: 88000, 10000 generated images): 2.555177927017212
[INFO] 2020-09-17 16:58:18 > Best FID score (Step: 86000, Using test moments): 159.09001653294345
[INFO] 2020-09-17 16:58:18 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 16:58:36 > Step:   88100 Progress: 88.1% Elapsed: 5:55:05 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.0738227 
[INFO] 2020-09-17 16:58:55 > Step:   88200 Progress: 88.2% Elapsed: 5:55:23 temperature: no ada_p: No Discriminator_loss: -1.74623e-09 Generator_loss: -0.101312 
[INFO] 2020-09-17 16:59:15 > Step:   88300 Progress: 88.3% Elapsed: 5:55:43 temperature: no ada_p: No Discriminator_loss: 1.97906e-09 Generator_loss: -0.0889408 
[INFO] 2020-09-17 16:59:34 > Step:   88400 Progress: 88.4% Elapsed: 5:56:02 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: -0.0931225 
[INFO] 2020-09-17 16:59:53 > Step:   88500 Progress: 88.5% Elapsed: 5:56:22 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: -0.120956 
[INFO] 2020-09-17 17:00:13 > Step:   88600 Progress: 88.6% Elapsed: 5:56:41 temperature: no ada_p: No Discriminator_loss: -1.28057e-09 Generator_loss: -0.100871 
[INFO] 2020-09-17 17:00:32 > Step:   88700 Progress: 88.7% Elapsed: 5:57:00 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.0766161 
[INFO] 2020-09-17 17:00:52 > Step:   88800 Progress: 88.8% Elapsed: 5:57:20 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.0720365 
[INFO] 2020-09-17 17:01:11 > Step:   88900 Progress: 88.9% Elapsed: 5:57:40 temperature: no ada_p: No Discriminator_loss: -3.14321e-09 Generator_loss: -0.0877156 
[INFO] 2020-09-17 17:01:30 > Step:   89000 Progress: 89.0% Elapsed: 5:57:58 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.0846822 
[INFO] 2020-09-17 17:01:50 > Step:   89100 Progress: 89.1% Elapsed: 5:58:18 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.144908 
[INFO] 2020-09-17 17:02:09 > Step:   89200 Progress: 89.2% Elapsed: 5:58:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.155908 
[INFO] 2020-09-17 17:02:28 > Step:   89300 Progress: 89.3% Elapsed: 5:58:57 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.16927 
[INFO] 2020-09-17 17:02:48 > Step:   89400 Progress: 89.4% Elapsed: 5:59:16 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.15244 
[INFO] 2020-09-17 17:03:07 > Step:   89500 Progress: 89.5% Elapsed: 5:59:35 temperature: no ada_p: No Discriminator_loss: -2.56114e-09 Generator_loss: -0.156329 
[INFO] 2020-09-17 17:03:26 > Step:   89600 Progress: 89.6% Elapsed: 5:59:55 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.173299 
[INFO] 2020-09-17 17:03:46 > Step:   89700 Progress: 89.7% Elapsed: 6:00:14 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.176618 
[INFO] 2020-09-17 17:04:05 > Step:   89800 Progress: 89.8% Elapsed: 6:00:33 temperature: no ada_p: No Discriminator_loss: -3.0268e-09 Generator_loss: -0.17019 
[INFO] 2020-09-17 17:04:24 > Step:   89900 Progress: 89.9% Elapsed: 6:00:53 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.163303 
[INFO] 2020-09-17 17:04:44 > Step:   90000 Progress: 90.0% Elapsed: 6:01:12 temperature: no ada_p: No Discriminator_loss: 3.49246e-09 Generator_loss: -0.205097 
[INFO] 2020-09-17 17:04:44 > Start Evaluation (90000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 17:06:22 > F_8 score (Step: 90000, Using test images): 0.18982613042221996
[INFO] 2020-09-17 17:06:22 > F_1/8 score (Step: 90000, Using test images): 0.1741148273950299
[INFO] 2020-09-17 17:06:22 > FID score (Step: 90000, Using test moments): 160.85083843686283
[INFO] 2020-09-17 17:06:22 > Inception score (Step: 90000, 10000 generated images): 2.5882034301757812
[INFO] 2020-09-17 17:06:22 > Best FID score (Step: 86000, Using test moments): 159.09001653294345
[INFO] 2020-09-17 17:06:22 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 17:06:41 > Step:   90100 Progress: 90.1% Elapsed: 6:03:09 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.230982 
[INFO] 2020-09-17 17:07:00 > Step:   90200 Progress: 90.2% Elapsed: 6:03:28 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.232434 
[INFO] 2020-09-17 17:07:20 > Step:   90300 Progress: 90.3% Elapsed: 6:03:48 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: -0.233729 
[INFO] 2020-09-17 17:07:39 > Step:   90400 Progress: 90.4% Elapsed: 6:04:07 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: -0.239996 
[INFO] 2020-09-17 17:07:58 > Step:   90500 Progress: 90.5% Elapsed: 6:04:27 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: -0.263172 
[INFO] 2020-09-17 17:08:18 > Step:   90600 Progress: 90.6% Elapsed: 6:04:46 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.278633 
[INFO] 2020-09-17 17:08:37 > Step:   90700 Progress: 90.7% Elapsed: 6:05:05 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.256636 
[INFO] 2020-09-17 17:08:56 > Step:   90800 Progress: 90.8% Elapsed: 6:05:25 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: -0.256849 
[INFO] 2020-09-17 17:09:15 > Step:   90900 Progress: 90.9% Elapsed: 6:05:44 temperature: no ada_p: No Discriminator_loss: 3.25963e-09 Generator_loss: -0.29529 
[INFO] 2020-09-17 17:09:35 > Step:   91000 Progress: 91.0% Elapsed: 6:06:03 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: -0.246156 
[INFO] 2020-09-17 17:09:55 > Step:   91100 Progress: 91.1% Elapsed: 6:06:23 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.269791 
[INFO] 2020-09-17 17:10:14 > Step:   91200 Progress: 91.2% Elapsed: 6:06:42 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.228916 
[INFO] 2020-09-17 17:10:33 > Step:   91300 Progress: 91.3% Elapsed: 6:07:02 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: -0.198998 
[INFO] 2020-09-17 17:10:53 > Step:   91400 Progress: 91.4% Elapsed: 6:07:21 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: -0.171717 
[INFO] 2020-09-17 17:11:12 > Step:   91500 Progress: 91.5% Elapsed: 6:07:40 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.172103 
[INFO] 2020-09-17 17:11:31 > Step:   91600 Progress: 91.6% Elapsed: 6:08:00 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.163317 
[INFO] 2020-09-17 17:11:51 > Step:   91700 Progress: 91.7% Elapsed: 6:08:19 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.162923 
[INFO] 2020-09-17 17:12:10 > Step:   91800 Progress: 91.8% Elapsed: 6:08:38 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: -0.165881 
[INFO] 2020-09-17 17:12:30 > Step:   91900 Progress: 91.9% Elapsed: 6:08:58 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: -0.205657 
[INFO] 2020-09-17 17:12:48 > Step:   92000 Progress: 92.0% Elapsed: 6:09:17 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.189701 
[INFO] 2020-09-17 17:12:48 > Start Evaluation (92000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 17:14:27 > F_8 score (Step: 92000, Using test images): 0.18389804777451552
[INFO] 2020-09-17 17:14:27 > F_1/8 score (Step: 92000, Using test images): 0.1734412432372511
[INFO] 2020-09-17 17:14:27 > FID score (Step: 92000, Using test moments): 163.6595000221478
[INFO] 2020-09-17 17:14:27 > Inception score (Step: 92000, 10000 generated images): 2.4990100860595703
[INFO] 2020-09-17 17:14:27 > Best FID score (Step: 86000, Using test moments): 159.09001653294345
[INFO] 2020-09-17 17:14:27 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 17:14:46 > Step:   92100 Progress: 92.1% Elapsed: 6:11:14 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.183036 
[INFO] 2020-09-17 17:15:05 > Step:   92200 Progress: 92.2% Elapsed: 6:11:33 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.195175 
[INFO] 2020-09-17 17:15:24 > Step:   92300 Progress: 92.3% Elapsed: 6:11:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.178272 
[INFO] 2020-09-17 17:15:44 > Step:   92400 Progress: 92.4% Elapsed: 6:12:12 temperature: no ada_p: No Discriminator_loss: 3.95812e-09 Generator_loss: -0.177766 
[INFO] 2020-09-17 17:16:03 > Step:   92500 Progress: 92.5% Elapsed: 6:12:32 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.194555 
[INFO] 2020-09-17 17:16:23 > Step:   92600 Progress: 92.6% Elapsed: 6:12:51 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.163227 
[INFO] 2020-09-17 17:16:42 > Step:   92700 Progress: 92.7% Elapsed: 6:13:10 temperature: no ada_p: No Discriminator_loss: 4.65661e-09 Generator_loss: -0.185688 
[INFO] 2020-09-17 17:17:02 > Step:   92800 Progress: 92.8% Elapsed: 6:13:30 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.163529 
[INFO] 2020-09-17 17:17:21 > Step:   92900 Progress: 92.9% Elapsed: 6:13:49 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: -0.205534 
[INFO] 2020-09-17 17:17:40 > Step:   93000 Progress: 93.0% Elapsed: 6:14:09 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.194777 
[INFO] 2020-09-17 17:18:00 > Step:   93100 Progress: 93.1% Elapsed: 6:14:28 temperature: no ada_p: No Discriminator_loss: 1.39698e-09 Generator_loss: -0.202093 
[INFO] 2020-09-17 17:18:19 > Step:   93200 Progress: 93.2% Elapsed: 6:14:47 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.205963 
[INFO] 2020-09-17 17:18:38 > Step:   93300 Progress: 93.3% Elapsed: 6:15:07 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: -0.196839 
[INFO] 2020-09-17 17:18:57 > Step:   93400 Progress: 93.4% Elapsed: 6:15:26 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: -0.231399 
[INFO] 2020-09-17 17:19:17 > Step:   93500 Progress: 93.5% Elapsed: 6:15:45 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: -0.223925 
[INFO] 2020-09-17 17:19:37 > Step:   93600 Progress: 93.6% Elapsed: 6:16:05 temperature: no ada_p: No Discriminator_loss: -2.56114e-09 Generator_loss: -0.218667 
[INFO] 2020-09-17 17:19:56 > Step:   93700 Progress: 93.7% Elapsed: 6:16:24 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: -0.221349 
[INFO] 2020-09-17 17:20:15 > Step:   93800 Progress: 93.8% Elapsed: 6:16:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.210103 
[INFO] 2020-09-17 17:20:35 > Step:   93900 Progress: 93.9% Elapsed: 6:17:03 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.203186 
[INFO] 2020-09-17 17:20:54 > Step:   94000 Progress: 94.0% Elapsed: 6:17:22 temperature: no ada_p: No Discriminator_loss: -3.95812e-09 Generator_loss: -0.22313 
[INFO] 2020-09-17 17:20:54 > Start Evaluation (94000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 17:22:31 > F_8 score (Step: 94000, Using test images): 0.1959741655564055
[INFO] 2020-09-17 17:22:31 > F_1/8 score (Step: 94000, Using test images): 0.17673203008301927
[INFO] 2020-09-17 17:22:31 > FID score (Step: 94000, Using test moments): 159.87425656980042
[INFO] 2020-09-17 17:22:31 > Inception score (Step: 94000, 10000 generated images): 2.584766387939453
[INFO] 2020-09-17 17:22:31 > Best FID score (Step: 86000, Using test moments): 159.09001653294345
[INFO] 2020-09-17 17:22:32 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 17:22:50 > Step:   94100 Progress: 94.1% Elapsed: 6:19:19 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.248865 
[INFO] 2020-09-17 17:23:10 > Step:   94200 Progress: 94.2% Elapsed: 6:19:38 temperature: no ada_p: No Discriminator_loss: 4.88944e-09 Generator_loss: -0.258908 
[INFO] 2020-09-17 17:23:29 > Step:   94300 Progress: 94.3% Elapsed: 6:19:57 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: -0.186269 
[INFO] 2020-09-17 17:23:48 > Step:   94400 Progress: 94.4% Elapsed: 6:20:17 temperature: no ada_p: No Discriminator_loss: 3.49246e-09 Generator_loss: -0.203347 
[INFO] 2020-09-17 17:24:07 > Step:   94500 Progress: 94.5% Elapsed: 6:20:36 temperature: no ada_p: No Discriminator_loss: -3.0268e-09 Generator_loss: -0.216525 
[INFO] 2020-09-17 17:24:27 > Step:   94600 Progress: 94.6% Elapsed: 6:20:55 temperature: no ada_p: No Discriminator_loss: 4.42378e-09 Generator_loss: -0.237545 
[INFO] 2020-09-17 17:24:47 > Step:   94700 Progress: 94.7% Elapsed: 6:21:15 temperature: no ada_p: No Discriminator_loss: -3.49246e-09 Generator_loss: -0.254464 
[INFO] 2020-09-17 17:25:06 > Step:   94800 Progress: 94.8% Elapsed: 6:21:34 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: -0.237351 
[INFO] 2020-09-17 17:25:25 > Step:   94900 Progress: 94.9% Elapsed: 6:21:54 temperature: no ada_p: No Discriminator_loss: -5.82077e-09 Generator_loss: -0.238129 
[INFO] 2020-09-17 17:25:45 > Step:   95000 Progress: 95.0% Elapsed: 6:22:13 temperature: no ada_p: No Discriminator_loss: 3.95812e-09 Generator_loss: -0.245287 
[INFO] 2020-09-17 17:26:04 > Step:   95100 Progress: 95.1% Elapsed: 6:22:32 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.262338 
[INFO] 2020-09-17 17:26:23 > Step:   95200 Progress: 95.2% Elapsed: 6:22:52 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.267949 
[INFO] 2020-09-17 17:26:43 > Step:   95300 Progress: 95.3% Elapsed: 6:23:11 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.307149 
[INFO] 2020-09-17 17:27:02 > Step:   95400 Progress: 95.4% Elapsed: 6:23:30 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: -0.29835 
[INFO] 2020-09-17 17:27:22 > Step:   95500 Progress: 95.5% Elapsed: 6:23:50 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.262225 
[INFO] 2020-09-17 17:27:41 > Step:   95600 Progress: 95.6% Elapsed: 6:24:09 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.280808 
[INFO] 2020-09-17 17:28:00 > Step:   95700 Progress: 95.7% Elapsed: 6:24:28 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.282229 
[INFO] 2020-09-17 17:28:20 > Step:   95800 Progress: 95.8% Elapsed: 6:24:48 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.295704 
[INFO] 2020-09-17 17:28:39 > Step:   95900 Progress: 95.9% Elapsed: 6:25:07 temperature: no ada_p: No Discriminator_loss: -5.58794e-09 Generator_loss: -0.263983 
[INFO] 2020-09-17 17:28:58 > Step:   96000 Progress: 96.0% Elapsed: 6:25:27 temperature: no ada_p: No Discriminator_loss: 2.56114e-09 Generator_loss: -0.25064 
[INFO] 2020-09-17 17:28:58 > Start Evaluation (96000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 17:30:37 > F_8 score (Step: 96000, Using test images): 0.2017200878156899
[INFO] 2020-09-17 17:30:37 > F_1/8 score (Step: 96000, Using test images): 0.20445726102473166
[INFO] 2020-09-17 17:30:37 > FID score (Step: 96000, Using test moments): 160.69597019711435
[INFO] 2020-09-17 17:30:37 > Inception score (Step: 96000, 10000 generated images): 2.6096818447113037
[INFO] 2020-09-17 17:30:37 > Best FID score (Step: 86000, Using test moments): 159.09001653294345
[INFO] 2020-09-17 17:30:37 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 17:30:56 > Step:   96100 Progress: 96.1% Elapsed: 6:27:24 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: -0.25215 
[INFO] 2020-09-17 17:31:15 > Step:   96200 Progress: 96.2% Elapsed: 6:27:43 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: -0.236459 
[INFO] 2020-09-17 17:31:34 > Step:   96300 Progress: 96.3% Elapsed: 6:28:03 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.271585 
[INFO] 2020-09-17 17:31:54 > Step:   96400 Progress: 96.4% Elapsed: 6:28:23 temperature: no ada_p: No Discriminator_loss: -6.0536e-09 Generator_loss: -0.269323 
[INFO] 2020-09-17 17:32:13 > Step:   96500 Progress: 96.5% Elapsed: 6:28:42 temperature: no ada_p: No Discriminator_loss: 5.58794e-09 Generator_loss: -0.291161 
[INFO] 2020-09-17 17:32:33 > Step:   96600 Progress: 96.6% Elapsed: 6:29:01 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.285604 
[INFO] 2020-09-17 17:32:53 > Step:   96700 Progress: 96.7% Elapsed: 6:29:21 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.322645 
[INFO] 2020-09-17 17:33:12 > Step:   96800 Progress: 96.8% Elapsed: 6:29:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.340079 
[INFO] 2020-09-17 17:33:32 > Step:   96900 Progress: 96.9% Elapsed: 6:30:00 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.344187 
[INFO] 2020-09-17 17:33:51 > Step:   97000 Progress: 97.0% Elapsed: 6:30:19 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: -0.376411 
[INFO] 2020-09-17 17:34:10 > Step:   97100 Progress: 97.1% Elapsed: 6:30:39 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: -0.354708 
[INFO] 2020-09-17 17:34:30 > Step:   97200 Progress: 97.2% Elapsed: 6:30:58 temperature: no ada_p: No Discriminator_loss: 3.25963e-09 Generator_loss: -0.318159 
[INFO] 2020-09-17 17:34:49 > Step:   97300 Progress: 97.3% Elapsed: 6:31:17 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.317646 
[INFO] 2020-09-17 17:35:08 > Step:   97400 Progress: 97.4% Elapsed: 6:31:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: -0.329182 
[INFO] 2020-09-17 17:35:28 > Step:   97500 Progress: 97.5% Elapsed: 6:31:56 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: -0.350426 
[INFO] 2020-09-17 17:35:47 > Step:   97600 Progress: 97.6% Elapsed: 6:32:15 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.350076 
[INFO] 2020-09-17 17:36:07 > Step:   97700 Progress: 97.7% Elapsed: 6:32:35 temperature: no ada_p: No Discriminator_loss: -2.32831e-09 Generator_loss: -0.371273 
[INFO] 2020-09-17 17:36:26 > Step:   97800 Progress: 97.8% Elapsed: 6:32:55 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: -0.350172 
[INFO] 2020-09-17 17:36:45 > Step:   97900 Progress: 97.9% Elapsed: 6:33:13 temperature: no ada_p: No Discriminator_loss: 3.25963e-09 Generator_loss: -0.366928 
[INFO] 2020-09-17 17:37:05 > Step:   98000 Progress: 98.0% Elapsed: 6:33:33 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: -0.353884 
[INFO] 2020-09-17 17:37:05 > Start Evaluation (98000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 17:38:46 > F_8 score (Step: 98000, Using test images): 0.18266533755097106
[INFO] 2020-09-17 17:38:46 > F_1/8 score (Step: 98000, Using test images): 0.1774001393019643
[INFO] 2020-09-17 17:38:46 > FID score (Step: 98000, Using test moments): 161.601909619618
[INFO] 2020-09-17 17:38:46 > Inception score (Step: 98000, 10000 generated images): 2.584876537322998
[INFO] 2020-09-17 17:38:46 > Best FID score (Step: 86000, Using test moments): 159.09001653294345
[INFO] 2020-09-17 17:38:46 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 17:39:05 > Step:   98100 Progress: 98.1% Elapsed: 6:35:34 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: -0.393377 
[INFO] 2020-09-17 17:39:24 > Step:   98200 Progress: 98.2% Elapsed: 6:35:52 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.385167 
[INFO] 2020-09-17 17:39:44 > Step:   98300 Progress: 98.3% Elapsed: 6:36:12 temperature: no ada_p: No Discriminator_loss: 1.86265e-09 Generator_loss: -0.397673 
[INFO] 2020-09-17 17:40:03 > Step:   98400 Progress: 98.4% Elapsed: 6:36:31 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.39711 
[INFO] 2020-09-17 17:40:22 > Step:   98500 Progress: 98.5% Elapsed: 6:36:51 temperature: no ada_p: No Discriminator_loss: 8.3819e-09 Generator_loss: -0.396665 
[INFO] 2020-09-17 17:40:42 > Step:   98600 Progress: 98.6% Elapsed: 6:37:10 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: -0.365878 
[INFO] 2020-09-17 17:41:01 > Step:   98700 Progress: 98.7% Elapsed: 6:37:29 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.355807 
[INFO] 2020-09-17 17:41:21 > Step:   98800 Progress: 98.8% Elapsed: 6:37:49 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: -0.34342 
[INFO] 2020-09-17 17:41:40 > Step:   98900 Progress: 98.9% Elapsed: 6:38:09 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: -0.332978 
[INFO] 2020-09-17 17:42:00 > Step:   99000 Progress: 99.0% Elapsed: 6:38:28 temperature: no ada_p: No Discriminator_loss: 5.12227e-09 Generator_loss: -0.31002 
[INFO] 2020-09-17 17:42:19 > Step:   99100 Progress: 99.1% Elapsed: 6:38:47 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.31063 
[INFO] 2020-09-17 17:42:39 > Step:   99200 Progress: 99.2% Elapsed: 6:39:07 temperature: no ada_p: No Discriminator_loss: -5.58794e-09 Generator_loss: -0.305938 
[INFO] 2020-09-17 17:42:58 > Step:   99300 Progress: 99.3% Elapsed: 6:39:26 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.32503 
[INFO] 2020-09-17 17:43:17 > Step:   99400 Progress: 99.4% Elapsed: 6:39:46 temperature: no ada_p: No Discriminator_loss: -5.12227e-09 Generator_loss: -0.302503 
[INFO] 2020-09-17 17:43:37 > Step:   99500 Progress: 99.5% Elapsed: 6:40:05 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: -0.290972 
[INFO] 2020-09-17 17:43:56 > Step:   99600 Progress: 99.6% Elapsed: 6:40:24 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: -0.283538 
[INFO] 2020-09-17 17:44:16 > Step:   99700 Progress: 99.7% Elapsed: 6:40:44 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: -0.272734 
[INFO] 2020-09-17 17:44:35 > Step:   99800 Progress: 99.8% Elapsed: 6:41:03 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: -0.308279 
[INFO] 2020-09-17 17:44:54 > Step:   99900 Progress: 99.9% Elapsed: 6:41:23 temperature: no ada_p: No Discriminator_loss: -7.45058e-09 Generator_loss: -0.325625 
[INFO] 2020-09-17 17:45:14 > Step:  100000 Progress: 100.0% Elapsed: 6:41:42 temperature: no ada_p: No Discriminator_loss: 5.12227e-09 Generator_loss: -0.297802 
[INFO] 2020-09-17 17:45:14 > Start Evaluation (100000 Step): WGAN-WC-train-2020_09_17_11_03_23
[INFO] 2020-09-17 17:46:56 > F_8 score (Step: 100000, Using test images): 0.19845572220563892
[INFO] 2020-09-17 17:46:56 > F_1/8 score (Step: 100000, Using test images): 0.1524220734314078
[INFO] 2020-09-17 17:46:56 > FID score (Step: 100000, Using test moments): 164.1083890032112
[INFO] 2020-09-17 17:46:56 > Inception score (Step: 100000, 10000 generated images): 2.554779052734375
[INFO] 2020-09-17 17:46:56 > Best FID score (Step: 86000, Using test moments): 159.09001653294345
[INFO] 2020-09-17 17:46:56 > Saved model to checkpoints/WGAN-WC-train-2020_09_17_11_03_23