WGAN-WC-train-2021_01_15_11_59_38.log

[INFO] 2021-01-15 11:59:38 > Run name : WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 11:59:38 > {'config_path': './src/configs/TINY_ILSVRC2012/WGAN-WC.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, '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, 'tsne_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2021-01-15 11:59:38 > {'data_processing': {'dataset_name': 'tiny_imagenet', 'data_path': './data/TINY_ILSVRC2012', 'img_size': 64, 'num_classes': 200, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'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': 256, 'accumulation_steps': 1, 'd_lr': 0.0004, 'g_lr': 0.0001, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 1, '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': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': True, 'gradient_penalty_lambda': 10.0, '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] 2021-01-15 11:59:38 > Load train datasets...
[INFO] 2021-01-15 11:59:39 > Train dataset size : 100000
[INFO] 2021-01-15 11:59:39 > Load valid datasets...
[INFO] 2021-01-15 11:59:39 > Eval dataset size : 10000
[INFO] 2021-01-15 11:59:39 > Build model...
[INFO] 2021-01-15 11:59:39 > Modules are located on models.resnet.
[INFO] 2021-01-15 11:59:43 > Number of parameters: 12220675
[INFO] 2021-01-15 11:59:43 > Generator(
  (linear0): Linear(in_features=128, out_features=16384, bias=True)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(1024, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1024, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(512, 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(512, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(512, 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(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 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))
      )
    )
    (3): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(128, 64, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(128, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(64, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2021-01-15 11:59:43 > Number of parameters: 19550535
[INFO] 2021-01-15 11:59:43 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 64, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(64, 64, 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(64, 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(64, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(64, 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(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(64, 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)
        (conv2d0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(128, 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))
        (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(256, 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)
        (conv2d0): Conv2d(256, 512, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(512, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(1024, 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=1024, out_features=1, bias=True)
)
[INFO] 2021-01-15 11:59:46 > Start training....
[INFO] 2021-01-15 12:01:20 > Step:     100 Progress: 0.1% Elapsed: 0:01:33 temperature: no ada_p: No Discriminator_loss: -7.57331 Generator_loss: 23.2544 
[INFO] 2021-01-15 12:02:46 > Step:     200 Progress: 0.2% Elapsed: 0:02:59 temperature: no ada_p: No Discriminator_loss: -5.47999 Generator_loss: 13.3922 
[INFO] 2021-01-15 12:04:12 > Step:     300 Progress: 0.3% Elapsed: 0:04:25 temperature: no ada_p: No Discriminator_loss: -6.03464 Generator_loss: 9.27667 
[INFO] 2021-01-15 12:05:38 > Step:     400 Progress: 0.4% Elapsed: 0:05:52 temperature: no ada_p: No Discriminator_loss: -7.4007 Generator_loss: 2.04086 
[INFO] 2021-01-15 12:07:04 > Step:     500 Progress: 0.5% Elapsed: 0:07:18 temperature: no ada_p: No Discriminator_loss: -5.28516 Generator_loss: 5.87121 
[INFO] 2021-01-15 12:08:30 > Step:     600 Progress: 0.6% Elapsed: 0:08:44 temperature: no ada_p: No Discriminator_loss: -3.78548 Generator_loss: 0.621321 
[INFO] 2021-01-15 12:09:56 > Step:     700 Progress: 0.7% Elapsed: 0:10:10 temperature: no ada_p: No Discriminator_loss: -3.63261 Generator_loss: -2.52432 
[INFO] 2021-01-15 12:11:23 > Step:     800 Progress: 0.8% Elapsed: 0:11:36 temperature: no ada_p: No Discriminator_loss: -4.03599 Generator_loss: 4.62883 
[INFO] 2021-01-15 12:12:49 > Step:     900 Progress: 0.9% Elapsed: 0:13:02 temperature: no ada_p: No Discriminator_loss: -4.16539 Generator_loss: 2.8352 
[INFO] 2021-01-15 12:14:15 > Step:    1000 Progress: 1.0% Elapsed: 0:14:28 temperature: no ada_p: No Discriminator_loss: -3.39085 Generator_loss: 1.32213 
[INFO] 2021-01-15 12:15:41 > Step:    1100 Progress: 1.1% Elapsed: 0:15:54 temperature: no ada_p: No Discriminator_loss: -2.62515 Generator_loss: 0.840536 
[INFO] 2021-01-15 12:17:07 > Step:    1200 Progress: 1.2% Elapsed: 0:17:21 temperature: no ada_p: No Discriminator_loss: -1.46832 Generator_loss: 7.65568 
[INFO] 2021-01-15 12:18:33 > Step:    1300 Progress: 1.3% Elapsed: 0:18:47 temperature: no ada_p: No Discriminator_loss: -3.00824 Generator_loss: 5.78025 
[INFO] 2021-01-15 12:19:59 > Step:    1400 Progress: 1.4% Elapsed: 0:20:13 temperature: no ada_p: No Discriminator_loss: -3.0463 Generator_loss: 3.94727 
[INFO] 2021-01-15 12:21:25 > Step:    1500 Progress: 1.5% Elapsed: 0:21:39 temperature: no ada_p: No Discriminator_loss: -2.47642 Generator_loss: 2.43875 
[INFO] 2021-01-15 12:22:52 > Step:    1600 Progress: 1.6% Elapsed: 0:23:05 temperature: no ada_p: No Discriminator_loss: -2.64979 Generator_loss: -0.184641 
[INFO] 2021-01-15 12:24:18 > Step:    1700 Progress: 1.7% Elapsed: 0:24:31 temperature: no ada_p: No Discriminator_loss: -2.39279 Generator_loss: -1.05884 
[INFO] 2021-01-15 12:25:44 > Step:    1800 Progress: 1.8% Elapsed: 0:25:57 temperature: no ada_p: No Discriminator_loss: -0.279471 Generator_loss: 14.9172 
[INFO] 2021-01-15 12:27:10 > Step:    1900 Progress: 1.9% Elapsed: 0:27:23 temperature: no ada_p: No Discriminator_loss: -1.80493 Generator_loss: 5.89055 
[INFO] 2021-01-15 12:28:36 > Step:    2000 Progress: 2.0% Elapsed: 0:28:50 temperature: no ada_p: No Discriminator_loss: -2.25954 Generator_loss: -1.99454 
[INFO] 2021-01-15 12:28:36 > Start Evaluation (2000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 12:28:36 > Calculating FID Score....
[INFO] 2021-01-15 12:28:59 > Calculating Inception Score....
[INFO] 2021-01-15 12:29:12 > Calculate F_beta Score....
[INFO] 2021-01-15 12:29:50 > F_8 score (Step: 2000, Using valid images): 0.5056971849130444
[INFO] 2021-01-15 12:29:50 > F_1/8 score (Step: 2000, Using valid images): 0.6144799517857651
[INFO] 2021-01-15 12:29:50 > FID score (Step: 2000, Using valid moments): 85.88090496374849
[INFO] 2021-01-15 12:29:50 > Inception score (Step: 2000, 10000 generated images): 5.729438781738281
[INFO] 2021-01-15 12:29:50 > Best FID score (Step: 2000, Using valid moments): 85.88090496374849
[INFO] 2021-01-15 12:29:52 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 12:31:18 > Step:    2100 Progress: 2.1% Elapsed: 0:31:31 temperature: no ada_p: No Discriminator_loss: -2.51669 Generator_loss: 0.206254 
[INFO] 2021-01-15 12:32:44 > Step:    2200 Progress: 2.2% Elapsed: 0:32:57 temperature: no ada_p: No Discriminator_loss: -2.2781 Generator_loss: 1.75097 
[INFO] 2021-01-15 12:34:10 > Step:    2300 Progress: 2.3% Elapsed: 0:34:23 temperature: no ada_p: No Discriminator_loss: -2.13406 Generator_loss: 1.02007 
[INFO] 2021-01-15 12:35:36 > Step:    2400 Progress: 2.4% Elapsed: 0:35:50 temperature: no ada_p: No Discriminator_loss: -0.762298 Generator_loss: 14.3001 
[INFO] 2021-01-15 12:37:03 > Step:    2500 Progress: 2.5% Elapsed: 0:37:16 temperature: no ada_p: No Discriminator_loss: -1.97235 Generator_loss: 2.34689 
[INFO] 2021-01-15 12:38:29 > Step:    2600 Progress: 2.6% Elapsed: 0:38:42 temperature: no ada_p: No Discriminator_loss: -2.40461 Generator_loss: 3.99633 
[INFO] 2021-01-15 12:39:55 > Step:    2700 Progress: 2.7% Elapsed: 0:40:08 temperature: no ada_p: No Discriminator_loss: -2.14186 Generator_loss: 5.19836 
[INFO] 2021-01-15 12:41:21 > Step:    2800 Progress: 2.8% Elapsed: 0:41:35 temperature: no ada_p: No Discriminator_loss: -2.35077 Generator_loss: -0.383492 
[INFO] 2021-01-15 12:42:47 > Step:    2900 Progress: 2.9% Elapsed: 0:43:01 temperature: no ada_p: No Discriminator_loss: -1.95248 Generator_loss: 1.37874 
[INFO] 2021-01-15 12:44:13 > Step:    3000 Progress: 3.0% Elapsed: 0:44:27 temperature: no ada_p: No Discriminator_loss: -2.97125 Generator_loss: 8.11717 
[INFO] 2021-01-15 12:45:39 > Step:    3100 Progress: 3.1% Elapsed: 0:45:53 temperature: no ada_p: No Discriminator_loss: -1.75452 Generator_loss: -4.24855 
[INFO] 2021-01-15 12:47:06 > Step:    3200 Progress: 3.2% Elapsed: 0:47:19 temperature: no ada_p: No Discriminator_loss: -2.19795 Generator_loss: 9.4207 
[INFO] 2021-01-15 12:48:32 > Step:    3300 Progress: 3.3% Elapsed: 0:48:45 temperature: no ada_p: No Discriminator_loss: -2.01442 Generator_loss: 1.67219 
[INFO] 2021-01-15 12:49:58 > Step:    3400 Progress: 3.4% Elapsed: 0:50:11 temperature: no ada_p: No Discriminator_loss: -0.992803 Generator_loss: 7.97216 
[INFO] 2021-01-15 12:51:24 > Step:    3500 Progress: 3.5% Elapsed: 0:51:37 temperature: no ada_p: No Discriminator_loss: -2.07262 Generator_loss: 1.17952 
[INFO] 2021-01-15 12:52:50 > Step:    3600 Progress: 3.6% Elapsed: 0:53:04 temperature: no ada_p: No Discriminator_loss: -1.32625 Generator_loss: 10.0762 
[INFO] 2021-01-15 12:54:16 > Step:    3700 Progress: 3.7% Elapsed: 0:54:30 temperature: no ada_p: No Discriminator_loss: -0.711557 Generator_loss: -5.45272 
[INFO] 2021-01-15 12:55:42 > Step:    3800 Progress: 3.8% Elapsed: 0:55:56 temperature: no ada_p: No Discriminator_loss: -0.809058 Generator_loss: 10.4337 
[INFO] 2021-01-15 12:57:08 > Step:    3900 Progress: 3.9% Elapsed: 0:57:22 temperature: no ada_p: No Discriminator_loss: -1.51037 Generator_loss: 4.25343 
[INFO] 2021-01-15 12:58:35 > Step:    4000 Progress: 4.0% Elapsed: 0:58:48 temperature: no ada_p: No Discriminator_loss: -0.490617 Generator_loss: 10.5364 
[INFO] 2021-01-15 12:58:35 > Start Evaluation (4000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 12:58:35 > Calculating FID Score....
[INFO] 2021-01-15 12:58:56 > Calculating Inception Score....
[INFO] 2021-01-15 12:59:08 > Calculate F_beta Score....
[INFO] 2021-01-15 12:59:46 > F_8 score (Step: 4000, Using valid images): 0.5597033327319364
[INFO] 2021-01-15 12:59:46 > F_1/8 score (Step: 4000, Using valid images): 0.7751830559045961
[INFO] 2021-01-15 12:59:46 > FID score (Step: 4000, Using valid moments): 69.46575465141177
[INFO] 2021-01-15 12:59:46 > Inception score (Step: 4000, 10000 generated images): 6.49385404586792
[INFO] 2021-01-15 12:59:46 > Best FID score (Step: 4000, Using valid moments): 69.46575465141177
[INFO] 2021-01-15 12:59:48 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 13:01:13 > Step:    4100 Progress: 4.1% Elapsed: 1:01:27 temperature: no ada_p: No Discriminator_loss: -2.24739 Generator_loss: 6.49514 
[INFO] 2021-01-15 13:02:39 > Step:    4200 Progress: 4.2% Elapsed: 1:02:53 temperature: no ada_p: No Discriminator_loss: -1.26953 Generator_loss: 10.7378 
[INFO] 2021-01-15 13:04:06 > Step:    4300 Progress: 4.3% Elapsed: 1:04:19 temperature: no ada_p: No Discriminator_loss: -1.69061 Generator_loss: 8.19011 
[INFO] 2021-01-15 13:05:32 > Step:    4400 Progress: 4.4% Elapsed: 1:05:45 temperature: no ada_p: No Discriminator_loss: -1.94 Generator_loss: 8.23635 
[INFO] 2021-01-15 13:06:58 > Step:    4500 Progress: 4.5% Elapsed: 1:07:12 temperature: no ada_p: No Discriminator_loss: -1.16495 Generator_loss: 10.9531 
[INFO] 2021-01-15 13:08:24 > Step:    4600 Progress: 4.6% Elapsed: 1:08:38 temperature: no ada_p: No Discriminator_loss: -1.36765 Generator_loss: 6.91943 
[INFO] 2021-01-15 13:09:51 > Step:    4700 Progress: 4.7% Elapsed: 1:10:04 temperature: no ada_p: No Discriminator_loss: -1.77253 Generator_loss: 3.39825 
[INFO] 2021-01-15 13:11:17 > Step:    4800 Progress: 4.8% Elapsed: 1:11:30 temperature: no ada_p: No Discriminator_loss: 0.86713 Generator_loss: 0.896915 
[INFO] 2021-01-15 13:12:43 > Step:    4900 Progress: 4.9% Elapsed: 1:12:56 temperature: no ada_p: No Discriminator_loss: -0.693465 Generator_loss: 11.7137 
[INFO] 2021-01-15 13:14:09 > Step:    5000 Progress: 5.0% Elapsed: 1:14:22 temperature: no ada_p: No Discriminator_loss: -1.17786 Generator_loss: 6.09599 
[INFO] 2021-01-15 13:15:35 > Step:    5100 Progress: 5.1% Elapsed: 1:15:49 temperature: no ada_p: No Discriminator_loss: -1.88697 Generator_loss: 4.35066 
[INFO] 2021-01-15 13:17:01 > Step:    5200 Progress: 5.2% Elapsed: 1:17:15 temperature: no ada_p: No Discriminator_loss: -0.226019 Generator_loss: 12.9855 
[INFO] 2021-01-15 13:18:27 > Step:    5300 Progress: 5.3% Elapsed: 1:18:41 temperature: no ada_p: No Discriminator_loss: -2.2103 Generator_loss: 3.53198 
[INFO] 2021-01-15 13:19:53 > Step:    5400 Progress: 5.4% Elapsed: 1:20:07 temperature: no ada_p: No Discriminator_loss: -0.516142 Generator_loss: 0.878363 
[INFO] 2021-01-15 13:21:20 > Step:    5500 Progress: 5.5% Elapsed: 1:21:33 temperature: no ada_p: No Discriminator_loss: -1.08447 Generator_loss: 7.66484 
[INFO] 2021-01-15 13:22:46 > Step:    5600 Progress: 5.6% Elapsed: 1:22:59 temperature: no ada_p: No Discriminator_loss: 1.29499 Generator_loss: -3.23665 
[INFO] 2021-01-15 13:24:12 > Step:    5700 Progress: 5.7% Elapsed: 1:24:25 temperature: no ada_p: No Discriminator_loss: 0.205717 Generator_loss: 4.25413 
[INFO] 2021-01-15 13:25:38 > Step:    5800 Progress: 5.8% Elapsed: 1:25:51 temperature: no ada_p: No Discriminator_loss: -0.973403 Generator_loss: 5.59796 
[INFO] 2021-01-15 13:27:04 > Step:    5900 Progress: 5.9% Elapsed: 1:27:18 temperature: no ada_p: No Discriminator_loss: -1.11267 Generator_loss: 6.02286 
[INFO] 2021-01-15 13:28:31 > Step:    6000 Progress: 6.0% Elapsed: 1:28:44 temperature: no ada_p: No Discriminator_loss: -1.88626 Generator_loss: 1.74482 
[INFO] 2021-01-15 13:28:31 > Start Evaluation (6000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 13:28:31 > Calculating FID Score....
[INFO] 2021-01-15 13:28:51 > Calculating Inception Score....
[INFO] 2021-01-15 13:29:04 > Calculate F_beta Score....
[INFO] 2021-01-15 13:29:42 > F_8 score (Step: 6000, Using valid images): 0.5836020971644508
[INFO] 2021-01-15 13:29:42 > F_1/8 score (Step: 6000, Using valid images): 0.8140413558675645
[INFO] 2021-01-15 13:29:42 > FID score (Step: 6000, Using valid moments): 62.969080061559225
[INFO] 2021-01-15 13:29:42 > Inception score (Step: 6000, 10000 generated images): 7.356431007385254
[INFO] 2021-01-15 13:29:42 > Best FID score (Step: 6000, Using valid moments): 62.969080061559225
[INFO] 2021-01-15 13:29:44 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 13:31:10 > Step:    6100 Progress: 6.1% Elapsed: 1:31:24 temperature: no ada_p: No Discriminator_loss: -2.53113 Generator_loss: 9.01164 
[INFO] 2021-01-15 13:32:36 > Step:    6200 Progress: 6.2% Elapsed: 1:32:50 temperature: no ada_p: No Discriminator_loss: -1.64956 Generator_loss: 10.6276 
[INFO] 2021-01-15 13:34:03 > Step:    6300 Progress: 6.3% Elapsed: 1:34:16 temperature: no ada_p: No Discriminator_loss: -2.17329 Generator_loss: 6.88975 
[INFO] 2021-01-15 13:35:29 > Step:    6400 Progress: 6.4% Elapsed: 1:35:42 temperature: no ada_p: No Discriminator_loss: -1.59709 Generator_loss: 7.46132 
[INFO] 2021-01-15 13:36:55 > Step:    6500 Progress: 6.5% Elapsed: 1:37:08 temperature: no ada_p: No Discriminator_loss: -0.919822 Generator_loss: 5.40506 
[INFO] 2021-01-15 13:38:21 > Step:    6600 Progress: 6.6% Elapsed: 1:38:34 temperature: no ada_p: No Discriminator_loss: -1.84692 Generator_loss: 7.68211 
[INFO] 2021-01-15 13:39:47 > Step:    6700 Progress: 6.7% Elapsed: 1:40:01 temperature: no ada_p: No Discriminator_loss: -1.5868 Generator_loss: 6.42912 
[INFO] 2021-01-15 13:41:13 > Step:    6800 Progress: 6.8% Elapsed: 1:41:27 temperature: no ada_p: No Discriminator_loss: -2.21962 Generator_loss: 9.02459 
[INFO] 2021-01-15 13:42:39 > Step:    6900 Progress: 6.9% Elapsed: 1:42:53 temperature: no ada_p: No Discriminator_loss: -2.74291 Generator_loss: 9.0862 
[INFO] 2021-01-15 13:44:05 > Step:    7000 Progress: 7.0% Elapsed: 1:44:19 temperature: no ada_p: No Discriminator_loss: -0.267676 Generator_loss: 11.6007 
[INFO] 2021-01-15 13:45:32 > Step:    7100 Progress: 7.1% Elapsed: 1:45:45 temperature: no ada_p: No Discriminator_loss: -0.812861 Generator_loss: 13.1389 
[INFO] 2021-01-15 13:46:58 > Step:    7200 Progress: 7.2% Elapsed: 1:47:11 temperature: no ada_p: No Discriminator_loss: -1.0441 Generator_loss: 1.85648 
[INFO] 2021-01-15 13:48:23 > Step:    7300 Progress: 7.3% Elapsed: 1:48:37 temperature: no ada_p: No Discriminator_loss: -1.78233 Generator_loss: 7.3987 
[INFO] 2021-01-15 13:49:49 > Step:    7400 Progress: 7.4% Elapsed: 1:50:03 temperature: no ada_p: No Discriminator_loss: -0.749626 Generator_loss: 10.1451 
[INFO] 2021-01-15 13:51:16 > Step:    7500 Progress: 7.5% Elapsed: 1:51:29 temperature: no ada_p: No Discriminator_loss: 5.31107 Generator_loss: 8.08147 
[INFO] 2021-01-15 13:52:42 > Step:    7600 Progress: 7.6% Elapsed: 1:52:55 temperature: no ada_p: No Discriminator_loss: -2.11427 Generator_loss: 13.4405 
[INFO] 2021-01-15 13:54:08 > Step:    7700 Progress: 7.7% Elapsed: 1:54:21 temperature: no ada_p: No Discriminator_loss: -1.53399 Generator_loss: 11.7136 
[INFO] 2021-01-15 13:55:34 > Step:    7800 Progress: 7.8% Elapsed: 1:55:47 temperature: no ada_p: No Discriminator_loss: -1.23721 Generator_loss: 9.69309 
[INFO] 2021-01-15 13:57:00 > Step:    7900 Progress: 7.9% Elapsed: 1:57:14 temperature: no ada_p: No Discriminator_loss: -0.376548 Generator_loss: 5.14135 
[INFO] 2021-01-15 13:58:26 > Step:    8000 Progress: 8.0% Elapsed: 1:58:40 temperature: no ada_p: No Discriminator_loss: -0.714094 Generator_loss: 2.33122 
[INFO] 2021-01-15 13:58:26 > Start Evaluation (8000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 13:58:26 > Calculating FID Score....
[INFO] 2021-01-15 13:58:46 > Calculating Inception Score....
[INFO] 2021-01-15 13:58:59 > Calculate F_beta Score....
[INFO] 2021-01-15 13:59:38 > F_8 score (Step: 8000, Using valid images): 0.6769944681418097
[INFO] 2021-01-15 13:59:38 > F_1/8 score (Step: 8000, Using valid images): 0.877906452888063
[INFO] 2021-01-15 13:59:38 > FID score (Step: 8000, Using valid moments): 56.360378033911104
[INFO] 2021-01-15 13:59:38 > Inception score (Step: 8000, 10000 generated images): 7.880866527557373
[INFO] 2021-01-15 13:59:38 > Best FID score (Step: 8000, Using valid moments): 56.360378033911104
[INFO] 2021-01-15 13:59:40 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 14:01:06 > Step:    8100 Progress: 8.1% Elapsed: 2:01:20 temperature: no ada_p: No Discriminator_loss: -1.55866 Generator_loss: 12.7934 
[INFO] 2021-01-15 14:02:33 > Step:    8200 Progress: 8.2% Elapsed: 2:02:46 temperature: no ada_p: No Discriminator_loss: 6.47053 Generator_loss: 78.1886 
[INFO] 2021-01-15 14:03:59 > Step:    8300 Progress: 8.3% Elapsed: 2:04:12 temperature: no ada_p: No Discriminator_loss: 1.70086 Generator_loss: -68.7184 
[INFO] 2021-01-15 14:05:24 > Step:    8400 Progress: 8.4% Elapsed: 2:05:38 temperature: no ada_p: No Discriminator_loss: 0.622265 Generator_loss: -63.0577 
[INFO] 2021-01-15 14:06:50 > Step:    8500 Progress: 8.5% Elapsed: 2:07:04 temperature: no ada_p: No Discriminator_loss: -0.0409367 Generator_loss: -53.6564 
[INFO] 2021-01-15 14:08:17 > Step:    8600 Progress: 8.6% Elapsed: 2:08:30 temperature: no ada_p: No Discriminator_loss: 0.50465 Generator_loss: -47.2254 
[INFO] 2021-01-15 14:09:43 > Step:    8700 Progress: 8.7% Elapsed: 2:09:56 temperature: no ada_p: No Discriminator_loss: 0.258296 Generator_loss: -31.8731 
[INFO] 2021-01-15 14:11:09 > Step:    8800 Progress: 8.8% Elapsed: 2:11:22 temperature: no ada_p: No Discriminator_loss: 0.890441 Generator_loss: -59.6596 
[INFO] 2021-01-15 14:12:35 > Step:    8900 Progress: 8.9% Elapsed: 2:12:48 temperature: no ada_p: No Discriminator_loss: 0.848185 Generator_loss: -36.7557 
[INFO] 2021-01-15 14:14:01 > Step:    9000 Progress: 9.0% Elapsed: 2:14:14 temperature: no ada_p: No Discriminator_loss: 0.286828 Generator_loss: -36.6746 
[INFO] 2021-01-15 14:15:27 > Step:    9100 Progress: 9.1% Elapsed: 2:15:40 temperature: no ada_p: No Discriminator_loss: 0.320807 Generator_loss: -9.04656 
[INFO] 2021-01-15 14:16:53 > Step:    9200 Progress: 9.2% Elapsed: 2:17:06 temperature: no ada_p: No Discriminator_loss: 0.156662 Generator_loss: -8.72509 
[INFO] 2021-01-15 14:18:19 > Step:    9300 Progress: 9.3% Elapsed: 2:18:32 temperature: no ada_p: No Discriminator_loss: 0.224903 Generator_loss: -11.2768 
[INFO] 2021-01-15 14:19:45 > Step:    9400 Progress: 9.4% Elapsed: 2:19:59 temperature: no ada_p: No Discriminator_loss: 0.395737 Generator_loss: -14.8732 
[INFO] 2021-01-15 14:21:11 > Step:    9500 Progress: 9.5% Elapsed: 2:21:24 temperature: no ada_p: No Discriminator_loss: 0.191236 Generator_loss: -2.85927 
[INFO] 2021-01-15 14:22:37 > Step:    9600 Progress: 9.6% Elapsed: 2:22:50 temperature: no ada_p: No Discriminator_loss: -0.122149 Generator_loss: -6.67869 
[INFO] 2021-01-15 14:24:03 > Step:    9700 Progress: 9.7% Elapsed: 2:24:16 temperature: no ada_p: No Discriminator_loss: 0.302911 Generator_loss: 16.1489 
[INFO] 2021-01-15 14:25:29 > Step:    9800 Progress: 9.8% Elapsed: 2:25:43 temperature: no ada_p: No Discriminator_loss: -0.266967 Generator_loss: 5.37501 
[INFO] 2021-01-15 14:26:55 > Step:    9900 Progress: 9.9% Elapsed: 2:27:09 temperature: no ada_p: No Discriminator_loss: -0.584909 Generator_loss: 15.9607 
[INFO] 2021-01-15 14:28:21 > Step:   10000 Progress: 10.0% Elapsed: 2:28:35 temperature: no ada_p: No Discriminator_loss: -1.16025 Generator_loss: 29.5763 
[INFO] 2021-01-15 14:28:21 > Start Evaluation (10000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 14:28:21 > Calculating FID Score....
[INFO] 2021-01-15 14:28:42 > Calculating Inception Score....
[INFO] 2021-01-15 14:28:55 > Calculate F_beta Score....
[INFO] 2021-01-15 14:29:33 > F_8 score (Step: 10000, Using valid images): 0.6130934053393645
[INFO] 2021-01-15 14:29:33 > F_1/8 score (Step: 10000, Using valid images): 0.838753700235472
[INFO] 2021-01-15 14:29:33 > FID score (Step: 10000, Using valid moments): 59.37232986170562
[INFO] 2021-01-15 14:29:33 > Inception score (Step: 10000, 10000 generated images): 7.549006462097168
[INFO] 2021-01-15 14:29:33 > Best FID score (Step: 8000, Using valid moments): 56.360378033911104
[INFO] 2021-01-15 14:29:34 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 14:31:00 > Step:   10100 Progress: 10.1% Elapsed: 2:31:14 temperature: no ada_p: No Discriminator_loss: -0.485673 Generator_loss: 27.6823 
[INFO] 2021-01-15 14:32:27 > Step:   10200 Progress: 10.2% Elapsed: 2:32:40 temperature: no ada_p: No Discriminator_loss: 4.86686 Generator_loss: -5.56673 
[INFO] 2021-01-15 14:33:53 > Step:   10300 Progress: 10.3% Elapsed: 2:34:06 temperature: no ada_p: No Discriminator_loss: 0.442886 Generator_loss: -17.7392 
[INFO] 2021-01-15 14:35:19 > Step:   10400 Progress: 10.4% Elapsed: 2:35:32 temperature: no ada_p: No Discriminator_loss: 0.283518 Generator_loss: -3.53036 
[INFO] 2021-01-15 14:36:45 > Step:   10500 Progress: 10.5% Elapsed: 2:36:58 temperature: no ada_p: No Discriminator_loss: -0.604665 Generator_loss: 8.52518 
[INFO] 2021-01-15 14:38:11 > Step:   10600 Progress: 10.6% Elapsed: 2:38:25 temperature: no ada_p: No Discriminator_loss: -1.08117 Generator_loss: 35.4719 
[INFO] 2021-01-15 14:39:37 > Step:   10700 Progress: 10.7% Elapsed: 2:39:51 temperature: no ada_p: No Discriminator_loss: -1.22392 Generator_loss: 43.4255 
[INFO] 2021-01-15 14:41:03 > Step:   10800 Progress: 10.8% Elapsed: 2:41:17 temperature: no ada_p: No Discriminator_loss: -0.711812 Generator_loss: 47.5805 
[INFO] 2021-01-15 14:42:29 > Step:   10900 Progress: 10.9% Elapsed: 2:42:42 temperature: no ada_p: No Discriminator_loss: -0.644466 Generator_loss: 39.8564 
[INFO] 2021-01-15 14:43:55 > Step:   11000 Progress: 11.0% Elapsed: 2:44:09 temperature: no ada_p: No Discriminator_loss: -0.890932 Generator_loss: 37.2723 
[INFO] 2021-01-15 14:45:22 > Step:   11100 Progress: 11.1% Elapsed: 2:45:35 temperature: no ada_p: No Discriminator_loss: -0.918524 Generator_loss: 36.7528 
[INFO] 2021-01-15 14:46:48 > Step:   11200 Progress: 11.2% Elapsed: 2:47:01 temperature: no ada_p: No Discriminator_loss: -0.113068 Generator_loss: 32.9445 
[INFO] 2021-01-15 14:48:14 > Step:   11300 Progress: 11.3% Elapsed: 2:48:27 temperature: no ada_p: No Discriminator_loss: -1.55051 Generator_loss: 42.9839 
[INFO] 2021-01-15 14:49:40 > Step:   11400 Progress: 11.4% Elapsed: 2:49:53 temperature: no ada_p: No Discriminator_loss: -1.41338 Generator_loss: 42.2922 
[INFO] 2021-01-15 14:51:06 > Step:   11500 Progress: 11.5% Elapsed: 2:51:19 temperature: no ada_p: No Discriminator_loss: -2.45996 Generator_loss: 43.8375 
[INFO] 2021-01-15 14:52:32 > Step:   11600 Progress: 11.6% Elapsed: 2:52:45 temperature: no ada_p: No Discriminator_loss: 0.518992 Generator_loss: 38.6028 
[INFO] 2021-01-15 14:53:58 > Step:   11700 Progress: 11.7% Elapsed: 2:54:11 temperature: no ada_p: No Discriminator_loss: -0.816469 Generator_loss: 45.3002 
[INFO] 2021-01-15 14:55:24 > Step:   11800 Progress: 11.8% Elapsed: 2:55:38 temperature: no ada_p: No Discriminator_loss: -1.57638 Generator_loss: 38.7731 
[INFO] 2021-01-15 14:56:50 > Step:   11900 Progress: 11.9% Elapsed: 2:57:04 temperature: no ada_p: No Discriminator_loss: -1.2476 Generator_loss: 39.8175 
[INFO] 2021-01-15 14:58:16 > Step:   12000 Progress: 12.0% Elapsed: 2:58:30 temperature: no ada_p: No Discriminator_loss: 0.699144 Generator_loss: 39.8563 
[INFO] 2021-01-15 14:58:16 > Start Evaluation (12000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 14:58:16 > Calculating FID Score....
[INFO] 2021-01-15 14:58:36 > Calculating Inception Score....
[INFO] 2021-01-15 14:58:49 > Calculate F_beta Score....
[INFO] 2021-01-15 14:59:27 > F_8 score (Step: 12000, Using valid images): 0.6221477110439494
[INFO] 2021-01-15 14:59:27 > F_1/8 score (Step: 12000, Using valid images): 0.8335474305295467
[INFO] 2021-01-15 14:59:27 > FID score (Step: 12000, Using valid moments): 61.80005613595671
[INFO] 2021-01-15 14:59:27 > Inception score (Step: 12000, 10000 generated images): 7.2950825691223145
[INFO] 2021-01-15 14:59:27 > Best FID score (Step: 8000, Using valid moments): 56.360378033911104
[INFO] 2021-01-15 14:59:28 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 15:00:54 > Step:   12100 Progress: 12.1% Elapsed: 3:01:08 temperature: no ada_p: No Discriminator_loss: -0.7946 Generator_loss: 45.6594 
[INFO] 2021-01-15 15:02:20 > Step:   12200 Progress: 12.2% Elapsed: 3:02:34 temperature: no ada_p: No Discriminator_loss: -1.23564 Generator_loss: 41.6509 
[INFO] 2021-01-15 15:03:46 > Step:   12300 Progress: 12.3% Elapsed: 3:04:00 temperature: no ada_p: No Discriminator_loss: -0.527847 Generator_loss: 31.1394 
[INFO] 2021-01-15 15:05:12 > Step:   12400 Progress: 12.4% Elapsed: 3:05:26 temperature: no ada_p: No Discriminator_loss: -1.20748 Generator_loss: 45.767 
[INFO] 2021-01-15 15:06:39 > Step:   12500 Progress: 12.5% Elapsed: 3:06:52 temperature: no ada_p: No Discriminator_loss: -1.63399 Generator_loss: 41.5238 
[INFO] 2021-01-15 15:08:05 > Step:   12600 Progress: 12.6% Elapsed: 3:08:18 temperature: no ada_p: No Discriminator_loss: 1.30336 Generator_loss: 29.5796 
[INFO] 2021-01-15 15:09:31 > Step:   12700 Progress: 12.7% Elapsed: 3:09:44 temperature: no ada_p: No Discriminator_loss: 0.533991 Generator_loss: 49.8293 
[INFO] 2021-01-15 15:10:57 > Step:   12800 Progress: 12.8% Elapsed: 3:11:10 temperature: no ada_p: No Discriminator_loss: 0.447595 Generator_loss: 25.5932 
[INFO] 2021-01-15 15:12:23 > Step:   12900 Progress: 12.9% Elapsed: 3:12:37 temperature: no ada_p: No Discriminator_loss: 0.107589 Generator_loss: 24.0625 
[INFO] 2021-01-15 15:13:49 > Step:   13000 Progress: 13.0% Elapsed: 3:14:03 temperature: no ada_p: No Discriminator_loss: 0.54595 Generator_loss: 33.8062 
[INFO] 2021-01-15 15:15:15 > Step:   13100 Progress: 13.1% Elapsed: 3:15:29 temperature: no ada_p: No Discriminator_loss: 0.422598 Generator_loss: 26.6351 
[INFO] 2021-01-15 15:16:41 > Step:   13200 Progress: 13.2% Elapsed: 3:16:54 temperature: no ada_p: No Discriminator_loss: -0.0906461 Generator_loss: 49.3241 
[INFO] 2021-01-15 15:18:07 > Step:   13300 Progress: 13.3% Elapsed: 3:18:21 temperature: no ada_p: No Discriminator_loss: -0.0695026 Generator_loss: 42.7193 
[INFO] 2021-01-15 15:19:33 > Step:   13400 Progress: 13.4% Elapsed: 3:19:47 temperature: no ada_p: No Discriminator_loss: -0.206639 Generator_loss: 54.8498 
[INFO] 2021-01-15 15:20:59 > Step:   13500 Progress: 13.5% Elapsed: 3:21:13 temperature: no ada_p: No Discriminator_loss: -0.790622 Generator_loss: 53.6017 
[INFO] 2021-01-15 15:22:25 > Step:   13600 Progress: 13.6% Elapsed: 3:22:39 temperature: no ada_p: No Discriminator_loss: -0.87384 Generator_loss: 53.9119 
[INFO] 2021-01-15 15:23:52 > Step:   13700 Progress: 13.7% Elapsed: 3:24:05 temperature: no ada_p: No Discriminator_loss: -1.65926 Generator_loss: 67.4505 
[INFO] 2021-01-15 15:25:18 > Step:   13800 Progress: 13.8% Elapsed: 3:25:31 temperature: no ada_p: No Discriminator_loss: -1.33956 Generator_loss: 58.9356 
[INFO] 2021-01-15 15:26:44 > Step:   13900 Progress: 13.9% Elapsed: 3:26:57 temperature: no ada_p: No Discriminator_loss: -0.321939 Generator_loss: 34.3866 
[INFO] 2021-01-15 15:28:10 > Step:   14000 Progress: 14.0% Elapsed: 3:28:23 temperature: no ada_p: No Discriminator_loss: -1.3301 Generator_loss: 52.8242 
[INFO] 2021-01-15 15:28:10 > Start Evaluation (14000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 15:28:10 > Calculating FID Score....
[INFO] 2021-01-15 15:28:30 > Calculating Inception Score....
[INFO] 2021-01-15 15:28:43 > Calculate F_beta Score....
[INFO] 2021-01-15 15:29:21 > F_8 score (Step: 14000, Using valid images): 0.6497774169736347
[INFO] 2021-01-15 15:29:21 > F_1/8 score (Step: 14000, Using valid images): 0.8954222284576967
[INFO] 2021-01-15 15:29:21 > FID score (Step: 14000, Using valid moments): 53.65655517619484
[INFO] 2021-01-15 15:29:21 > Inception score (Step: 14000, 10000 generated images): 8.408267974853516
[INFO] 2021-01-15 15:29:21 > Best FID score (Step: 14000, Using valid moments): 53.65655517619484
[INFO] 2021-01-15 15:29:23 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 15:30:49 > Step:   14100 Progress: 14.1% Elapsed: 3:31:03 temperature: no ada_p: No Discriminator_loss: -0.69804 Generator_loss: 60.9525 
[INFO] 2021-01-15 15:32:15 > Step:   14200 Progress: 14.2% Elapsed: 3:32:29 temperature: no ada_p: No Discriminator_loss: -1.58909 Generator_loss: 47.2632 
[INFO] 2021-01-15 15:33:41 > Step:   14300 Progress: 14.3% Elapsed: 3:33:55 temperature: no ada_p: No Discriminator_loss: 0.140164 Generator_loss: 35.6787 
[INFO] 2021-01-15 15:35:07 > Step:   14400 Progress: 14.4% Elapsed: 3:35:21 temperature: no ada_p: No Discriminator_loss: -1.20065 Generator_loss: 53.3563 
[INFO] 2021-01-15 15:36:34 > Step:   14500 Progress: 14.5% Elapsed: 3:36:47 temperature: no ada_p: No Discriminator_loss: -2.80763 Generator_loss: 47.8657 
[INFO] 2021-01-15 15:38:00 > Step:   14600 Progress: 14.6% Elapsed: 3:38:13 temperature: no ada_p: No Discriminator_loss: -3.37593 Generator_loss: 69.5012 
[INFO] 2021-01-15 15:39:26 > Step:   14700 Progress: 14.7% Elapsed: 3:39:39 temperature: no ada_p: No Discriminator_loss: -0.465568 Generator_loss: 48.6333 
[INFO] 2021-01-15 15:40:52 > Step:   14800 Progress: 14.8% Elapsed: 3:41:05 temperature: no ada_p: No Discriminator_loss: -1.83766 Generator_loss: 52.0928 
[INFO] 2021-01-15 15:42:18 > Step:   14900 Progress: 14.9% Elapsed: 3:42:32 temperature: no ada_p: No Discriminator_loss: -2.59347 Generator_loss: 64.0829 
[INFO] 2021-01-15 15:43:44 > Step:   15000 Progress: 15.0% Elapsed: 3:43:58 temperature: no ada_p: No Discriminator_loss: -0.889627 Generator_loss: 38.1613 
[INFO] 2021-01-15 15:45:10 > Step:   15100 Progress: 15.1% Elapsed: 3:45:23 temperature: no ada_p: No Discriminator_loss: -0.211512 Generator_loss: 29.3546 
[INFO] 2021-01-15 15:46:36 > Step:   15200 Progress: 15.2% Elapsed: 3:46:49 temperature: no ada_p: No Discriminator_loss: -1.01368 Generator_loss: 48.855 
[INFO] 2021-01-15 15:48:02 > Step:   15300 Progress: 15.3% Elapsed: 3:48:16 temperature: no ada_p: No Discriminator_loss: -1.86521 Generator_loss: 69.1583 
[INFO] 2021-01-15 15:49:28 > Step:   15400 Progress: 15.4% Elapsed: 3:49:42 temperature: no ada_p: No Discriminator_loss: -1.42808 Generator_loss: 62.3053 
[INFO] 2021-01-15 15:50:54 > Step:   15500 Progress: 15.5% Elapsed: 3:51:08 temperature: no ada_p: No Discriminator_loss: -2.48604 Generator_loss: 60.758 
[INFO] 2021-01-15 15:52:20 > Step:   15600 Progress: 15.6% Elapsed: 3:52:34 temperature: no ada_p: No Discriminator_loss: 0.503852 Generator_loss: 84.489 
[INFO] 2021-01-15 15:53:47 > Step:   15700 Progress: 15.7% Elapsed: 3:54:00 temperature: no ada_p: No Discriminator_loss: -0.375031 Generator_loss: 50.349 
[INFO] 2021-01-15 15:55:13 > Step:   15800 Progress: 15.8% Elapsed: 3:55:26 temperature: no ada_p: No Discriminator_loss: -0.118659 Generator_loss: 46.8052 
[INFO] 2021-01-15 15:56:39 > Step:   15900 Progress: 15.9% Elapsed: 3:56:52 temperature: no ada_p: No Discriminator_loss: -0.92767 Generator_loss: 51.4644 
[INFO] 2021-01-15 15:58:05 > Step:   16000 Progress: 16.0% Elapsed: 3:58:19 temperature: no ada_p: No Discriminator_loss: -1.62107 Generator_loss: 67.0034 
[INFO] 2021-01-15 15:58:05 > Start Evaluation (16000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 15:58:05 > Calculating FID Score....
[INFO] 2021-01-15 15:58:26 > Calculating Inception Score....
[INFO] 2021-01-15 15:58:38 > Calculate F_beta Score....
[INFO] 2021-01-15 15:59:16 > F_8 score (Step: 16000, Using valid images): 0.676616640370362
[INFO] 2021-01-15 15:59:16 > F_1/8 score (Step: 16000, Using valid images): 0.8750794095632606
[INFO] 2021-01-15 15:59:16 > FID score (Step: 16000, Using valid moments): 54.07163592592161
[INFO] 2021-01-15 15:59:16 > Inception score (Step: 16000, 10000 generated images): 8.936769485473633
[INFO] 2021-01-15 15:59:16 > Best FID score (Step: 14000, Using valid moments): 53.65655517619484
[INFO] 2021-01-15 15:59:18 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 16:00:43 > Step:   16100 Progress: 16.1% Elapsed: 4:00:57 temperature: no ada_p: No Discriminator_loss: -1.8243 Generator_loss: 77.4521 
[INFO] 2021-01-15 16:02:09 > Step:   16200 Progress: 16.2% Elapsed: 4:02:23 temperature: no ada_p: No Discriminator_loss: -1.80774 Generator_loss: 59.9442 
[INFO] 2021-01-15 16:03:35 > Step:   16300 Progress: 16.3% Elapsed: 4:03:49 temperature: no ada_p: No Discriminator_loss: -1.41084 Generator_loss: 71.6897 
[INFO] 2021-01-15 16:05:02 > Step:   16400 Progress: 16.4% Elapsed: 4:05:15 temperature: no ada_p: No Discriminator_loss: -0.686549 Generator_loss: 71.4629 
[INFO] 2021-01-15 16:06:28 > Step:   16500 Progress: 16.5% Elapsed: 4:06:41 temperature: no ada_p: No Discriminator_loss: 0.697969 Generator_loss: 28.2399 
[INFO] 2021-01-15 16:07:54 > Step:   16600 Progress: 16.6% Elapsed: 4:08:07 temperature: no ada_p: No Discriminator_loss: -1.0385 Generator_loss: 62.612 
[INFO] 2021-01-15 16:09:20 > Step:   16700 Progress: 16.7% Elapsed: 4:09:33 temperature: no ada_p: No Discriminator_loss: -1.28883 Generator_loss: 70.2969 
[INFO] 2021-01-15 16:10:46 > Step:   16800 Progress: 16.8% Elapsed: 4:10:59 temperature: no ada_p: No Discriminator_loss: 4.31715 Generator_loss: 68.1405 
[INFO] 2021-01-15 16:12:12 > Step:   16900 Progress: 16.9% Elapsed: 4:12:25 temperature: no ada_p: No Discriminator_loss: 0.284098 Generator_loss: 155.759 
[INFO] 2021-01-15 16:13:38 > Step:   17000 Progress: 17.0% Elapsed: 4:13:51 temperature: no ada_p: No Discriminator_loss: 0.0979919 Generator_loss: 158.558 
[INFO] 2021-01-15 16:15:04 > Step:   17100 Progress: 17.1% Elapsed: 4:15:17 temperature: no ada_p: No Discriminator_loss: 0.27705 Generator_loss: 169.145 
[INFO] 2021-01-15 16:16:30 > Step:   17200 Progress: 17.2% Elapsed: 4:16:44 temperature: no ada_p: No Discriminator_loss: 0.819177 Generator_loss: 179.569 
[INFO] 2021-01-15 16:17:56 > Step:   17300 Progress: 17.3% Elapsed: 4:18:10 temperature: no ada_p: No Discriminator_loss: 1.05009 Generator_loss: 179.065 
[INFO] 2021-01-15 16:19:22 > Step:   17400 Progress: 17.4% Elapsed: 4:19:36 temperature: no ada_p: No Discriminator_loss: 0.602385 Generator_loss: 169.447 
[INFO] 2021-01-15 16:20:48 > Step:   17500 Progress: 17.5% Elapsed: 4:21:02 temperature: no ada_p: No Discriminator_loss: -0.107697 Generator_loss: 179.922 
[INFO] 2021-01-15 16:22:15 > Step:   17600 Progress: 17.6% Elapsed: 4:22:28 temperature: no ada_p: No Discriminator_loss: 0.0848881 Generator_loss: 196.495 
[INFO] 2021-01-15 16:23:41 > Step:   17700 Progress: 17.7% Elapsed: 4:23:54 temperature: no ada_p: No Discriminator_loss: 0.0527875 Generator_loss: 176.268 
[INFO] 2021-01-15 16:25:07 > Step:   17800 Progress: 17.8% Elapsed: 4:25:20 temperature: no ada_p: No Discriminator_loss: -0.341931 Generator_loss: 169.658 
[INFO] 2021-01-15 16:26:32 > Step:   17900 Progress: 17.9% Elapsed: 4:26:46 temperature: no ada_p: No Discriminator_loss: -0.257488 Generator_loss: 149.28 
[INFO] 2021-01-15 16:27:59 > Step:   18000 Progress: 18.0% Elapsed: 4:28:12 temperature: no ada_p: No Discriminator_loss: -0.555246 Generator_loss: 141.316 
[INFO] 2021-01-15 16:27:59 > Start Evaluation (18000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 16:27:59 > Calculating FID Score....
[INFO] 2021-01-15 16:28:19 > Calculating Inception Score....
[INFO] 2021-01-15 16:28:32 > Calculate F_beta Score....
[INFO] 2021-01-15 16:29:11 > F_8 score (Step: 18000, Using valid images): 0.6526640970380005
[INFO] 2021-01-15 16:29:11 > F_1/8 score (Step: 18000, Using valid images): 0.8969372869309037
[INFO] 2021-01-15 16:29:11 > FID score (Step: 18000, Using valid moments): 55.56222570856306
[INFO] 2021-01-15 16:29:11 > Inception score (Step: 18000, 10000 generated images): 7.862680435180664
[INFO] 2021-01-15 16:29:11 > Best FID score (Step: 14000, Using valid moments): 53.65655517619484
[INFO] 2021-01-15 16:29:12 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 16:30:38 > Step:   18100 Progress: 18.1% Elapsed: 4:30:52 temperature: no ada_p: No Discriminator_loss: -0.428402 Generator_loss: 131.385 
[INFO] 2021-01-15 16:32:04 > Step:   18200 Progress: 18.2% Elapsed: 4:32:18 temperature: no ada_p: No Discriminator_loss: -0.196038 Generator_loss: 122.168 
[INFO] 2021-01-15 16:33:30 > Step:   18300 Progress: 18.3% Elapsed: 4:33:44 temperature: no ada_p: No Discriminator_loss: -0.809082 Generator_loss: 85.426 
[INFO] 2021-01-15 16:34:57 > Step:   18400 Progress: 18.4% Elapsed: 4:35:10 temperature: no ada_p: No Discriminator_loss: -1.25611 Generator_loss: 113.56 
[INFO] 2021-01-15 16:36:22 > Step:   18500 Progress: 18.5% Elapsed: 4:36:36 temperature: no ada_p: No Discriminator_loss: -1.54171 Generator_loss: 110.999 
[INFO] 2021-01-15 16:37:48 > Step:   18600 Progress: 18.6% Elapsed: 4:38:02 temperature: no ada_p: No Discriminator_loss: -1.30099 Generator_loss: 94.3903 
[INFO] 2021-01-15 16:39:14 > Step:   18700 Progress: 18.7% Elapsed: 4:39:28 temperature: no ada_p: No Discriminator_loss: -0.341428 Generator_loss: 94.7239 
[INFO] 2021-01-15 16:40:41 > Step:   18800 Progress: 18.8% Elapsed: 4:40:54 temperature: no ada_p: No Discriminator_loss: -1.82826 Generator_loss: 120.477 
[INFO] 2021-01-15 16:42:07 > Step:   18900 Progress: 18.9% Elapsed: 4:42:20 temperature: no ada_p: No Discriminator_loss: -5.14304 Generator_loss: 113.509 
[INFO] 2021-01-15 16:43:33 > Step:   19000 Progress: 19.0% Elapsed: 4:43:46 temperature: no ada_p: No Discriminator_loss: -0.829813 Generator_loss: 128.566 
[INFO] 2021-01-15 16:44:59 > Step:   19100 Progress: 19.1% Elapsed: 4:45:12 temperature: no ada_p: No Discriminator_loss: -0.366747 Generator_loss: 67.8779 
[INFO] 2021-01-15 16:46:25 > Step:   19200 Progress: 19.2% Elapsed: 4:46:38 temperature: no ada_p: No Discriminator_loss: -0.487354 Generator_loss: 95.1705 
[INFO] 2021-01-15 16:47:51 > Step:   19300 Progress: 19.3% Elapsed: 4:48:04 temperature: no ada_p: No Discriminator_loss: -2.19155 Generator_loss: 99.9138 
[INFO] 2021-01-15 16:49:17 > Step:   19400 Progress: 19.4% Elapsed: 4:49:30 temperature: no ada_p: No Discriminator_loss: -0.754467 Generator_loss: 106.657 
[INFO] 2021-01-15 16:50:43 > Step:   19500 Progress: 19.5% Elapsed: 4:50:56 temperature: no ada_p: No Discriminator_loss: -0.488755 Generator_loss: 148.166 
[INFO] 2021-01-15 16:52:10 > Step:   19600 Progress: 19.6% Elapsed: 4:52:23 temperature: no ada_p: No Discriminator_loss: -1.02785 Generator_loss: 116.529 
[INFO] 2021-01-15 16:53:36 > Step:   19700 Progress: 19.7% Elapsed: 4:53:49 temperature: no ada_p: No Discriminator_loss: -2.59858 Generator_loss: 109.044 
[INFO] 2021-01-15 16:55:02 > Step:   19800 Progress: 19.8% Elapsed: 4:55:15 temperature: no ada_p: No Discriminator_loss: -2.00545 Generator_loss: 105.163 
[INFO] 2021-01-15 16:56:28 > Step:   19900 Progress: 19.9% Elapsed: 4:56:41 temperature: no ada_p: No Discriminator_loss: 0.271782 Generator_loss: -120.24 
[INFO] 2021-01-15 16:57:54 > Step:   20000 Progress: 20.0% Elapsed: 4:58:07 temperature: no ada_p: No Discriminator_loss: 0.751821 Generator_loss: -109.634 
[INFO] 2021-01-15 16:57:54 > Start Evaluation (20000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 16:57:54 > Calculating FID Score....
[INFO] 2021-01-15 16:58:14 > Calculating Inception Score....
[INFO] 2021-01-15 16:58:27 > Calculate F_beta Score....
[INFO] 2021-01-15 16:59:05 > F_8 score (Step: 20000, Using valid images): 0.6185091758432982
[INFO] 2021-01-15 16:59:05 > F_1/8 score (Step: 20000, Using valid images): 0.8595786581083232
[INFO] 2021-01-15 16:59:05 > FID score (Step: 20000, Using valid moments): 64.0088871308306
[INFO] 2021-01-15 16:59:05 > Inception score (Step: 20000, 10000 generated images): 7.170146942138672
[INFO] 2021-01-15 16:59:05 > Best FID score (Step: 14000, Using valid moments): 53.65655517619484
[INFO] 2021-01-15 16:59:06 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 17:00:32 > Step:   20100 Progress: 20.1% Elapsed: 5:00:45 temperature: no ada_p: No Discriminator_loss: 0.342618 Generator_loss: -140.416 
[INFO] 2021-01-15 17:01:58 > Step:   20200 Progress: 20.2% Elapsed: 5:02:11 temperature: no ada_p: No Discriminator_loss: 0.227746 Generator_loss: -107.898 
[INFO] 2021-01-15 17:03:24 > Step:   20300 Progress: 20.3% Elapsed: 5:03:38 temperature: no ada_p: No Discriminator_loss: -0.084213 Generator_loss: -105.864 
[INFO] 2021-01-15 17:04:50 > Step:   20400 Progress: 20.4% Elapsed: 5:05:03 temperature: no ada_p: No Discriminator_loss: 0.380354 Generator_loss: -68.7892 
[INFO] 2021-01-15 17:06:16 > Step:   20500 Progress: 20.5% Elapsed: 5:06:29 temperature: no ada_p: No Discriminator_loss: -0.132969 Generator_loss: -31.6288 
[INFO] 2021-01-15 17:07:42 > Step:   20600 Progress: 20.6% Elapsed: 5:07:55 temperature: no ada_p: No Discriminator_loss: -0.271556 Generator_loss: 6.34339 
[INFO] 2021-01-15 17:09:08 > Step:   20700 Progress: 20.7% Elapsed: 5:09:22 temperature: no ada_p: No Discriminator_loss: -0.615604 Generator_loss: 50.0164 
[INFO] 2021-01-15 17:10:34 > Step:   20800 Progress: 20.8% Elapsed: 5:10:47 temperature: no ada_p: No Discriminator_loss: -0.722774 Generator_loss: 61.789 
[INFO] 2021-01-15 17:12:00 > Step:   20900 Progress: 20.9% Elapsed: 5:12:13 temperature: no ada_p: No Discriminator_loss: -0.589717 Generator_loss: 75.091 
[INFO] 2021-01-15 17:13:26 > Step:   21000 Progress: 21.0% Elapsed: 5:13:39 temperature: no ada_p: No Discriminator_loss: -0.922687 Generator_loss: 91.5974 
[INFO] 2021-01-15 17:14:52 > Step:   21100 Progress: 21.1% Elapsed: 5:15:06 temperature: no ada_p: No Discriminator_loss: -1.08697 Generator_loss: 94.3565 
[INFO] 2021-01-15 17:16:18 > Step:   21200 Progress: 21.2% Elapsed: 5:16:32 temperature: no ada_p: No Discriminator_loss: -1.73874 Generator_loss: 118.393 
[INFO] 2021-01-15 17:17:44 > Step:   21300 Progress: 21.3% Elapsed: 5:17:58 temperature: no ada_p: No Discriminator_loss: -0.785914 Generator_loss: 95.2318 
[INFO] 2021-01-15 17:19:10 > Step:   21400 Progress: 21.4% Elapsed: 5:19:24 temperature: no ada_p: No Discriminator_loss: -0.551669 Generator_loss: 104.448 
[INFO] 2021-01-15 17:20:37 > Step:   21500 Progress: 21.5% Elapsed: 5:20:50 temperature: no ada_p: No Discriminator_loss: -0.919471 Generator_loss: 107.646 
[INFO] 2021-01-15 17:22:03 > Step:   21600 Progress: 21.6% Elapsed: 5:22:16 temperature: no ada_p: No Discriminator_loss: -1.8812 Generator_loss: 110.201 
[INFO] 2021-01-15 17:23:29 > Step:   21700 Progress: 21.7% Elapsed: 5:23:42 temperature: no ada_p: No Discriminator_loss: -1.68135 Generator_loss: 110.425 
[INFO] 2021-01-15 17:24:55 > Step:   21800 Progress: 21.8% Elapsed: 5:25:08 temperature: no ada_p: No Discriminator_loss: -1.52076 Generator_loss: 118.357 
[INFO] 2021-01-15 17:26:21 > Step:   21900 Progress: 21.9% Elapsed: 5:26:34 temperature: no ada_p: No Discriminator_loss: -1.26596 Generator_loss: 86.2849 
[INFO] 2021-01-15 17:27:47 > Step:   22000 Progress: 22.0% Elapsed: 5:28:00 temperature: no ada_p: No Discriminator_loss: -2.19249 Generator_loss: 105.472 
[INFO] 2021-01-15 17:27:47 > Start Evaluation (22000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 17:27:47 > Calculating FID Score....
[INFO] 2021-01-15 17:28:08 > Calculating Inception Score....
[INFO] 2021-01-15 17:28:20 > Calculate F_beta Score....
[INFO] 2021-01-15 17:28:57 > F_8 score (Step: 22000, Using valid images): 0.6925448380652516
[INFO] 2021-01-15 17:28:58 > F_1/8 score (Step: 22000, Using valid images): 0.9204120295631288
[INFO] 2021-01-15 17:28:58 > FID score (Step: 22000, Using valid moments): 50.41018688166514
[INFO] 2021-01-15 17:28:58 > Inception score (Step: 22000, 10000 generated images): 8.851641654968262
[INFO] 2021-01-15 17:28:58 > Best FID score (Step: 22000, Using valid moments): 50.41018688166514
[INFO] 2021-01-15 17:29:00 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 17:30:25 > Step:   22100 Progress: 22.1% Elapsed: 5:30:39 temperature: no ada_p: No Discriminator_loss: -1.80592 Generator_loss: 97.8454 
[INFO] 2021-01-15 17:31:51 > Step:   22200 Progress: 22.2% Elapsed: 5:32:05 temperature: no ada_p: No Discriminator_loss: -0.813951 Generator_loss: 64.8506 
[INFO] 2021-01-15 17:33:18 > Step:   22300 Progress: 22.3% Elapsed: 5:33:31 temperature: no ada_p: No Discriminator_loss: -1.6737 Generator_loss: 97.9744 
[INFO] 2021-01-15 17:34:44 > Step:   22400 Progress: 22.4% Elapsed: 5:34:57 temperature: no ada_p: No Discriminator_loss: -0.48334 Generator_loss: 128.256 
[INFO] 2021-01-15 17:36:10 > Step:   22500 Progress: 22.5% Elapsed: 5:36:23 temperature: no ada_p: No Discriminator_loss: -2.33047 Generator_loss: 120.581 
[INFO] 2021-01-15 17:37:36 > Step:   22600 Progress: 22.6% Elapsed: 5:37:49 temperature: no ada_p: No Discriminator_loss: -2.73638 Generator_loss: 112.708 
[INFO] 2021-01-15 17:39:02 > Step:   22700 Progress: 22.7% Elapsed: 5:39:15 temperature: no ada_p: No Discriminator_loss: 0.617925 Generator_loss: -51.5543 
[INFO] 2021-01-15 17:40:28 > Step:   22800 Progress: 22.8% Elapsed: 5:40:41 temperature: no ada_p: No Discriminator_loss: 0.304651 Generator_loss: -99.9304 
[INFO] 2021-01-15 17:41:54 > Step:   22900 Progress: 22.9% Elapsed: 5:42:07 temperature: no ada_p: No Discriminator_loss: 0.0438237 Generator_loss: -72.6901 
[INFO] 2021-01-15 17:43:20 > Step:   23000 Progress: 23.0% Elapsed: 5:43:33 temperature: no ada_p: No Discriminator_loss: 0.623897 Generator_loss: -52.491 
[INFO] 2021-01-15 17:44:46 > Step:   23100 Progress: 23.1% Elapsed: 5:44:59 temperature: no ada_p: No Discriminator_loss: 0.239935 Generator_loss: -61.9483 
[INFO] 2021-01-15 17:46:12 > Step:   23200 Progress: 23.2% Elapsed: 5:46:25 temperature: no ada_p: No Discriminator_loss: -0.188772 Generator_loss: -46.1924 
[INFO] 2021-01-15 17:47:38 > Step:   23300 Progress: 23.3% Elapsed: 5:47:51 temperature: no ada_p: No Discriminator_loss: 0.360883 Generator_loss: -22.3484 
[INFO] 2021-01-15 17:49:04 > Step:   23400 Progress: 23.4% Elapsed: 5:49:17 temperature: no ada_p: No Discriminator_loss: 0.309145 Generator_loss: 2.83315 
[INFO] 2021-01-15 17:50:30 > Step:   23500 Progress: 23.5% Elapsed: 5:50:44 temperature: no ada_p: No Discriminator_loss: -0.341757 Generator_loss: 3.01768 
[INFO] 2021-01-15 17:51:56 > Step:   23600 Progress: 23.6% Elapsed: 5:52:10 temperature: no ada_p: No Discriminator_loss: -0.460899 Generator_loss: 35.4474 
[INFO] 2021-01-15 17:53:22 > Step:   23700 Progress: 23.7% Elapsed: 5:53:36 temperature: no ada_p: No Discriminator_loss: -0.756282 Generator_loss: 64.5385 
[INFO] 2021-01-15 17:54:49 > Step:   23800 Progress: 23.8% Elapsed: 5:55:02 temperature: no ada_p: No Discriminator_loss: -0.701567 Generator_loss: 85.8657 
[INFO] 2021-01-15 17:56:15 > Step:   23900 Progress: 23.9% Elapsed: 5:56:28 temperature: no ada_p: No Discriminator_loss: -0.96077 Generator_loss: 92.4753 
[INFO] 2021-01-15 17:57:41 > Step:   24000 Progress: 24.0% Elapsed: 5:57:54 temperature: no ada_p: No Discriminator_loss: -1.21704 Generator_loss: 100.477 
[INFO] 2021-01-15 17:57:41 > Start Evaluation (24000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 17:57:41 > Calculating FID Score....
[INFO] 2021-01-15 17:58:01 > Calculating Inception Score....
[INFO] 2021-01-15 17:58:14 > Calculate F_beta Score....
[INFO] 2021-01-15 17:58:52 > F_8 score (Step: 24000, Using valid images): 0.6694882044894811
[INFO] 2021-01-15 17:58:52 > F_1/8 score (Step: 24000, Using valid images): 0.8930415622539484
[INFO] 2021-01-15 17:58:52 > FID score (Step: 24000, Using valid moments): 50.675421756833885
[INFO] 2021-01-15 17:58:52 > Inception score (Step: 24000, 10000 generated images): 8.990533828735352
[INFO] 2021-01-15 17:58:52 > Best FID score (Step: 22000, Using valid moments): 50.41018688166514
[INFO] 2021-01-15 17:58:53 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 18:00:19 > Step:   24100 Progress: 24.1% Elapsed: 6:00:33 temperature: no ada_p: No Discriminator_loss: 1.12727 Generator_loss: 116.606 
[INFO] 2021-01-15 18:01:46 > Step:   24200 Progress: 24.2% Elapsed: 6:01:59 temperature: no ada_p: No Discriminator_loss: -0.933317 Generator_loss: 126.521 
[INFO] 2021-01-15 18:03:12 > Step:   24300 Progress: 24.3% Elapsed: 6:03:25 temperature: no ada_p: No Discriminator_loss: -0.887482 Generator_loss: 133.844 
[INFO] 2021-01-15 18:04:37 > Step:   24400 Progress: 24.4% Elapsed: 6:04:51 temperature: no ada_p: No Discriminator_loss: -0.675303 Generator_loss: 106.2 
[INFO] 2021-01-15 18:06:03 > Step:   24500 Progress: 24.5% Elapsed: 6:06:17 temperature: no ada_p: No Discriminator_loss: 0.304398 Generator_loss: 127.997 
[INFO] 2021-01-15 18:07:30 > Step:   24600 Progress: 24.6% Elapsed: 6:07:43 temperature: no ada_p: No Discriminator_loss: 0.294174 Generator_loss: 156.245 
[INFO] 2021-01-15 18:08:56 > Step:   24700 Progress: 24.7% Elapsed: 6:09:09 temperature: no ada_p: No Discriminator_loss: 0.0976585 Generator_loss: 159.72 
[INFO] 2021-01-15 18:10:22 > Step:   24800 Progress: 24.8% Elapsed: 6:10:35 temperature: no ada_p: No Discriminator_loss: 0.213792 Generator_loss: 177.427 
[INFO] 2021-01-15 18:11:48 > Step:   24900 Progress: 24.9% Elapsed: 6:12:01 temperature: no ada_p: No Discriminator_loss: -0.733205 Generator_loss: 141.743 
[INFO] 2021-01-15 18:13:14 > Step:   25000 Progress: 25.0% Elapsed: 6:13:28 temperature: no ada_p: No Discriminator_loss: -0.98136 Generator_loss: 131.765 
[INFO] 2021-01-15 18:14:40 > Step:   25100 Progress: 25.1% Elapsed: 6:14:54 temperature: no ada_p: No Discriminator_loss: -1.11989 Generator_loss: 122.624 
[INFO] 2021-01-15 18:16:06 > Step:   25200 Progress: 25.2% Elapsed: 6:16:20 temperature: no ada_p: No Discriminator_loss: -1.1419 Generator_loss: 125.735 
[INFO] 2021-01-15 18:17:32 > Step:   25300 Progress: 25.3% Elapsed: 6:17:45 temperature: no ada_p: No Discriminator_loss: -1.45515 Generator_loss: 141.071 
[INFO] 2021-01-15 18:18:58 > Step:   25400 Progress: 25.4% Elapsed: 6:19:12 temperature: no ada_p: No Discriminator_loss: -0.730418 Generator_loss: 148.221 
[INFO] 2021-01-15 18:20:24 > Step:   25500 Progress: 25.5% Elapsed: 6:20:38 temperature: no ada_p: No Discriminator_loss: -2.76597 Generator_loss: 133.888 
[INFO] 2021-01-15 18:21:50 > Step:   25600 Progress: 25.6% Elapsed: 6:22:04 temperature: no ada_p: No Discriminator_loss: 0.669834 Generator_loss: 149.987 
[INFO] 2021-01-15 18:23:16 > Step:   25700 Progress: 25.7% Elapsed: 6:23:30 temperature: no ada_p: No Discriminator_loss: -2.24747 Generator_loss: 143.542 
[INFO] 2021-01-15 18:24:42 > Step:   25800 Progress: 25.8% Elapsed: 6:24:56 temperature: no ada_p: No Discriminator_loss: -0.616131 Generator_loss: 138.891 
[INFO] 2021-01-15 18:26:08 > Step:   25900 Progress: 25.9% Elapsed: 6:26:22 temperature: no ada_p: No Discriminator_loss: -0.465257 Generator_loss: 151.711 
[INFO] 2021-01-15 18:27:34 > Step:   26000 Progress: 26.0% Elapsed: 6:27:48 temperature: no ada_p: No Discriminator_loss: 0.365287 Generator_loss: 44.8012 
[INFO] 2021-01-15 18:27:34 > Start Evaluation (26000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 18:27:34 > Calculating FID Score....
[INFO] 2021-01-15 18:27:55 > Calculating Inception Score....
[INFO] 2021-01-15 18:28:08 > Calculate F_beta Score....
[INFO] 2021-01-15 18:28:46 > F_8 score (Step: 26000, Using valid images): 0.6629615305397919
[INFO] 2021-01-15 18:28:46 > F_1/8 score (Step: 26000, Using valid images): 0.863153332087048
[INFO] 2021-01-15 18:28:46 > FID score (Step: 26000, Using valid moments): 57.73689760633681
[INFO] 2021-01-15 18:28:46 > Inception score (Step: 26000, 10000 generated images): 8.277408599853516
[INFO] 2021-01-15 18:28:46 > Best FID score (Step: 22000, Using valid moments): 50.41018688166514
[INFO] 2021-01-15 18:28:47 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 18:30:13 > Step:   26100 Progress: 26.1% Elapsed: 6:30:26 temperature: no ada_p: No Discriminator_loss: 0.93664 Generator_loss: -14.4222 
[INFO] 2021-01-15 18:31:39 > Step:   26200 Progress: 26.2% Elapsed: 6:31:53 temperature: no ada_p: No Discriminator_loss: 0.115498 Generator_loss: -71.7864 
[INFO] 2021-01-15 18:33:05 > Step:   26300 Progress: 26.3% Elapsed: 6:33:18 temperature: no ada_p: No Discriminator_loss: 0.591583 Generator_loss: -43.8194 
[INFO] 2021-01-15 18:34:31 > Step:   26400 Progress: 26.4% Elapsed: 6:34:44 temperature: no ada_p: No Discriminator_loss: 0.181148 Generator_loss: -6.94497 
[INFO] 2021-01-15 18:35:57 > Step:   26500 Progress: 26.5% Elapsed: 6:36:10 temperature: no ada_p: No Discriminator_loss: 0.0866411 Generator_loss: -13.7835 
[INFO] 2021-01-15 18:37:23 > Step:   26600 Progress: 26.6% Elapsed: 6:37:37 temperature: no ada_p: No Discriminator_loss: 0.0284034 Generator_loss: 0.326838 
[INFO] 2021-01-15 18:38:49 > Step:   26700 Progress: 26.7% Elapsed: 6:39:03 temperature: no ada_p: No Discriminator_loss: -0.0826095 Generator_loss: 31.5475 
[INFO] 2021-01-15 18:40:15 > Step:   26800 Progress: 26.8% Elapsed: 6:40:28 temperature: no ada_p: No Discriminator_loss: -0.21704 Generator_loss: 60.7416 
[INFO] 2021-01-15 18:41:41 > Step:   26900 Progress: 26.9% Elapsed: 6:41:54 temperature: no ada_p: No Discriminator_loss: -0.395016 Generator_loss: 92.5556 
[INFO] 2021-01-15 18:43:07 > Step:   27000 Progress: 27.0% Elapsed: 6:43:21 temperature: no ada_p: No Discriminator_loss: -0.794297 Generator_loss: 124.807 
[INFO] 2021-01-15 18:44:33 > Step:   27100 Progress: 27.1% Elapsed: 6:44:47 temperature: no ada_p: No Discriminator_loss: -0.872587 Generator_loss: 140.347 
[INFO] 2021-01-15 18:45:59 > Step:   27200 Progress: 27.2% Elapsed: 6:46:13 temperature: no ada_p: No Discriminator_loss: -0.75244 Generator_loss: 140.433 
[INFO] 2021-01-15 18:47:25 > Step:   27300 Progress: 27.3% Elapsed: 6:47:39 temperature: no ada_p: No Discriminator_loss: -1.96131 Generator_loss: 162.788 
[INFO] 2021-01-15 18:48:52 > Step:   27400 Progress: 27.4% Elapsed: 6:49:05 temperature: no ada_p: No Discriminator_loss: -0.611695 Generator_loss: 155.861 
[INFO] 2021-01-15 18:50:18 > Step:   27500 Progress: 27.5% Elapsed: 6:50:31 temperature: no ada_p: No Discriminator_loss: 0.919983 Generator_loss: 153.465 
[INFO] 2021-01-15 18:51:44 > Step:   27600 Progress: 27.6% Elapsed: 6:51:57 temperature: no ada_p: No Discriminator_loss: 0.0805326 Generator_loss: 260.891 
[INFO] 2021-01-15 18:53:10 > Step:   27700 Progress: 27.7% Elapsed: 6:53:24 temperature: no ada_p: No Discriminator_loss: -0.103774 Generator_loss: 254.957 
[INFO] 2021-01-15 18:54:36 > Step:   27800 Progress: 27.8% Elapsed: 6:54:50 temperature: no ada_p: No Discriminator_loss: -0.484343 Generator_loss: 219.97 
[INFO] 2021-01-15 18:56:02 > Step:   27900 Progress: 27.9% Elapsed: 6:56:16 temperature: no ada_p: No Discriminator_loss: -0.573054 Generator_loss: 167.586 
[INFO] 2021-01-15 18:57:28 > Step:   28000 Progress: 28.0% Elapsed: 6:57:42 temperature: no ada_p: No Discriminator_loss: -1.60939 Generator_loss: 160.112 
[INFO] 2021-01-15 18:57:28 > Start Evaluation (28000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 18:57:28 > Calculating FID Score....
[INFO] 2021-01-15 18:57:49 > Calculating Inception Score....
[INFO] 2021-01-15 18:58:01 > Calculate F_beta Score....
[INFO] 2021-01-15 18:58:39 > F_8 score (Step: 28000, Using valid images): 0.6980029572663029
[INFO] 2021-01-15 18:58:39 > F_1/8 score (Step: 28000, Using valid images): 0.9045562489016941
[INFO] 2021-01-15 18:58:39 > FID score (Step: 28000, Using valid moments): 50.15584172040724
[INFO] 2021-01-15 18:58:39 > Inception score (Step: 28000, 10000 generated images): 8.756887435913086
[INFO] 2021-01-15 18:58:39 > Best FID score (Step: 28000, Using valid moments): 50.15584172040724
[INFO] 2021-01-15 18:58:41 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 19:00:08 > Step:   28100 Progress: 28.1% Elapsed: 7:00:21 temperature: no ada_p: No Discriminator_loss: -1.74479 Generator_loss: 156.21 
[INFO] 2021-01-15 19:01:34 > Step:   28200 Progress: 28.2% Elapsed: 7:01:47 temperature: no ada_p: No Discriminator_loss: -1.75238 Generator_loss: 153.711 
[INFO] 2021-01-15 19:03:00 > Step:   28300 Progress: 28.3% Elapsed: 7:03:13 temperature: no ada_p: No Discriminator_loss: 0.109772 Generator_loss: 109.447 
[INFO] 2021-01-15 19:04:26 > Step:   28400 Progress: 28.4% Elapsed: 7:04:39 temperature: no ada_p: No Discriminator_loss: -0.523322 Generator_loss: 124.772 
[INFO] 2021-01-15 19:05:52 > Step:   28500 Progress: 28.5% Elapsed: 7:06:06 temperature: no ada_p: No Discriminator_loss: -1.91933 Generator_loss: 154.891 
[INFO] 2021-01-15 19:07:18 > Step:   28600 Progress: 28.6% Elapsed: 7:07:32 temperature: no ada_p: No Discriminator_loss: 0.759503 Generator_loss: 25.6128 
[INFO] 2021-01-15 19:08:44 > Step:   28700 Progress: 28.7% Elapsed: 7:08:58 temperature: no ada_p: No Discriminator_loss: -0.037513 Generator_loss: 9.90773 
[INFO] 2021-01-15 19:10:10 > Step:   28800 Progress: 28.8% Elapsed: 7:10:24 temperature: no ada_p: No Discriminator_loss: -0.428376 Generator_loss: 53.2141 
[INFO] 2021-01-15 19:11:37 > Step:   28900 Progress: 28.9% Elapsed: 7:11:50 temperature: no ada_p: No Discriminator_loss: -0.75432 Generator_loss: 90.7992 
[INFO] 2021-01-15 19:13:03 > Step:   29000 Progress: 29.0% Elapsed: 7:13:16 temperature: no ada_p: No Discriminator_loss: -0.822259 Generator_loss: 114.639 
[INFO] 2021-01-15 19:14:29 > Step:   29100 Progress: 29.1% Elapsed: 7:14:42 temperature: no ada_p: No Discriminator_loss: -0.0609135 Generator_loss: 138.716 
[INFO] 2021-01-15 19:15:55 > Step:   29200 Progress: 29.2% Elapsed: 7:16:08 temperature: no ada_p: No Discriminator_loss: -1.43838 Generator_loss: 127.052 
[INFO] 2021-01-15 19:17:21 > Step:   29300 Progress: 29.3% Elapsed: 7:17:34 temperature: no ada_p: No Discriminator_loss: -0.251336 Generator_loss: 224.376 
[INFO] 2021-01-15 19:18:47 > Step:   29400 Progress: 29.4% Elapsed: 7:19:00 temperature: no ada_p: No Discriminator_loss: -1.08318 Generator_loss: 164.366 
[INFO] 2021-01-15 19:20:13 > Step:   29500 Progress: 29.5% Elapsed: 7:20:26 temperature: no ada_p: No Discriminator_loss: -1.60489 Generator_loss: 139.952 
[INFO] 2021-01-15 19:21:39 > Step:   29600 Progress: 29.6% Elapsed: 7:21:52 temperature: no ada_p: No Discriminator_loss: 0.162544 Generator_loss: 114.071 
[INFO] 2021-01-15 19:23:05 > Step:   29700 Progress: 29.7% Elapsed: 7:23:19 temperature: no ada_p: No Discriminator_loss: 1.12266 Generator_loss: 100.105 
[INFO] 2021-01-15 19:24:31 > Step:   29800 Progress: 29.8% Elapsed: 7:24:45 temperature: no ada_p: No Discriminator_loss: -0.841562 Generator_loss: 102.763 
[INFO] 2021-01-15 19:25:58 > Step:   29900 Progress: 29.9% Elapsed: 7:26:11 temperature: no ada_p: No Discriminator_loss: 0.520169 Generator_loss: 192.929 
[INFO] 2021-01-15 19:27:24 > Step:   30000 Progress: 30.0% Elapsed: 7:27:37 temperature: no ada_p: No Discriminator_loss: 0.0848032 Generator_loss: 163.557 
[INFO] 2021-01-15 19:27:24 > Start Evaluation (30000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 19:27:24 > Calculating FID Score....
[INFO] 2021-01-15 19:27:44 > Calculating Inception Score....
[INFO] 2021-01-15 19:27:57 > Calculate F_beta Score....
[INFO] 2021-01-15 19:28:34 > F_8 score (Step: 30000, Using valid images): 0.6623879862049267
[INFO] 2021-01-15 19:28:34 > F_1/8 score (Step: 30000, Using valid images): 0.8490064637617581
[INFO] 2021-01-15 19:28:34 > FID score (Step: 30000, Using valid moments): 56.11066646109094
[INFO] 2021-01-15 19:28:34 > Inception score (Step: 30000, 10000 generated images): 8.251973152160645
[INFO] 2021-01-15 19:28:34 > Best FID score (Step: 28000, Using valid moments): 50.15584172040724
[INFO] 2021-01-15 19:28:35 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 19:30:01 > Step:   30100 Progress: 30.1% Elapsed: 7:30:15 temperature: no ada_p: No Discriminator_loss: -0.555145 Generator_loss: 154.352 
[INFO] 2021-01-15 19:31:27 > Step:   30200 Progress: 30.2% Elapsed: 7:31:41 temperature: no ada_p: No Discriminator_loss: -0.731086 Generator_loss: 145.047 
[INFO] 2021-01-15 19:32:53 > Step:   30300 Progress: 30.3% Elapsed: 7:33:07 temperature: no ada_p: No Discriminator_loss: -0.699117 Generator_loss: 142.298 
[INFO] 2021-01-15 19:34:19 > Step:   30400 Progress: 30.4% Elapsed: 7:34:33 temperature: no ada_p: No Discriminator_loss: 0.156236 Generator_loss: 60.5194 
[INFO] 2021-01-15 19:35:46 > Step:   30500 Progress: 30.5% Elapsed: 7:35:59 temperature: no ada_p: No Discriminator_loss: 0.520745 Generator_loss: 30.3055 
[INFO] 2021-01-15 19:37:12 > Step:   30600 Progress: 30.6% Elapsed: 7:37:25 temperature: no ada_p: No Discriminator_loss: 0.16615 Generator_loss: 13.7473 
[INFO] 2021-01-15 19:38:37 > Step:   30700 Progress: 30.7% Elapsed: 7:38:51 temperature: no ada_p: No Discriminator_loss: 0.140368 Generator_loss: -8.04631 
[INFO] 2021-01-15 19:40:03 > Step:   30800 Progress: 30.8% Elapsed: 7:40:17 temperature: no ada_p: No Discriminator_loss: 0.300333 Generator_loss: 22.2749 
[INFO] 2021-01-15 19:41:30 > Step:   30900 Progress: 30.9% Elapsed: 7:41:43 temperature: no ada_p: No Discriminator_loss: 0.149582 Generator_loss: 70.2974 
[INFO] 2021-01-15 19:42:56 > Step:   31000 Progress: 31.0% Elapsed: 7:43:09 temperature: no ada_p: No Discriminator_loss: -0.61749 Generator_loss: 107.321 
[INFO] 2021-01-15 19:44:22 > Step:   31100 Progress: 31.1% Elapsed: 7:44:35 temperature: no ada_p: No Discriminator_loss: -0.616696 Generator_loss: 115.709 
[INFO] 2021-01-15 19:45:47 > Step:   31200 Progress: 31.2% Elapsed: 7:46:01 temperature: no ada_p: No Discriminator_loss: -0.968519 Generator_loss: 141.006 
[INFO] 2021-01-15 19:47:14 > Step:   31300 Progress: 31.3% Elapsed: 7:47:28 temperature: no ada_p: No Discriminator_loss: 0.973026 Generator_loss: 144.673 
[INFO] 2021-01-15 19:48:40 > Step:   31400 Progress: 31.4% Elapsed: 7:48:53 temperature: no ada_p: No Discriminator_loss: -1.01117 Generator_loss: 151.771 
[INFO] 2021-01-15 19:50:06 > Step:   31500 Progress: 31.5% Elapsed: 7:50:19 temperature: no ada_p: No Discriminator_loss: 0.539005 Generator_loss: 187.562 
[INFO] 2021-01-15 19:51:32 > Step:   31600 Progress: 31.6% Elapsed: 7:51:46 temperature: no ada_p: No Discriminator_loss: -0.303122 Generator_loss: 191.455 
[INFO] 2021-01-15 19:52:58 > Step:   31700 Progress: 31.7% Elapsed: 7:53:12 temperature: no ada_p: No Discriminator_loss: -0.667798 Generator_loss: 150.92 
[INFO] 2021-01-15 19:54:24 > Step:   31800 Progress: 31.8% Elapsed: 7:54:38 temperature: no ada_p: No Discriminator_loss: -0.996606 Generator_loss: 153.351 
[INFO] 2021-01-15 19:55:50 > Step:   31900 Progress: 31.9% Elapsed: 7:56:04 temperature: no ada_p: No Discriminator_loss: -1.25371 Generator_loss: 161.27 
[INFO] 2021-01-15 19:57:17 > Step:   32000 Progress: 32.0% Elapsed: 7:57:30 temperature: no ada_p: No Discriminator_loss: -1.72809 Generator_loss: 149.491 
[INFO] 2021-01-15 19:57:17 > Start Evaluation (32000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 19:57:17 > Calculating FID Score....
[INFO] 2021-01-15 19:57:37 > Calculating Inception Score....
[INFO] 2021-01-15 19:57:50 > Calculate F_beta Score....
[INFO] 2021-01-15 19:58:28 > F_8 score (Step: 32000, Using valid images): 0.6882924159558905
[INFO] 2021-01-15 19:58:28 > F_1/8 score (Step: 32000, Using valid images): 0.9254160709165103
[INFO] 2021-01-15 19:58:28 > FID score (Step: 32000, Using valid moments): 46.78889076284315
[INFO] 2021-01-15 19:58:28 > Inception score (Step: 32000, 10000 generated images): 8.634559631347656
[INFO] 2021-01-15 19:58:28 > Best FID score (Step: 32000, Using valid moments): 46.78889076284315
[INFO] 2021-01-15 19:58:30 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 19:59:56 > Step:   32100 Progress: 32.1% Elapsed: 8:00:09 temperature: no ada_p: No Discriminator_loss: -1.36043 Generator_loss: 156.027 
[INFO] 2021-01-15 20:01:22 > Step:   32200 Progress: 32.2% Elapsed: 8:01:35 temperature: no ada_p: No Discriminator_loss: -0.325978 Generator_loss: 183.104 
[INFO] 2021-01-15 20:02:48 > Step:   32300 Progress: 32.3% Elapsed: 8:03:01 temperature: no ada_p: No Discriminator_loss: -1.13316 Generator_loss: 139.101 
[INFO] 2021-01-15 20:04:14 > Step:   32400 Progress: 32.4% Elapsed: 8:04:28 temperature: no ada_p: No Discriminator_loss: 0.825191 Generator_loss: 10.6181 
[INFO] 2021-01-15 20:05:40 > Step:   32500 Progress: 32.5% Elapsed: 8:05:54 temperature: no ada_p: No Discriminator_loss: 0.230839 Generator_loss: -26.9587 
[INFO] 2021-01-15 20:07:06 > Step:   32600 Progress: 32.6% Elapsed: 8:07:19 temperature: no ada_p: No Discriminator_loss: 0.615505 Generator_loss: -32.8463 
[INFO] 2021-01-15 20:08:32 > Step:   32700 Progress: 32.7% Elapsed: 8:08:45 temperature: no ada_p: No Discriminator_loss: 0.296131 Generator_loss: -32.9351 
[INFO] 2021-01-15 20:09:58 > Step:   32800 Progress: 32.8% Elapsed: 8:10:12 temperature: no ada_p: No Discriminator_loss: 0.13629 Generator_loss: -46.755 
[INFO] 2021-01-15 20:11:24 > Step:   32900 Progress: 32.9% Elapsed: 8:11:38 temperature: no ada_p: No Discriminator_loss: 0.850251 Generator_loss: -13.8063 
[INFO] 2021-01-15 20:12:50 > Step:   33000 Progress: 33.0% Elapsed: 8:13:04 temperature: no ada_p: No Discriminator_loss: 0.230676 Generator_loss: 14.3217 
[INFO] 2021-01-15 20:14:16 > Step:   33100 Progress: 33.1% Elapsed: 8:14:30 temperature: no ada_p: No Discriminator_loss: 0.361573 Generator_loss: 15.1931 
[INFO] 2021-01-15 20:15:42 > Step:   33200 Progress: 33.2% Elapsed: 8:15:56 temperature: no ada_p: No Discriminator_loss: -0.0503927 Generator_loss: 32.8329 
[INFO] 2021-01-15 20:17:08 > Step:   33300 Progress: 33.3% Elapsed: 8:17:22 temperature: no ada_p: No Discriminator_loss: 0.138571 Generator_loss: 10.0101 
[INFO] 2021-01-15 20:18:34 > Step:   33400 Progress: 33.4% Elapsed: 8:18:48 temperature: no ada_p: No Discriminator_loss: 0.43646 Generator_loss: 57.5755 
[INFO] 2021-01-15 20:20:00 > Step:   33500 Progress: 33.5% Elapsed: 8:20:14 temperature: no ada_p: No Discriminator_loss: 0.170629 Generator_loss: 53.73 
[INFO] 2021-01-15 20:21:27 > Step:   33600 Progress: 33.6% Elapsed: 8:21:40 temperature: no ada_p: No Discriminator_loss: -0.16712 Generator_loss: 66.1974 
[INFO] 2021-01-15 20:22:53 > Step:   33700 Progress: 33.7% Elapsed: 8:23:06 temperature: no ada_p: No Discriminator_loss: -0.0923028 Generator_loss: 69.0837 
[INFO] 2021-01-15 20:24:19 > Step:   33800 Progress: 33.8% Elapsed: 8:24:32 temperature: no ada_p: No Discriminator_loss: 0.119894 Generator_loss: 68.1597 
[INFO] 2021-01-15 20:25:45 > Step:   33900 Progress: 33.9% Elapsed: 8:25:58 temperature: no ada_p: No Discriminator_loss: 0.0487448 Generator_loss: 81.9299 
[INFO] 2021-01-15 20:27:11 > Step:   34000 Progress: 34.0% Elapsed: 8:27:25 temperature: no ada_p: No Discriminator_loss: -0.0534492 Generator_loss: 109.275 
[INFO] 2021-01-15 20:27:11 > Start Evaluation (34000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 20:27:11 > Calculating FID Score....
[INFO] 2021-01-15 20:27:32 > Calculating Inception Score....
[INFO] 2021-01-15 20:27:44 > Calculate F_beta Score....
[INFO] 2021-01-15 20:28:22 > F_8 score (Step: 34000, Using valid images): 0.6709081680073378
[INFO] 2021-01-15 20:28:22 > F_1/8 score (Step: 34000, Using valid images): 0.845628193672742
[INFO] 2021-01-15 20:28:22 > FID score (Step: 34000, Using valid moments): 54.213787595901636
[INFO] 2021-01-15 20:28:22 > Inception score (Step: 34000, 10000 generated images): 8.605281829833984
[INFO] 2021-01-15 20:28:22 > Best FID score (Step: 32000, Using valid moments): 46.78889076284315
[INFO] 2021-01-15 20:28:23 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 20:29:49 > Step:   34100 Progress: 34.1% Elapsed: 8:30:03 temperature: no ada_p: No Discriminator_loss: -0.0875083 Generator_loss: 129.58 
[INFO] 2021-01-15 20:31:15 > Step:   34200 Progress: 34.2% Elapsed: 8:31:29 temperature: no ada_p: No Discriminator_loss: -0.462998 Generator_loss: 135.665 
[INFO] 2021-01-15 20:32:41 > Step:   34300 Progress: 34.3% Elapsed: 8:32:55 temperature: no ada_p: No Discriminator_loss: -0.407278 Generator_loss: 141.071 
[INFO] 2021-01-15 20:34:07 > Step:   34400 Progress: 34.4% Elapsed: 8:34:21 temperature: no ada_p: No Discriminator_loss: -0.757383 Generator_loss: 148.786 
[INFO] 2021-01-15 20:35:33 > Step:   34500 Progress: 34.5% Elapsed: 8:35:47 temperature: no ada_p: No Discriminator_loss: -0.517874 Generator_loss: 167.825 
[INFO] 2021-01-15 20:36:59 > Step:   34600 Progress: 34.6% Elapsed: 8:37:13 temperature: no ada_p: No Discriminator_loss: -0.764058 Generator_loss: 162.43 
[INFO] 2021-01-15 20:38:25 > Step:   34700 Progress: 34.7% Elapsed: 8:38:39 temperature: no ada_p: No Discriminator_loss: -0.722287 Generator_loss: 157.571 
[INFO] 2021-01-15 20:39:52 > Step:   34800 Progress: 34.8% Elapsed: 8:40:05 temperature: no ada_p: No Discriminator_loss: 0.31612 Generator_loss: 155.881 
[INFO] 2021-01-15 20:41:18 > Step:   34900 Progress: 34.9% Elapsed: 8:41:31 temperature: no ada_p: No Discriminator_loss: -0.846485 Generator_loss: 170.219 
[INFO] 2021-01-15 20:42:44 > Step:   35000 Progress: 35.0% Elapsed: 8:42:57 temperature: no ada_p: No Discriminator_loss: -1.37965 Generator_loss: 165.659 
[INFO] 2021-01-15 20:44:10 > Step:   35100 Progress: 35.1% Elapsed: 8:44:23 temperature: no ada_p: No Discriminator_loss: -0.450796 Generator_loss: 156.836 
[INFO] 2021-01-15 20:45:36 > Step:   35200 Progress: 35.2% Elapsed: 8:45:50 temperature: no ada_p: No Discriminator_loss: -0.918745 Generator_loss: 154.002 
[INFO] 2021-01-15 20:47:02 > Step:   35300 Progress: 35.3% Elapsed: 8:47:16 temperature: no ada_p: No Discriminator_loss: -1.97176 Generator_loss: 156.062 
[INFO] 2021-01-15 20:48:28 > Step:   35400 Progress: 35.4% Elapsed: 8:48:41 temperature: no ada_p: No Discriminator_loss: 0.826993 Generator_loss: 102.45 
[INFO] 2021-01-15 20:49:54 > Step:   35500 Progress: 35.5% Elapsed: 8:50:08 temperature: no ada_p: No Discriminator_loss: -0.695201 Generator_loss: 124.909 
[INFO] 2021-01-15 20:51:20 > Step:   35600 Progress: 35.6% Elapsed: 8:51:34 temperature: no ada_p: No Discriminator_loss: -1.03684 Generator_loss: 153.038 
[INFO] 2021-01-15 20:52:46 > Step:   35700 Progress: 35.7% Elapsed: 8:53:00 temperature: no ada_p: No Discriminator_loss: 1.69195 Generator_loss: 119.283 
[INFO] 2021-01-15 20:54:12 > Step:   35800 Progress: 35.8% Elapsed: 8:54:26 temperature: no ada_p: No Discriminator_loss: 0.534693 Generator_loss: 158.727 
[INFO] 2021-01-15 20:55:39 > Step:   35900 Progress: 35.9% Elapsed: 8:55:52 temperature: no ada_p: No Discriminator_loss: 0.223589 Generator_loss: 127.757 
[INFO] 2021-01-15 20:57:05 > Step:   36000 Progress: 36.0% Elapsed: 8:57:18 temperature: no ada_p: No Discriminator_loss: 0.466744 Generator_loss: 147.282 
[INFO] 2021-01-15 20:57:05 > Start Evaluation (36000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 20:57:05 > Calculating FID Score....
[INFO] 2021-01-15 20:57:25 > Calculating Inception Score....
[INFO] 2021-01-15 20:57:38 > Calculate F_beta Score....
[INFO] 2021-01-15 20:58:16 > F_8 score (Step: 36000, Using valid images): 0.6529341416320188
[INFO] 2021-01-15 20:58:16 > F_1/8 score (Step: 36000, Using valid images): 0.8332161198039945
[INFO] 2021-01-15 20:58:16 > FID score (Step: 36000, Using valid moments): 56.224466248348335
[INFO] 2021-01-15 20:58:16 > Inception score (Step: 36000, 10000 generated images): 7.968712329864502
[INFO] 2021-01-15 20:58:16 > Best FID score (Step: 32000, Using valid moments): 46.78889076284315
[INFO] 2021-01-15 20:58:17 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 20:59:43 > Step:   36100 Progress: 36.1% Elapsed: 8:59:56 temperature: no ada_p: No Discriminator_loss: 0.205319 Generator_loss: 155.89 
[INFO] 2021-01-15 21:01:09 > Step:   36200 Progress: 36.2% Elapsed: 9:01:22 temperature: no ada_p: No Discriminator_loss: 0.0273536 Generator_loss: 153.77 
[INFO] 2021-01-15 21:02:35 > Step:   36300 Progress: 36.3% Elapsed: 9:02:49 temperature: no ada_p: No Discriminator_loss: 0.0180565 Generator_loss: 141.801 
[INFO] 2021-01-15 21:04:01 > Step:   36400 Progress: 36.4% Elapsed: 9:04:15 temperature: no ada_p: No Discriminator_loss: 0.306729 Generator_loss: 130.001 
[INFO] 2021-01-15 21:05:27 > Step:   36500 Progress: 36.5% Elapsed: 9:05:41 temperature: no ada_p: No Discriminator_loss: -0.222574 Generator_loss: 139.338 
[INFO] 2021-01-15 21:06:53 > Step:   36600 Progress: 36.6% Elapsed: 9:07:06 temperature: no ada_p: No Discriminator_loss: -0.0334012 Generator_loss: 133.194 
[INFO] 2021-01-15 21:08:19 > Step:   36700 Progress: 36.7% Elapsed: 9:08:33 temperature: no ada_p: No Discriminator_loss: -0.478802 Generator_loss: 133.911 
[INFO] 2021-01-15 21:09:45 > Step:   36800 Progress: 36.8% Elapsed: 9:09:59 temperature: no ada_p: No Discriminator_loss: -0.568833 Generator_loss: 144.42 
[INFO] 2021-01-15 21:11:11 > Step:   36900 Progress: 36.9% Elapsed: 9:11:25 temperature: no ada_p: No Discriminator_loss: -0.765762 Generator_loss: 133.081 
[INFO] 2021-01-15 21:12:37 > Step:   37000 Progress: 37.0% Elapsed: 9:12:51 temperature: no ada_p: No Discriminator_loss: -1.09066 Generator_loss: 137.47 
[INFO] 2021-01-15 21:14:04 > Step:   37100 Progress: 37.1% Elapsed: 9:14:17 temperature: no ada_p: No Discriminator_loss: -1.31089 Generator_loss: 158.107 
[INFO] 2021-01-15 21:15:30 > Step:   37200 Progress: 37.2% Elapsed: 9:15:43 temperature: no ada_p: No Discriminator_loss: -1.18468 Generator_loss: 156.288 
[INFO] 2021-01-15 21:16:56 > Step:   37300 Progress: 37.3% Elapsed: 9:17:09 temperature: no ada_p: No Discriminator_loss: -2.10689 Generator_loss: 159.786 
[INFO] 2021-01-15 21:18:22 > Step:   37400 Progress: 37.4% Elapsed: 9:18:35 temperature: no ada_p: No Discriminator_loss: -0.901058 Generator_loss: 164.741 
[INFO] 2021-01-15 21:19:48 > Step:   37500 Progress: 37.5% Elapsed: 9:20:01 temperature: no ada_p: No Discriminator_loss: -0.667375 Generator_loss: 98.8213 
[INFO] 2021-01-15 21:21:14 > Step:   37600 Progress: 37.6% Elapsed: 9:21:27 temperature: no ada_p: No Discriminator_loss: -2.54583 Generator_loss: 146.178 
[INFO] 2021-01-15 21:22:40 > Step:   37700 Progress: 37.7% Elapsed: 9:22:53 temperature: no ada_p: No Discriminator_loss: -1.76311 Generator_loss: 141.24 
[INFO] 2021-01-15 21:24:06 > Step:   37800 Progress: 37.8% Elapsed: 9:24:19 temperature: no ada_p: No Discriminator_loss: -1.21987 Generator_loss: 137.614 
[INFO] 2021-01-15 21:25:32 > Step:   37900 Progress: 37.9% Elapsed: 9:25:46 temperature: no ada_p: No Discriminator_loss: -2.64769 Generator_loss: 160.761 
[INFO] 2021-01-15 21:26:58 > Step:   38000 Progress: 38.0% Elapsed: 9:27:12 temperature: no ada_p: No Discriminator_loss: -1.6264 Generator_loss: 159.62 
[INFO] 2021-01-15 21:26:58 > Start Evaluation (38000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 21:26:58 > Calculating FID Score....
[INFO] 2021-01-15 21:27:19 > Calculating Inception Score....
[INFO] 2021-01-15 21:27:32 > Calculate F_beta Score....
[INFO] 2021-01-15 21:28:11 > F_8 score (Step: 38000, Using valid images): 0.6958975838268008
[INFO] 2021-01-15 21:28:11 > F_1/8 score (Step: 38000, Using valid images): 0.8989027385934842
[INFO] 2021-01-15 21:28:11 > FID score (Step: 38000, Using valid moments): 46.42804571870812
[INFO] 2021-01-15 21:28:11 > Inception score (Step: 38000, 10000 generated images): 9.335563659667969
[INFO] 2021-01-15 21:28:11 > Best FID score (Step: 38000, Using valid moments): 46.42804571870812
[INFO] 2021-01-15 21:28:13 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 21:29:38 > Step:   38100 Progress: 38.1% Elapsed: 9:29:52 temperature: no ada_p: No Discriminator_loss: 0.178272 Generator_loss: 169.053 
[INFO] 2021-01-15 21:31:04 > Step:   38200 Progress: 38.2% Elapsed: 9:31:18 temperature: no ada_p: No Discriminator_loss: -1.36662 Generator_loss: 168.257 
[INFO] 2021-01-15 21:32:31 > Step:   38300 Progress: 38.3% Elapsed: 9:32:44 temperature: no ada_p: No Discriminator_loss: 0.272714 Generator_loss: 107.526 
[INFO] 2021-01-15 21:33:57 > Step:   38400 Progress: 38.4% Elapsed: 9:34:10 temperature: no ada_p: No Discriminator_loss: -0.171454 Generator_loss: 45.954 
[INFO] 2021-01-15 21:35:23 > Step:   38500 Progress: 38.5% Elapsed: 9:35:36 temperature: no ada_p: No Discriminator_loss: -0.264892 Generator_loss: 54.3006 
[INFO] 2021-01-15 21:36:49 > Step:   38600 Progress: 38.6% Elapsed: 9:37:02 temperature: no ada_p: No Discriminator_loss: -0.138181 Generator_loss: 83.7329 
[INFO] 2021-01-15 21:38:15 > Step:   38700 Progress: 38.7% Elapsed: 9:38:28 temperature: no ada_p: No Discriminator_loss: -0.458205 Generator_loss: 120.797 
[INFO] 2021-01-15 21:39:41 > Step:   38800 Progress: 38.8% Elapsed: 9:39:54 temperature: no ada_p: No Discriminator_loss: -0.669838 Generator_loss: 137.837 
[INFO] 2021-01-15 21:41:07 > Step:   38900 Progress: 38.9% Elapsed: 9:41:20 temperature: no ada_p: No Discriminator_loss: -1.19376 Generator_loss: 152.088 
[INFO] 2021-01-15 21:42:33 > Step:   39000 Progress: 39.0% Elapsed: 9:42:46 temperature: no ada_p: No Discriminator_loss: -1.25296 Generator_loss: 166.259 
[INFO] 2021-01-15 21:43:59 > Step:   39100 Progress: 39.1% Elapsed: 9:44:13 temperature: no ada_p: No Discriminator_loss: -0.616475 Generator_loss: 172.64 
[INFO] 2021-01-15 21:45:25 > Step:   39200 Progress: 39.2% Elapsed: 9:45:39 temperature: no ada_p: No Discriminator_loss: -1.30766 Generator_loss: 201.333 
[INFO] 2021-01-15 21:46:51 > Step:   39300 Progress: 39.3% Elapsed: 9:47:05 temperature: no ada_p: No Discriminator_loss: -0.616485 Generator_loss: 117.817 
[INFO] 2021-01-15 21:48:18 > Step:   39400 Progress: 39.4% Elapsed: 9:48:31 temperature: no ada_p: No Discriminator_loss: -1.53424 Generator_loss: 194.69 
[INFO] 2021-01-15 21:49:44 > Step:   39500 Progress: 39.5% Elapsed: 9:49:57 temperature: no ada_p: No Discriminator_loss: -1.07883 Generator_loss: 169.842 
[INFO] 2021-01-15 21:51:10 > Step:   39600 Progress: 39.6% Elapsed: 9:51:23 temperature: no ada_p: No Discriminator_loss: 0.436022 Generator_loss: 72.4279 
[INFO] 2021-01-15 21:52:36 > Step:   39700 Progress: 39.7% Elapsed: 9:52:49 temperature: no ada_p: No Discriminator_loss: 0.505987 Generator_loss: 62.9185 
[INFO] 2021-01-15 21:54:02 > Step:   39800 Progress: 39.8% Elapsed: 9:54:16 temperature: no ada_p: No Discriminator_loss: 0.328798 Generator_loss: 34.7862 
[INFO] 2021-01-15 21:55:28 > Step:   39900 Progress: 39.9% Elapsed: 9:55:42 temperature: no ada_p: No Discriminator_loss: 0.292434 Generator_loss: 22.4199 
[INFO] 2021-01-15 21:56:54 > Step:   40000 Progress: 40.0% Elapsed: 9:57:07 temperature: no ada_p: No Discriminator_loss: -0.0323934 Generator_loss: 68.6976 
[INFO] 2021-01-15 21:56:54 > Start Evaluation (40000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 21:56:54 > Calculating FID Score....
[INFO] 2021-01-15 21:57:14 > Calculating Inception Score....
[INFO] 2021-01-15 21:57:27 > Calculate F_beta Score....
[INFO] 2021-01-15 21:58:03 > F_8 score (Step: 40000, Using valid images): 0.6530730734646704
[INFO] 2021-01-15 21:58:03 > F_1/8 score (Step: 40000, Using valid images): 0.8858899597057949
[INFO] 2021-01-15 21:58:03 > FID score (Step: 40000, Using valid moments): 55.477255184775004
[INFO] 2021-01-15 21:58:03 > Inception score (Step: 40000, 10000 generated images): 8.096414566040039
[INFO] 2021-01-15 21:58:03 > Best FID score (Step: 38000, Using valid moments): 46.42804571870812
[INFO] 2021-01-15 21:58:04 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 21:59:30 > Step:   40100 Progress: 40.1% Elapsed: 9:59:44 temperature: no ada_p: No Discriminator_loss: 0.0211128 Generator_loss: 85.5566 
[INFO] 2021-01-15 22:00:57 > Step:   40200 Progress: 40.2% Elapsed: 10:01:10 temperature: no ada_p: No Discriminator_loss: 0.255108 Generator_loss: 88.3182 
[INFO] 2021-01-15 22:02:23 > Step:   40300 Progress: 40.3% Elapsed: 10:02:36 temperature: no ada_p: No Discriminator_loss: -0.129342 Generator_loss: 120.243 
[INFO] 2021-01-15 22:03:49 > Step:   40400 Progress: 40.4% Elapsed: 10:04:02 temperature: no ada_p: No Discriminator_loss: -0.3904 Generator_loss: 144.26 
[INFO] 2021-01-15 22:05:14 > Step:   40500 Progress: 40.5% Elapsed: 10:05:28 temperature: no ada_p: No Discriminator_loss: -0.194182 Generator_loss: 140.336 
[INFO] 2021-01-15 22:06:41 > Step:   40600 Progress: 40.6% Elapsed: 10:06:54 temperature: no ada_p: No Discriminator_loss: -0.418101 Generator_loss: 143.954 
[INFO] 2021-01-15 22:08:07 > Step:   40700 Progress: 40.7% Elapsed: 10:08:20 temperature: no ada_p: No Discriminator_loss: -0.782167 Generator_loss: 176.569 
[INFO] 2021-01-15 22:09:33 > Step:   40800 Progress: 40.8% Elapsed: 10:09:46 temperature: no ada_p: No Discriminator_loss: -0.653846 Generator_loss: 174.14 
[INFO] 2021-01-15 22:10:59 > Step:   40900 Progress: 40.9% Elapsed: 10:11:12 temperature: no ada_p: No Discriminator_loss: -0.576868 Generator_loss: 199.783 
[INFO] 2021-01-15 22:12:25 > Step:   41000 Progress: 41.0% Elapsed: 10:12:39 temperature: no ada_p: No Discriminator_loss: -0.852884 Generator_loss: 188.823 
[INFO] 2021-01-15 22:13:51 > Step:   41100 Progress: 41.1% Elapsed: 10:14:05 temperature: no ada_p: No Discriminator_loss: -1.07348 Generator_loss: 184.548 
[INFO] 2021-01-15 22:15:17 > Step:   41200 Progress: 41.2% Elapsed: 10:15:31 temperature: no ada_p: No Discriminator_loss: -1.72438 Generator_loss: 189.714 
[INFO] 2021-01-15 22:16:43 > Step:   41300 Progress: 41.3% Elapsed: 10:16:56 temperature: no ada_p: No Discriminator_loss: -0.0192088 Generator_loss: 201.013 
[INFO] 2021-01-15 22:18:10 > Step:   41400 Progress: 41.4% Elapsed: 10:18:23 temperature: no ada_p: No Discriminator_loss: 0.22456 Generator_loss: 73.8494 
[INFO] 2021-01-15 22:19:35 > Step:   41500 Progress: 41.5% Elapsed: 10:19:49 temperature: no ada_p: No Discriminator_loss: 0.0609148 Generator_loss: 47.9843 
[INFO] 2021-01-15 22:21:01 > Step:   41600 Progress: 41.6% Elapsed: 10:21:15 temperature: no ada_p: No Discriminator_loss: -0.379494 Generator_loss: 88.2663 
[INFO] 2021-01-15 22:22:27 > Step:   41700 Progress: 41.7% Elapsed: 10:22:41 temperature: no ada_p: No Discriminator_loss: -0.692325 Generator_loss: 117.55 
[INFO] 2021-01-15 22:23:54 > Step:   41800 Progress: 41.8% Elapsed: 10:24:07 temperature: no ada_p: No Discriminator_loss: -2.20008 Generator_loss: 163.893 
[INFO] 2021-01-15 22:25:20 > Step:   41900 Progress: 41.9% Elapsed: 10:25:33 temperature: no ada_p: No Discriminator_loss: 0.220726 Generator_loss: 162.877 
[INFO] 2021-01-15 22:26:46 > Step:   42000 Progress: 42.0% Elapsed: 10:26:59 temperature: no ada_p: No Discriminator_loss: 0.0728918 Generator_loss: 150.9 
[INFO] 2021-01-15 22:26:46 > Start Evaluation (42000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 22:26:46 > Calculating FID Score....
[INFO] 2021-01-15 22:27:06 > Calculating Inception Score....
[INFO] 2021-01-15 22:27:19 > Calculate F_beta Score....
[INFO] 2021-01-15 22:27:57 > F_8 score (Step: 42000, Using valid images): 0.6557926929975403
[INFO] 2021-01-15 22:27:57 > F_1/8 score (Step: 42000, Using valid images): 0.869410845016337
[INFO] 2021-01-15 22:27:57 > FID score (Step: 42000, Using valid moments): 54.79131632369587
[INFO] 2021-01-15 22:27:57 > Inception score (Step: 42000, 10000 generated images): 7.91702127456665
[INFO] 2021-01-15 22:27:57 > Best FID score (Step: 38000, Using valid moments): 46.42804571870812
[INFO] 2021-01-15 22:27:58 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 22:29:24 > Step:   42100 Progress: 42.1% Elapsed: 10:29:37 temperature: no ada_p: No Discriminator_loss: 0.0103412 Generator_loss: 120.279 
[INFO] 2021-01-15 22:30:50 > Step:   42200 Progress: 42.2% Elapsed: 10:31:04 temperature: no ada_p: No Discriminator_loss: -0.214523 Generator_loss: 149.516 
[INFO] 2021-01-15 22:32:16 > Step:   42300 Progress: 42.3% Elapsed: 10:32:30 temperature: no ada_p: No Discriminator_loss: -0.517987 Generator_loss: 148.76 
[INFO] 2021-01-15 22:33:42 > Step:   42400 Progress: 42.4% Elapsed: 10:33:56 temperature: no ada_p: No Discriminator_loss: -0.71891 Generator_loss: 160.873 
[INFO] 2021-01-15 22:35:08 > Step:   42500 Progress: 42.5% Elapsed: 10:35:22 temperature: no ada_p: No Discriminator_loss: -0.867223 Generator_loss: 173.813 
[INFO] 2021-01-15 22:36:35 > Step:   42600 Progress: 42.6% Elapsed: 10:36:48 temperature: no ada_p: No Discriminator_loss: -0.990371 Generator_loss: 175.515 
[INFO] 2021-01-15 22:38:01 > Step:   42700 Progress: 42.7% Elapsed: 10:38:14 temperature: no ada_p: No Discriminator_loss: -0.142237 Generator_loss: 178.629 
[INFO] 2021-01-15 22:39:27 > Step:   42800 Progress: 42.8% Elapsed: 10:39:40 temperature: no ada_p: No Discriminator_loss: -1.31205 Generator_loss: 125.855 
[INFO] 2021-01-15 22:40:53 > Step:   42900 Progress: 42.9% Elapsed: 10:41:06 temperature: no ada_p: No Discriminator_loss: -1.31731 Generator_loss: 199.487 
[INFO] 2021-01-15 22:42:20 > Step:   43000 Progress: 43.0% Elapsed: 10:42:33 temperature: no ada_p: No Discriminator_loss: -0.0104153 Generator_loss: 203.304 
[INFO] 2021-01-15 22:43:46 > Step:   43100 Progress: 43.1% Elapsed: 10:43:59 temperature: no ada_p: No Discriminator_loss: -1.17571 Generator_loss: 148.267 
[INFO] 2021-01-15 22:45:12 > Step:   43200 Progress: 43.2% Elapsed: 10:45:25 temperature: no ada_p: No Discriminator_loss: -0.0534744 Generator_loss: 260.625 
[INFO] 2021-01-15 22:46:38 > Step:   43300 Progress: 43.3% Elapsed: 10:46:52 temperature: no ada_p: No Discriminator_loss: -0.77637 Generator_loss: 164.29 
[INFO] 2021-01-15 22:48:04 > Step:   43400 Progress: 43.4% Elapsed: 10:48:18 temperature: no ada_p: No Discriminator_loss: 0.765367 Generator_loss: 52.358 
[INFO] 2021-01-15 22:49:30 > Step:   43500 Progress: 43.5% Elapsed: 10:49:44 temperature: no ada_p: No Discriminator_loss: 0.395822 Generator_loss: 26.9128 
[INFO] 2021-01-15 22:50:56 > Step:   43600 Progress: 43.6% Elapsed: 10:51:09 temperature: no ada_p: No Discriminator_loss: 0.284549 Generator_loss: 17.7768 
[INFO] 2021-01-15 22:52:22 > Step:   43700 Progress: 43.7% Elapsed: 10:52:36 temperature: no ada_p: No Discriminator_loss: 0.167956 Generator_loss: 19.8004 
[INFO] 2021-01-15 22:53:48 > Step:   43800 Progress: 43.8% Elapsed: 10:54:02 temperature: no ada_p: No Discriminator_loss: -0.219698 Generator_loss: 68.0065 
[INFO] 2021-01-15 22:55:14 > Step:   43900 Progress: 43.9% Elapsed: 10:55:28 temperature: no ada_p: No Discriminator_loss: -0.0371793 Generator_loss: 98.7862 
[INFO] 2021-01-15 22:56:40 > Step:   44000 Progress: 44.0% Elapsed: 10:56:54 temperature: no ada_p: No Discriminator_loss: -0.249506 Generator_loss: 113.223 
[INFO] 2021-01-15 22:56:40 > Start Evaluation (44000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 22:56:40 > Calculating FID Score....
[INFO] 2021-01-15 22:57:01 > Calculating Inception Score....
[INFO] 2021-01-15 22:57:14 > Calculate F_beta Score....
[INFO] 2021-01-15 22:57:51 > F_8 score (Step: 44000, Using valid images): 0.6785772682401121
[INFO] 2021-01-15 22:57:51 > F_1/8 score (Step: 44000, Using valid images): 0.8692807080865845
[INFO] 2021-01-15 22:57:51 > FID score (Step: 44000, Using valid moments): 54.37713914183968
[INFO] 2021-01-15 22:57:51 > Inception score (Step: 44000, 10000 generated images): 8.343734741210938
[INFO] 2021-01-15 22:57:51 > Best FID score (Step: 38000, Using valid moments): 46.42804571870812
[INFO] 2021-01-15 22:57:52 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 22:59:19 > Step:   44100 Progress: 44.1% Elapsed: 10:59:32 temperature: no ada_p: No Discriminator_loss: -0.494053 Generator_loss: 134.315 
[INFO] 2021-01-15 23:00:45 > Step:   44200 Progress: 44.2% Elapsed: 11:00:58 temperature: no ada_p: No Discriminator_loss: -0.365945 Generator_loss: 158.423 
[INFO] 2021-01-15 23:02:10 > Step:   44300 Progress: 44.3% Elapsed: 11:02:24 temperature: no ada_p: No Discriminator_loss: -1.08019 Generator_loss: 172.626 
[INFO] 2021-01-15 23:03:36 > Step:   44400 Progress: 44.4% Elapsed: 11:03:50 temperature: no ada_p: No Discriminator_loss: -0.748793 Generator_loss: 173.645 
[INFO] 2021-01-15 23:05:03 > Step:   44500 Progress: 44.5% Elapsed: 11:05:16 temperature: no ada_p: No Discriminator_loss: -0.653005 Generator_loss: 174.246 
[INFO] 2021-01-15 23:06:29 > Step:   44600 Progress: 44.6% Elapsed: 11:06:42 temperature: no ada_p: No Discriminator_loss: -1.39614 Generator_loss: 181.609 
[INFO] 2021-01-15 23:07:55 > Step:   44700 Progress: 44.7% Elapsed: 11:08:08 temperature: no ada_p: No Discriminator_loss: 0.30505 Generator_loss: 250.602 
[INFO] 2021-01-15 23:09:21 > Step:   44800 Progress: 44.8% Elapsed: 11:09:34 temperature: no ada_p: No Discriminator_loss: -0.772174 Generator_loss: 190.77 
[INFO] 2021-01-15 23:10:47 > Step:   44900 Progress: 44.9% Elapsed: 11:11:01 temperature: no ada_p: No Discriminator_loss: -1.48024 Generator_loss: 177.391 
[INFO] 2021-01-15 23:12:13 > Step:   45000 Progress: 45.0% Elapsed: 11:12:27 temperature: no ada_p: No Discriminator_loss: -0.0113477 Generator_loss: 194.89 
[INFO] 2021-01-15 23:13:40 > Step:   45100 Progress: 45.1% Elapsed: 11:13:53 temperature: no ada_p: No Discriminator_loss: 3.37111 Generator_loss: 34.4977 
[INFO] 2021-01-15 23:15:06 > Step:   45200 Progress: 45.2% Elapsed: 11:15:19 temperature: no ada_p: No Discriminator_loss: -0.154838 Generator_loss: -51.0502 
[INFO] 2021-01-15 23:16:32 > Step:   45300 Progress: 45.3% Elapsed: 11:16:45 temperature: no ada_p: No Discriminator_loss: -0.0335183 Generator_loss: -8.33737 
[INFO] 2021-01-15 23:17:58 > Step:   45400 Progress: 45.4% Elapsed: 11:18:11 temperature: no ada_p: No Discriminator_loss: -0.155695 Generator_loss: 62.9584 
[INFO] 2021-01-15 23:19:24 > Step:   45500 Progress: 45.5% Elapsed: 11:19:37 temperature: no ada_p: No Discriminator_loss: -0.582523 Generator_loss: 125.44 
[INFO] 2021-01-15 23:20:50 > Step:   45600 Progress: 45.6% Elapsed: 11:21:03 temperature: no ada_p: No Discriminator_loss: -0.809956 Generator_loss: 149.437 
[INFO] 2021-01-15 23:22:16 > Step:   45700 Progress: 45.7% Elapsed: 11:22:30 temperature: no ada_p: No Discriminator_loss: -1.42408 Generator_loss: 150.372 
[INFO] 2021-01-15 23:23:42 > Step:   45800 Progress: 45.8% Elapsed: 11:23:56 temperature: no ada_p: No Discriminator_loss: -0.102534 Generator_loss: 202.121 
[INFO] 2021-01-15 23:25:08 > Step:   45900 Progress: 45.9% Elapsed: 11:25:22 temperature: no ada_p: No Discriminator_loss: -1.27134 Generator_loss: 155.481 
[INFO] 2021-01-15 23:26:34 > Step:   46000 Progress: 46.0% Elapsed: 11:26:48 temperature: no ada_p: No Discriminator_loss: -0.730943 Generator_loss: 270.42 
[INFO] 2021-01-15 23:26:34 > Start Evaluation (46000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 23:26:34 > Calculating FID Score....
[INFO] 2021-01-15 23:26:55 > Calculating Inception Score....
[INFO] 2021-01-15 23:27:07 > Calculate F_beta Score....
[INFO] 2021-01-15 23:27:44 > F_8 score (Step: 46000, Using valid images): 0.6866489577436733
[INFO] 2021-01-15 23:27:44 > F_1/8 score (Step: 46000, Using valid images): 0.8850413611756268
[INFO] 2021-01-15 23:27:44 > FID score (Step: 46000, Using valid moments): 54.66964634773524
[INFO] 2021-01-15 23:27:44 > Inception score (Step: 46000, 10000 generated images): 8.818066596984863
[INFO] 2021-01-15 23:27:44 > Best FID score (Step: 38000, Using valid moments): 46.42804571870812
[INFO] 2021-01-15 23:27:45 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 23:29:12 > Step:   46100 Progress: 46.1% Elapsed: 11:29:25 temperature: no ada_p: No Discriminator_loss: -0.478061 Generator_loss: 186.406 
[INFO] 2021-01-15 23:30:38 > Step:   46200 Progress: 46.2% Elapsed: 11:30:51 temperature: no ada_p: No Discriminator_loss: -1.09826 Generator_loss: 169.865 
[INFO] 2021-01-15 23:32:04 > Step:   46300 Progress: 46.3% Elapsed: 11:32:17 temperature: no ada_p: No Discriminator_loss: -0.961093 Generator_loss: 154.203 
[INFO] 2021-01-15 23:33:30 > Step:   46400 Progress: 46.4% Elapsed: 11:33:43 temperature: no ada_p: No Discriminator_loss: -0.988507 Generator_loss: 158.227 
[INFO] 2021-01-15 23:34:56 > Step:   46500 Progress: 46.5% Elapsed: 11:35:10 temperature: no ada_p: No Discriminator_loss: -2.20062 Generator_loss: 152.281 
[INFO] 2021-01-15 23:36:22 > Step:   46600 Progress: 46.6% Elapsed: 11:36:36 temperature: no ada_p: No Discriminator_loss: -0.318846 Generator_loss: 105.396 
[INFO] 2021-01-15 23:37:48 > Step:   46700 Progress: 46.7% Elapsed: 11:38:02 temperature: no ada_p: No Discriminator_loss: -1.11104 Generator_loss: 113.486 
[INFO] 2021-01-15 23:39:14 > Step:   46800 Progress: 46.8% Elapsed: 11:39:28 temperature: no ada_p: No Discriminator_loss: -0.689021 Generator_loss: 231.094 
[INFO] 2021-01-15 23:40:41 > Step:   46900 Progress: 46.9% Elapsed: 11:40:54 temperature: no ada_p: No Discriminator_loss: 0.373483 Generator_loss: 130.815 
[INFO] 2021-01-15 23:42:07 > Step:   47000 Progress: 47.0% Elapsed: 11:42:20 temperature: no ada_p: No Discriminator_loss: -0.0221985 Generator_loss: 115.291 
[INFO] 2021-01-15 23:43:33 > Step:   47100 Progress: 47.1% Elapsed: 11:43:46 temperature: no ada_p: No Discriminator_loss: -1.49555 Generator_loss: 136.747 
[INFO] 2021-01-15 23:44:59 > Step:   47200 Progress: 47.2% Elapsed: 11:45:13 temperature: no ada_p: No Discriminator_loss: -2.04744 Generator_loss: 176.586 
[INFO] 2021-01-15 23:46:25 > Step:   47300 Progress: 47.3% Elapsed: 11:46:39 temperature: no ada_p: No Discriminator_loss: -4.81018 Generator_loss: 186.775 
[INFO] 2021-01-15 23:47:51 > Step:   47400 Progress: 47.4% Elapsed: 11:48:05 temperature: no ada_p: No Discriminator_loss: 0.739647 Generator_loss: 229.157 
[INFO] 2021-01-15 23:49:17 > Step:   47500 Progress: 47.5% Elapsed: 11:49:31 temperature: no ada_p: No Discriminator_loss: -0.160404 Generator_loss: 178.234 
[INFO] 2021-01-15 23:50:44 > Step:   47600 Progress: 47.6% Elapsed: 11:50:57 temperature: no ada_p: No Discriminator_loss: 0.0672585 Generator_loss: 146.713 
[INFO] 2021-01-15 23:52:10 > Step:   47700 Progress: 47.7% Elapsed: 11:52:23 temperature: no ada_p: No Discriminator_loss: -0.393922 Generator_loss: 120.167 
[INFO] 2021-01-15 23:53:36 > Step:   47800 Progress: 47.8% Elapsed: 11:53:49 temperature: no ada_p: No Discriminator_loss: -0.66319 Generator_loss: 138.497 
[INFO] 2021-01-15 23:55:02 > Step:   47900 Progress: 47.9% Elapsed: 11:55:15 temperature: no ada_p: No Discriminator_loss: -0.880727 Generator_loss: 153.459 
[INFO] 2021-01-15 23:56:28 > Step:   48000 Progress: 48.0% Elapsed: 11:56:42 temperature: no ada_p: No Discriminator_loss: -1.23063 Generator_loss: 163.74 
[INFO] 2021-01-15 23:56:28 > Start Evaluation (48000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 23:56:28 > Calculating FID Score....
[INFO] 2021-01-15 23:56:49 > Calculating Inception Score....
[INFO] 2021-01-15 23:57:02 > Calculate F_beta Score....
[INFO] 2021-01-15 23:57:41 > F_8 score (Step: 48000, Using valid images): 0.7121139332207944
[INFO] 2021-01-15 23:57:41 > F_1/8 score (Step: 48000, Using valid images): 0.9188905086350893
[INFO] 2021-01-15 23:57:41 > FID score (Step: 48000, Using valid moments): 45.37172909756072
[INFO] 2021-01-15 23:57:41 > Inception score (Step: 48000, 10000 generated images): 9.044143676757812
[INFO] 2021-01-15 23:57:41 > Best FID score (Step: 48000, Using valid moments): 45.37172909756072
[INFO] 2021-01-15 23:57:43 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-15 23:59:09 > Step:   48100 Progress: 48.1% Elapsed: 11:59:22 temperature: no ada_p: No Discriminator_loss: -1.24451 Generator_loss: 172.734 
[INFO] 2021-01-16 00:00:34 > Step:   48200 Progress: 48.2% Elapsed: 12:00:48 temperature: no ada_p: No Discriminator_loss: 0.504648 Generator_loss: 227.636 
[INFO] 2021-01-16 00:02:00 > Step:   48300 Progress: 48.3% Elapsed: 12:02:14 temperature: no ada_p: No Discriminator_loss: 0.108923 Generator_loss: 285.007 
[INFO] 2021-01-16 00:03:27 > Step:   48400 Progress: 48.4% Elapsed: 12:03:40 temperature: no ada_p: No Discriminator_loss: 0.252659 Generator_loss: 276.182 
[INFO] 2021-01-16 00:04:53 > Step:   48500 Progress: 48.5% Elapsed: 12:05:06 temperature: no ada_p: No Discriminator_loss: -0.0712295 Generator_loss: 265.013 
[INFO] 2021-01-16 00:06:19 > Step:   48600 Progress: 48.6% Elapsed: 12:06:32 temperature: no ada_p: No Discriminator_loss: 0.161372 Generator_loss: 245.881 
[INFO] 2021-01-16 00:07:45 > Step:   48700 Progress: 48.7% Elapsed: 12:07:58 temperature: no ada_p: No Discriminator_loss: -0.156012 Generator_loss: 227.825 
[INFO] 2021-01-16 00:09:11 > Step:   48800 Progress: 48.8% Elapsed: 12:09:24 temperature: no ada_p: No Discriminator_loss: -0.274466 Generator_loss: 229.037 
[INFO] 2021-01-16 00:10:37 > Step:   48900 Progress: 48.9% Elapsed: 12:10:50 temperature: no ada_p: No Discriminator_loss: -0.324555 Generator_loss: 205.589 
[INFO] 2021-01-16 00:12:03 > Step:   49000 Progress: 49.0% Elapsed: 12:12:16 temperature: no ada_p: No Discriminator_loss: -0.230285 Generator_loss: 200.65 
[INFO] 2021-01-16 00:13:29 > Step:   49100 Progress: 49.1% Elapsed: 12:13:42 temperature: no ada_p: No Discriminator_loss: -0.501115 Generator_loss: 189.653 
[INFO] 2021-01-16 00:14:55 > Step:   49200 Progress: 49.2% Elapsed: 12:15:09 temperature: no ada_p: No Discriminator_loss: -0.926238 Generator_loss: 191.082 
[INFO] 2021-01-16 00:16:21 > Step:   49300 Progress: 49.3% Elapsed: 12:16:35 temperature: no ada_p: No Discriminator_loss: -0.693347 Generator_loss: 182.733 
[INFO] 2021-01-16 00:17:47 > Step:   49400 Progress: 49.4% Elapsed: 12:18:00 temperature: no ada_p: No Discriminator_loss: -0.992808 Generator_loss: 190.697 
[INFO] 2021-01-16 00:19:13 > Step:   49500 Progress: 49.5% Elapsed: 12:19:26 temperature: no ada_p: No Discriminator_loss: -1.12767 Generator_loss: 207.655 
[INFO] 2021-01-16 00:20:39 > Step:   49600 Progress: 49.6% Elapsed: 12:20:53 temperature: no ada_p: No Discriminator_loss: -0.140082 Generator_loss: 174.738 
[INFO] 2021-01-16 00:22:05 > Step:   49700 Progress: 49.7% Elapsed: 12:22:19 temperature: no ada_p: No Discriminator_loss: -2.0489 Generator_loss: 199.149 
[INFO] 2021-01-16 00:23:31 > Step:   49800 Progress: 49.8% Elapsed: 12:23:45 temperature: no ada_p: No Discriminator_loss: -0.723413 Generator_loss: 202.478 
[INFO] 2021-01-16 00:24:57 > Step:   49900 Progress: 49.9% Elapsed: 12:25:11 temperature: no ada_p: No Discriminator_loss: -1.09975 Generator_loss: 169.443 
[INFO] 2021-01-16 00:26:24 > Step:   50000 Progress: 50.0% Elapsed: 12:26:37 temperature: no ada_p: No Discriminator_loss: -0.0585142 Generator_loss: 216.409 
[INFO] 2021-01-16 00:26:24 > Start Evaluation (50000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 00:26:24 > Calculating FID Score....
[INFO] 2021-01-16 00:26:44 > Calculating Inception Score....
[INFO] 2021-01-16 00:26:57 > Calculate F_beta Score....
[INFO] 2021-01-16 00:27:35 > F_8 score (Step: 50000, Using valid images): 0.6759050740996178
[INFO] 2021-01-16 00:27:35 > F_1/8 score (Step: 50000, Using valid images): 0.8707589272021186
[INFO] 2021-01-16 00:27:35 > FID score (Step: 50000, Using valid moments): 53.39152760919575
[INFO] 2021-01-16 00:27:35 > Inception score (Step: 50000, 10000 generated images): 8.424642562866211
[INFO] 2021-01-16 00:27:35 > Best FID score (Step: 48000, Using valid moments): 45.37172909756072
[INFO] 2021-01-16 00:27:36 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 00:29:02 > Step:   50100 Progress: 50.1% Elapsed: 12:29:15 temperature: no ada_p: No Discriminator_loss: 0.0601754 Generator_loss: 213.214 
[INFO] 2021-01-16 00:30:28 > Step:   50200 Progress: 50.2% Elapsed: 12:30:41 temperature: no ada_p: No Discriminator_loss: -0.491451 Generator_loss: 199.029 
[INFO] 2021-01-16 00:31:54 > Step:   50300 Progress: 50.3% Elapsed: 12:32:07 temperature: no ada_p: No Discriminator_loss: -0.810278 Generator_loss: 193.993 
[INFO] 2021-01-16 00:33:20 > Step:   50400 Progress: 50.4% Elapsed: 12:33:34 temperature: no ada_p: No Discriminator_loss: -0.517726 Generator_loss: 185.973 
[INFO] 2021-01-16 00:34:46 > Step:   50500 Progress: 50.5% Elapsed: 12:35:00 temperature: no ada_p: No Discriminator_loss: -1.33883 Generator_loss: 204.468 
[INFO] 2021-01-16 00:36:12 > Step:   50600 Progress: 50.6% Elapsed: 12:36:26 temperature: no ada_p: No Discriminator_loss: 0.476541 Generator_loss: 118.707 
[INFO] 2021-01-16 00:37:38 > Step:   50700 Progress: 50.7% Elapsed: 12:37:52 temperature: no ada_p: No Discriminator_loss: 0.600093 Generator_loss: 106.233 
[INFO] 2021-01-16 00:39:05 > Step:   50800 Progress: 50.8% Elapsed: 12:39:18 temperature: no ada_p: No Discriminator_loss: -0.198633 Generator_loss: 120.731 
[INFO] 2021-01-16 00:40:31 > Step:   50900 Progress: 50.9% Elapsed: 12:40:44 temperature: no ada_p: No Discriminator_loss: -0.233407 Generator_loss: 128.297 
[INFO] 2021-01-16 00:41:57 > Step:   51000 Progress: 51.0% Elapsed: 12:42:10 temperature: no ada_p: No Discriminator_loss: -0.476602 Generator_loss: 143.495 
[INFO] 2021-01-16 00:43:23 > Step:   51100 Progress: 51.1% Elapsed: 12:43:37 temperature: no ada_p: No Discriminator_loss: -0.76253 Generator_loss: 151.926 
[INFO] 2021-01-16 00:44:49 > Step:   51200 Progress: 51.2% Elapsed: 12:45:03 temperature: no ada_p: No Discriminator_loss: -2.39791 Generator_loss: 170.12 
[INFO] 2021-01-16 00:46:15 > Step:   51300 Progress: 51.3% Elapsed: 12:46:28 temperature: no ada_p: No Discriminator_loss: 0.397898 Generator_loss: 150.248 
[INFO] 2021-01-16 00:47:41 > Step:   51400 Progress: 51.4% Elapsed: 12:47:54 temperature: no ada_p: No Discriminator_loss: -0.0730952 Generator_loss: 176.257 
[INFO] 2021-01-16 00:49:07 > Step:   51500 Progress: 51.5% Elapsed: 12:49:21 temperature: no ada_p: No Discriminator_loss: 0.30995 Generator_loss: 163.771 
[INFO] 2021-01-16 00:50:33 > Step:   51600 Progress: 51.6% Elapsed: 12:50:47 temperature: no ada_p: No Discriminator_loss: 0.207765 Generator_loss: 168.822 
[INFO] 2021-01-16 00:51:59 > Step:   51700 Progress: 51.7% Elapsed: 12:52:13 temperature: no ada_p: No Discriminator_loss: 0.38586 Generator_loss: 176.313 
[INFO] 2021-01-16 00:53:25 > Step:   51800 Progress: 51.8% Elapsed: 12:53:38 temperature: no ada_p: No Discriminator_loss: 0.323368 Generator_loss: 177.653 
[INFO] 2021-01-16 00:54:51 > Step:   51900 Progress: 51.9% Elapsed: 12:55:05 temperature: no ada_p: No Discriminator_loss: -0.257441 Generator_loss: 181.493 
[INFO] 2021-01-16 00:56:17 > Step:   52000 Progress: 52.0% Elapsed: 12:56:31 temperature: no ada_p: No Discriminator_loss: -0.0103956 Generator_loss: 180.641 
[INFO] 2021-01-16 00:56:17 > Start Evaluation (52000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 00:56:17 > Calculating FID Score....
[INFO] 2021-01-16 00:56:38 > Calculating Inception Score....
[INFO] 2021-01-16 00:56:51 > Calculate F_beta Score....
[INFO] 2021-01-16 00:57:29 > F_8 score (Step: 52000, Using valid images): 0.6458799303574614
[INFO] 2021-01-16 00:57:29 > F_1/8 score (Step: 52000, Using valid images): 0.7494996026571891
[INFO] 2021-01-16 00:57:29 > FID score (Step: 52000, Using valid moments): 69.23470233588671
[INFO] 2021-01-16 00:57:29 > Inception score (Step: 52000, 10000 generated images): 7.265354633331299
[INFO] 2021-01-16 00:57:29 > Best FID score (Step: 48000, Using valid moments): 45.37172909756072
[INFO] 2021-01-16 00:57:30 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 00:58:56 > Step:   52100 Progress: 52.1% Elapsed: 12:59:09 temperature: no ada_p: No Discriminator_loss: 0.214973 Generator_loss: 168.172 
[INFO] 2021-01-16 01:00:21 > Step:   52200 Progress: 52.2% Elapsed: 13:00:35 temperature: no ada_p: No Discriminator_loss: 0.383495 Generator_loss: 159.67 
[INFO] 2021-01-16 01:01:48 > Step:   52300 Progress: 52.3% Elapsed: 13:02:01 temperature: no ada_p: No Discriminator_loss: 0.0995921 Generator_loss: 160.898 
[INFO] 2021-01-16 01:03:14 > Step:   52400 Progress: 52.4% Elapsed: 13:03:27 temperature: no ada_p: No Discriminator_loss: 0.0427756 Generator_loss: 181.797 
[INFO] 2021-01-16 01:04:40 > Step:   52500 Progress: 52.5% Elapsed: 13:04:53 temperature: no ada_p: No Discriminator_loss: 0.13467 Generator_loss: 186.936 
[INFO] 2021-01-16 01:06:05 > Step:   52600 Progress: 52.6% Elapsed: 13:06:19 temperature: no ada_p: No Discriminator_loss: 0.192139 Generator_loss: 186.63 
[INFO] 2021-01-16 01:07:32 > Step:   52700 Progress: 52.7% Elapsed: 13:07:45 temperature: no ada_p: No Discriminator_loss: 0.307659 Generator_loss: 193.363 
[INFO] 2021-01-16 01:08:58 > Step:   52800 Progress: 52.8% Elapsed: 13:09:11 temperature: no ada_p: No Discriminator_loss: 0.0897607 Generator_loss: 189.55 
[INFO] 2021-01-16 01:10:24 > Step:   52900 Progress: 52.9% Elapsed: 13:10:37 temperature: no ada_p: No Discriminator_loss: -0.0180302 Generator_loss: 182.539 
[INFO] 2021-01-16 01:11:50 > Step:   53000 Progress: 53.0% Elapsed: 13:12:03 temperature: no ada_p: No Discriminator_loss: -0.240707 Generator_loss: 186.402 
[INFO] 2021-01-16 01:13:16 > Step:   53100 Progress: 53.1% Elapsed: 13:13:29 temperature: no ada_p: No Discriminator_loss: -0.221952 Generator_loss: 200.897 
[INFO] 2021-01-16 01:14:42 > Step:   53200 Progress: 53.2% Elapsed: 13:14:55 temperature: no ada_p: No Discriminator_loss: -0.372706 Generator_loss: 200.048 
[INFO] 2021-01-16 01:16:08 > Step:   53300 Progress: 53.3% Elapsed: 13:16:21 temperature: no ada_p: No Discriminator_loss: -0.711649 Generator_loss: 239.799 
[INFO] 2021-01-16 01:17:34 > Step:   53400 Progress: 53.4% Elapsed: 13:17:47 temperature: no ada_p: No Discriminator_loss: -0.340986 Generator_loss: 222.368 
[INFO] 2021-01-16 01:19:00 > Step:   53500 Progress: 53.5% Elapsed: 13:19:14 temperature: no ada_p: No Discriminator_loss: -0.582314 Generator_loss: 239.961 
[INFO] 2021-01-16 01:20:26 > Step:   53600 Progress: 53.6% Elapsed: 13:20:40 temperature: no ada_p: No Discriminator_loss: -0.702915 Generator_loss: 236.218 
[INFO] 2021-01-16 01:21:52 > Step:   53700 Progress: 53.7% Elapsed: 13:22:06 temperature: no ada_p: No Discriminator_loss: -0.536693 Generator_loss: 229.106 
[INFO] 2021-01-16 01:23:18 > Step:   53800 Progress: 53.8% Elapsed: 13:23:32 temperature: no ada_p: No Discriminator_loss: -0.953659 Generator_loss: 218.762 
[INFO] 2021-01-16 01:24:44 > Step:   53900 Progress: 53.9% Elapsed: 13:24:58 temperature: no ada_p: No Discriminator_loss: -0.493414 Generator_loss: 236.955 
[INFO] 2021-01-16 01:26:10 > Step:   54000 Progress: 54.0% Elapsed: 13:26:24 temperature: no ada_p: No Discriminator_loss: -1.48706 Generator_loss: 249.833 
[INFO] 2021-01-16 01:26:10 > Start Evaluation (54000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 01:26:10 > Calculating FID Score....
[INFO] 2021-01-16 01:26:31 > Calculating Inception Score....
[INFO] 2021-01-16 01:26:44 > Calculate F_beta Score....
[INFO] 2021-01-16 01:27:22 > F_8 score (Step: 54000, Using valid images): 0.716410321509021
[INFO] 2021-01-16 01:27:22 > F_1/8 score (Step: 54000, Using valid images): 0.8655006630385225
[INFO] 2021-01-16 01:27:22 > FID score (Step: 54000, Using valid moments): 49.4287044511276
[INFO] 2021-01-16 01:27:22 > Inception score (Step: 54000, 10000 generated images): 9.295913696289062
[INFO] 2021-01-16 01:27:22 > Best FID score (Step: 48000, Using valid moments): 45.37172909756072
[INFO] 2021-01-16 01:27:23 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 01:28:49 > Step:   54100 Progress: 54.1% Elapsed: 13:29:02 temperature: no ada_p: No Discriminator_loss: 0.236294 Generator_loss: 197.348 
[INFO] 2021-01-16 01:30:14 > Step:   54200 Progress: 54.2% Elapsed: 13:30:28 temperature: no ada_p: No Discriminator_loss: -0.44814 Generator_loss: 248.98 
[INFO] 2021-01-16 01:31:41 > Step:   54300 Progress: 54.3% Elapsed: 13:31:54 temperature: no ada_p: No Discriminator_loss: -1.13701 Generator_loss: 247.576 
[INFO] 2021-01-16 01:33:07 > Step:   54400 Progress: 54.4% Elapsed: 13:33:20 temperature: no ada_p: No Discriminator_loss: -0.871067 Generator_loss: 243.741 
[INFO] 2021-01-16 01:34:33 > Step:   54500 Progress: 54.5% Elapsed: 13:34:46 temperature: no ada_p: No Discriminator_loss: 0.355304 Generator_loss: 293.413 
[INFO] 2021-01-16 01:35:59 > Step:   54600 Progress: 54.6% Elapsed: 13:36:12 temperature: no ada_p: No Discriminator_loss: 0.191277 Generator_loss: 296.534 
[INFO] 2021-01-16 01:37:25 > Step:   54700 Progress: 54.7% Elapsed: 13:37:39 temperature: no ada_p: No Discriminator_loss: -0.518209 Generator_loss: 271.257 
[INFO] 2021-01-16 01:38:51 > Step:   54800 Progress: 54.8% Elapsed: 13:39:05 temperature: no ada_p: No Discriminator_loss: -0.844614 Generator_loss: 260.544 
[INFO] 2021-01-16 01:40:17 > Step:   54900 Progress: 54.9% Elapsed: 13:40:31 temperature: no ada_p: No Discriminator_loss: -0.927063 Generator_loss: 263.131 
[INFO] 2021-01-16 01:41:44 > Step:   55000 Progress: 55.0% Elapsed: 13:41:57 temperature: no ada_p: No Discriminator_loss: -0.344788 Generator_loss: 203.424 
[INFO] 2021-01-16 01:43:09 > Step:   55100 Progress: 55.1% Elapsed: 13:43:23 temperature: no ada_p: No Discriminator_loss: -0.284469 Generator_loss: 195.896 
[INFO] 2021-01-16 01:44:35 > Step:   55200 Progress: 55.2% Elapsed: 13:44:49 temperature: no ada_p: No Discriminator_loss: -0.493581 Generator_loss: 184.622 
[INFO] 2021-01-16 01:46:01 > Step:   55300 Progress: 55.3% Elapsed: 13:46:15 temperature: no ada_p: No Discriminator_loss: 0.122723 Generator_loss: 240.663 
[INFO] 2021-01-16 01:47:28 > Step:   55400 Progress: 55.4% Elapsed: 13:47:41 temperature: no ada_p: No Discriminator_loss: -1.66956 Generator_loss: 220.313 
[INFO] 2021-01-16 01:48:54 > Step:   55500 Progress: 55.5% Elapsed: 13:49:07 temperature: no ada_p: No Discriminator_loss: 0.087838 Generator_loss: 112.792 
[INFO] 2021-01-16 01:50:20 > Step:   55600 Progress: 55.6% Elapsed: 13:50:33 temperature: no ada_p: No Discriminator_loss: 0.589746 Generator_loss: 74.1662 
[INFO] 2021-01-16 01:51:46 > Step:   55700 Progress: 55.7% Elapsed: 13:51:59 temperature: no ada_p: No Discriminator_loss: -0.172893 Generator_loss: 98.9742 
[INFO] 2021-01-16 01:53:12 > Step:   55800 Progress: 55.8% Elapsed: 13:53:25 temperature: no ada_p: No Discriminator_loss: -0.442305 Generator_loss: 127.83 
[INFO] 2021-01-16 01:54:38 > Step:   55900 Progress: 55.9% Elapsed: 13:54:51 temperature: no ada_p: No Discriminator_loss: -0.380386 Generator_loss: 149.517 
[INFO] 2021-01-16 01:56:04 > Step:   56000 Progress: 56.0% Elapsed: 13:56:17 temperature: no ada_p: No Discriminator_loss: -0.489066 Generator_loss: 160.435 
[INFO] 2021-01-16 01:56:04 > Start Evaluation (56000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 01:56:04 > Calculating FID Score....
[INFO] 2021-01-16 01:56:25 > Calculating Inception Score....
[INFO] 2021-01-16 01:56:37 > Calculate F_beta Score....
[INFO] 2021-01-16 01:57:15 > F_8 score (Step: 56000, Using valid images): 0.7360660115083849
[INFO] 2021-01-16 01:57:15 > F_1/8 score (Step: 56000, Using valid images): 0.9064366498613878
[INFO] 2021-01-16 01:57:15 > FID score (Step: 56000, Using valid moments): 45.34753432006755
[INFO] 2021-01-16 01:57:15 > Inception score (Step: 56000, 10000 generated images): 9.208596229553223
[INFO] 2021-01-16 01:57:15 > Best FID score (Step: 56000, Using valid moments): 45.34753432006755
[INFO] 2021-01-16 01:57:17 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 01:58:43 > Step:   56100 Progress: 56.1% Elapsed: 13:58:57 temperature: no ada_p: No Discriminator_loss: -0.671331 Generator_loss: 177.426 
[INFO] 2021-01-16 02:00:09 > Step:   56200 Progress: 56.2% Elapsed: 14:00:23 temperature: no ada_p: No Discriminator_loss: -1.01656 Generator_loss: 203.579 
[INFO] 2021-01-16 02:01:35 > Step:   56300 Progress: 56.3% Elapsed: 14:01:49 temperature: no ada_p: No Discriminator_loss: 1.21273 Generator_loss: 270.911 
[INFO] 2021-01-16 02:03:01 > Step:   56400 Progress: 56.4% Elapsed: 14:03:15 temperature: no ada_p: No Discriminator_loss: 0.626735 Generator_loss: 251.162 
[INFO] 2021-01-16 02:04:27 > Step:   56500 Progress: 56.5% Elapsed: 14:04:41 temperature: no ada_p: No Discriminator_loss: -0.0607764 Generator_loss: 213.568 
[INFO] 2021-01-16 02:05:54 > Step:   56600 Progress: 56.6% Elapsed: 14:06:07 temperature: no ada_p: No Discriminator_loss: -0.0941214 Generator_loss: 210.421 
[INFO] 2021-01-16 02:07:20 > Step:   56700 Progress: 56.7% Elapsed: 14:07:33 temperature: no ada_p: No Discriminator_loss: -0.182107 Generator_loss: 209.602 
[INFO] 2021-01-16 02:08:46 > Step:   56800 Progress: 56.8% Elapsed: 14:08:59 temperature: no ada_p: No Discriminator_loss: -0.490641 Generator_loss: 212.223 
[INFO] 2021-01-16 02:10:12 > Step:   56900 Progress: 56.9% Elapsed: 14:10:25 temperature: no ada_p: No Discriminator_loss: -0.965279 Generator_loss: 217.915 
[INFO] 2021-01-16 02:11:38 > Step:   57000 Progress: 57.0% Elapsed: 14:11:51 temperature: no ada_p: No Discriminator_loss: -1.30545 Generator_loss: 209.053 
[INFO] 2021-01-16 02:13:04 > Step:   57100 Progress: 57.1% Elapsed: 14:13:17 temperature: no ada_p: No Discriminator_loss: -0.755596 Generator_loss: 183.949 
[INFO] 2021-01-16 02:14:30 > Step:   57200 Progress: 57.2% Elapsed: 14:14:43 temperature: no ada_p: No Discriminator_loss: -2.05928 Generator_loss: 218.494 
[INFO] 2021-01-16 02:15:56 > Step:   57300 Progress: 57.3% Elapsed: 14:16:09 temperature: no ada_p: No Discriminator_loss: 0.678341 Generator_loss: 193.166 
[INFO] 2021-01-16 02:17:22 > Step:   57400 Progress: 57.4% Elapsed: 14:17:36 temperature: no ada_p: No Discriminator_loss: 0.232741 Generator_loss: 208.139 
[INFO] 2021-01-16 02:18:48 > Step:   57500 Progress: 57.5% Elapsed: 14:19:01 temperature: no ada_p: No Discriminator_loss: 0.0584029 Generator_loss: 224.581 
[INFO] 2021-01-16 02:20:14 > Step:   57600 Progress: 57.6% Elapsed: 14:20:27 temperature: no ada_p: No Discriminator_loss: 0.0648933 Generator_loss: 224.389 
[INFO] 2021-01-16 02:21:40 > Step:   57700 Progress: 57.7% Elapsed: 14:21:53 temperature: no ada_p: No Discriminator_loss: 0.232929 Generator_loss: 218.733 
[INFO] 2021-01-16 02:23:06 > Step:   57800 Progress: 57.8% Elapsed: 14:23:20 temperature: no ada_p: No Discriminator_loss: -0.25139 Generator_loss: 194.347 
[INFO] 2021-01-16 02:24:32 > Step:   57900 Progress: 57.9% Elapsed: 14:24:45 temperature: no ada_p: No Discriminator_loss: -0.581359 Generator_loss: 194.146 
[INFO] 2021-01-16 02:25:58 > Step:   58000 Progress: 58.0% Elapsed: 14:26:11 temperature: no ada_p: No Discriminator_loss: -0.838563 Generator_loss: 191.983 
[INFO] 2021-01-16 02:25:58 > Start Evaluation (58000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 02:25:58 > Calculating FID Score....
[INFO] 2021-01-16 02:26:18 > Calculating Inception Score....
[INFO] 2021-01-16 02:26:31 > Calculate F_beta Score....
[INFO] 2021-01-16 02:27:10 > F_8 score (Step: 58000, Using valid images): 0.6948278073455384
[INFO] 2021-01-16 02:27:10 > F_1/8 score (Step: 58000, Using valid images): 0.8936831887209307
[INFO] 2021-01-16 02:27:10 > FID score (Step: 58000, Using valid moments): 48.48534930021117
[INFO] 2021-01-16 02:27:10 > Inception score (Step: 58000, 10000 generated images): 8.91740894317627
[INFO] 2021-01-16 02:27:10 > Best FID score (Step: 56000, Using valid moments): 45.34753432006755
[INFO] 2021-01-16 02:27:11 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 02:28:36 > Step:   58100 Progress: 58.1% Elapsed: 14:28:50 temperature: no ada_p: No Discriminator_loss: -0.843262 Generator_loss: 186.548 
[INFO] 2021-01-16 02:30:03 > Step:   58200 Progress: 58.2% Elapsed: 14:30:16 temperature: no ada_p: No Discriminator_loss: -0.676297 Generator_loss: 191.781 
[INFO] 2021-01-16 02:31:29 > Step:   58300 Progress: 58.3% Elapsed: 14:31:42 temperature: no ada_p: No Discriminator_loss: -0.435501 Generator_loss: 186.679 
[INFO] 2021-01-16 02:32:55 > Step:   58400 Progress: 58.4% Elapsed: 14:33:08 temperature: no ada_p: No Discriminator_loss: -1.49387 Generator_loss: 207.815 
[INFO] 2021-01-16 02:34:20 > Step:   58500 Progress: 58.5% Elapsed: 14:34:34 temperature: no ada_p: No Discriminator_loss: -1.6476 Generator_loss: 197.331 
[INFO] 2021-01-16 02:35:47 > Step:   58600 Progress: 58.6% Elapsed: 14:36:01 temperature: no ada_p: No Discriminator_loss: -3.74529 Generator_loss: 215.227 
[INFO] 2021-01-16 02:37:13 > Step:   58700 Progress: 58.7% Elapsed: 14:37:26 temperature: no ada_p: No Discriminator_loss: 0.879062 Generator_loss: 181.3 
[INFO] 2021-01-16 02:38:39 > Step:   58800 Progress: 58.8% Elapsed: 14:38:52 temperature: no ada_p: No Discriminator_loss: -0.229303 Generator_loss: 179.893 
[INFO] 2021-01-16 02:40:05 > Step:   58900 Progress: 58.9% Elapsed: 14:40:19 temperature: no ada_p: No Discriminator_loss: -0.508976 Generator_loss: 149.42 
[INFO] 2021-01-16 02:41:31 > Step:   59000 Progress: 59.0% Elapsed: 14:41:45 temperature: no ada_p: No Discriminator_loss: -0.996892 Generator_loss: 151.976 
[INFO] 2021-01-16 02:42:57 > Step:   59100 Progress: 59.1% Elapsed: 14:43:10 temperature: no ada_p: No Discriminator_loss: -0.877188 Generator_loss: 169.699 
[INFO] 2021-01-16 02:44:23 > Step:   59200 Progress: 59.2% Elapsed: 14:44:36 temperature: no ada_p: No Discriminator_loss: 0.558035 Generator_loss: 176.227 
[INFO] 2021-01-16 02:45:49 > Step:   59300 Progress: 59.3% Elapsed: 14:46:03 temperature: no ada_p: No Discriminator_loss: -1.51189 Generator_loss: 190.687 
[INFO] 2021-01-16 02:47:15 > Step:   59400 Progress: 59.4% Elapsed: 14:47:29 temperature: no ada_p: No Discriminator_loss: 0.0776476 Generator_loss: 159.617 
[INFO] 2021-01-16 02:48:41 > Step:   59500 Progress: 59.5% Elapsed: 14:48:54 temperature: no ada_p: No Discriminator_loss: -0.18042 Generator_loss: 134.921 
[INFO] 2021-01-16 02:50:07 > Step:   59600 Progress: 59.6% Elapsed: 14:50:20 temperature: no ada_p: No Discriminator_loss: -0.161434 Generator_loss: 142.207 
[INFO] 2021-01-16 02:51:33 > Step:   59700 Progress: 59.7% Elapsed: 14:51:47 temperature: no ada_p: No Discriminator_loss: -0.129474 Generator_loss: 150.506 
[INFO] 2021-01-16 02:52:59 > Step:   59800 Progress: 59.8% Elapsed: 14:53:13 temperature: no ada_p: No Discriminator_loss: -0.68511 Generator_loss: 153.208 
[INFO] 2021-01-16 02:54:25 > Step:   59900 Progress: 59.9% Elapsed: 14:54:38 temperature: no ada_p: No Discriminator_loss: -0.630733 Generator_loss: 151.6 
[INFO] 2021-01-16 02:55:51 > Step:   60000 Progress: 60.0% Elapsed: 14:56:04 temperature: no ada_p: No Discriminator_loss: -0.823584 Generator_loss: 172.216 
[INFO] 2021-01-16 02:55:51 > Start Evaluation (60000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 02:55:51 > Calculating FID Score....
[INFO] 2021-01-16 02:56:11 > Calculating Inception Score....
[INFO] 2021-01-16 02:56:24 > Calculate F_beta Score....
[INFO] 2021-01-16 02:57:04 > F_8 score (Step: 60000, Using valid images): 0.6854749228162194
[INFO] 2021-01-16 02:57:04 > F_1/8 score (Step: 60000, Using valid images): 0.9122933877031724
[INFO] 2021-01-16 02:57:04 > FID score (Step: 60000, Using valid moments): 46.82370532731073
[INFO] 2021-01-16 02:57:04 > Inception score (Step: 60000, 10000 generated images): 9.255213737487793
[INFO] 2021-01-16 02:57:04 > Best FID score (Step: 56000, Using valid moments): 45.34753432006755
[INFO] 2021-01-16 02:57:05 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 02:58:31 > Step:   60100 Progress: 60.1% Elapsed: 14:58:45 temperature: no ada_p: No Discriminator_loss: -1.41148 Generator_loss: 166.886 
[INFO] 2021-01-16 02:59:57 > Step:   60200 Progress: 60.2% Elapsed: 15:00:11 temperature: no ada_p: No Discriminator_loss: -2.30693 Generator_loss: 199.622 
[INFO] 2021-01-16 03:01:23 > Step:   60300 Progress: 60.3% Elapsed: 15:01:36 temperature: no ada_p: No Discriminator_loss: -0.229275 Generator_loss: 313.704 
[INFO] 2021-01-16 03:02:49 > Step:   60400 Progress: 60.4% Elapsed: 15:03:02 temperature: no ada_p: No Discriminator_loss: -0.606274 Generator_loss: 263.384 
[INFO] 2021-01-16 03:04:15 > Step:   60500 Progress: 60.5% Elapsed: 15:04:29 temperature: no ada_p: No Discriminator_loss: -1.54874 Generator_loss: 223.616 
[INFO] 2021-01-16 03:05:41 > Step:   60600 Progress: 60.6% Elapsed: 15:05:55 temperature: no ada_p: No Discriminator_loss: -1.34044 Generator_loss: 169.098 
[INFO] 2021-01-16 03:07:07 > Step:   60700 Progress: 60.7% Elapsed: 15:07:21 temperature: no ada_p: No Discriminator_loss: 0.0924749 Generator_loss: -73.6147 
[INFO] 2021-01-16 03:08:33 > Step:   60800 Progress: 60.8% Elapsed: 15:08:47 temperature: no ada_p: No Discriminator_loss: 0.582821 Generator_loss: -112.413 
[INFO] 2021-01-16 03:10:00 > Step:   60900 Progress: 60.9% Elapsed: 15:10:13 temperature: no ada_p: No Discriminator_loss: 0.277201 Generator_loss: -128.637 
[INFO] 2021-01-16 03:11:26 > Step:   61000 Progress: 61.0% Elapsed: 15:11:39 temperature: no ada_p: No Discriminator_loss: -0.055483 Generator_loss: -149.095 
[INFO] 2021-01-16 03:12:52 > Step:   61100 Progress: 61.1% Elapsed: 15:13:05 temperature: no ada_p: No Discriminator_loss: 0.346404 Generator_loss: -121.642 
[INFO] 2021-01-16 03:14:17 > Step:   61200 Progress: 61.2% Elapsed: 15:14:31 temperature: no ada_p: No Discriminator_loss: 0.677279 Generator_loss: -130.97 
[INFO] 2021-01-16 03:15:44 > Step:   61300 Progress: 61.3% Elapsed: 15:15:57 temperature: no ada_p: No Discriminator_loss: -0.0486503 Generator_loss: -116.189 
[INFO] 2021-01-16 03:17:10 > Step:   61400 Progress: 61.4% Elapsed: 15:17:23 temperature: no ada_p: No Discriminator_loss: 0.20873 Generator_loss: -109.612 
[INFO] 2021-01-16 03:18:36 > Step:   61500 Progress: 61.5% Elapsed: 15:18:49 temperature: no ada_p: No Discriminator_loss: 0.0663622 Generator_loss: -63.455 
[INFO] 2021-01-16 03:20:01 > Step:   61600 Progress: 61.6% Elapsed: 15:20:15 temperature: no ada_p: No Discriminator_loss: -0.108246 Generator_loss: -60.7966 
[INFO] 2021-01-16 03:21:28 > Step:   61700 Progress: 61.7% Elapsed: 15:21:41 temperature: no ada_p: No Discriminator_loss: 0.125342 Generator_loss: -15.1204 
[INFO] 2021-01-16 03:22:54 > Step:   61800 Progress: 61.8% Elapsed: 15:23:07 temperature: no ada_p: No Discriminator_loss: 0.279959 Generator_loss: -4.02919 
[INFO] 2021-01-16 03:24:20 > Step:   61900 Progress: 61.9% Elapsed: 15:24:33 temperature: no ada_p: No Discriminator_loss: -0.111506 Generator_loss: 16.4652 
[INFO] 2021-01-16 03:25:45 > Step:   62000 Progress: 62.0% Elapsed: 15:25:59 temperature: no ada_p: No Discriminator_loss: -0.198831 Generator_loss: 38.5647 
[INFO] 2021-01-16 03:25:45 > Start Evaluation (62000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 03:25:45 > Calculating FID Score....
[INFO] 2021-01-16 03:26:06 > Calculating Inception Score....
[INFO] 2021-01-16 03:26:19 > Calculate F_beta Score....
[INFO] 2021-01-16 03:26:57 > F_8 score (Step: 62000, Using valid images): 0.6553603677665413
[INFO] 2021-01-16 03:26:57 > F_1/8 score (Step: 62000, Using valid images): 0.8390242860611549
[INFO] 2021-01-16 03:26:57 > FID score (Step: 62000, Using valid moments): 55.27848247935634
[INFO] 2021-01-16 03:26:57 > Inception score (Step: 62000, 10000 generated images): 8.115065574645996
[INFO] 2021-01-16 03:26:57 > Best FID score (Step: 56000, Using valid moments): 45.34753432006755
[INFO] 2021-01-16 03:26:58 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 03:28:24 > Step:   62100 Progress: 62.1% Elapsed: 15:28:38 temperature: no ada_p: No Discriminator_loss: -0.0886893 Generator_loss: 74.2952 
[INFO] 2021-01-16 03:29:50 > Step:   62200 Progress: 62.2% Elapsed: 15:30:04 temperature: no ada_p: No Discriminator_loss: -0.0524231 Generator_loss: 117.729 
[INFO] 2021-01-16 03:31:16 > Step:   62300 Progress: 62.3% Elapsed: 15:31:30 temperature: no ada_p: No Discriminator_loss: -0.250529 Generator_loss: 144.263 
[INFO] 2021-01-16 03:32:42 > Step:   62400 Progress: 62.4% Elapsed: 15:32:56 temperature: no ada_p: No Discriminator_loss: -0.479817 Generator_loss: 177.591 
[INFO] 2021-01-16 03:34:09 > Step:   62500 Progress: 62.5% Elapsed: 15:34:22 temperature: no ada_p: No Discriminator_loss: -0.3542 Generator_loss: 200.018 
[INFO] 2021-01-16 03:35:35 > Step:   62600 Progress: 62.6% Elapsed: 15:35:48 temperature: no ada_p: No Discriminator_loss: -0.671246 Generator_loss: 221.434 
[INFO] 2021-01-16 03:37:01 > Step:   62700 Progress: 62.7% Elapsed: 15:37:14 temperature: no ada_p: No Discriminator_loss: -1.0554 Generator_loss: 216.263 
[INFO] 2021-01-16 03:38:27 > Step:   62800 Progress: 62.8% Elapsed: 15:38:40 temperature: no ada_p: No Discriminator_loss: -0.789335 Generator_loss: 219.85 
[INFO] 2021-01-16 03:39:53 > Step:   62900 Progress: 62.9% Elapsed: 15:40:06 temperature: no ada_p: No Discriminator_loss: -1.00433 Generator_loss: 206.797 
[INFO] 2021-01-16 03:41:19 > Step:   63000 Progress: 63.0% Elapsed: 15:41:32 temperature: no ada_p: No Discriminator_loss: -0.5956 Generator_loss: 213.371 
[INFO] 2021-01-16 03:42:45 > Step:   63100 Progress: 63.1% Elapsed: 15:42:58 temperature: no ada_p: No Discriminator_loss: -1.10059 Generator_loss: 215.382 
[INFO] 2021-01-16 03:44:11 > Step:   63200 Progress: 63.2% Elapsed: 15:44:25 temperature: no ada_p: No Discriminator_loss: -0.864455 Generator_loss: 208.029 
[INFO] 2021-01-16 03:45:37 > Step:   63300 Progress: 63.3% Elapsed: 15:45:50 temperature: no ada_p: No Discriminator_loss: -1.87933 Generator_loss: 223.792 
[INFO] 2021-01-16 03:47:03 > Step:   63400 Progress: 63.4% Elapsed: 15:47:16 temperature: no ada_p: No Discriminator_loss: -3.13739 Generator_loss: 247.188 
[INFO] 2021-01-16 03:48:29 > Step:   63500 Progress: 63.5% Elapsed: 15:48:42 temperature: no ada_p: No Discriminator_loss: -0.694616 Generator_loss: 246.63 
[INFO] 2021-01-16 03:49:55 > Step:   63600 Progress: 63.6% Elapsed: 15:50:09 temperature: no ada_p: No Discriminator_loss: 0.316653 Generator_loss: 217.336 
[INFO] 2021-01-16 03:51:21 > Step:   63700 Progress: 63.7% Elapsed: 15:51:35 temperature: no ada_p: No Discriminator_loss: -0.426516 Generator_loss: 194.08 
[INFO] 2021-01-16 03:52:47 > Step:   63800 Progress: 63.8% Elapsed: 15:53:01 temperature: no ada_p: No Discriminator_loss: -0.708129 Generator_loss: 198.848 
[INFO] 2021-01-16 03:54:13 > Step:   63900 Progress: 63.9% Elapsed: 15:54:26 temperature: no ada_p: No Discriminator_loss: -1.8832 Generator_loss: 221.894 
[INFO] 2021-01-16 03:55:39 > Step:   64000 Progress: 64.0% Elapsed: 15:55:53 temperature: no ada_p: No Discriminator_loss: -0.48517 Generator_loss: 255.142 
[INFO] 2021-01-16 03:55:39 > Start Evaluation (64000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 03:55:39 > Calculating FID Score....
[INFO] 2021-01-16 03:56:00 > Calculating Inception Score....
[INFO] 2021-01-16 03:56:12 > Calculate F_beta Score....
[INFO] 2021-01-16 03:56:52 > F_8 score (Step: 64000, Using valid images): 0.6863703086251262
[INFO] 2021-01-16 03:56:52 > F_1/8 score (Step: 64000, Using valid images): 0.910033560044204
[INFO] 2021-01-16 03:56:52 > FID score (Step: 64000, Using valid moments): 49.378707099913754
[INFO] 2021-01-16 03:56:52 > Inception score (Step: 64000, 10000 generated images): 8.8620023727417
[INFO] 2021-01-16 03:56:52 > Best FID score (Step: 56000, Using valid moments): 45.34753432006755
[INFO] 2021-01-16 03:56:53 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 03:58:19 > Step:   64100 Progress: 64.1% Elapsed: 15:58:32 temperature: no ada_p: No Discriminator_loss: -1.23383 Generator_loss: 211.383 
[INFO] 2021-01-16 03:59:45 > Step:   64200 Progress: 64.2% Elapsed: 15:59:58 temperature: no ada_p: No Discriminator_loss: -0.795421 Generator_loss: 148.128 
[INFO] 2021-01-16 04:01:11 > Step:   64300 Progress: 64.3% Elapsed: 16:01:24 temperature: no ada_p: No Discriminator_loss: -0.0308401 Generator_loss: 134.561 
[INFO] 2021-01-16 04:02:37 > Step:   64400 Progress: 64.4% Elapsed: 16:02:51 temperature: no ada_p: No Discriminator_loss: -0.848397 Generator_loss: 145.047 
[INFO] 2021-01-16 04:04:03 > Step:   64500 Progress: 64.5% Elapsed: 16:04:17 temperature: no ada_p: No Discriminator_loss: -0.309 Generator_loss: 270.947 
[INFO] 2021-01-16 04:05:29 > Step:   64600 Progress: 64.6% Elapsed: 16:05:43 temperature: no ada_p: No Discriminator_loss: -2.19178 Generator_loss: 167.518 
[INFO] 2021-01-16 04:06:55 > Step:   64700 Progress: 64.7% Elapsed: 16:07:09 temperature: no ada_p: No Discriminator_loss: -0.130574 Generator_loss: 73.3767 
[INFO] 2021-01-16 04:08:22 > Step:   64800 Progress: 64.8% Elapsed: 16:08:35 temperature: no ada_p: No Discriminator_loss: -0.215746 Generator_loss: 71.8885 
[INFO] 2021-01-16 04:09:48 > Step:   64900 Progress: 64.9% Elapsed: 16:10:01 temperature: no ada_p: No Discriminator_loss: -0.0732339 Generator_loss: 106.866 
[INFO] 2021-01-16 04:11:14 > Step:   65000 Progress: 65.0% Elapsed: 16:11:27 temperature: no ada_p: No Discriminator_loss: -0.379112 Generator_loss: 139.128 
[INFO] 2021-01-16 04:12:39 > Step:   65100 Progress: 65.1% Elapsed: 16:12:53 temperature: no ada_p: No Discriminator_loss: 0.158337 Generator_loss: 158.578 
[INFO] 2021-01-16 04:14:06 > Step:   65200 Progress: 65.2% Elapsed: 16:14:19 temperature: no ada_p: No Discriminator_loss: -1.01246 Generator_loss: 182.816 
[INFO] 2021-01-16 04:15:32 > Step:   65300 Progress: 65.3% Elapsed: 16:15:45 temperature: no ada_p: No Discriminator_loss: 0.505252 Generator_loss: 212.059 
[INFO] 2021-01-16 04:16:58 > Step:   65400 Progress: 65.4% Elapsed: 16:17:11 temperature: no ada_p: No Discriminator_loss: 0.0760709 Generator_loss: 243.221 
[INFO] 2021-01-16 04:18:23 > Step:   65500 Progress: 65.5% Elapsed: 16:18:37 temperature: no ada_p: No Discriminator_loss: 0.0573502 Generator_loss: 246.659 
[INFO] 2021-01-16 04:19:50 > Step:   65600 Progress: 65.6% Elapsed: 16:20:03 temperature: no ada_p: No Discriminator_loss: 0.287333 Generator_loss: 240.45 
[INFO] 2021-01-16 04:21:16 > Step:   65700 Progress: 65.7% Elapsed: 16:21:29 temperature: no ada_p: No Discriminator_loss: 0.265265 Generator_loss: 233.639 
[INFO] 2021-01-16 04:22:41 > Step:   65800 Progress: 65.8% Elapsed: 16:22:55 temperature: no ada_p: No Discriminator_loss: 0.379862 Generator_loss: 229.15 
[INFO] 2021-01-16 04:24:07 > Step:   65900 Progress: 65.9% Elapsed: 16:24:21 temperature: no ada_p: No Discriminator_loss: 0.0764626 Generator_loss: 231.745 
[INFO] 2021-01-16 04:25:34 > Step:   66000 Progress: 66.0% Elapsed: 16:25:47 temperature: no ada_p: No Discriminator_loss: 0.22844 Generator_loss: 223.781 
[INFO] 2021-01-16 04:25:34 > Start Evaluation (66000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 04:25:34 > Calculating FID Score....
[INFO] 2021-01-16 04:25:54 > Calculating Inception Score....
[INFO] 2021-01-16 04:26:07 > Calculate F_beta Score....
[INFO] 2021-01-16 04:26:45 > F_8 score (Step: 66000, Using valid images): 0.6477458236000758
[INFO] 2021-01-16 04:26:45 > F_1/8 score (Step: 66000, Using valid images): 0.8389902918902956
[INFO] 2021-01-16 04:26:45 > FID score (Step: 66000, Using valid moments): 60.34675077777848
[INFO] 2021-01-16 04:26:45 > Inception score (Step: 66000, 10000 generated images): 7.979747295379639
[INFO] 2021-01-16 04:26:45 > Best FID score (Step: 56000, Using valid moments): 45.34753432006755
[INFO] 2021-01-16 04:26:46 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 04:28:12 > Step:   66100 Progress: 66.1% Elapsed: 16:28:26 temperature: no ada_p: No Discriminator_loss: 0.113898 Generator_loss: 225.705 
[INFO] 2021-01-16 04:29:38 > Step:   66200 Progress: 66.2% Elapsed: 16:29:52 temperature: no ada_p: No Discriminator_loss: 0.37641 Generator_loss: 213.148 
[INFO] 2021-01-16 04:31:04 > Step:   66300 Progress: 66.3% Elapsed: 16:31:18 temperature: no ada_p: No Discriminator_loss: 0.17422 Generator_loss: 214.517 
[INFO] 2021-01-16 04:32:31 > Step:   66400 Progress: 66.4% Elapsed: 16:32:44 temperature: no ada_p: No Discriminator_loss: 0.142073 Generator_loss: 223.318 
[INFO] 2021-01-16 04:33:57 > Step:   66500 Progress: 66.5% Elapsed: 16:34:10 temperature: no ada_p: No Discriminator_loss: 0.166867 Generator_loss: 212.048 
[INFO] 2021-01-16 04:35:23 > Step:   66600 Progress: 66.6% Elapsed: 16:35:36 temperature: no ada_p: No Discriminator_loss: 0.142499 Generator_loss: 231.571 
[INFO] 2021-01-16 04:36:49 > Step:   66700 Progress: 66.7% Elapsed: 16:37:03 temperature: no ada_p: No Discriminator_loss: 0.00725667 Generator_loss: 238.038 
[INFO] 2021-01-16 04:38:15 > Step:   66800 Progress: 66.8% Elapsed: 16:38:28 temperature: no ada_p: No Discriminator_loss: 0.0261138 Generator_loss: 249.819 
[INFO] 2021-01-16 04:39:41 > Step:   66900 Progress: 66.9% Elapsed: 16:39:54 temperature: no ada_p: No Discriminator_loss: 0.148321 Generator_loss: 240.614 
[INFO] 2021-01-16 04:41:07 > Step:   67000 Progress: 67.0% Elapsed: 16:41:20 temperature: no ada_p: No Discriminator_loss: 0.189558 Generator_loss: 243.505 
[INFO] 2021-01-16 04:42:33 > Step:   67100 Progress: 67.1% Elapsed: 16:42:47 temperature: no ada_p: No Discriminator_loss: -0.0410141 Generator_loss: 245.135 
[INFO] 2021-01-16 04:43:59 > Step:   67200 Progress: 67.2% Elapsed: 16:44:12 temperature: no ada_p: No Discriminator_loss: -0.0429111 Generator_loss: 243.228 
[INFO] 2021-01-16 04:45:25 > Step:   67300 Progress: 67.3% Elapsed: 16:45:38 temperature: no ada_p: No Discriminator_loss: -0.0578208 Generator_loss: 229.77 
[INFO] 2021-01-16 04:46:51 > Step:   67400 Progress: 67.4% Elapsed: 16:47:04 temperature: no ada_p: No Discriminator_loss: 0.29183 Generator_loss: 233.01 
[INFO] 2021-01-16 04:48:17 > Step:   67500 Progress: 67.5% Elapsed: 16:48:31 temperature: no ada_p: No Discriminator_loss: 0.00256054 Generator_loss: 224.821 
[INFO] 2021-01-16 04:49:43 > Step:   67600 Progress: 67.6% Elapsed: 16:49:57 temperature: no ada_p: No Discriminator_loss: -0.408749 Generator_loss: 225.936 
[INFO] 2021-01-16 04:51:09 > Step:   67700 Progress: 67.7% Elapsed: 16:51:22 temperature: no ada_p: No Discriminator_loss: -0.245186 Generator_loss: 223.809 
[INFO] 2021-01-16 04:52:35 > Step:   67800 Progress: 67.8% Elapsed: 16:52:48 temperature: no ada_p: No Discriminator_loss: -0.190467 Generator_loss: 219.208 
[INFO] 2021-01-16 04:54:01 > Step:   67900 Progress: 67.9% Elapsed: 16:54:15 temperature: no ada_p: No Discriminator_loss: -0.212234 Generator_loss: 220.781 
[INFO] 2021-01-16 04:55:27 > Step:   68000 Progress: 68.0% Elapsed: 16:55:41 temperature: no ada_p: No Discriminator_loss: -0.375912 Generator_loss: 230.432 
[INFO] 2021-01-16 04:55:27 > Start Evaluation (68000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 04:55:27 > Calculating FID Score....
[INFO] 2021-01-16 04:55:48 > Calculating Inception Score....
[INFO] 2021-01-16 04:56:00 > Calculate F_beta Score....
[INFO] 2021-01-16 04:56:38 > F_8 score (Step: 68000, Using valid images): 0.6893837498229474
[INFO] 2021-01-16 04:56:38 > F_1/8 score (Step: 68000, Using valid images): 0.8922734080690234
[INFO] 2021-01-16 04:56:38 > FID score (Step: 68000, Using valid moments): 47.23958571330883
[INFO] 2021-01-16 04:56:38 > Inception score (Step: 68000, 10000 generated images): 9.028231620788574
[INFO] 2021-01-16 04:56:38 > Best FID score (Step: 56000, Using valid moments): 45.34753432006755
[INFO] 2021-01-16 04:56:39 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 04:58:05 > Step:   68100 Progress: 68.1% Elapsed: 16:58:18 temperature: no ada_p: No Discriminator_loss: -0.232908 Generator_loss: 231.158 
[INFO] 2021-01-16 04:59:31 > Step:   68200 Progress: 68.2% Elapsed: 16:59:44 temperature: no ada_p: No Discriminator_loss: -0.396298 Generator_loss: 221.022 
[INFO] 2021-01-16 05:00:57 > Step:   68300 Progress: 68.3% Elapsed: 17:01:11 temperature: no ada_p: No Discriminator_loss: -0.421909 Generator_loss: 224.218 
[INFO] 2021-01-16 05:02:23 > Step:   68400 Progress: 68.4% Elapsed: 17:02:36 temperature: no ada_p: No Discriminator_loss: -0.83611 Generator_loss: 232.774 
[INFO] 2021-01-16 05:03:49 > Step:   68500 Progress: 68.5% Elapsed: 17:04:02 temperature: no ada_p: No Discriminator_loss: -0.513831 Generator_loss: 224.348 
[INFO] 2021-01-16 05:05:15 > Step:   68600 Progress: 68.6% Elapsed: 17:05:28 temperature: no ada_p: No Discriminator_loss: -0.814649 Generator_loss: 218.6 
[INFO] 2021-01-16 05:06:41 > Step:   68700 Progress: 68.7% Elapsed: 17:06:55 temperature: no ada_p: No Discriminator_loss: -0.782355 Generator_loss: 218.108 
[INFO] 2021-01-16 05:08:07 > Step:   68800 Progress: 68.8% Elapsed: 17:08:21 temperature: no ada_p: No Discriminator_loss: -1.71993 Generator_loss: 216.598 
[INFO] 2021-01-16 05:09:33 > Step:   68900 Progress: 68.9% Elapsed: 17:09:47 temperature: no ada_p: No Discriminator_loss: -0.396408 Generator_loss: 252.55 
[INFO] 2021-01-16 05:10:59 > Step:   69000 Progress: 69.0% Elapsed: 17:11:13 temperature: no ada_p: No Discriminator_loss: -1.46929 Generator_loss: 222.762 
[INFO] 2021-01-16 05:12:26 > Step:   69100 Progress: 69.1% Elapsed: 17:12:39 temperature: no ada_p: No Discriminator_loss: -0.948189 Generator_loss: 223.946 
[INFO] 2021-01-16 05:13:52 > Step:   69200 Progress: 69.2% Elapsed: 17:14:05 temperature: no ada_p: No Discriminator_loss: -0.7276 Generator_loss: 211.061 
[INFO] 2021-01-16 05:15:18 > Step:   69300 Progress: 69.3% Elapsed: 17:15:31 temperature: no ada_p: No Discriminator_loss: -0.855919 Generator_loss: 196.15 
[INFO] 2021-01-16 05:16:43 > Step:   69400 Progress: 69.4% Elapsed: 17:16:57 temperature: no ada_p: No Discriminator_loss: 0.493836 Generator_loss: 124.874 
[INFO] 2021-01-16 05:18:10 > Step:   69500 Progress: 69.5% Elapsed: 17:18:23 temperature: no ada_p: No Discriminator_loss: 0.0231302 Generator_loss: 134.221 
[INFO] 2021-01-16 05:19:36 > Step:   69600 Progress: 69.6% Elapsed: 17:19:49 temperature: no ada_p: No Discriminator_loss: -0.4763 Generator_loss: 130.157 
[INFO] 2021-01-16 05:21:02 > Step:   69700 Progress: 69.7% Elapsed: 17:21:15 temperature: no ada_p: No Discriminator_loss: -0.607788 Generator_loss: 142.295 
[INFO] 2021-01-16 05:22:28 > Step:   69800 Progress: 69.8% Elapsed: 17:22:41 temperature: no ada_p: No Discriminator_loss: -0.935815 Generator_loss: 169.478 
[INFO] 2021-01-16 05:23:54 > Step:   69900 Progress: 69.9% Elapsed: 17:24:07 temperature: no ada_p: No Discriminator_loss: -1.46754 Generator_loss: 188.817 
[INFO] 2021-01-16 05:25:20 > Step:   70000 Progress: 70.0% Elapsed: 17:25:33 temperature: no ada_p: No Discriminator_loss: -1.26381 Generator_loss: 205.901 
[INFO] 2021-01-16 05:25:20 > Start Evaluation (70000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 05:25:20 > Calculating FID Score....
[INFO] 2021-01-16 05:25:40 > Calculating Inception Score....
[INFO] 2021-01-16 05:25:53 > Calculate F_beta Score....
[INFO] 2021-01-16 05:26:32 > F_8 score (Step: 70000, Using valid images): 0.7201413371358678
[INFO] 2021-01-16 05:26:32 > F_1/8 score (Step: 70000, Using valid images): 0.9314676585894452
[INFO] 2021-01-16 05:26:32 > FID score (Step: 70000, Using valid moments): 42.45115154710783
[INFO] 2021-01-16 05:26:32 > Inception score (Step: 70000, 10000 generated images): 9.387483596801758
[INFO] 2021-01-16 05:26:32 > Best FID score (Step: 70000, Using valid moments): 42.45115154710783
[INFO] 2021-01-16 05:26:34 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 05:28:00 > Step:   70100 Progress: 70.1% Elapsed: 17:28:13 temperature: no ada_p: No Discriminator_loss: 0.365092 Generator_loss: 235.458 
[INFO] 2021-01-16 05:29:26 > Step:   70200 Progress: 70.2% Elapsed: 17:29:39 temperature: no ada_p: No Discriminator_loss: 0.191141 Generator_loss: 204.462 
[INFO] 2021-01-16 05:30:52 > Step:   70300 Progress: 70.3% Elapsed: 17:31:06 temperature: no ada_p: No Discriminator_loss: 0.110865 Generator_loss: 208.75 
[INFO] 2021-01-16 05:32:18 > Step:   70400 Progress: 70.4% Elapsed: 17:32:32 temperature: no ada_p: No Discriminator_loss: -0.0386517 Generator_loss: 196.115 
[INFO] 2021-01-16 05:33:44 > Step:   70500 Progress: 70.5% Elapsed: 17:33:58 temperature: no ada_p: No Discriminator_loss: -0.307471 Generator_loss: 179.514 
[INFO] 2021-01-16 05:35:11 > Step:   70600 Progress: 70.6% Elapsed: 17:35:24 temperature: no ada_p: No Discriminator_loss: -0.599978 Generator_loss: 169.431 
[INFO] 2021-01-16 05:36:36 > Step:   70700 Progress: 70.7% Elapsed: 17:36:50 temperature: no ada_p: No Discriminator_loss: -0.669828 Generator_loss: 184.661 
[INFO] 2021-01-16 05:38:02 > Step:   70800 Progress: 70.8% Elapsed: 17:38:16 temperature: no ada_p: No Discriminator_loss: -1.1272 Generator_loss: 188.376 
[INFO] 2021-01-16 05:39:28 > Step:   70900 Progress: 70.9% Elapsed: 17:39:42 temperature: no ada_p: No Discriminator_loss: -1.32853 Generator_loss: 196.363 
[INFO] 2021-01-16 05:40:55 > Step:   71000 Progress: 71.0% Elapsed: 17:41:08 temperature: no ada_p: No Discriminator_loss: 0.157272 Generator_loss: 219.878 
[INFO] 2021-01-16 05:42:20 > Step:   71100 Progress: 71.1% Elapsed: 17:42:34 temperature: no ada_p: No Discriminator_loss: -1.8542 Generator_loss: 221.578 
[INFO] 2021-01-16 05:43:46 > Step:   71200 Progress: 71.2% Elapsed: 17:44:00 temperature: no ada_p: No Discriminator_loss: -0.539135 Generator_loss: 175.573 
[INFO] 2021-01-16 05:45:12 > Step:   71300 Progress: 71.3% Elapsed: 17:45:26 temperature: no ada_p: No Discriminator_loss: -1.06313 Generator_loss: 178.856 
[INFO] 2021-01-16 05:46:39 > Step:   71400 Progress: 71.4% Elapsed: 17:46:52 temperature: no ada_p: No Discriminator_loss: 2.11089 Generator_loss: 152.902 
[INFO] 2021-01-16 05:48:05 > Step:   71500 Progress: 71.5% Elapsed: 17:48:18 temperature: no ada_p: No Discriminator_loss: -0.83818 Generator_loss: 159.405 
[INFO] 2021-01-16 05:49:31 > Step:   71600 Progress: 71.6% Elapsed: 17:49:44 temperature: no ada_p: No Discriminator_loss: -0.859163 Generator_loss: 169.018 
[INFO] 2021-01-16 05:50:57 > Step:   71700 Progress: 71.7% Elapsed: 17:51:10 temperature: no ada_p: No Discriminator_loss: -3.31716 Generator_loss: 195.198 
[INFO] 2021-01-16 05:52:23 > Step:   71800 Progress: 71.8% Elapsed: 17:52:37 temperature: no ada_p: No Discriminator_loss: 0.588613 Generator_loss: 40.9318 
[INFO] 2021-01-16 05:53:49 > Step:   71900 Progress: 71.9% Elapsed: 17:54:03 temperature: no ada_p: No Discriminator_loss: 0.186292 Generator_loss: 33.5521 
[INFO] 2021-01-16 05:55:15 > Step:   72000 Progress: 72.0% Elapsed: 17:55:28 temperature: no ada_p: No Discriminator_loss: -0.0591879 Generator_loss: 17.1411 
[INFO] 2021-01-16 05:55:15 > Start Evaluation (72000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 05:55:15 > Calculating FID Score....
[INFO] 2021-01-16 05:55:35 > Calculating Inception Score....
[INFO] 2021-01-16 05:55:48 > Calculate F_beta Score....
[INFO] 2021-01-16 05:56:25 > F_8 score (Step: 72000, Using valid images): 0.6980968231971328
[INFO] 2021-01-16 05:56:25 > F_1/8 score (Step: 72000, Using valid images): 0.9065322515903771
[INFO] 2021-01-16 05:56:25 > FID score (Step: 72000, Using valid moments): 49.41178373988885
[INFO] 2021-01-16 05:56:25 > Inception score (Step: 72000, 10000 generated images): 8.652375221252441
[INFO] 2021-01-16 05:56:25 > Best FID score (Step: 70000, Using valid moments): 42.45115154710783
[INFO] 2021-01-16 05:56:26 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 05:57:52 > Step:   72100 Progress: 72.1% Elapsed: 17:58:06 temperature: no ada_p: No Discriminator_loss: -0.0556818 Generator_loss: 38.9355 
[INFO] 2021-01-16 05:59:19 > Step:   72200 Progress: 72.2% Elapsed: 17:59:32 temperature: no ada_p: No Discriminator_loss: 0.107041 Generator_loss: 64.0659 
[INFO] 2021-01-16 06:00:45 > Step:   72300 Progress: 72.3% Elapsed: 18:00:58 temperature: no ada_p: No Discriminator_loss: -0.205801 Generator_loss: 73.5113 
[INFO] 2021-01-16 06:02:10 > Step:   72400 Progress: 72.4% Elapsed: 18:02:24 temperature: no ada_p: No Discriminator_loss: -0.353671 Generator_loss: 99.6147 
[INFO] 2021-01-16 06:03:36 > Step:   72500 Progress: 72.5% Elapsed: 18:03:50 temperature: no ada_p: No Discriminator_loss: -0.627845 Generator_loss: 121.35 
[INFO] 2021-01-16 06:05:03 > Step:   72600 Progress: 72.6% Elapsed: 18:05:16 temperature: no ada_p: No Discriminator_loss: -1.18281 Generator_loss: 145.113 
[INFO] 2021-01-16 06:06:29 > Step:   72700 Progress: 72.7% Elapsed: 18:06:42 temperature: no ada_p: No Discriminator_loss: -0.174048 Generator_loss: 177.578 
[INFO] 2021-01-16 06:07:55 > Step:   72800 Progress: 72.8% Elapsed: 18:08:08 temperature: no ada_p: No Discriminator_loss: -0.953311 Generator_loss: 171.236 
[INFO] 2021-01-16 06:09:20 > Step:   72900 Progress: 72.9% Elapsed: 18:09:34 temperature: no ada_p: No Discriminator_loss: -2.7942 Generator_loss: 187.187 
[INFO] 2021-01-16 06:10:47 > Step:   73000 Progress: 73.0% Elapsed: 18:11:00 temperature: no ada_p: No Discriminator_loss: -0.492553 Generator_loss: 293.283 
[INFO] 2021-01-16 06:12:13 > Step:   73100 Progress: 73.1% Elapsed: 18:12:26 temperature: no ada_p: No Discriminator_loss: -1.3585 Generator_loss: 219.991 
[INFO] 2021-01-16 06:13:39 > Step:   73200 Progress: 73.2% Elapsed: 18:13:52 temperature: no ada_p: No Discriminator_loss: 0.433988 Generator_loss: 72.7579 
[INFO] 2021-01-16 06:15:04 > Step:   73300 Progress: 73.3% Elapsed: 18:15:18 temperature: no ada_p: No Discriminator_loss: 0.167651 Generator_loss: 63.9452 
[INFO] 2021-01-16 06:16:31 > Step:   73400 Progress: 73.4% Elapsed: 18:16:44 temperature: no ada_p: No Discriminator_loss: -0.0049077 Generator_loss: 44.4068 
[INFO] 2021-01-16 06:17:57 > Step:   73500 Progress: 73.5% Elapsed: 18:18:10 temperature: no ada_p: No Discriminator_loss: -0.468274 Generator_loss: 59.3861 
[INFO] 2021-01-16 06:19:23 > Step:   73600 Progress: 73.6% Elapsed: 18:19:36 temperature: no ada_p: No Discriminator_loss: 0.12352 Generator_loss: 86.0458 
[INFO] 2021-01-16 06:20:49 > Step:   73700 Progress: 73.7% Elapsed: 18:21:02 temperature: no ada_p: No Discriminator_loss: -0.263598 Generator_loss: 99.0198 
[INFO] 2021-01-16 06:22:15 > Step:   73800 Progress: 73.8% Elapsed: 18:22:28 temperature: no ada_p: No Discriminator_loss: -0.5705 Generator_loss: 119.842 
[INFO] 2021-01-16 06:23:41 > Step:   73900 Progress: 73.9% Elapsed: 18:23:54 temperature: no ada_p: No Discriminator_loss: -0.255922 Generator_loss: 139.6 
[INFO] 2021-01-16 06:25:07 > Step:   74000 Progress: 74.0% Elapsed: 18:25:20 temperature: no ada_p: No Discriminator_loss: -0.141992 Generator_loss: 147.341 
[INFO] 2021-01-16 06:25:07 > Start Evaluation (74000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 06:25:07 > Calculating FID Score....
[INFO] 2021-01-16 06:25:27 > Calculating Inception Score....
[INFO] 2021-01-16 06:25:40 > Calculate F_beta Score....
[INFO] 2021-01-16 06:26:18 > F_8 score (Step: 74000, Using valid images): 0.7180409380791198
[INFO] 2021-01-16 06:26:18 > F_1/8 score (Step: 74000, Using valid images): 0.9166607156102732
[INFO] 2021-01-16 06:26:18 > FID score (Step: 74000, Using valid moments): 45.61299074597372
[INFO] 2021-01-16 06:26:18 > Inception score (Step: 74000, 10000 generated images): 8.501066207885742
[INFO] 2021-01-16 06:26:18 > Best FID score (Step: 70000, Using valid moments): 42.45115154710783
[INFO] 2021-01-16 06:26:19 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 06:27:45 > Step:   74100 Progress: 74.1% Elapsed: 18:27:58 temperature: no ada_p: No Discriminator_loss: -0.53652 Generator_loss: 173.025 
[INFO] 2021-01-16 06:29:11 > Step:   74200 Progress: 74.2% Elapsed: 18:29:25 temperature: no ada_p: No Discriminator_loss: -0.720915 Generator_loss: 166.12 
[INFO] 2021-01-16 06:30:37 > Step:   74300 Progress: 74.3% Elapsed: 18:30:51 temperature: no ada_p: No Discriminator_loss: -0.507913 Generator_loss: 179.943 
[INFO] 2021-01-16 06:32:03 > Step:   74400 Progress: 74.4% Elapsed: 18:32:17 temperature: no ada_p: No Discriminator_loss: -0.877926 Generator_loss: 187.03 
[INFO] 2021-01-16 06:33:30 > Step:   74500 Progress: 74.5% Elapsed: 18:33:43 temperature: no ada_p: No Discriminator_loss: -1.17586 Generator_loss: 183.791 
[INFO] 2021-01-16 06:34:55 > Step:   74600 Progress: 74.6% Elapsed: 18:35:09 temperature: no ada_p: No Discriminator_loss: -1.02446 Generator_loss: 187.852 
[INFO] 2021-01-16 06:36:21 > Step:   74700 Progress: 74.7% Elapsed: 18:36:35 temperature: no ada_p: No Discriminator_loss: -0.477584 Generator_loss: 215.137 
[INFO] 2021-01-16 06:37:47 > Step:   74800 Progress: 74.8% Elapsed: 18:38:01 temperature: no ada_p: No Discriminator_loss: -0.287201 Generator_loss: 280.766 
[INFO] 2021-01-16 06:39:14 > Step:   74900 Progress: 74.9% Elapsed: 18:39:27 temperature: no ada_p: No Discriminator_loss: -0.0804223 Generator_loss: 69.0284 
[INFO] 2021-01-16 06:40:40 > Step:   75000 Progress: 75.0% Elapsed: 18:40:53 temperature: no ada_p: No Discriminator_loss: 0.176885 Generator_loss: 57.7655 
[INFO] 2021-01-16 06:42:05 > Step:   75100 Progress: 75.1% Elapsed: 18:42:19 temperature: no ada_p: No Discriminator_loss: 0.0449884 Generator_loss: 61.8305 
[INFO] 2021-01-16 06:43:31 > Step:   75200 Progress: 75.2% Elapsed: 18:43:45 temperature: no ada_p: No Discriminator_loss: -0.140473 Generator_loss: 57.216 
[INFO] 2021-01-16 06:44:58 > Step:   75300 Progress: 75.3% Elapsed: 18:45:11 temperature: no ada_p: No Discriminator_loss: -0.0932408 Generator_loss: 75.761 
[INFO] 2021-01-16 06:46:24 > Step:   75400 Progress: 75.4% Elapsed: 18:46:37 temperature: no ada_p: No Discriminator_loss: -0.443387 Generator_loss: 89.6479 
[INFO] 2021-01-16 06:47:50 > Step:   75500 Progress: 75.5% Elapsed: 18:48:03 temperature: no ada_p: No Discriminator_loss: -0.470503 Generator_loss: 121.813 
[INFO] 2021-01-16 06:49:15 > Step:   75600 Progress: 75.6% Elapsed: 18:49:29 temperature: no ada_p: No Discriminator_loss: -0.762337 Generator_loss: 148.644 
[INFO] 2021-01-16 06:50:42 > Step:   75700 Progress: 75.7% Elapsed: 18:50:55 temperature: no ada_p: No Discriminator_loss: -0.926209 Generator_loss: 167.765 
[INFO] 2021-01-16 06:52:08 > Step:   75800 Progress: 75.8% Elapsed: 18:52:21 temperature: no ada_p: No Discriminator_loss: -0.849085 Generator_loss: 183.994 
[INFO] 2021-01-16 06:53:34 > Step:   75900 Progress: 75.9% Elapsed: 18:53:47 temperature: no ada_p: No Discriminator_loss: 0.50204 Generator_loss: 289.542 
[INFO] 2021-01-16 06:54:59 > Step:   76000 Progress: 76.0% Elapsed: 18:55:13 temperature: no ada_p: No Discriminator_loss: -0.506831 Generator_loss: 323.331 
[INFO] 2021-01-16 06:54:59 > Start Evaluation (76000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 06:54:59 > Calculating FID Score....
[INFO] 2021-01-16 06:55:20 > Calculating Inception Score....
[INFO] 2021-01-16 06:55:32 > Calculate F_beta Score....
[INFO] 2021-01-16 06:56:11 > F_8 score (Step: 76000, Using valid images): 0.7006564422484248
[INFO] 2021-01-16 06:56:11 > F_1/8 score (Step: 76000, Using valid images): 0.9245139524337512
[INFO] 2021-01-16 06:56:11 > FID score (Step: 76000, Using valid moments): 45.698398259579506
[INFO] 2021-01-16 06:56:11 > Inception score (Step: 76000, 10000 generated images): 8.988512992858887
[INFO] 2021-01-16 06:56:11 > Best FID score (Step: 70000, Using valid moments): 42.45115154710783
[INFO] 2021-01-16 06:56:12 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 06:57:39 > Step:   76100 Progress: 76.1% Elapsed: 18:57:52 temperature: no ada_p: No Discriminator_loss: -0.722349 Generator_loss: 253.307 
[INFO] 2021-01-16 06:59:05 > Step:   76200 Progress: 76.2% Elapsed: 18:59:18 temperature: no ada_p: No Discriminator_loss: -1.49211 Generator_loss: 219.92 
[INFO] 2021-01-16 07:00:31 > Step:   76300 Progress: 76.3% Elapsed: 19:00:44 temperature: no ada_p: No Discriminator_loss: -7.62447 Generator_loss: 195.37 
[INFO] 2021-01-16 07:01:57 > Step:   76400 Progress: 76.4% Elapsed: 19:02:10 temperature: no ada_p: No Discriminator_loss: -2.84029 Generator_loss: 195.525 
[INFO] 2021-01-16 07:03:23 > Step:   76500 Progress: 76.5% Elapsed: 19:03:37 temperature: no ada_p: No Discriminator_loss: 0.237742 Generator_loss: 273.495 
[INFO] 2021-01-16 07:04:49 > Step:   76600 Progress: 76.6% Elapsed: 19:05:03 temperature: no ada_p: No Discriminator_loss: 0.0383918 Generator_loss: 288.208 
[INFO] 2021-01-16 07:06:15 > Step:   76700 Progress: 76.7% Elapsed: 19:06:29 temperature: no ada_p: No Discriminator_loss: 0.0138328 Generator_loss: 288.409 
[INFO] 2021-01-16 07:07:41 > Step:   76800 Progress: 76.8% Elapsed: 19:07:55 temperature: no ada_p: No Discriminator_loss: 0.318567 Generator_loss: 290.939 
[INFO] 2021-01-16 07:09:08 > Step:   76900 Progress: 76.9% Elapsed: 19:09:21 temperature: no ada_p: No Discriminator_loss: -0.0141358 Generator_loss: 299.678 
[INFO] 2021-01-16 07:10:33 > Step:   77000 Progress: 77.0% Elapsed: 19:10:47 temperature: no ada_p: No Discriminator_loss: -0.138428 Generator_loss: 287.714 
[INFO] 2021-01-16 07:11:59 > Step:   77100 Progress: 77.1% Elapsed: 19:12:13 temperature: no ada_p: No Discriminator_loss: -0.344522 Generator_loss: 282.058 
[INFO] 2021-01-16 07:13:25 > Step:   77200 Progress: 77.2% Elapsed: 19:13:39 temperature: no ada_p: No Discriminator_loss: -0.102546 Generator_loss: 283.939 
[INFO] 2021-01-16 07:14:52 > Step:   77300 Progress: 77.3% Elapsed: 19:15:05 temperature: no ada_p: No Discriminator_loss: -0.349201 Generator_loss: 260.997 
[INFO] 2021-01-16 07:16:17 > Step:   77400 Progress: 77.4% Elapsed: 19:16:31 temperature: no ada_p: No Discriminator_loss: -0.0440645 Generator_loss: 246.37 
[INFO] 2021-01-16 07:17:43 > Step:   77500 Progress: 77.5% Elapsed: 19:17:57 temperature: no ada_p: No Discriminator_loss: -0.362882 Generator_loss: 244.041 
[INFO] 2021-01-16 07:19:09 > Step:   77600 Progress: 77.6% Elapsed: 19:19:23 temperature: no ada_p: No Discriminator_loss: -0.713252 Generator_loss: 241.253 
[INFO] 2021-01-16 07:20:36 > Step:   77700 Progress: 77.7% Elapsed: 19:20:49 temperature: no ada_p: No Discriminator_loss: -0.287874 Generator_loss: 243.943 
[INFO] 2021-01-16 07:22:02 > Step:   77800 Progress: 77.8% Elapsed: 19:22:15 temperature: no ada_p: No Discriminator_loss: -1.01236 Generator_loss: 236.73 
[INFO] 2021-01-16 07:23:27 > Step:   77900 Progress: 77.9% Elapsed: 19:23:41 temperature: no ada_p: No Discriminator_loss: 0.328618 Generator_loss: 154.092 
[INFO] 2021-01-16 07:24:53 > Step:   78000 Progress: 78.0% Elapsed: 19:25:07 temperature: no ada_p: No Discriminator_loss: -0.715449 Generator_loss: 213.454 
[INFO] 2021-01-16 07:24:53 > Start Evaluation (78000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 07:24:53 > Calculating FID Score....
[INFO] 2021-01-16 07:25:13 > Calculating Inception Score....
[INFO] 2021-01-16 07:25:26 > Calculate F_beta Score....
[INFO] 2021-01-16 07:26:03 > F_8 score (Step: 78000, Using valid images): 0.704529165576685
[INFO] 2021-01-16 07:26:03 > F_1/8 score (Step: 78000, Using valid images): 0.9298095279357882
[INFO] 2021-01-16 07:26:03 > FID score (Step: 78000, Using valid moments): 43.19661045483309
[INFO] 2021-01-16 07:26:03 > Inception score (Step: 78000, 10000 generated images): 9.546578407287598
[INFO] 2021-01-16 07:26:03 > Best FID score (Step: 70000, Using valid moments): 42.45115154710783
[INFO] 2021-01-16 07:26:04 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 07:27:31 > Step:   78100 Progress: 78.1% Elapsed: 19:27:44 temperature: no ada_p: No Discriminator_loss: -2.28889 Generator_loss: 228.597 
[INFO] 2021-01-16 07:28:57 > Step:   78200 Progress: 78.2% Elapsed: 19:29:10 temperature: no ada_p: No Discriminator_loss: -4.56121 Generator_loss: 255.876 
[INFO] 2021-01-16 07:30:23 > Step:   78300 Progress: 78.3% Elapsed: 19:30:36 temperature: no ada_p: No Discriminator_loss: -0.112409 Generator_loss: 79.4469 
[INFO] 2021-01-16 07:31:49 > Step:   78400 Progress: 78.4% Elapsed: 19:32:03 temperature: no ada_p: No Discriminator_loss: -0.704895 Generator_loss: 82.0012 
[INFO] 2021-01-16 07:33:15 > Step:   78500 Progress: 78.5% Elapsed: 19:33:29 temperature: no ada_p: No Discriminator_loss: -1.05522 Generator_loss: 115.246 
[INFO] 2021-01-16 07:34:41 > Step:   78600 Progress: 78.6% Elapsed: 19:34:55 temperature: no ada_p: No Discriminator_loss: -1.34641 Generator_loss: 157.282 
[INFO] 2021-01-16 07:36:07 > Step:   78700 Progress: 78.7% Elapsed: 19:36:20 temperature: no ada_p: No Discriminator_loss: 0.111994 Generator_loss: 98.5062 
[INFO] 2021-01-16 07:37:33 > Step:   78800 Progress: 78.8% Elapsed: 19:37:47 temperature: no ada_p: No Discriminator_loss: -0.968108 Generator_loss: 179.879 
[INFO] 2021-01-16 07:38:59 > Step:   78900 Progress: 78.9% Elapsed: 19:39:13 temperature: no ada_p: No Discriminator_loss: 0.0729515 Generator_loss: 314.443 
[INFO] 2021-01-16 07:40:25 > Step:   79000 Progress: 79.0% Elapsed: 19:40:39 temperature: no ada_p: No Discriminator_loss: 0.346386 Generator_loss: 330.813 
[INFO] 2021-01-16 07:41:51 > Step:   79100 Progress: 79.1% Elapsed: 19:42:05 temperature: no ada_p: No Discriminator_loss: -0.0372986 Generator_loss: 326.815 
[INFO] 2021-01-16 07:43:18 > Step:   79200 Progress: 79.2% Elapsed: 19:43:31 temperature: no ada_p: No Discriminator_loss: -0.385159 Generator_loss: 304.577 
[INFO] 2021-01-16 07:44:44 > Step:   79300 Progress: 79.3% Elapsed: 19:44:57 temperature: no ada_p: No Discriminator_loss: -0.712153 Generator_loss: 291.077 
[INFO] 2021-01-16 07:46:10 > Step:   79400 Progress: 79.4% Elapsed: 19:46:23 temperature: no ada_p: No Discriminator_loss: -0.425333 Generator_loss: 273.154 
[INFO] 2021-01-16 07:47:36 > Step:   79500 Progress: 79.5% Elapsed: 19:47:49 temperature: no ada_p: No Discriminator_loss: -0.980772 Generator_loss: 264.435 
[INFO] 2021-01-16 07:49:02 > Step:   79600 Progress: 79.6% Elapsed: 19:49:16 temperature: no ada_p: No Discriminator_loss: -0.849989 Generator_loss: 240.999 
[INFO] 2021-01-16 07:50:28 > Step:   79700 Progress: 79.7% Elapsed: 19:50:42 temperature: no ada_p: No Discriminator_loss: -0.737919 Generator_loss: 237.659 
[INFO] 2021-01-16 07:51:54 > Step:   79800 Progress: 79.8% Elapsed: 19:52:07 temperature: no ada_p: No Discriminator_loss: -0.131544 Generator_loss: 117.509 
[INFO] 2021-01-16 07:53:20 > Step:   79900 Progress: 79.9% Elapsed: 19:53:33 temperature: no ada_p: No Discriminator_loss: 0.55125 Generator_loss: 111.798 
[INFO] 2021-01-16 07:54:46 > Step:   80000 Progress: 80.0% Elapsed: 19:55:00 temperature: no ada_p: No Discriminator_loss: -0.0830073 Generator_loss: 93.6994 
[INFO] 2021-01-16 07:54:46 > Start Evaluation (80000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 07:54:46 > Calculating FID Score....
[INFO] 2021-01-16 07:55:07 > Calculating Inception Score....
[INFO] 2021-01-16 07:55:19 > Calculate F_beta Score....
[INFO] 2021-01-16 07:55:56 > F_8 score (Step: 80000, Using valid images): 0.6393033093430446
[INFO] 2021-01-16 07:55:56 > F_1/8 score (Step: 80000, Using valid images): 0.788240498150809
[INFO] 2021-01-16 07:55:57 > FID score (Step: 80000, Using valid moments): 63.18133565703448
[INFO] 2021-01-16 07:55:57 > Inception score (Step: 80000, 10000 generated images): 7.454450607299805
[INFO] 2021-01-16 07:55:57 > Best FID score (Step: 70000, Using valid moments): 42.45115154710783
[INFO] 2021-01-16 07:55:58 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 07:57:24 > Step:   80100 Progress: 80.1% Elapsed: 19:57:37 temperature: no ada_p: No Discriminator_loss: 0.468392 Generator_loss: 80.0086 
[INFO] 2021-01-16 07:58:49 > Step:   80200 Progress: 80.2% Elapsed: 19:59:03 temperature: no ada_p: No Discriminator_loss: 0.313485 Generator_loss: 89.5293 
[INFO] 2021-01-16 08:00:15 > Step:   80300 Progress: 80.3% Elapsed: 20:00:29 temperature: no ada_p: No Discriminator_loss: 0.00929762 Generator_loss: 82.2487 
[INFO] 2021-01-16 08:01:42 > Step:   80400 Progress: 80.4% Elapsed: 20:01:55 temperature: no ada_p: No Discriminator_loss: 0.169406 Generator_loss: 97.1053 
[INFO] 2021-01-16 08:03:08 > Step:   80500 Progress: 80.5% Elapsed: 20:03:21 temperature: no ada_p: No Discriminator_loss: -0.569598 Generator_loss: 92.7907 
[INFO] 2021-01-16 08:04:33 > Step:   80600 Progress: 80.6% Elapsed: 20:04:47 temperature: no ada_p: No Discriminator_loss: 0.397365 Generator_loss: 89.985 
[INFO] 2021-01-16 08:05:59 > Step:   80700 Progress: 80.7% Elapsed: 20:06:13 temperature: no ada_p: No Discriminator_loss: 0.517909 Generator_loss: 79.9243 
[INFO] 2021-01-16 08:07:26 > Step:   80800 Progress: 80.8% Elapsed: 20:07:39 temperature: no ada_p: No Discriminator_loss: 0.145353 Generator_loss: 92.5054 
[INFO] 2021-01-16 08:08:52 > Step:   80900 Progress: 80.9% Elapsed: 20:09:05 temperature: no ada_p: No Discriminator_loss: 0.11811 Generator_loss: 92.7516 
[INFO] 2021-01-16 08:10:18 > Step:   81000 Progress: 81.0% Elapsed: 20:10:31 temperature: no ada_p: No Discriminator_loss: 0.207647 Generator_loss: 101.617 
[INFO] 2021-01-16 08:11:43 > Step:   81100 Progress: 81.1% Elapsed: 20:11:57 temperature: no ada_p: No Discriminator_loss: -0.123608 Generator_loss: 97.8905 
[INFO] 2021-01-16 08:13:10 > Step:   81200 Progress: 81.2% Elapsed: 20:13:23 temperature: no ada_p: No Discriminator_loss: 0.0294976 Generator_loss: 114.763 
[INFO] 2021-01-16 08:14:36 > Step:   81300 Progress: 81.3% Elapsed: 20:14:49 temperature: no ada_p: No Discriminator_loss: -0.306937 Generator_loss: 112.08 
[INFO] 2021-01-16 08:16:02 > Step:   81400 Progress: 81.4% Elapsed: 20:16:15 temperature: no ada_p: No Discriminator_loss: -0.0201853 Generator_loss: 115.706 
[INFO] 2021-01-16 08:17:28 > Step:   81500 Progress: 81.5% Elapsed: 20:17:41 temperature: no ada_p: No Discriminator_loss: -0.210011 Generator_loss: 126.399 
[INFO] 2021-01-16 08:18:54 > Step:   81600 Progress: 81.6% Elapsed: 20:19:07 temperature: no ada_p: No Discriminator_loss: -0.234221 Generator_loss: 140.382 
[INFO] 2021-01-16 08:20:20 > Step:   81700 Progress: 81.7% Elapsed: 20:20:33 temperature: no ada_p: No Discriminator_loss: -0.328034 Generator_loss: 147.493 
[INFO] 2021-01-16 08:21:46 > Step:   81800 Progress: 81.8% Elapsed: 20:21:59 temperature: no ada_p: No Discriminator_loss: -0.163836 Generator_loss: 154.065 
[INFO] 2021-01-16 08:23:12 > Step:   81900 Progress: 81.9% Elapsed: 20:23:25 temperature: no ada_p: No Discriminator_loss: -0.186283 Generator_loss: 153.535 
[INFO] 2021-01-16 08:24:38 > Step:   82000 Progress: 82.0% Elapsed: 20:24:52 temperature: no ada_p: No Discriminator_loss: -0.819144 Generator_loss: 174.659 
[INFO] 2021-01-16 08:24:38 > Start Evaluation (82000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 08:24:38 > Calculating FID Score....
[INFO] 2021-01-16 08:24:58 > Calculating Inception Score....
[INFO] 2021-01-16 08:25:11 > Calculate F_beta Score....
[INFO] 2021-01-16 08:25:49 > F_8 score (Step: 82000, Using valid images): 0.7379718108168177
[INFO] 2021-01-16 08:25:49 > F_1/8 score (Step: 82000, Using valid images): 0.9202765578861452
[INFO] 2021-01-16 08:25:49 > FID score (Step: 82000, Using valid moments): 43.00386548669536
[INFO] 2021-01-16 08:25:49 > Inception score (Step: 82000, 10000 generated images): 9.567955017089844
[INFO] 2021-01-16 08:25:49 > Best FID score (Step: 70000, Using valid moments): 42.45115154710783
[INFO] 2021-01-16 08:25:50 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 08:27:16 > Step:   82100 Progress: 82.1% Elapsed: 20:27:30 temperature: no ada_p: No Discriminator_loss: -0.424946 Generator_loss: 168.612 
[INFO] 2021-01-16 08:28:42 > Step:   82200 Progress: 82.2% Elapsed: 20:28:55 temperature: no ada_p: No Discriminator_loss: -1.01512 Generator_loss: 190.619 
[INFO] 2021-01-16 08:30:08 > Step:   82300 Progress: 82.3% Elapsed: 20:30:22 temperature: no ada_p: No Discriminator_loss: -0.59314 Generator_loss: 185.282 
[INFO] 2021-01-16 08:31:34 > Step:   82400 Progress: 82.4% Elapsed: 20:31:48 temperature: no ada_p: No Discriminator_loss: -0.842636 Generator_loss: 183.941 
[INFO] 2021-01-16 08:33:00 > Step:   82500 Progress: 82.5% Elapsed: 20:33:14 temperature: no ada_p: No Discriminator_loss: -0.661773 Generator_loss: 211.558 
[INFO] 2021-01-16 08:34:26 > Step:   82600 Progress: 82.6% Elapsed: 20:34:40 temperature: no ada_p: No Discriminator_loss: -0.925668 Generator_loss: 222.541 
[INFO] 2021-01-16 08:35:52 > Step:   82700 Progress: 82.7% Elapsed: 20:36:06 temperature: no ada_p: No Discriminator_loss: -0.145889 Generator_loss: 255.482 
[INFO] 2021-01-16 08:37:18 > Step:   82800 Progress: 82.8% Elapsed: 20:37:32 temperature: no ada_p: No Discriminator_loss: -0.566689 Generator_loss: 209.387 
[INFO] 2021-01-16 08:38:44 > Step:   82900 Progress: 82.9% Elapsed: 20:38:58 temperature: no ada_p: No Discriminator_loss: -1.24713 Generator_loss: 197.193 
[INFO] 2021-01-16 08:40:10 > Step:   83000 Progress: 83.0% Elapsed: 20:40:23 temperature: no ada_p: No Discriminator_loss: -0.604688 Generator_loss: 246.883 
[INFO] 2021-01-16 08:41:36 > Step:   83100 Progress: 83.1% Elapsed: 20:41:50 temperature: no ada_p: No Discriminator_loss: -0.829118 Generator_loss: 249.239 
[INFO] 2021-01-16 08:43:02 > Step:   83200 Progress: 83.2% Elapsed: 20:43:16 temperature: no ada_p: No Discriminator_loss: -0.0858087 Generator_loss: 185.17 
[INFO] 2021-01-16 08:44:28 > Step:   83300 Progress: 83.3% Elapsed: 20:44:42 temperature: no ada_p: No Discriminator_loss: -0.686018 Generator_loss: 206.558 
[INFO] 2021-01-16 08:45:54 > Step:   83400 Progress: 83.4% Elapsed: 20:46:08 temperature: no ada_p: No Discriminator_loss: -0.477567 Generator_loss: 183.195 
[INFO] 2021-01-16 08:47:20 > Step:   83500 Progress: 83.5% Elapsed: 20:47:34 temperature: no ada_p: No Discriminator_loss: -0.848459 Generator_loss: 179.074 
[INFO] 2021-01-16 08:48:46 > Step:   83600 Progress: 83.6% Elapsed: 20:49:00 temperature: no ada_p: No Discriminator_loss: -1.20984 Generator_loss: 195.118 
[INFO] 2021-01-16 08:50:12 > Step:   83700 Progress: 83.7% Elapsed: 20:50:26 temperature: no ada_p: No Discriminator_loss: -3.72269 Generator_loss: 186.134 
[INFO] 2021-01-16 08:51:38 > Step:   83800 Progress: 83.8% Elapsed: 20:51:52 temperature: no ada_p: No Discriminator_loss: -0.0858843 Generator_loss: 228.4 
[INFO] 2021-01-16 08:53:05 > Step:   83900 Progress: 83.9% Elapsed: 20:53:18 temperature: no ada_p: No Discriminator_loss: -0.0597385 Generator_loss: 246.676 
[INFO] 2021-01-16 08:54:30 > Step:   84000 Progress: 84.0% Elapsed: 20:54:44 temperature: no ada_p: No Discriminator_loss: -0.359871 Generator_loss: 248.503 
[INFO] 2021-01-16 08:54:30 > Start Evaluation (84000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 08:54:30 > Calculating FID Score....
[INFO] 2021-01-16 08:54:51 > Calculating Inception Score....
[INFO] 2021-01-16 08:55:04 > Calculate F_beta Score....
[INFO] 2021-01-16 08:55:42 > F_8 score (Step: 84000, Using valid images): 0.7226105599157616
[INFO] 2021-01-16 08:55:42 > F_1/8 score (Step: 84000, Using valid images): 0.9142413788633668
[INFO] 2021-01-16 08:55:42 > FID score (Step: 84000, Using valid moments): 44.9193453492021
[INFO] 2021-01-16 08:55:42 > Inception score (Step: 84000, 10000 generated images): 9.365193367004395
[INFO] 2021-01-16 08:55:42 > Best FID score (Step: 70000, Using valid moments): 42.45115154710783
[INFO] 2021-01-16 08:55:43 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 08:57:09 > Step:   84100 Progress: 84.1% Elapsed: 20:57:22 temperature: no ada_p: No Discriminator_loss: -0.385241 Generator_loss: 237.201 
[INFO] 2021-01-16 08:58:35 > Step:   84200 Progress: 84.2% Elapsed: 20:58:48 temperature: no ada_p: No Discriminator_loss: -0.696077 Generator_loss: 220.547 
[INFO] 2021-01-16 09:00:01 > Step:   84300 Progress: 84.3% Elapsed: 21:00:15 temperature: no ada_p: No Discriminator_loss: -0.798713 Generator_loss: 212.142 
[INFO] 2021-01-16 09:01:27 > Step:   84400 Progress: 84.4% Elapsed: 21:01:41 temperature: no ada_p: No Discriminator_loss: -0.838771 Generator_loss: 213.187 
[INFO] 2021-01-16 09:02:53 > Step:   84500 Progress: 84.5% Elapsed: 21:03:07 temperature: no ada_p: No Discriminator_loss: -1.34513 Generator_loss: 207.579 
[INFO] 2021-01-16 09:04:19 > Step:   84600 Progress: 84.6% Elapsed: 21:04:33 temperature: no ada_p: No Discriminator_loss: -0.777244 Generator_loss: 204.019 
[INFO] 2021-01-16 09:05:46 > Step:   84700 Progress: 84.7% Elapsed: 21:05:59 temperature: no ada_p: No Discriminator_loss: -0.30101 Generator_loss: 184.317 
[INFO] 2021-01-16 09:07:11 > Step:   84800 Progress: 84.8% Elapsed: 21:07:25 temperature: no ada_p: No Discriminator_loss: 0.226412 Generator_loss: 34.8619 
[INFO] 2021-01-16 09:08:37 > Step:   84900 Progress: 84.9% Elapsed: 21:08:51 temperature: no ada_p: No Discriminator_loss: -0.109573 Generator_loss: -2.70836 
[INFO] 2021-01-16 09:10:03 > Step:   85000 Progress: 85.0% Elapsed: 21:10:17 temperature: no ada_p: No Discriminator_loss: 0.142877 Generator_loss: -4.25804 
[INFO] 2021-01-16 09:11:29 > Step:   85100 Progress: 85.1% Elapsed: 21:11:43 temperature: no ada_p: No Discriminator_loss: 0.137688 Generator_loss: -5.22126 
[INFO] 2021-01-16 09:12:55 > Step:   85200 Progress: 85.2% Elapsed: 21:13:09 temperature: no ada_p: No Discriminator_loss: -0.228841 Generator_loss: 12.9556 
[INFO] 2021-01-16 09:14:21 > Step:   85300 Progress: 85.3% Elapsed: 21:14:35 temperature: no ada_p: No Discriminator_loss: -0.227713 Generator_loss: 49.1869 
[INFO] 2021-01-16 09:15:47 > Step:   85400 Progress: 85.4% Elapsed: 21:16:01 temperature: no ada_p: No Discriminator_loss: -0.430682 Generator_loss: 71.351 
[INFO] 2021-01-16 09:17:13 > Step:   85500 Progress: 85.5% Elapsed: 21:17:27 temperature: no ada_p: No Discriminator_loss: -0.567909 Generator_loss: 108.981 
[INFO] 2021-01-16 09:18:39 > Step:   85600 Progress: 85.6% Elapsed: 21:18:53 temperature: no ada_p: No Discriminator_loss: -0.358004 Generator_loss: 146.356 
[INFO] 2021-01-16 09:20:05 > Step:   85700 Progress: 85.7% Elapsed: 21:20:19 temperature: no ada_p: No Discriminator_loss: -0.655403 Generator_loss: 147.834 
[INFO] 2021-01-16 09:21:31 > Step:   85800 Progress: 85.8% Elapsed: 21:21:44 temperature: no ada_p: No Discriminator_loss: -0.631177 Generator_loss: 167.74 
[INFO] 2021-01-16 09:22:58 > Step:   85900 Progress: 85.9% Elapsed: 21:23:11 temperature: no ada_p: No Discriminator_loss: -0.733011 Generator_loss: 173.682 
[INFO] 2021-01-16 09:24:23 > Step:   86000 Progress: 86.0% Elapsed: 21:24:37 temperature: no ada_p: No Discriminator_loss: -0.76617 Generator_loss: 189.657 
[INFO] 2021-01-16 09:24:23 > Start Evaluation (86000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 09:24:23 > Calculating FID Score....
[INFO] 2021-01-16 09:24:44 > Calculating Inception Score....
[INFO] 2021-01-16 09:24:57 > Calculate F_beta Score....
[INFO] 2021-01-16 09:25:35 > F_8 score (Step: 86000, Using valid images): 0.7369669780393482
[INFO] 2021-01-16 09:25:35 > F_1/8 score (Step: 86000, Using valid images): 0.9213853554736484
[INFO] 2021-01-16 09:25:35 > FID score (Step: 86000, Using valid moments): 43.143873707915645
[INFO] 2021-01-16 09:25:35 > Inception score (Step: 86000, 10000 generated images): 9.319771766662598
[INFO] 2021-01-16 09:25:35 > Best FID score (Step: 70000, Using valid moments): 42.45115154710783
[INFO] 2021-01-16 09:25:36 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 09:27:02 > Step:   86100 Progress: 86.1% Elapsed: 21:27:15 temperature: no ada_p: No Discriminator_loss: -0.921617 Generator_loss: 196.666 
[INFO] 2021-01-16 09:28:28 > Step:   86200 Progress: 86.2% Elapsed: 21:28:42 temperature: no ada_p: No Discriminator_loss: -1.54665 Generator_loss: 204.181 
[INFO] 2021-01-16 09:29:54 > Step:   86300 Progress: 86.3% Elapsed: 21:30:08 temperature: no ada_p: No Discriminator_loss: 0.542966 Generator_loss: 266.303 
[INFO] 2021-01-16 09:31:20 > Step:   86400 Progress: 86.4% Elapsed: 21:31:33 temperature: no ada_p: No Discriminator_loss: 0.553581 Generator_loss: 274.112 
[INFO] 2021-01-16 09:32:46 > Step:   86500 Progress: 86.5% Elapsed: 21:32:59 temperature: no ada_p: No Discriminator_loss: 0.247405 Generator_loss: 267.624 
[INFO] 2021-01-16 09:34:12 > Step:   86600 Progress: 86.6% Elapsed: 21:34:26 temperature: no ada_p: No Discriminator_loss: 0.262252 Generator_loss: 250.193 
[INFO] 2021-01-16 09:35:38 > Step:   86700 Progress: 86.7% Elapsed: 21:35:51 temperature: no ada_p: No Discriminator_loss: -0.115688 Generator_loss: 236.795 
[INFO] 2021-01-16 09:37:04 > Step:   86800 Progress: 86.8% Elapsed: 21:37:17 temperature: no ada_p: No Discriminator_loss: -0.0536452 Generator_loss: 234.499 
[INFO] 2021-01-16 09:38:30 > Step:   86900 Progress: 86.9% Elapsed: 21:38:43 temperature: no ada_p: No Discriminator_loss: -0.13857 Generator_loss: 226.582 
[INFO] 2021-01-16 09:39:56 > Step:   87000 Progress: 87.0% Elapsed: 21:40:10 temperature: no ada_p: No Discriminator_loss: -0.304207 Generator_loss: 213.027 
[INFO] 2021-01-16 09:41:22 > Step:   87100 Progress: 87.1% Elapsed: 21:41:35 temperature: no ada_p: No Discriminator_loss: -0.194493 Generator_loss: 214.253 
[INFO] 2021-01-16 09:42:48 > Step:   87200 Progress: 87.2% Elapsed: 21:43:01 temperature: no ada_p: No Discriminator_loss: -0.263058 Generator_loss: 211.188 
[INFO] 2021-01-16 09:44:14 > Step:   87300 Progress: 87.3% Elapsed: 21:44:27 temperature: no ada_p: No Discriminator_loss: -0.691536 Generator_loss: 201.316 
[INFO] 2021-01-16 09:45:40 > Step:   87400 Progress: 87.4% Elapsed: 21:45:54 temperature: no ada_p: No Discriminator_loss: -1.10026 Generator_loss: 205.139 
[INFO] 2021-01-16 09:47:06 > Step:   87500 Progress: 87.5% Elapsed: 21:47:20 temperature: no ada_p: No Discriminator_loss: -0.298374 Generator_loss: 214.4 
[INFO] 2021-01-16 09:48:32 > Step:   87600 Progress: 87.6% Elapsed: 21:48:45 temperature: no ada_p: No Discriminator_loss: -1.15755 Generator_loss: 221.971 
[INFO] 2021-01-16 09:49:58 > Step:   87700 Progress: 87.7% Elapsed: 21:50:11 temperature: no ada_p: No Discriminator_loss: -3.52555 Generator_loss: 241.315 
[INFO] 2021-01-16 09:51:24 > Step:   87800 Progress: 87.8% Elapsed: 21:51:38 temperature: no ada_p: No Discriminator_loss: -1.16822 Generator_loss: 186.477 
[INFO] 2021-01-16 09:52:50 > Step:   87900 Progress: 87.9% Elapsed: 21:53:04 temperature: no ada_p: No Discriminator_loss: -0.0177172 Generator_loss: 120.88 
[INFO] 2021-01-16 09:54:16 > Step:   88000 Progress: 88.0% Elapsed: 21:54:29 temperature: no ada_p: No Discriminator_loss: -0.226983 Generator_loss: 60.9913 
[INFO] 2021-01-16 09:54:16 > Start Evaluation (88000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 09:54:16 > Calculating FID Score....
[INFO] 2021-01-16 09:54:36 > Calculating Inception Score....
[INFO] 2021-01-16 09:54:49 > Calculate F_beta Score....
[INFO] 2021-01-16 09:55:27 > F_8 score (Step: 88000, Using valid images): 0.6992436461812965
[INFO] 2021-01-16 09:55:27 > F_1/8 score (Step: 88000, Using valid images): 0.8942955583325841
[INFO] 2021-01-16 09:55:27 > FID score (Step: 88000, Using valid moments): 49.303165180811106
[INFO] 2021-01-16 09:55:27 > Inception score (Step: 88000, 10000 generated images): 8.59750747680664
[INFO] 2021-01-16 09:55:27 > Best FID score (Step: 70000, Using valid moments): 42.45115154710783
[INFO] 2021-01-16 09:55:28 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 09:56:54 > Step:   88100 Progress: 88.1% Elapsed: 21:57:07 temperature: no ada_p: No Discriminator_loss: 0.428643 Generator_loss: 19.9061 
[INFO] 2021-01-16 09:58:20 > Step:   88200 Progress: 88.2% Elapsed: 21:58:34 temperature: no ada_p: No Discriminator_loss: 0.00592227 Generator_loss: 38.794 
[INFO] 2021-01-16 09:59:46 > Step:   88300 Progress: 88.3% Elapsed: 22:00:00 temperature: no ada_p: No Discriminator_loss: 0.250088 Generator_loss: 12.5426 
[INFO] 2021-01-16 10:01:12 > Step:   88400 Progress: 88.4% Elapsed: 22:01:26 temperature: no ada_p: No Discriminator_loss: 0.382501 Generator_loss: 13.8739 
[INFO] 2021-01-16 10:02:38 > Step:   88500 Progress: 88.5% Elapsed: 22:02:52 temperature: no ada_p: No Discriminator_loss: -0.212643 Generator_loss: 42.1904 
[INFO] 2021-01-16 10:04:04 > Step:   88600 Progress: 88.6% Elapsed: 22:04:18 temperature: no ada_p: No Discriminator_loss: 0.28807 Generator_loss: 64.8031 
[INFO] 2021-01-16 10:05:30 > Step:   88700 Progress: 88.7% Elapsed: 22:05:44 temperature: no ada_p: No Discriminator_loss: -0.278325 Generator_loss: 83.7907 
[INFO] 2021-01-16 10:06:56 > Step:   88800 Progress: 88.8% Elapsed: 22:07:10 temperature: no ada_p: No Discriminator_loss: -0.106725 Generator_loss: 91.3397 
[INFO] 2021-01-16 10:08:22 > Step:   88900 Progress: 88.9% Elapsed: 22:08:36 temperature: no ada_p: No Discriminator_loss: -0.205042 Generator_loss: 128.84 
[INFO] 2021-01-16 10:09:48 > Step:   89000 Progress: 89.0% Elapsed: 22:10:02 temperature: no ada_p: No Discriminator_loss: -0.121969 Generator_loss: 149.268 
[INFO] 2021-01-16 10:11:14 > Step:   89100 Progress: 89.1% Elapsed: 22:11:28 temperature: no ada_p: No Discriminator_loss: -0.297142 Generator_loss: 146.182 
[INFO] 2021-01-16 10:12:40 > Step:   89200 Progress: 89.2% Elapsed: 22:12:54 temperature: no ada_p: No Discriminator_loss: -0.331824 Generator_loss: 152.416 
[INFO] 2021-01-16 10:14:06 > Step:   89300 Progress: 89.3% Elapsed: 22:14:20 temperature: no ada_p: No Discriminator_loss: -0.614182 Generator_loss: 160.413 
[INFO] 2021-01-16 10:15:32 > Step:   89400 Progress: 89.4% Elapsed: 22:15:46 temperature: no ada_p: No Discriminator_loss: -0.536015 Generator_loss: 152.34 
[INFO] 2021-01-16 10:16:58 > Step:   89500 Progress: 89.5% Elapsed: 22:17:12 temperature: no ada_p: No Discriminator_loss: -0.529681 Generator_loss: 164.521 
[INFO] 2021-01-16 10:18:24 > Step:   89600 Progress: 89.6% Elapsed: 22:18:38 temperature: no ada_p: No Discriminator_loss: -0.725462 Generator_loss: 163.896 
[INFO] 2021-01-16 10:19:50 > Step:   89700 Progress: 89.7% Elapsed: 22:20:04 temperature: no ada_p: No Discriminator_loss: -0.658433 Generator_loss: 186.123 
[INFO] 2021-01-16 10:21:17 > Step:   89800 Progress: 89.8% Elapsed: 22:21:30 temperature: no ada_p: No Discriminator_loss: -0.752298 Generator_loss: 185.229 
[INFO] 2021-01-16 10:22:43 > Step:   89900 Progress: 89.9% Elapsed: 22:22:56 temperature: no ada_p: No Discriminator_loss: -1.26814 Generator_loss: 185.861 
[INFO] 2021-01-16 10:24:08 > Step:   90000 Progress: 90.0% Elapsed: 22:24:22 temperature: no ada_p: No Discriminator_loss: -1.46185 Generator_loss: 183.569 
[INFO] 2021-01-16 10:24:08 > Start Evaluation (90000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 10:24:08 > Calculating FID Score....
[INFO] 2021-01-16 10:24:29 > Calculating Inception Score....
[INFO] 2021-01-16 10:24:41 > Calculate F_beta Score....
[INFO] 2021-01-16 10:25:20 > F_8 score (Step: 90000, Using valid images): 0.7352268428323807
[INFO] 2021-01-16 10:25:20 > F_1/8 score (Step: 90000, Using valid images): 0.9396643816855935
[INFO] 2021-01-16 10:25:20 > FID score (Step: 90000, Using valid moments): 41.453856936054365
[INFO] 2021-01-16 10:25:20 > Inception score (Step: 90000, 10000 generated images): 9.696331024169922
[INFO] 2021-01-16 10:25:20 > Best FID score (Step: 90000, Using valid moments): 41.453856936054365
[INFO] 2021-01-16 10:25:22 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 10:26:49 > Step:   90100 Progress: 90.1% Elapsed: 22:27:02 temperature: no ada_p: No Discriminator_loss: 0.268553 Generator_loss: 149.875 
[INFO] 2021-01-16 10:28:15 > Step:   90200 Progress: 90.2% Elapsed: 22:28:28 temperature: no ada_p: No Discriminator_loss: 0.881813 Generator_loss: 234.96 
[INFO] 2021-01-16 10:29:40 > Step:   90300 Progress: 90.3% Elapsed: 22:29:54 temperature: no ada_p: No Discriminator_loss: -1.70734 Generator_loss: 266.902 
[INFO] 2021-01-16 10:31:06 > Step:   90400 Progress: 90.4% Elapsed: 22:31:20 temperature: no ada_p: No Discriminator_loss: -1.50946 Generator_loss: 265.935 
[INFO] 2021-01-16 10:32:33 > Step:   90500 Progress: 90.5% Elapsed: 22:32:46 temperature: no ada_p: No Discriminator_loss: 0.945375 Generator_loss: 354.261 
[INFO] 2021-01-16 10:33:59 > Step:   90600 Progress: 90.6% Elapsed: 22:34:12 temperature: no ada_p: No Discriminator_loss: -0.10149 Generator_loss: 412.469 
[INFO] 2021-01-16 10:35:24 > Step:   90700 Progress: 90.7% Elapsed: 22:35:38 temperature: no ada_p: No Discriminator_loss: 0.153083 Generator_loss: 413.193 
[INFO] 2021-01-16 10:36:50 > Step:   90800 Progress: 90.8% Elapsed: 22:37:04 temperature: no ada_p: No Discriminator_loss: -0.191655 Generator_loss: 407.695 
[INFO] 2021-01-16 10:38:17 > Step:   90900 Progress: 90.9% Elapsed: 22:38:30 temperature: no ada_p: No Discriminator_loss: 0.495742 Generator_loss: 397.347 
[INFO] 2021-01-16 10:39:42 > Step:   91000 Progress: 91.0% Elapsed: 22:39:56 temperature: no ada_p: No Discriminator_loss: -0.315981 Generator_loss: 425.384 
[INFO] 2021-01-16 10:41:08 > Step:   91100 Progress: 91.1% Elapsed: 22:41:22 temperature: no ada_p: No Discriminator_loss: 0.351778 Generator_loss: 408.919 
[INFO] 2021-01-16 10:42:34 > Step:   91200 Progress: 91.2% Elapsed: 22:42:48 temperature: no ada_p: No Discriminator_loss: 0.224365 Generator_loss: 411.909 
[INFO] 2021-01-16 10:44:01 > Step:   91300 Progress: 91.3% Elapsed: 22:44:14 temperature: no ada_p: No Discriminator_loss: -0.154582 Generator_loss: 406.337 
[INFO] 2021-01-16 10:45:27 > Step:   91400 Progress: 91.4% Elapsed: 22:45:40 temperature: no ada_p: No Discriminator_loss: 0.161502 Generator_loss: 386.179 
[INFO] 2021-01-16 10:46:53 > Step:   91500 Progress: 91.5% Elapsed: 22:47:06 temperature: no ada_p: No Discriminator_loss: 0.212441 Generator_loss: 383.17 
[INFO] 2021-01-16 10:48:19 > Step:   91600 Progress: 91.6% Elapsed: 22:48:32 temperature: no ada_p: No Discriminator_loss: 0.384347 Generator_loss: 401.431 
[INFO] 2021-01-16 10:49:45 > Step:   91700 Progress: 91.7% Elapsed: 22:49:58 temperature: no ada_p: No Discriminator_loss: 0.255318 Generator_loss: 385.406 
[INFO] 2021-01-16 10:51:11 > Step:   91800 Progress: 91.8% Elapsed: 22:51:24 temperature: no ada_p: No Discriminator_loss: 0.498976 Generator_loss: 376.171 
[INFO] 2021-01-16 10:52:37 > Step:   91900 Progress: 91.9% Elapsed: 22:52:50 temperature: no ada_p: No Discriminator_loss: 0.0699706 Generator_loss: 381.218 
[INFO] 2021-01-16 10:54:03 > Step:   92000 Progress: 92.0% Elapsed: 22:54:16 temperature: no ada_p: No Discriminator_loss: 0.0203862 Generator_loss: 391.351 
[INFO] 2021-01-16 10:54:03 > Start Evaluation (92000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 10:54:03 > Calculating FID Score....
[INFO] 2021-01-16 10:54:23 > Calculating Inception Score....
[INFO] 2021-01-16 10:54:36 > Calculate F_beta Score....
[INFO] 2021-01-16 10:55:15 > F_8 score (Step: 92000, Using valid images): 0.6502502983607688
[INFO] 2021-01-16 10:55:15 > F_1/8 score (Step: 92000, Using valid images): 0.875908467386558
[INFO] 2021-01-16 10:55:15 > FID score (Step: 92000, Using valid moments): 55.01196600897123
[INFO] 2021-01-16 10:55:15 > Inception score (Step: 92000, 10000 generated images): 8.195554733276367
[INFO] 2021-01-16 10:55:15 > Best FID score (Step: 90000, Using valid moments): 41.453856936054365
[INFO] 2021-01-16 10:55:16 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 10:56:42 > Step:   92100 Progress: 92.1% Elapsed: 22:56:56 temperature: no ada_p: No Discriminator_loss: 0.0737554 Generator_loss: 385.57 
[INFO] 2021-01-16 10:58:08 > Step:   92200 Progress: 92.2% Elapsed: 22:58:22 temperature: no ada_p: No Discriminator_loss: 0.288318 Generator_loss: 387.73 
[INFO] 2021-01-16 10:59:34 > Step:   92300 Progress: 92.3% Elapsed: 22:59:48 temperature: no ada_p: No Discriminator_loss: 0.284323 Generator_loss: 354.383 
[INFO] 2021-01-16 11:01:00 > Step:   92400 Progress: 92.4% Elapsed: 23:01:14 temperature: no ada_p: No Discriminator_loss: 0.168363 Generator_loss: 349.508 
[INFO] 2021-01-16 11:02:27 > Step:   92500 Progress: 92.5% Elapsed: 23:02:40 temperature: no ada_p: No Discriminator_loss: -0.156408 Generator_loss: 333.501 
[INFO] 2021-01-16 11:03:53 > Step:   92600 Progress: 92.6% Elapsed: 23:04:06 temperature: no ada_p: No Discriminator_loss: 0.0417364 Generator_loss: 322.121 
[INFO] 2021-01-16 11:05:19 > Step:   92700 Progress: 92.7% Elapsed: 23:05:32 temperature: no ada_p: No Discriminator_loss: 0.119163 Generator_loss: 331.137 
[INFO] 2021-01-16 11:06:45 > Step:   92800 Progress: 92.8% Elapsed: 23:06:58 temperature: no ada_p: No Discriminator_loss: 0.0353314 Generator_loss: 320.474 
[INFO] 2021-01-16 11:08:11 > Step:   92900 Progress: 92.9% Elapsed: 23:08:24 temperature: no ada_p: No Discriminator_loss: 0.0726469 Generator_loss: 321.87 
[INFO] 2021-01-16 11:09:37 > Step:   93000 Progress: 93.0% Elapsed: 23:09:50 temperature: no ada_p: No Discriminator_loss: -0.229905 Generator_loss: 315.741 
[INFO] 2021-01-16 11:11:03 > Step:   93100 Progress: 93.1% Elapsed: 23:11:16 temperature: no ada_p: No Discriminator_loss: 0.00405444 Generator_loss: 301.117 
[INFO] 2021-01-16 11:12:29 > Step:   93200 Progress: 93.2% Elapsed: 23:12:42 temperature: no ada_p: No Discriminator_loss: 0.029501 Generator_loss: 280.549 
[INFO] 2021-01-16 11:13:55 > Step:   93300 Progress: 93.3% Elapsed: 23:14:08 temperature: no ada_p: No Discriminator_loss: -0.195928 Generator_loss: 272.767 
[INFO] 2021-01-16 11:15:21 > Step:   93400 Progress: 93.4% Elapsed: 23:15:34 temperature: no ada_p: No Discriminator_loss: -0.119614 Generator_loss: 264.206 
[INFO] 2021-01-16 11:16:47 > Step:   93500 Progress: 93.5% Elapsed: 23:17:00 temperature: no ada_p: No Discriminator_loss: -0.175639 Generator_loss: 263.416 
[INFO] 2021-01-16 11:18:13 > Step:   93600 Progress: 93.6% Elapsed: 23:18:26 temperature: no ada_p: No Discriminator_loss: -0.588158 Generator_loss: 253.979 
[INFO] 2021-01-16 11:19:39 > Step:   93700 Progress: 93.7% Elapsed: 23:19:53 temperature: no ada_p: No Discriminator_loss: -0.506876 Generator_loss: 246.288 
[INFO] 2021-01-16 11:21:05 > Step:   93800 Progress: 93.8% Elapsed: 23:21:18 temperature: no ada_p: No Discriminator_loss: -0.551634 Generator_loss: 246.874 
[INFO] 2021-01-16 11:22:31 > Step:   93900 Progress: 93.9% Elapsed: 23:22:44 temperature: no ada_p: No Discriminator_loss: -0.678878 Generator_loss: 249.753 
[INFO] 2021-01-16 11:23:57 > Step:   94000 Progress: 94.0% Elapsed: 23:24:11 temperature: no ada_p: No Discriminator_loss: -0.541978 Generator_loss: 270.485 
[INFO] 2021-01-16 11:23:57 > Start Evaluation (94000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 11:23:57 > Calculating FID Score....
[INFO] 2021-01-16 11:24:18 > Calculating Inception Score....
[INFO] 2021-01-16 11:24:30 > Calculate F_beta Score....
[INFO] 2021-01-16 11:25:09 > F_8 score (Step: 94000, Using valid images): 0.6900733044841172
[INFO] 2021-01-16 11:25:09 > F_1/8 score (Step: 94000, Using valid images): 0.9058092990601335
[INFO] 2021-01-16 11:25:09 > FID score (Step: 94000, Using valid moments): 48.06702989780166
[INFO] 2021-01-16 11:25:09 > Inception score (Step: 94000, 10000 generated images): 8.932914733886719
[INFO] 2021-01-16 11:25:09 > Best FID score (Step: 90000, Using valid moments): 41.453856936054365
[INFO] 2021-01-16 11:25:10 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 11:26:36 > Step:   94100 Progress: 94.1% Elapsed: 23:26:49 temperature: no ada_p: No Discriminator_loss: -0.917043 Generator_loss: 273.7 
[INFO] 2021-01-16 11:28:01 > Step:   94200 Progress: 94.2% Elapsed: 23:28:15 temperature: no ada_p: No Discriminator_loss: -0.992563 Generator_loss: 242.763 
[INFO] 2021-01-16 11:29:27 > Step:   94300 Progress: 94.3% Elapsed: 23:29:41 temperature: no ada_p: No Discriminator_loss: -0.617119 Generator_loss: 256.432 
[INFO] 2021-01-16 11:30:54 > Step:   94400 Progress: 94.4% Elapsed: 23:31:07 temperature: no ada_p: No Discriminator_loss: -0.632043 Generator_loss: 261.288 
[INFO] 2021-01-16 11:32:20 > Step:   94500 Progress: 94.5% Elapsed: 23:32:33 temperature: no ada_p: No Discriminator_loss: 0.79869 Generator_loss: 232.536 
[INFO] 2021-01-16 11:33:45 > Step:   94600 Progress: 94.6% Elapsed: 23:33:59 temperature: no ada_p: No Discriminator_loss: -1.16158 Generator_loss: 259.636 
[INFO] 2021-01-16 11:35:11 > Step:   94700 Progress: 94.7% Elapsed: 23:35:25 temperature: no ada_p: No Discriminator_loss: 0.24798 Generator_loss: 200.291 
[INFO] 2021-01-16 11:36:38 > Step:   94800 Progress: 94.8% Elapsed: 23:36:51 temperature: no ada_p: No Discriminator_loss: 0.0912374 Generator_loss: 159.846 
[INFO] 2021-01-16 11:38:04 > Step:   94900 Progress: 94.9% Elapsed: 23:38:17 temperature: no ada_p: No Discriminator_loss: 0.25952 Generator_loss: 158.875 
[INFO] 2021-01-16 11:39:30 > Step:   95000 Progress: 95.0% Elapsed: 23:39:43 temperature: no ada_p: No Discriminator_loss: 0.0654766 Generator_loss: 178.057 
[INFO] 2021-01-16 11:40:55 > Step:   95100 Progress: 95.1% Elapsed: 23:41:09 temperature: no ada_p: No Discriminator_loss: 0.334484 Generator_loss: 183.603 
[INFO] 2021-01-16 11:42:22 > Step:   95200 Progress: 95.2% Elapsed: 23:42:35 temperature: no ada_p: No Discriminator_loss: 0.121502 Generator_loss: 204.25 
[INFO] 2021-01-16 11:43:48 > Step:   95300 Progress: 95.3% Elapsed: 23:44:01 temperature: no ada_p: No Discriminator_loss: -0.433874 Generator_loss: 220.641 
[INFO] 2021-01-16 11:45:13 > Step:   95400 Progress: 95.4% Elapsed: 23:45:27 temperature: no ada_p: No Discriminator_loss: -0.149679 Generator_loss: 234.355 
[INFO] 2021-01-16 11:46:39 > Step:   95500 Progress: 95.5% Elapsed: 23:46:53 temperature: no ada_p: No Discriminator_loss: -0.246813 Generator_loss: 221.386 
[INFO] 2021-01-16 11:48:06 > Step:   95600 Progress: 95.6% Elapsed: 23:48:19 temperature: no ada_p: No Discriminator_loss: -0.740871 Generator_loss: 241.644 
[INFO] 2021-01-16 11:49:31 > Step:   95700 Progress: 95.7% Elapsed: 23:49:45 temperature: no ada_p: No Discriminator_loss: -0.666378 Generator_loss: 222.367 
[INFO] 2021-01-16 11:50:57 > Step:   95800 Progress: 95.8% Elapsed: 23:51:11 temperature: no ada_p: No Discriminator_loss: -0.581474 Generator_loss: 228.549 
[INFO] 2021-01-16 11:52:23 > Step:   95900 Progress: 95.9% Elapsed: 23:52:37 temperature: no ada_p: No Discriminator_loss: -0.804546 Generator_loss: 236.678 
[INFO] 2021-01-16 11:53:50 > Step:   96000 Progress: 96.0% Elapsed: 23:54:03 temperature: no ada_p: No Discriminator_loss: -1.11004 Generator_loss: 227.368 
[INFO] 2021-01-16 11:53:50 > Start Evaluation (96000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 11:53:50 > Calculating FID Score....
[INFO] 2021-01-16 11:54:11 > Calculating Inception Score....
[INFO] 2021-01-16 11:54:23 > Calculate F_beta Score....
[INFO] 2021-01-16 11:55:03 > F_8 score (Step: 96000, Using valid images): 0.7260682328722153
[INFO] 2021-01-16 11:55:03 > F_1/8 score (Step: 96000, Using valid images): 0.9231100542618313
[INFO] 2021-01-16 11:55:03 > FID score (Step: 96000, Using valid moments): 41.93792401621391
[INFO] 2021-01-16 11:55:03 > Inception score (Step: 96000, 10000 generated images): 9.407915115356445
[INFO] 2021-01-16 11:55:03 > Best FID score (Step: 90000, Using valid moments): 41.453856936054365
[INFO] 2021-01-16 11:55:04 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 11:56:30 > Step:   96100 Progress: 96.1% Elapsed: 23:56:44 temperature: no ada_p: No Discriminator_loss: -0.701913 Generator_loss: 226.032 
[INFO] 2021-01-16 11:57:56 > Step:   96200 Progress: 96.2% Elapsed: 23:58:10 temperature: no ada_p: No Discriminator_loss: -1.69001 Generator_loss: 230.139 
[INFO] 2021-01-16 11:59:23 > Step:   96300 Progress: 96.3% Elapsed: 23:59:36 temperature: no ada_p: No Discriminator_loss: -0.37307 Generator_loss: 211.682 
[INFO] 2021-01-16 12:00:49 > Step:   96400 Progress: 96.4% Elapsed: 1 day, 0:01:03 temperature: no ada_p: No Discriminator_loss: -2.4151 Generator_loss: 239.805 
[INFO] 2021-01-16 12:02:15 > Step:   96500 Progress: 96.5% Elapsed: 1 day, 0:02:29 temperature: no ada_p: No Discriminator_loss: 0.277739 Generator_loss: 219.165 
[INFO] 2021-01-16 12:03:41 > Step:   96600 Progress: 96.6% Elapsed: 1 day, 0:03:55 temperature: no ada_p: No Discriminator_loss: -0.0918753 Generator_loss: 245.823 
[INFO] 2021-01-16 12:05:08 > Step:   96700 Progress: 96.7% Elapsed: 1 day, 0:05:21 temperature: no ada_p: No Discriminator_loss: -0.298542 Generator_loss: 190.563 
[INFO] 2021-01-16 12:06:34 > Step:   96800 Progress: 96.8% Elapsed: 1 day, 0:06:48 temperature: no ada_p: No Discriminator_loss: -0.706902 Generator_loss: 195.976 
[INFO] 2021-01-16 12:08:00 > Step:   96900 Progress: 96.9% Elapsed: 1 day, 0:08:14 temperature: no ada_p: No Discriminator_loss: -3.00435 Generator_loss: 228.695 
[INFO] 2021-01-16 12:09:26 > Step:   97000 Progress: 97.0% Elapsed: 1 day, 0:09:40 temperature: no ada_p: No Discriminator_loss: -1.45591 Generator_loss: 236.462 
[INFO] 2021-01-16 12:10:52 > Step:   97100 Progress: 97.1% Elapsed: 1 day, 0:11:06 temperature: no ada_p: No Discriminator_loss: -0.384882 Generator_loss: 318.643 
[INFO] 2021-01-16 12:12:19 > Step:   97200 Progress: 97.2% Elapsed: 1 day, 0:12:32 temperature: no ada_p: No Discriminator_loss: -1.8784 Generator_loss: 231.271 
[INFO] 2021-01-16 12:13:45 > Step:   97300 Progress: 97.3% Elapsed: 1 day, 0:13:58 temperature: no ada_p: No Discriminator_loss: -0.772701 Generator_loss: 94.2623 
[INFO] 2021-01-16 12:15:11 > Step:   97400 Progress: 97.4% Elapsed: 1 day, 0:15:24 temperature: no ada_p: No Discriminator_loss: -3.05991 Generator_loss: 213.808 
[INFO] 2021-01-16 12:16:37 > Step:   97500 Progress: 97.5% Elapsed: 1 day, 0:16:51 temperature: no ada_p: No Discriminator_loss: 0.101426 Generator_loss: 411.153 
[INFO] 2021-01-16 12:18:04 > Step:   97600 Progress: 97.6% Elapsed: 1 day, 0:18:17 temperature: no ada_p: No Discriminator_loss: 0.0690404 Generator_loss: 385.135 
[INFO] 2021-01-16 12:19:30 > Step:   97700 Progress: 97.7% Elapsed: 1 day, 0:19:43 temperature: no ada_p: No Discriminator_loss: -0.661695 Generator_loss: 410.501 
[INFO] 2021-01-16 12:20:56 > Step:   97800 Progress: 97.8% Elapsed: 1 day, 0:21:09 temperature: no ada_p: No Discriminator_loss: -0.653913 Generator_loss: 384.495 
[INFO] 2021-01-16 12:22:23 > Step:   97900 Progress: 97.9% Elapsed: 1 day, 0:22:36 temperature: no ada_p: No Discriminator_loss: -0.46931 Generator_loss: 361.521 
[INFO] 2021-01-16 12:23:49 > Step:   98000 Progress: 98.0% Elapsed: 1 day, 0:24:02 temperature: no ada_p: No Discriminator_loss: -0.665286 Generator_loss: 332.591 
[INFO] 2021-01-16 12:23:49 > Start Evaluation (98000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 12:23:49 > Calculating FID Score....
[INFO] 2021-01-16 12:24:09 > Calculating Inception Score....
[INFO] 2021-01-16 12:24:22 > Calculate F_beta Score....
[INFO] 2021-01-16 12:25:00 > F_8 score (Step: 98000, Using valid images): 0.7161620670453719
[INFO] 2021-01-16 12:25:00 > F_1/8 score (Step: 98000, Using valid images): 0.9246554975433771
[INFO] 2021-01-16 12:25:00 > FID score (Step: 98000, Using valid moments): 41.67682921983845
[INFO] 2021-01-16 12:25:00 > Inception score (Step: 98000, 10000 generated images): 9.383421897888184
[INFO] 2021-01-16 12:25:00 > Best FID score (Step: 90000, Using valid moments): 41.453856936054365
[INFO] 2021-01-16 12:25:01 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 12:26:27 > Step:   98100 Progress: 98.1% Elapsed: 1 day, 0:26:40 temperature: no ada_p: No Discriminator_loss: -0.751561 Generator_loss: 317.031 
[INFO] 2021-01-16 12:27:53 > Step:   98200 Progress: 98.2% Elapsed: 1 day, 0:28:06 temperature: no ada_p: No Discriminator_loss: -1.26808 Generator_loss: 304.589 
[INFO] 2021-01-16 12:29:19 > Step:   98300 Progress: 98.3% Elapsed: 1 day, 0:29:33 temperature: no ada_p: No Discriminator_loss: -3.09123 Generator_loss: 305.347 
[INFO] 2021-01-16 12:30:45 > Step:   98400 Progress: 98.4% Elapsed: 1 day, 0:30:59 temperature: no ada_p: No Discriminator_loss: -0.16209 Generator_loss: 213.688 
[INFO] 2021-01-16 12:32:12 > Step:   98500 Progress: 98.5% Elapsed: 1 day, 0:32:25 temperature: no ada_p: No Discriminator_loss: -0.349162 Generator_loss: 245.62 
[INFO] 2021-01-16 12:33:38 > Step:   98600 Progress: 98.6% Elapsed: 1 day, 0:33:51 temperature: no ada_p: No Discriminator_loss: -0.601928 Generator_loss: 256.895 
[INFO] 2021-01-16 12:35:04 > Step:   98700 Progress: 98.7% Elapsed: 1 day, 0:35:18 temperature: no ada_p: No Discriminator_loss: -0.545231 Generator_loss: 247.888 
[INFO] 2021-01-16 12:36:30 > Step:   98800 Progress: 98.8% Elapsed: 1 day, 0:36:44 temperature: no ada_p: No Discriminator_loss: -1.00879 Generator_loss: 236.401 
[INFO] 2021-01-16 12:37:56 > Step:   98900 Progress: 98.9% Elapsed: 1 day, 0:38:10 temperature: no ada_p: No Discriminator_loss: -0.847178 Generator_loss: 235.28 
[INFO] 2021-01-16 12:39:22 > Step:   99000 Progress: 99.0% Elapsed: 1 day, 0:39:36 temperature: no ada_p: No Discriminator_loss: -0.391827 Generator_loss: 243.382 
[INFO] 2021-01-16 12:40:49 > Step:   99100 Progress: 99.1% Elapsed: 1 day, 0:41:02 temperature: no ada_p: No Discriminator_loss: -0.313639 Generator_loss: 247.122 
[INFO] 2021-01-16 12:42:15 > Step:   99200 Progress: 99.2% Elapsed: 1 day, 0:42:28 temperature: no ada_p: No Discriminator_loss: -1.1926 Generator_loss: 229.381 
[INFO] 2021-01-16 12:43:41 > Step:   99300 Progress: 99.3% Elapsed: 1 day, 0:43:54 temperature: no ada_p: No Discriminator_loss: -2.68411 Generator_loss: 247.96 
[INFO] 2021-01-16 12:45:07 > Step:   99400 Progress: 99.4% Elapsed: 1 day, 0:45:20 temperature: no ada_p: No Discriminator_loss: -1.17867 Generator_loss: 309.053 
[INFO] 2021-01-16 12:46:34 > Step:   99500 Progress: 99.5% Elapsed: 1 day, 0:46:47 temperature: no ada_p: No Discriminator_loss: 0.0326919 Generator_loss: 325.352 
[INFO] 2021-01-16 12:48:00 > Step:   99600 Progress: 99.6% Elapsed: 1 day, 0:48:13 temperature: no ada_p: No Discriminator_loss: 0.0189118 Generator_loss: 351.282 
[INFO] 2021-01-16 12:49:26 > Step:   99700 Progress: 99.7% Elapsed: 1 day, 0:49:39 temperature: no ada_p: No Discriminator_loss: -0.346833 Generator_loss: 359.522 
[INFO] 2021-01-16 12:50:52 > Step:   99800 Progress: 99.8% Elapsed: 1 day, 0:51:05 temperature: no ada_p: No Discriminator_loss: -0.493639 Generator_loss: 346.037 
[INFO] 2021-01-16 12:52:18 > Step:   99900 Progress: 99.9% Elapsed: 1 day, 0:52:32 temperature: no ada_p: No Discriminator_loss: -0.479924 Generator_loss: 318.275 
[INFO] 2021-01-16 12:53:44 > Step:  100000 Progress: 100.0% Elapsed: 1 day, 0:53:58 temperature: no ada_p: No Discriminator_loss: -0.757048 Generator_loss: 273.776 
[INFO] 2021-01-16 12:53:44 > Start Evaluation (100000 Step): WGAN-WC-train-2021_01_15_11_59_38
[INFO] 2021-01-16 12:53:44 > Calculating FID Score....
[INFO] 2021-01-16 12:54:05 > Calculating Inception Score....
[INFO] 2021-01-16 12:54:18 > Calculate F_beta Score....
[INFO] 2021-01-16 12:54:56 > F_8 score (Step: 100000, Using valid images): 0.740439549710666
[INFO] 2021-01-16 12:54:56 > F_1/8 score (Step: 100000, Using valid images): 0.9043162735640078
[INFO] 2021-01-16 12:54:56 > FID score (Step: 100000, Using valid moments): 43.1944652544837
[INFO] 2021-01-16 12:54:56 > Inception score (Step: 100000, 10000 generated images): 9.270998001098633
[INFO] 2021-01-16 12:54:56 > Best FID score (Step: 90000, Using valid moments): 41.453856936054365
[INFO] 2021-01-16 12:54:58 > Save model to checkpoints/WGAN-WC-train-2021_01_15_11_59_38