WGAN-GP-train-2021_01_15_11_59_40.log

[INFO] 2021-01-15 11:59:40 > Run name : WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 11:59:40 > {'config_path': './src/configs/TINY_ILSVRC2012/WGAN-GP.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 11:59:40 > {'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': True, 'weight_clipping_bound': 0.01, 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': False, 'ema_decay': 'N/A', 'ema_start': 'N/A'}}}
[INFO] 2021-01-15 11:59:40 > Load train datasets...
[INFO] 2021-01-15 11:59:42 > Train dataset size : 100000
[INFO] 2021-01-15 11:59:42 > Load valid datasets...
[INFO] 2021-01-15 11:59:42 > Eval dataset size : 10000
[INFO] 2021-01-15 11:59:42 > Build model...
[INFO] 2021-01-15 11:59:42 > Modules are located on models.resnet.
[INFO] 2021-01-15 11:59:46 > Number of parameters: 12220675
[INFO] 2021-01-15 11:59:46 > 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 11:59:46 > Number of parameters: 19550535
[INFO] 2021-01-15 11:59:46 > 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 11:59:50 > Start training....
[INFO] 2021-01-15 12:00:42 > Step:     100 Progress: 0.1% Elapsed: 0:00:51 temperature: no ada_p: No Discriminator_loss: -8.3237e-09 Generator_loss: 0.00915393 
[INFO] 2021-01-15 12:01:29 > Step:     200 Progress: 0.2% Elapsed: 0:01:38 temperature: no ada_p: No Discriminator_loss: 4.85306e-08 Generator_loss: 0.0091536 
[INFO] 2021-01-15 12:02:16 > Step:     300 Progress: 0.3% Elapsed: 0:02:25 temperature: no ada_p: No Discriminator_loss: 7.6674e-08 Generator_loss: 0.00915402 
[INFO] 2021-01-15 12:03:03 > Step:     400 Progress: 0.4% Elapsed: 0:03:12 temperature: no ada_p: No Discriminator_loss: 6.7339e-08 Generator_loss: 0.00915553 
[INFO] 2021-01-15 12:03:50 > Step:     500 Progress: 0.5% Elapsed: 0:03:59 temperature: no ada_p: No Discriminator_loss: -3.79077e-09 Generator_loss: 0.0091576 
[INFO] 2021-01-15 12:04:37 > Step:     600 Progress: 0.6% Elapsed: 0:04:46 temperature: no ada_p: No Discriminator_loss: -4.97857e-08 Generator_loss: 0.00916012 
[INFO] 2021-01-15 12:05:24 > Step:     700 Progress: 0.7% Elapsed: 0:05:33 temperature: no ada_p: No Discriminator_loss: -8.46412e-08 Generator_loss: 0.00916284 
[INFO] 2021-01-15 12:06:12 > Step:     800 Progress: 0.8% Elapsed: 0:06:21 temperature: no ada_p: No Discriminator_loss: -1.24062e-07 Generator_loss: 0.00916542 
[INFO] 2021-01-15 12:06:59 > Step:     900 Progress: 0.9% Elapsed: 0:07:08 temperature: no ada_p: No Discriminator_loss: -1.152e-07 Generator_loss: 0.00916754 
[INFO] 2021-01-15 12:07:46 > Step:    1000 Progress: 1.0% Elapsed: 0:07:55 temperature: no ada_p: No Discriminator_loss: -7.05004e-08 Generator_loss: 0.00916963 
[INFO] 2021-01-15 12:08:33 > Step:    1100 Progress: 1.1% Elapsed: 0:08:42 temperature: no ada_p: No Discriminator_loss: -4.54202e-08 Generator_loss: 0.00917042 
[INFO] 2021-01-15 12:09:20 > Step:    1200 Progress: 1.2% Elapsed: 0:09:29 temperature: no ada_p: No Discriminator_loss: 9.4733e-09 Generator_loss: 0.0091703 
[INFO] 2021-01-15 12:10:07 > Step:    1300 Progress: 1.3% Elapsed: 0:10:16 temperature: no ada_p: No Discriminator_loss: 1.55051e-08 Generator_loss: 0.00916882 
[INFO] 2021-01-15 12:10:54 > Step:    1400 Progress: 1.4% Elapsed: 0:11:03 temperature: no ada_p: No Discriminator_loss: -1.93795e-08 Generator_loss: 0.00916592 
[INFO] 2021-01-15 12:11:41 > Step:    1500 Progress: 1.5% Elapsed: 0:11:50 temperature: no ada_p: No Discriminator_loss: -5.9903e-08 Generator_loss: 0.00916222 
[INFO] 2021-01-15 12:12:28 > Step:    1600 Progress: 1.6% Elapsed: 0:12:38 temperature: no ada_p: No Discriminator_loss: -1.19759e-07 Generator_loss: 0.00915818 
[INFO] 2021-01-15 12:13:15 > Step:    1700 Progress: 1.7% Elapsed: 0:13:25 temperature: no ada_p: No Discriminator_loss: -1.226e-07 Generator_loss: 0.00915534 
[INFO] 2021-01-15 12:14:02 > Step:    1800 Progress: 1.8% Elapsed: 0:14:12 temperature: no ada_p: No Discriminator_loss: -8.10542e-08 Generator_loss: 0.00915464 
[INFO] 2021-01-15 12:14:49 > Step:    1900 Progress: 1.9% Elapsed: 0:14:59 temperature: no ada_p: No Discriminator_loss: -2.48619e-08 Generator_loss: 0.0091582 
[INFO] 2021-01-15 12:15:37 > Step:    2000 Progress: 2.0% Elapsed: 0:15:46 temperature: no ada_p: No Discriminator_loss: -1.63236e-08 Generator_loss: 0.00916312 
[INFO] 2021-01-15 12:15:37 > Start Evaluation (2000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:15:37 > Calculating FID Score....
[INFO] 2021-01-15 12:16:00 > Calculating Inception Score....
[INFO] 2021-01-15 12:16:12 > Calculate F_beta Score....
[INFO] 2021-01-15 12:16:49 > F_8 score (Step: 2000, Using valid images): 0.0003572425967071357
[INFO] 2021-01-15 12:16:49 > F_1/8 score (Step: 2000, Using valid images): 0.0165395575096745
[INFO] 2021-01-15 12:16:49 > FID score (Step: 2000, Using valid moments): 314.8806720573301
[INFO] 2021-01-15 12:16:49 > Inception score (Step: 2000, 10000 generated images): 1.3528310060501099
[INFO] 2021-01-15 12:16:49 > Best FID score (Step: 2000, Using valid moments): 314.8806720573301
[INFO] 2021-01-15 12:16:51 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:17:38 > Step:    2100 Progress: 2.1% Elapsed: 0:17:47 temperature: no ada_p: No Discriminator_loss: -8.11488e-08 Generator_loss: 0.00916939 
[INFO] 2021-01-15 12:18:25 > Step:    2200 Progress: 2.2% Elapsed: 0:18:34 temperature: no ada_p: No Discriminator_loss: -1.48084e-07 Generator_loss: 0.00917448 
[INFO] 2021-01-15 12:19:12 > Step:    2300 Progress: 2.3% Elapsed: 0:19:21 temperature: no ada_p: No Discriminator_loss: -1.10464e-07 Generator_loss: 0.00912072 
[INFO] 2021-01-15 12:20:00 > Step:    2400 Progress: 2.4% Elapsed: 0:20:09 temperature: no ada_p: No Discriminator_loss: -9.19244e-08 Generator_loss: 0.00912083 
[INFO] 2021-01-15 12:20:47 > Step:    2500 Progress: 2.5% Elapsed: 0:20:56 temperature: no ada_p: No Discriminator_loss: -9.80181e-08 Generator_loss: 0.00911773 
[INFO] 2021-01-15 12:21:34 > Step:    2600 Progress: 2.6% Elapsed: 0:21:43 temperature: no ada_p: No Discriminator_loss: -1.08055e-07 Generator_loss: 0.00911194 
[INFO] 2021-01-15 12:22:21 > Step:    2700 Progress: 2.7% Elapsed: 0:22:30 temperature: no ada_p: No Discriminator_loss: -1.30338e-07 Generator_loss: 0.00910598 
[INFO] 2021-01-15 12:23:08 > Step:    2800 Progress: 2.8% Elapsed: 0:23:17 temperature: no ada_p: No Discriminator_loss: -1.39848e-07 Generator_loss: 0.00910413 
[INFO] 2021-01-15 12:23:55 > Step:    2900 Progress: 2.9% Elapsed: 0:24:04 temperature: no ada_p: No Discriminator_loss: -8.81264e-08 Generator_loss: 0.00910984 
[INFO] 2021-01-15 12:24:42 > Step:    3000 Progress: 3.0% Elapsed: 0:24:51 temperature: no ada_p: No Discriminator_loss: -1.34234e-07 Generator_loss: 0.0091203 
[INFO] 2021-01-15 12:25:29 > Step:    3100 Progress: 3.1% Elapsed: 0:25:38 temperature: no ada_p: No Discriminator_loss: -1.17256e-07 Generator_loss: 0.00912965 
[INFO] 2021-01-15 12:26:16 > Step:    3200 Progress: 3.2% Elapsed: 0:26:26 temperature: no ada_p: No Discriminator_loss: -1.35882e-07 Generator_loss: 0.00913087 
[INFO] 2021-01-15 12:27:03 > Step:    3300 Progress: 3.3% Elapsed: 0:27:13 temperature: no ada_p: No Discriminator_loss: -1.44526e-07 Generator_loss: 0.00912479 
[INFO] 2021-01-15 12:27:50 > Step:    3400 Progress: 3.4% Elapsed: 0:28:00 temperature: no ada_p: No Discriminator_loss: -1.13294e-07 Generator_loss: 0.00912192 
[INFO] 2021-01-15 12:28:37 > Step:    3500 Progress: 3.5% Elapsed: 0:28:47 temperature: no ada_p: No Discriminator_loss: -1.29829e-07 Generator_loss: 0.00913067 
[INFO] 2021-01-15 12:29:25 > Step:    3600 Progress: 3.6% Elapsed: 0:29:34 temperature: no ada_p: No Discriminator_loss: -1.9322e-07 Generator_loss: 0.00914761 
[INFO] 2021-01-15 12:30:12 > Step:    3700 Progress: 3.7% Elapsed: 0:30:21 temperature: no ada_p: No Discriminator_loss: -1.021e-07 Generator_loss: 0.00915645 
[INFO] 2021-01-15 12:30:59 > Step:    3800 Progress: 3.8% Elapsed: 0:31:08 temperature: no ada_p: No Discriminator_loss: -1.56033e-07 Generator_loss: 0.00915582 
[INFO] 2021-01-15 12:31:46 > Step:    3900 Progress: 3.9% Elapsed: 0:31:55 temperature: no ada_p: No Discriminator_loss: -1.99474e-07 Generator_loss: 0.00916258 
[INFO] 2021-01-15 12:32:34 > Step:    4000 Progress: 4.0% Elapsed: 0:32:43 temperature: no ada_p: No Discriminator_loss: -1.97186e-07 Generator_loss: 0.00917423 
[INFO] 2021-01-15 12:32:34 > Start Evaluation (4000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:32:34 > Calculating FID Score....
[INFO] 2021-01-15 12:32:54 > Calculating Inception Score....
[INFO] 2021-01-15 12:33:07 > Calculate F_beta Score....
[INFO] 2021-01-15 12:33:43 > F_8 score (Step: 4000, Using valid images): 0.00035270835554125033
[INFO] 2021-01-15 12:33:43 > F_1/8 score (Step: 4000, Using valid images): 0.016064677713394874
[INFO] 2021-01-15 12:33:43 > FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 12:33:43 > Inception score (Step: 4000, 10000 generated images): 1.3218474388122559
[INFO] 2021-01-15 12:33:43 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 12:33:45 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:34:32 > Step:    4100 Progress: 4.1% Elapsed: 0:34:41 temperature: no ada_p: No Discriminator_loss: -2.03912e-07 Generator_loss: 0.00917912 
[INFO] 2021-01-15 12:35:18 > Step:    4200 Progress: 4.2% Elapsed: 0:35:28 temperature: no ada_p: No Discriminator_loss: -2.09624e-07 Generator_loss: 0.00918888 
[INFO] 2021-01-15 12:36:06 > Step:    4300 Progress: 4.3% Elapsed: 0:36:15 temperature: no ada_p: No Discriminator_loss: -2.19341e-07 Generator_loss: 0.0091983 
[INFO] 2021-01-15 12:36:53 > Step:    4400 Progress: 4.4% Elapsed: 0:37:02 temperature: no ada_p: No Discriminator_loss: -1.76311e-07 Generator_loss: 0.00919466 
[INFO] 2021-01-15 12:37:40 > Step:    4500 Progress: 4.5% Elapsed: 0:37:49 temperature: no ada_p: No Discriminator_loss: -2.63521e-07 Generator_loss: 0.00920461 
[INFO] 2021-01-15 12:38:27 > Step:    4600 Progress: 4.6% Elapsed: 0:38:36 temperature: no ada_p: No Discriminator_loss: -2.81954e-07 Generator_loss: 0.00921784 
[INFO] 2021-01-15 12:39:14 > Step:    4700 Progress: 4.7% Elapsed: 0:39:24 temperature: no ada_p: No Discriminator_loss: -2.60352e-07 Generator_loss: 0.00923302 
[INFO] 2021-01-15 12:40:01 > Step:    4800 Progress: 4.8% Elapsed: 0:40:11 temperature: no ada_p: No Discriminator_loss: -2.54124e-07 Generator_loss: 0.00925231 
[INFO] 2021-01-15 12:40:48 > Step:    4900 Progress: 4.9% Elapsed: 0:40:58 temperature: no ada_p: No Discriminator_loss: -2.73154e-07 Generator_loss: 0.00926884 
[INFO] 2021-01-15 12:41:35 > Step:    5000 Progress: 5.0% Elapsed: 0:41:45 temperature: no ada_p: No Discriminator_loss: -3.15769e-07 Generator_loss: 0.00927879 
[INFO] 2021-01-15 12:42:23 > Step:    5100 Progress: 5.1% Elapsed: 0:42:32 temperature: no ada_p: No Discriminator_loss: -3.0089e-07 Generator_loss: 0.00929932 
[INFO] 2021-01-15 12:43:10 > Step:    5200 Progress: 5.2% Elapsed: 0:43:19 temperature: no ada_p: No Discriminator_loss: -3.06689e-07 Generator_loss: 0.00932297 
[INFO] 2021-01-15 12:43:57 > Step:    5300 Progress: 5.3% Elapsed: 0:44:06 temperature: no ada_p: No Discriminator_loss: -4.05165e-07 Generator_loss: 0.00935355 
[INFO] 2021-01-15 12:44:44 > Step:    5400 Progress: 5.4% Elapsed: 0:44:53 temperature: no ada_p: No Discriminator_loss: -3.56133e-07 Generator_loss: 0.00940018 
[INFO] 2021-01-15 12:45:32 > Step:    5500 Progress: 5.5% Elapsed: 0:45:41 temperature: no ada_p: No Discriminator_loss: -3.49304e-07 Generator_loss: 0.00944688 
[INFO] 2021-01-15 12:46:19 > Step:    5600 Progress: 5.6% Elapsed: 0:46:28 temperature: no ada_p: No Discriminator_loss: -3.63361e-07 Generator_loss: 0.00950135 
[INFO] 2021-01-15 12:47:06 > Step:    5700 Progress: 5.7% Elapsed: 0:47:15 temperature: no ada_p: No Discriminator_loss: -4.35204e-07 Generator_loss: 0.00952668 
[INFO] 2021-01-15 12:47:53 > Step:    5800 Progress: 5.8% Elapsed: 0:48:02 temperature: no ada_p: No Discriminator_loss: -3.50057e-07 Generator_loss: 0.00955596 
[INFO] 2021-01-15 12:48:40 > Step:    5900 Progress: 5.9% Elapsed: 0:48:49 temperature: no ada_p: No Discriminator_loss: -2.69109e-07 Generator_loss: 0.0095844 
[INFO] 2021-01-15 12:49:27 > Step:    6000 Progress: 6.0% Elapsed: 0:49:36 temperature: no ada_p: No Discriminator_loss: -2.73238e-07 Generator_loss: 0.00962471 
[INFO] 2021-01-15 12:49:27 > Start Evaluation (6000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:49:27 > Calculating FID Score....
[INFO] 2021-01-15 12:49:48 > Calculating Inception Score....
[INFO] 2021-01-15 12:50:01 > Calculate F_beta Score....
[INFO] 2021-01-15 12:50:36 > F_8 score (Step: 6000, Using valid images): 0.0
[INFO] 2021-01-15 12:50:36 > F_1/8 score (Step: 6000, Using valid images): 0.0
[INFO] 2021-01-15 12:50:36 > FID score (Step: 6000, Using valid moments): 332.2858039740795
[INFO] 2021-01-15 12:50:36 > Inception score (Step: 6000, 10000 generated images): 1.5332345962524414
[INFO] 2021-01-15 12:50:36 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 12:50:37 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 12:51:24 > Step:    6100 Progress: 6.1% Elapsed: 0:51:33 temperature: no ada_p: No Discriminator_loss: -2.19996e-07 Generator_loss: 0.0096682 
[INFO] 2021-01-15 12:52:11 > Step:    6200 Progress: 6.2% Elapsed: 0:52:20 temperature: no ada_p: No Discriminator_loss: -2.24703e-07 Generator_loss: 0.00970008 
[INFO] 2021-01-15 12:52:59 > Step:    6300 Progress: 6.3% Elapsed: 0:53:08 temperature: no ada_p: No Discriminator_loss: -1.76431e-07 Generator_loss: 0.00972736 
[INFO] 2021-01-15 12:53:46 > Step:    6400 Progress: 6.4% Elapsed: 0:53:55 temperature: no ada_p: No Discriminator_loss: -3.05798e-07 Generator_loss: 0.00974021 
[INFO] 2021-01-15 12:54:33 > Step:    6500 Progress: 6.5% Elapsed: 0:54:42 temperature: no ada_p: No Discriminator_loss: -1.38156e-07 Generator_loss: 0.0097463 
[INFO] 2021-01-15 12:55:20 > Step:    6600 Progress: 6.6% Elapsed: 0:55:29 temperature: no ada_p: No Discriminator_loss: -1.66016e-07 Generator_loss: 0.00975832 
[INFO] 2021-01-15 12:56:07 > Step:    6700 Progress: 6.7% Elapsed: 0:56:16 temperature: no ada_p: No Discriminator_loss: -2.21473e-07 Generator_loss: 0.00977208 
[INFO] 2021-01-15 12:56:54 > Step:    6800 Progress: 6.8% Elapsed: 0:57:03 temperature: no ada_p: No Discriminator_loss: -1.87916e-07 Generator_loss: 0.00978513 
[INFO] 2021-01-15 12:57:41 > Step:    6900 Progress: 6.9% Elapsed: 0:57:50 temperature: no ada_p: No Discriminator_loss: 7.27305e-08 Generator_loss: 0.00980919 
[INFO] 2021-01-15 12:58:28 > Step:    7000 Progress: 7.0% Elapsed: 0:58:37 temperature: no ada_p: No Discriminator_loss: -4.50094e-07 Generator_loss: 0.00984307 
[INFO] 2021-01-15 12:59:16 > Step:    7100 Progress: 7.1% Elapsed: 0:59:25 temperature: no ada_p: No Discriminator_loss: -2.70094e-07 Generator_loss: 0.00988312 
[INFO] 2021-01-15 13:00:03 > Step:    7200 Progress: 7.2% Elapsed: 1:00:12 temperature: no ada_p: No Discriminator_loss: -3.69044e-07 Generator_loss: 0.0099321 
[INFO] 2021-01-15 13:00:50 > Step:    7300 Progress: 7.3% Elapsed: 1:00:59 temperature: no ada_p: No Discriminator_loss: -6.58947e-07 Generator_loss: 0.0100087 
[INFO] 2021-01-15 13:01:37 > Step:    7400 Progress: 7.4% Elapsed: 1:01:46 temperature: no ada_p: No Discriminator_loss: -3.60742e-08 Generator_loss: 0.0447245 
[INFO] 2021-01-15 13:02:24 > Step:    7500 Progress: 7.5% Elapsed: 1:02:33 temperature: no ada_p: No Discriminator_loss: -3.54194e-08 Generator_loss: 0.106868 
[INFO] 2021-01-15 13:03:11 > Step:    7600 Progress: 7.6% Elapsed: 1:03:20 temperature: no ada_p: No Discriminator_loss: -5.68107e-08 Generator_loss: 0.129985 
[INFO] 2021-01-15 13:03:58 > Step:    7700 Progress: 7.7% Elapsed: 1:04:07 temperature: no ada_p: No Discriminator_loss: -4.07454e-08 Generator_loss: 0.127276 
[INFO] 2021-01-15 13:04:45 > Step:    7800 Progress: 7.8% Elapsed: 1:04:54 temperature: no ada_p: No Discriminator_loss: -5.91972e-08 Generator_loss: 0.130733 
[INFO] 2021-01-15 13:05:33 > Step:    7900 Progress: 7.9% Elapsed: 1:05:42 temperature: no ada_p: No Discriminator_loss: -4.97093e-08 Generator_loss: 0.132107 
[INFO] 2021-01-15 13:06:20 > Step:    8000 Progress: 8.0% Elapsed: 1:06:29 temperature: no ada_p: No Discriminator_loss: -7.4273e-08 Generator_loss: 0.13249 
[INFO] 2021-01-15 13:06:20 > Start Evaluation (8000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:06:20 > Calculating FID Score....
[INFO] 2021-01-15 13:06:40 > Calculating Inception Score....
[INFO] 2021-01-15 13:06:53 > Calculate F_beta Score....
[INFO] 2021-01-15 13:07:28 > F_8 score (Step: 8000, Using valid images): 1.0156000731526428e-05
[INFO] 2021-01-15 13:07:28 > F_1/8 score (Step: 8000, Using valid images): 0.0005906234121118889
[INFO] 2021-01-15 13:07:28 > FID score (Step: 8000, Using valid moments): 319.96049739794034
[INFO] 2021-01-15 13:07:28 > Inception score (Step: 8000, 10000 generated images): 1.597555160522461
[INFO] 2021-01-15 13:07:28 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 13:07:29 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:08:16 > Step:    8100 Progress: 8.1% Elapsed: 1:08:26 temperature: no ada_p: No Discriminator_loss: -6.4203e-08 Generator_loss: 0.13278 
[INFO] 2021-01-15 13:09:04 > Step:    8200 Progress: 8.2% Elapsed: 1:09:13 temperature: no ada_p: No Discriminator_loss: -9.40636e-08 Generator_loss: 0.133149 
[INFO] 2021-01-15 13:09:51 > Step:    8300 Progress: 8.3% Elapsed: 1:10:00 temperature: no ada_p: No Discriminator_loss: -1.10624e-07 Generator_loss: 0.12625 
[INFO] 2021-01-15 13:10:38 > Step:    8400 Progress: 8.4% Elapsed: 1:10:47 temperature: no ada_p: No Discriminator_loss: -1.3574e-07 Generator_loss: 0.124908 
[INFO] 2021-01-15 13:11:25 > Step:    8500 Progress: 8.5% Elapsed: 1:11:34 temperature: no ada_p: No Discriminator_loss: -1.15018e-07 Generator_loss: 0.103691 
[INFO] 2021-01-15 13:12:12 > Step:    8600 Progress: 8.6% Elapsed: 1:12:22 temperature: no ada_p: No Discriminator_loss: -9.19099e-08 Generator_loss: 0.0978045 
[INFO] 2021-01-15 13:12:59 > Step:    8700 Progress: 8.7% Elapsed: 1:13:09 temperature: no ada_p: No Discriminator_loss: -1.27795e-07 Generator_loss: 0.0905663 
[INFO] 2021-01-15 13:13:46 > Step:    8800 Progress: 8.8% Elapsed: 1:13:56 temperature: no ada_p: No Discriminator_loss: -1.91474e-07 Generator_loss: 0.0939995 
[INFO] 2021-01-15 13:14:33 > Step:    8900 Progress: 8.9% Elapsed: 1:14:43 temperature: no ada_p: No Discriminator_loss: -1.97178e-07 Generator_loss: 0.0982829 
[INFO] 2021-01-15 13:15:21 > Step:    9000 Progress: 9.0% Elapsed: 1:15:30 temperature: no ada_p: No Discriminator_loss: -2.14844e-07 Generator_loss: 0.103436 
[INFO] 2021-01-15 13:16:08 > Step:    9100 Progress: 9.1% Elapsed: 1:16:17 temperature: no ada_p: No Discriminator_loss: -2.96015e-07 Generator_loss: 0.111045 
[INFO] 2021-01-15 13:16:55 > Step:    9200 Progress: 9.2% Elapsed: 1:17:04 temperature: no ada_p: No Discriminator_loss: -3.93862e-07 Generator_loss: 0.120085 
[INFO] 2021-01-15 13:17:42 > Step:    9300 Progress: 9.3% Elapsed: 1:17:51 temperature: no ada_p: No Discriminator_loss: -6.51868e-07 Generator_loss: 0.136964 
[INFO] 2021-01-15 13:18:29 > Step:    9400 Progress: 9.4% Elapsed: 1:18:38 temperature: no ada_p: No Discriminator_loss: -1.15117e-06 Generator_loss: 0.138752 
[INFO] 2021-01-15 13:19:16 > Step:    9500 Progress: 9.5% Elapsed: 1:19:25 temperature: no ada_p: No Discriminator_loss: -1.7464e-06 Generator_loss: 0.159242 
[INFO] 2021-01-15 13:20:03 > Step:    9600 Progress: 9.6% Elapsed: 1:20:12 temperature: no ada_p: No Discriminator_loss: -2.69664e-06 Generator_loss: 0.195325 
[INFO] 2021-01-15 13:20:50 > Step:    9700 Progress: 9.7% Elapsed: 1:20:59 temperature: no ada_p: No Discriminator_loss: -1.72277e-06 Generator_loss: 0.190588 
[INFO] 2021-01-15 13:21:38 > Step:    9800 Progress: 9.8% Elapsed: 1:21:47 temperature: no ada_p: No Discriminator_loss: -1.92318e-07 Generator_loss: 0.190614 
[INFO] 2021-01-15 13:22:24 > Step:    9900 Progress: 9.9% Elapsed: 1:22:34 temperature: no ada_p: No Discriminator_loss: 2.2538e-07 Generator_loss: 0.195853 
[INFO] 2021-01-15 13:23:11 > Step:   10000 Progress: 10.0% Elapsed: 1:23:21 temperature: no ada_p: No Discriminator_loss: -3.79176e-06 Generator_loss: 0.196197 
[INFO] 2021-01-15 13:23:11 > Start Evaluation (10000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:23:11 > Calculating FID Score....
[INFO] 2021-01-15 13:23:32 > Calculating Inception Score....
[INFO] 2021-01-15 13:23:45 > Calculate F_beta Score....
[INFO] 2021-01-15 13:24:21 > F_8 score (Step: 10000, Using valid images): 0.0
[INFO] 2021-01-15 13:24:21 > F_1/8 score (Step: 10000, Using valid images): 0.0
[INFO] 2021-01-15 13:24:21 > FID score (Step: 10000, Using valid moments): 318.08915256130604
[INFO] 2021-01-15 13:24:21 > Inception score (Step: 10000, 10000 generated images): 1.6008355617523193
[INFO] 2021-01-15 13:24:21 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 13:24:22 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:25:09 > Step:   10100 Progress: 10.1% Elapsed: 1:25:18 temperature: no ada_p: No Discriminator_loss: -8.59378e-07 Generator_loss: 0.199071 
[INFO] 2021-01-15 13:25:56 > Step:   10200 Progress: 10.2% Elapsed: 1:26:05 temperature: no ada_p: No Discriminator_loss: 5.07617e-06 Generator_loss: 0.216259 
[INFO] 2021-01-15 13:26:43 > Step:   10300 Progress: 10.3% Elapsed: 1:26:52 temperature: no ada_p: No Discriminator_loss: 2.43395e-06 Generator_loss: 0.217555 
[INFO] 2021-01-15 13:27:30 > Step:   10400 Progress: 10.4% Elapsed: 1:27:39 temperature: no ada_p: No Discriminator_loss: 8.11415e-08 Generator_loss: 0.209255 
[INFO] 2021-01-15 13:28:17 > Step:   10500 Progress: 10.5% Elapsed: 1:28:26 temperature: no ada_p: No Discriminator_loss: -5.69853e-08 Generator_loss: 0.209962 
[INFO] 2021-01-15 13:29:04 > Step:   10600 Progress: 10.6% Elapsed: 1:29:14 temperature: no ada_p: No Discriminator_loss: 1.02504e-07 Generator_loss: 0.213769 
[INFO] 2021-01-15 13:29:51 > Step:   10700 Progress: 10.7% Elapsed: 1:30:01 temperature: no ada_p: No Discriminator_loss: -2.3609e-07 Generator_loss: 0.214147 
[INFO] 2021-01-15 13:30:38 > Step:   10800 Progress: 10.8% Elapsed: 1:30:48 temperature: no ada_p: No Discriminator_loss: -3.46918e-08 Generator_loss: 0.21588 
[INFO] 2021-01-15 13:31:25 > Step:   10900 Progress: 10.9% Elapsed: 1:31:35 temperature: no ada_p: No Discriminator_loss: -1.62399e-07 Generator_loss: 0.215916 
[INFO] 2021-01-15 13:32:13 > Step:   11000 Progress: 11.0% Elapsed: 1:32:22 temperature: no ada_p: No Discriminator_loss: 1.58325e-08 Generator_loss: 0.216155 
[INFO] 2021-01-15 13:33:00 > Step:   11100 Progress: 11.1% Elapsed: 1:33:09 temperature: no ada_p: No Discriminator_loss: 2.33878e-07 Generator_loss: 0.216322 
[INFO] 2021-01-15 13:33:47 > Step:   11200 Progress: 11.2% Elapsed: 1:33:56 temperature: no ada_p: No Discriminator_loss: -8.59727e-08 Generator_loss: 0.217068 
[INFO] 2021-01-15 13:34:34 > Step:   11300 Progress: 11.3% Elapsed: 1:34:43 temperature: no ada_p: No Discriminator_loss: 1.43133e-07 Generator_loss: 0.217926 
[INFO] 2021-01-15 13:35:21 > Step:   11400 Progress: 11.4% Elapsed: 1:35:30 temperature: no ada_p: No Discriminator_loss: -2.01282e-07 Generator_loss: 0.218331 
[INFO] 2021-01-15 13:36:08 > Step:   11500 Progress: 11.5% Elapsed: 1:36:17 temperature: no ada_p: No Discriminator_loss: -1.61701e-07 Generator_loss: 0.218871 
[INFO] 2021-01-15 13:36:55 > Step:   11600 Progress: 11.6% Elapsed: 1:37:04 temperature: no ada_p: No Discriminator_loss: -9.26666e-08 Generator_loss: 0.218852 
[INFO] 2021-01-15 13:37:42 > Step:   11700 Progress: 11.7% Elapsed: 1:37:51 temperature: no ada_p: No Discriminator_loss: 3.14903e-08 Generator_loss: 0.219962 
[INFO] 2021-01-15 13:38:29 > Step:   11800 Progress: 11.8% Elapsed: 1:38:39 temperature: no ada_p: No Discriminator_loss: -5.19212e-08 Generator_loss: 0.220944 
[INFO] 2021-01-15 13:39:16 > Step:   11900 Progress: 11.9% Elapsed: 1:39:26 temperature: no ada_p: No Discriminator_loss: -1.05822e-07 Generator_loss: 0.221642 
[INFO] 2021-01-15 13:40:03 > Step:   12000 Progress: 12.0% Elapsed: 1:40:12 temperature: no ada_p: No Discriminator_loss: -9.18517e-08 Generator_loss: 0.222669 
[INFO] 2021-01-15 13:40:03 > Start Evaluation (12000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:40:03 > Calculating FID Score....
[INFO] 2021-01-15 13:40:24 > Calculating Inception Score....
[INFO] 2021-01-15 13:40:37 > Calculate F_beta Score....
[INFO] 2021-01-15 13:41:13 > F_8 score (Step: 12000, Using valid images): 0.0
[INFO] 2021-01-15 13:41:13 > F_1/8 score (Step: 12000, Using valid images): 0.0
[INFO] 2021-01-15 13:41:13 > FID score (Step: 12000, Using valid moments): 321.4963429636106
[INFO] 2021-01-15 13:41:13 > Inception score (Step: 12000, 10000 generated images): 1.5779976844787598
[INFO] 2021-01-15 13:41:13 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 13:41:14 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:42:01 > Step:   12100 Progress: 12.1% Elapsed: 1:42:11 temperature: no ada_p: No Discriminator_loss: -1.18336e-07 Generator_loss: 0.223477 
[INFO] 2021-01-15 13:42:48 > Step:   12200 Progress: 12.2% Elapsed: 1:42:58 temperature: no ada_p: No Discriminator_loss: 3.21306e-07 Generator_loss: 0.224705 
[INFO] 2021-01-15 13:43:35 > Step:   12300 Progress: 12.3% Elapsed: 1:43:45 temperature: no ada_p: No Discriminator_loss: -2.12458e-07 Generator_loss: 0.224966 
[INFO] 2021-01-15 13:44:22 > Step:   12400 Progress: 12.4% Elapsed: 1:44:32 temperature: no ada_p: No Discriminator_loss: -2.22819e-07 Generator_loss: 0.225865 
[INFO] 2021-01-15 13:45:10 > Step:   12500 Progress: 12.5% Elapsed: 1:45:19 temperature: no ada_p: No Discriminator_loss: -6.37374e-08 Generator_loss: 0.226165 
[INFO] 2021-01-15 13:45:57 > Step:   12600 Progress: 12.6% Elapsed: 1:46:06 temperature: no ada_p: No Discriminator_loss: -1.77824e-07 Generator_loss: 0.226674 
[INFO] 2021-01-15 13:46:44 > Step:   12700 Progress: 12.7% Elapsed: 1:46:53 temperature: no ada_p: No Discriminator_loss: -1.3411e-07 Generator_loss: 0.227581 
[INFO] 2021-01-15 13:47:31 > Step:   12800 Progress: 12.8% Elapsed: 1:47:40 temperature: no ada_p: No Discriminator_loss: -1.8971e-06 Generator_loss: 0.229924 
[INFO] 2021-01-15 13:48:18 > Step:   12900 Progress: 12.9% Elapsed: 1:48:27 temperature: no ada_p: No Discriminator_loss: 7.30506e-08 Generator_loss: 0.224014 
[INFO] 2021-01-15 13:49:05 > Step:   13000 Progress: 13.0% Elapsed: 1:49:14 temperature: no ada_p: No Discriminator_loss: -1.66649e-07 Generator_loss: 0.22944 
[INFO] 2021-01-15 13:49:52 > Step:   13100 Progress: 13.1% Elapsed: 1:50:01 temperature: no ada_p: No Discriminator_loss: 4.02855e-07 Generator_loss: 0.229021 
[INFO] 2021-01-15 13:50:39 > Step:   13200 Progress: 13.2% Elapsed: 1:50:48 temperature: no ada_p: No Discriminator_loss: -2.43541e-07 Generator_loss: 0.23563 
[INFO] 2021-01-15 13:51:26 > Step:   13300 Progress: 13.3% Elapsed: 1:51:36 temperature: no ada_p: No Discriminator_loss: -1.29006e-06 Generator_loss: 0.238964 
[INFO] 2021-01-15 13:52:13 > Step:   13400 Progress: 13.4% Elapsed: 1:52:23 temperature: no ada_p: No Discriminator_loss: -9.34815e-08 Generator_loss: 0.234573 
[INFO] 2021-01-15 13:53:00 > Step:   13500 Progress: 13.5% Elapsed: 1:53:09 temperature: no ada_p: No Discriminator_loss: -4.98956e-07 Generator_loss: 0.240624 
[INFO] 2021-01-15 13:53:47 > Step:   13600 Progress: 13.6% Elapsed: 1:53:56 temperature: no ada_p: No Discriminator_loss: -3.33617e-06 Generator_loss: 0.24506 
[INFO] 2021-01-15 13:54:35 > Step:   13700 Progress: 13.7% Elapsed: 1:54:44 temperature: no ada_p: No Discriminator_loss: -8.34174e-07 Generator_loss: 0.247992 
[INFO] 2021-01-15 13:55:21 > Step:   13800 Progress: 13.8% Elapsed: 1:55:31 temperature: no ada_p: No Discriminator_loss: 1.6304e-07 Generator_loss: 0.244908 
[INFO] 2021-01-15 13:56:08 > Step:   13900 Progress: 13.9% Elapsed: 1:56:18 temperature: no ada_p: No Discriminator_loss: -1.14145e-07 Generator_loss: 0.246991 
[INFO] 2021-01-15 13:56:55 > Step:   14000 Progress: 14.0% Elapsed: 1:57:05 temperature: no ada_p: No Discriminator_loss: 1.20024e-07 Generator_loss: 0.248189 
[INFO] 2021-01-15 13:56:55 > Start Evaluation (14000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:56:55 > Calculating FID Score....
[INFO] 2021-01-15 13:57:16 > Calculating Inception Score....
[INFO] 2021-01-15 13:57:29 > Calculate F_beta Score....
[INFO] 2021-01-15 13:58:05 > F_8 score (Step: 14000, Using valid images): 0.0
[INFO] 2021-01-15 13:58:05 > F_1/8 score (Step: 14000, Using valid images): 0.0
[INFO] 2021-01-15 13:58:05 > FID score (Step: 14000, Using valid moments): 324.19646662829456
[INFO] 2021-01-15 13:58:05 > Inception score (Step: 14000, 10000 generated images): 1.6083818674087524
[INFO] 2021-01-15 13:58:05 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 13:58:06 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 13:58:54 > Step:   14100 Progress: 14.1% Elapsed: 1:59:03 temperature: no ada_p: No Discriminator_loss: -4.48083e-07 Generator_loss: 0.248122 
[INFO] 2021-01-15 13:59:41 > Step:   14200 Progress: 14.2% Elapsed: 1:59:50 temperature: no ada_p: No Discriminator_loss: 2.21189e-08 Generator_loss: 0.249032 
[INFO] 2021-01-15 14:00:27 > Step:   14300 Progress: 14.3% Elapsed: 2:00:37 temperature: no ada_p: No Discriminator_loss: 9.74396e-08 Generator_loss: 0.254693 
[INFO] 2021-01-15 14:01:14 > Step:   14400 Progress: 14.4% Elapsed: 2:01:23 temperature: no ada_p: No Discriminator_loss: 1.14844e-07 Generator_loss: 0.201241 
[INFO] 2021-01-15 14:02:02 > Step:   14500 Progress: 14.5% Elapsed: 2:02:11 temperature: no ada_p: No Discriminator_loss: -2.92086e-07 Generator_loss: 0.187517 
[INFO] 2021-01-15 14:02:49 > Step:   14600 Progress: 14.6% Elapsed: 2:02:58 temperature: no ada_p: No Discriminator_loss: 1.08732e-07 Generator_loss: 0.187644 
[INFO] 2021-01-15 14:03:35 > Step:   14700 Progress: 14.7% Elapsed: 2:03:45 temperature: no ada_p: No Discriminator_loss: -1.95578e-08 Generator_loss: 0.189303 
[INFO] 2021-01-15 14:04:22 > Step:   14800 Progress: 14.8% Elapsed: 2:04:32 temperature: no ada_p: No Discriminator_loss: -3.09083e-08 Generator_loss: 0.200496 
[INFO] 2021-01-15 14:05:10 > Step:   14900 Progress: 14.9% Elapsed: 2:05:19 temperature: no ada_p: No Discriminator_loss: -2.86323e-07 Generator_loss: 0.201388 
[INFO] 2021-01-15 14:05:57 > Step:   15000 Progress: 15.0% Elapsed: 2:06:06 temperature: no ada_p: No Discriminator_loss: -7.55535e-08 Generator_loss: 0.201733 
[INFO] 2021-01-15 14:06:44 > Step:   15100 Progress: 15.1% Elapsed: 2:06:53 temperature: no ada_p: No Discriminator_loss: 2.58326e-07 Generator_loss: 0.201812 
[INFO] 2021-01-15 14:07:31 > Step:   15200 Progress: 15.2% Elapsed: 2:07:40 temperature: no ada_p: No Discriminator_loss: 2.11847e-06 Generator_loss: 0.201523 
[INFO] 2021-01-15 14:08:18 > Step:   15300 Progress: 15.3% Elapsed: 2:08:27 temperature: no ada_p: No Discriminator_loss: -3.32657e-07 Generator_loss: 0.201047 
[INFO] 2021-01-15 14:09:05 > Step:   15400 Progress: 15.4% Elapsed: 2:09:14 temperature: no ada_p: No Discriminator_loss: 1.74041e-07 Generator_loss: 0.200355 
[INFO] 2021-01-15 14:09:52 > Step:   15500 Progress: 15.5% Elapsed: 2:10:01 temperature: no ada_p: No Discriminator_loss: 4.44707e-08 Generator_loss: 0.19934 
[INFO] 2021-01-15 14:10:39 > Step:   15600 Progress: 15.6% Elapsed: 2:10:48 temperature: no ada_p: No Discriminator_loss: -4.69736e-08 Generator_loss: 0.199633 
[INFO] 2021-01-15 14:11:26 > Step:   15700 Progress: 15.7% Elapsed: 2:11:35 temperature: no ada_p: No Discriminator_loss: -1.94996e-08 Generator_loss: 0.199716 
[INFO] 2021-01-15 14:12:13 > Step:   15800 Progress: 15.8% Elapsed: 2:12:22 temperature: no ada_p: No Discriminator_loss: 1.37486e-07 Generator_loss: 0.200083 
[INFO] 2021-01-15 14:13:00 > Step:   15900 Progress: 15.9% Elapsed: 2:13:09 temperature: no ada_p: No Discriminator_loss: -9.66247e-09 Generator_loss: 0.200273 
[INFO] 2021-01-15 14:13:47 > Step:   16000 Progress: 16.0% Elapsed: 2:13:56 temperature: no ada_p: No Discriminator_loss: 7.41449e-07 Generator_loss: 0.200788 
[INFO] 2021-01-15 14:13:47 > Start Evaluation (16000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:13:47 > Calculating FID Score....
[INFO] 2021-01-15 14:14:08 > Calculating Inception Score....
[INFO] 2021-01-15 14:14:21 > Calculate F_beta Score....
[INFO] 2021-01-15 14:14:58 > F_8 score (Step: 16000, Using valid images): 0.0
[INFO] 2021-01-15 14:14:58 > F_1/8 score (Step: 16000, Using valid images): 0.0
[INFO] 2021-01-15 14:14:58 > FID score (Step: 16000, Using valid moments): 317.783478019664
[INFO] 2021-01-15 14:14:58 > Inception score (Step: 16000, 10000 generated images): 1.6227672100067139
[INFO] 2021-01-15 14:14:58 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 14:14:59 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:15:46 > Step:   16100 Progress: 16.1% Elapsed: 2:15:55 temperature: no ada_p: No Discriminator_loss: -2.24449e-07 Generator_loss: 0.202494 
[INFO] 2021-01-15 14:16:32 > Step:   16200 Progress: 16.2% Elapsed: 2:16:42 temperature: no ada_p: No Discriminator_loss: -2.30502e-08 Generator_loss: 0.201353 
[INFO] 2021-01-15 14:17:19 > Step:   16300 Progress: 16.3% Elapsed: 2:17:29 temperature: no ada_p: No Discriminator_loss: 2.90107e-07 Generator_loss: 0.20157 
[INFO] 2021-01-15 14:18:07 > Step:   16400 Progress: 16.4% Elapsed: 2:18:16 temperature: no ada_p: No Discriminator_loss: -3.358e-07 Generator_loss: 0.202372 
[INFO] 2021-01-15 14:18:54 > Step:   16500 Progress: 16.5% Elapsed: 2:19:03 temperature: no ada_p: No Discriminator_loss: -3.04717e-07 Generator_loss: 0.198575 
[INFO] 2021-01-15 14:19:40 > Step:   16600 Progress: 16.6% Elapsed: 2:19:50 temperature: no ada_p: No Discriminator_loss: -4.17058e-07 Generator_loss: 0.201326 
[INFO] 2021-01-15 14:20:27 > Step:   16700 Progress: 16.7% Elapsed: 2:20:37 temperature: no ada_p: No Discriminator_loss: -1.39e-07 Generator_loss: 0.199659 
[INFO] 2021-01-15 14:21:15 > Step:   16800 Progress: 16.8% Elapsed: 2:21:24 temperature: no ada_p: No Discriminator_loss: -7.46798e-06 Generator_loss: 0.203427 
[INFO] 2021-01-15 14:22:02 > Step:   16900 Progress: 16.9% Elapsed: 2:22:11 temperature: no ada_p: No Discriminator_loss: -8.81846e-08 Generator_loss: 0.168516 
[INFO] 2021-01-15 14:22:48 > Step:   17000 Progress: 17.0% Elapsed: 2:22:58 temperature: no ada_p: No Discriminator_loss: -7.58446e-08 Generator_loss: 0.159067 
[INFO] 2021-01-15 14:23:35 > Step:   17100 Progress: 17.1% Elapsed: 2:23:45 temperature: no ada_p: No Discriminator_loss: -1.87429e-08 Generator_loss: 0.166692 
[INFO] 2021-01-15 14:24:23 > Step:   17200 Progress: 17.2% Elapsed: 2:24:32 temperature: no ada_p: No Discriminator_loss: 3.12342e-07 Generator_loss: 0.168975 
[INFO] 2021-01-15 14:25:10 > Step:   17300 Progress: 17.3% Elapsed: 2:25:19 temperature: no ada_p: No Discriminator_loss: -4.77303e-08 Generator_loss: 0.168573 
[INFO] 2021-01-15 14:25:57 > Step:   17400 Progress: 17.4% Elapsed: 2:26:06 temperature: no ada_p: No Discriminator_loss: 9.01055e-08 Generator_loss: 0.169334 
[INFO] 2021-01-15 14:26:43 > Step:   17500 Progress: 17.5% Elapsed: 2:26:53 temperature: no ada_p: No Discriminator_loss: 1.59489e-08 Generator_loss: 0.170935 
[INFO] 2021-01-15 14:27:31 > Step:   17600 Progress: 17.6% Elapsed: 2:27:40 temperature: no ada_p: No Discriminator_loss: 4.98258e-08 Generator_loss: 0.168586 
[INFO] 2021-01-15 14:28:18 > Step:   17700 Progress: 17.7% Elapsed: 2:28:27 temperature: no ada_p: No Discriminator_loss: -1.32131e-08 Generator_loss: 0.169014 
[INFO] 2021-01-15 14:29:04 > Step:   17800 Progress: 17.8% Elapsed: 2:29:14 temperature: no ada_p: No Discriminator_loss: -1.19908e-07 Generator_loss: 0.169464 
[INFO] 2021-01-15 14:29:51 > Step:   17900 Progress: 17.9% Elapsed: 2:30:01 temperature: no ada_p: No Discriminator_loss: 8.21892e-08 Generator_loss: 0.165783 
[INFO] 2021-01-15 14:30:39 > Step:   18000 Progress: 18.0% Elapsed: 2:30:48 temperature: no ada_p: No Discriminator_loss: -6.58329e-08 Generator_loss: 0.166694 
[INFO] 2021-01-15 14:30:39 > Start Evaluation (18000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:30:39 > Calculating FID Score....
[INFO] 2021-01-15 14:30:59 > Calculating Inception Score....
[INFO] 2021-01-15 14:31:12 > Calculate F_beta Score....
[INFO] 2021-01-15 14:31:49 > F_8 score (Step: 18000, Using valid images): 0.0
[INFO] 2021-01-15 14:31:49 > F_1/8 score (Step: 18000, Using valid images): 0.0
[INFO] 2021-01-15 14:31:49 > FID score (Step: 18000, Using valid moments): 328.1952359692747
[INFO] 2021-01-15 14:31:49 > Inception score (Step: 18000, 10000 generated images): 1.6013439893722534
[INFO] 2021-01-15 14:31:49 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 14:31:50 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:32:37 > Step:   18100 Progress: 18.1% Elapsed: 2:32:46 temperature: no ada_p: No Discriminator_loss: -6.51926e-08 Generator_loss: 0.165865 
[INFO] 2021-01-15 14:33:24 > Step:   18200 Progress: 18.2% Elapsed: 2:33:33 temperature: no ada_p: No Discriminator_loss: 5.83241e-08 Generator_loss: 0.162992 
[INFO] 2021-01-15 14:34:11 > Step:   18300 Progress: 18.3% Elapsed: 2:34:20 temperature: no ada_p: No Discriminator_loss: 2.53203e-08 Generator_loss: 0.1643 
[INFO] 2021-01-15 14:34:58 > Step:   18400 Progress: 18.4% Elapsed: 2:35:08 temperature: no ada_p: No Discriminator_loss: 1.24564e-08 Generator_loss: 0.164409 
[INFO] 2021-01-15 14:35:45 > Step:   18500 Progress: 18.5% Elapsed: 2:35:54 temperature: no ada_p: No Discriminator_loss: -1.41445e-08 Generator_loss: 0.164178 
[INFO] 2021-01-15 14:36:32 > Step:   18600 Progress: 18.6% Elapsed: 2:36:41 temperature: no ada_p: No Discriminator_loss: -6.76955e-08 Generator_loss: 0.163743 
[INFO] 2021-01-15 14:37:19 > Step:   18700 Progress: 18.7% Elapsed: 2:37:28 temperature: no ada_p: No Discriminator_loss: 6.12927e-08 Generator_loss: 0.164154 
[INFO] 2021-01-15 14:38:06 > Step:   18800 Progress: 18.8% Elapsed: 2:38:16 temperature: no ada_p: No Discriminator_loss: 1.22236e-08 Generator_loss: 0.165025 
[INFO] 2021-01-15 14:38:53 > Step:   18900 Progress: 18.9% Elapsed: 2:39:02 temperature: no ada_p: No Discriminator_loss: -5.0175e-08 Generator_loss: 0.167916 
[INFO] 2021-01-15 14:39:40 > Step:   19000 Progress: 19.0% Elapsed: 2:39:49 temperature: no ada_p: No Discriminator_loss: 2.19443e-08 Generator_loss: 0.166414 
[INFO] 2021-01-15 14:40:27 > Step:   19100 Progress: 19.1% Elapsed: 2:40:36 temperature: no ada_p: No Discriminator_loss: -2.19443e-08 Generator_loss: 0.165918 
[INFO] 2021-01-15 14:41:14 > Step:   19200 Progress: 19.2% Elapsed: 2:41:23 temperature: no ada_p: No Discriminator_loss: 3.89991e-09 Generator_loss: 0.165365 
[INFO] 2021-01-15 14:42:01 > Step:   19300 Progress: 19.3% Elapsed: 2:42:10 temperature: no ada_p: No Discriminator_loss: -4.5693e-08 Generator_loss: 0.164143 
[INFO] 2021-01-15 14:42:48 > Step:   19400 Progress: 19.4% Elapsed: 2:42:57 temperature: no ada_p: No Discriminator_loss: 1.27475e-08 Generator_loss: 0.16261 
[INFO] 2021-01-15 14:43:35 > Step:   19500 Progress: 19.5% Elapsed: 2:43:44 temperature: no ada_p: No Discriminator_loss: -5.58794e-09 Generator_loss: 0.161866 
[INFO] 2021-01-15 14:44:22 > Step:   19600 Progress: 19.6% Elapsed: 2:44:32 temperature: no ada_p: No Discriminator_loss: 9.42964e-09 Generator_loss: 0.16423 
[INFO] 2021-01-15 14:45:09 > Step:   19700 Progress: 19.7% Elapsed: 2:45:18 temperature: no ada_p: No Discriminator_loss: 1.16415e-10 Generator_loss: 0.16254 
[INFO] 2021-01-15 14:45:56 > Step:   19800 Progress: 19.8% Elapsed: 2:46:05 temperature: no ada_p: No Discriminator_loss: -1.87429e-08 Generator_loss: 0.162802 
[INFO] 2021-01-15 14:46:43 > Step:   19900 Progress: 19.9% Elapsed: 2:46:53 temperature: no ada_p: No Discriminator_loss: 1.42609e-08 Generator_loss: 0.163595 
[INFO] 2021-01-15 14:47:30 > Step:   20000 Progress: 20.0% Elapsed: 2:47:40 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: 0.165384 
[INFO] 2021-01-15 14:47:30 > Start Evaluation (20000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:47:30 > Calculating FID Score....
[INFO] 2021-01-15 14:47:51 > Calculating Inception Score....
[INFO] 2021-01-15 14:48:04 > Calculate F_beta Score....
[INFO] 2021-01-15 14:48:39 > F_8 score (Step: 20000, Using valid images): 0.0
[INFO] 2021-01-15 14:48:39 > F_1/8 score (Step: 20000, Using valid images): 0.0
[INFO] 2021-01-15 14:48:39 > FID score (Step: 20000, Using valid moments): 329.3419066473454
[INFO] 2021-01-15 14:48:39 > Inception score (Step: 20000, 10000 generated images): 1.61057448387146
[INFO] 2021-01-15 14:48:39 > Best FID score (Step: 4000, Using valid moments): 311.8049829910566
[INFO] 2021-01-15 14:48:40 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 14:49:27 > Step:   20100 Progress: 20.1% Elapsed: 2:49:36 temperature: no ada_p: No Discriminator_loss: -6.9791e-08 Generator_loss: 0.166198 
[INFO] 2021-01-15 14:50:14 > Step:   20200 Progress: 20.2% Elapsed: 2:50:23 temperature: no ada_p: No Discriminator_loss: 4.1211e-08 Generator_loss: 0.165051 
[INFO] 2021-01-15 14:51:01 > Step:   20300 Progress: 20.3% Elapsed: 2:51:11 temperature: no ada_p: No Discriminator_loss: 1.82772e-08 Generator_loss: 0.165676 
[INFO] 2021-01-15 14:51:48 > Step:   20400 Progress: 20.4% Elapsed: 2:51:57 temperature: no ada_p: No Discriminator_loss: -3.58559e-08 Generator_loss: 0.165227 
[INFO] 2021-01-15 14:52:35 > Step:   20500 Progress: 20.5% Elapsed: 2:52:44 temperature: no ada_p: No Discriminator_loss: 4.5402e-09 Generator_loss: 0.165194 
[INFO] 2021-01-15 14:53:22 > Step:   20600 Progress: 20.6% Elapsed: 2:53:31 temperature: no ada_p: No Discriminator_loss: 9.19681e-09 Generator_loss: 0.16376 
[INFO] 2021-01-15 14:54:09 > Step:   20700 Progress: 20.7% Elapsed: 2:54:19 temperature: no ada_p: No Discriminator_loss: -3.81842e-08 Generator_loss: 0.163692 
[INFO] 2021-01-15 14:54:56 > Step:   20800 Progress: 20.8% Elapsed: 2:55:05 temperature: no ada_p: No Discriminator_loss: 3.84171e-09 Generator_loss: 0.162401 
[INFO] 2021-01-15 14:55:43 > Step:   20900 Progress: 20.9% Elapsed: 2:55:52 temperature: no ada_p: No Discriminator_loss: -2.21189e-09 Generator_loss: 0.162702 
[INFO] 2021-01-15 14:56:30 > Step:   21000 Progress: 21.0% Elapsed: 2:56:39 temperature: no ada_p: No Discriminator_loss: -7.15954e-09 Generator_loss: 0.163534 
[INFO] 2021-01-15 14:57:17 > Step:   21100 Progress: 21.1% Elapsed: 2:57:27 temperature: no ada_p: No Discriminator_loss: -1.75205e-08 Generator_loss: 0.167087 
[INFO] 2021-01-15 14:58:04 > Step:   21200 Progress: 21.2% Elapsed: 2:58:13 temperature: no ada_p: No Discriminator_loss: -3.20026e-07 Generator_loss: 0.168818 
[INFO] 2021-01-15 14:58:51 > Step:   21300 Progress: 21.3% Elapsed: 2:59:00 temperature: no ada_p: No Discriminator_loss: 7.10133e-09 Generator_loss: 0.164656 
[INFO] 2021-01-15 14:59:38 > Step:   21400 Progress: 21.4% Elapsed: 2:59:47 temperature: no ada_p: No Discriminator_loss: 2.28756e-08 Generator_loss: 0.165117 
[INFO] 2021-01-15 15:00:25 > Step:   21500 Progress: 21.5% Elapsed: 3:00:35 temperature: no ada_p: No Discriminator_loss: 4.28408e-08 Generator_loss: 0.166648 
[INFO] 2021-01-15 15:01:12 > Step:   21600 Progress: 21.6% Elapsed: 3:01:21 temperature: no ada_p: No Discriminator_loss: -3.24217e-08 Generator_loss: 0.164222 
[INFO] 2021-01-15 15:01:59 > Step:   21700 Progress: 21.7% Elapsed: 3:02:08 temperature: no ada_p: No Discriminator_loss: -4.64497e-08 Generator_loss: 0.163486 
[INFO] 2021-01-15 15:02:46 > Step:   21800 Progress: 21.8% Elapsed: 3:02:55 temperature: no ada_p: No Discriminator_loss: 9.16189e-08 Generator_loss: 0.165125 
[INFO] 2021-01-15 15:03:33 > Step:   21900 Progress: 21.9% Elapsed: 3:03:43 temperature: no ada_p: No Discriminator_loss: -2.67755e-09 Generator_loss: 0.165119 
[INFO] 2021-01-15 15:04:20 > Step:   22000 Progress: 22.0% Elapsed: 3:04:30 temperature: no ada_p: No Discriminator_loss: 6.85686e-08 Generator_loss: 0.166441 
[INFO] 2021-01-15 15:04:20 > Start Evaluation (22000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:04:20 > Calculating FID Score....
[INFO] 2021-01-15 15:04:41 > Calculating Inception Score....
[INFO] 2021-01-15 15:04:54 > Calculate F_beta Score....
[INFO] 2021-01-15 15:05:30 > F_8 score (Step: 22000, Using valid images): 0.0
[INFO] 2021-01-15 15:05:30 > F_1/8 score (Step: 22000, Using valid images): 0.0
[INFO] 2021-01-15 15:05:30 > FID score (Step: 22000, Using valid moments): 308.53216581202
[INFO] 2021-01-15 15:05:30 > Inception score (Step: 22000, 10000 generated images): 1.6540207862854004
[INFO] 2021-01-15 15:05:30 > Best FID score (Step: 22000, Using valid moments): 308.53216581202
[INFO] 2021-01-15 15:05:32 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:06:18 > Step:   22100 Progress: 22.1% Elapsed: 3:06:28 temperature: no ada_p: No Discriminator_loss: -1.46101e-08 Generator_loss: 0.167016 
[INFO] 2021-01-15 15:07:05 > Step:   22200 Progress: 22.2% Elapsed: 3:07:14 temperature: no ada_p: No Discriminator_loss: -1.04774e-09 Generator_loss: 0.167467 
[INFO] 2021-01-15 15:07:53 > Step:   22300 Progress: 22.3% Elapsed: 3:08:02 temperature: no ada_p: No Discriminator_loss: -5.83823e-08 Generator_loss: 0.166539 
[INFO] 2021-01-15 15:08:40 > Step:   22400 Progress: 22.4% Elapsed: 3:08:49 temperature: no ada_p: No Discriminator_loss: -8.67294e-09 Generator_loss: 0.164845 
[INFO] 2021-01-15 15:09:26 > Step:   22500 Progress: 22.5% Elapsed: 3:09:36 temperature: no ada_p: No Discriminator_loss: -1.0943e-08 Generator_loss: 0.164159 
[INFO] 2021-01-15 15:10:13 > Step:   22600 Progress: 22.6% Elapsed: 3:10:23 temperature: no ada_p: No Discriminator_loss: 1.39698e-08 Generator_loss: 0.163407 
[INFO] 2021-01-15 15:11:01 > Step:   22700 Progress: 22.7% Elapsed: 3:11:10 temperature: no ada_p: No Discriminator_loss: -2.86382e-08 Generator_loss: 0.163616 
[INFO] 2021-01-15 15:11:48 > Step:   22800 Progress: 22.8% Elapsed: 3:11:57 temperature: no ada_p: No Discriminator_loss: -1.92085e-09 Generator_loss: 0.143281 
[INFO] 2021-01-15 15:12:34 > Step:   22900 Progress: 22.9% Elapsed: 3:12:44 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: 0.14335 
[INFO] 2021-01-15 15:13:21 > Step:   23000 Progress: 23.0% Elapsed: 3:13:31 temperature: no ada_p: No Discriminator_loss: -4.5402e-09 Generator_loss: 0.143026 
[INFO] 2021-01-15 15:14:09 > Step:   23100 Progress: 23.1% Elapsed: 3:14:18 temperature: no ada_p: No Discriminator_loss: -2.03203e-07 Generator_loss: 0.150214 
[INFO] 2021-01-15 15:14:55 > Step:   23200 Progress: 23.2% Elapsed: 3:15:05 temperature: no ada_p: No Discriminator_loss: -2.61934e-09 Generator_loss: 0.154088 
[INFO] 2021-01-15 15:15:42 > Step:   23300 Progress: 23.3% Elapsed: 3:15:52 temperature: no ada_p: No Discriminator_loss: 1.08266e-08 Generator_loss: 0.153529 
[INFO] 2021-01-15 15:16:29 > Step:   23400 Progress: 23.4% Elapsed: 3:16:39 temperature: no ada_p: No Discriminator_loss: 7.10133e-08 Generator_loss: 0.155096 
[INFO] 2021-01-15 15:17:17 > Step:   23500 Progress: 23.5% Elapsed: 3:17:26 temperature: no ada_p: No Discriminator_loss: -3.09665e-08 Generator_loss: 0.15518 
[INFO] 2021-01-15 15:18:04 > Step:   23600 Progress: 23.6% Elapsed: 3:18:13 temperature: no ada_p: No Discriminator_loss: -3.39933e-08 Generator_loss: 0.157515 
[INFO] 2021-01-15 15:18:51 > Step:   23700 Progress: 23.7% Elapsed: 3:19:00 temperature: no ada_p: No Discriminator_loss: 9.83709e-09 Generator_loss: 0.151707 
[INFO] 2021-01-15 15:19:38 > Step:   23800 Progress: 23.8% Elapsed: 3:19:47 temperature: no ada_p: No Discriminator_loss: 5.41913e-08 Generator_loss: 0.151535 
[INFO] 2021-01-15 15:20:25 > Step:   23900 Progress: 23.9% Elapsed: 3:20:34 temperature: no ada_p: No Discriminator_loss: -6.40284e-10 Generator_loss: 0.14917 
[INFO] 2021-01-15 15:21:12 > Step:   24000 Progress: 24.0% Elapsed: 3:21:21 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.150221 
[INFO] 2021-01-15 15:21:12 > Start Evaluation (24000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:21:12 > Calculating FID Score....
[INFO] 2021-01-15 15:21:33 > Calculating Inception Score....
[INFO] 2021-01-15 15:21:46 > Calculate F_beta Score....
[INFO] 2021-01-15 15:22:21 > F_8 score (Step: 24000, Using valid images): 0.0
[INFO] 2021-01-15 15:22:21 > F_1/8 score (Step: 24000, Using valid images): 0.0
[INFO] 2021-01-15 15:22:21 > FID score (Step: 24000, Using valid moments): 312.0781400534871
[INFO] 2021-01-15 15:22:21 > Inception score (Step: 24000, 10000 generated images): 1.6379516124725342
[INFO] 2021-01-15 15:22:21 > Best FID score (Step: 22000, Using valid moments): 308.53216581202
[INFO] 2021-01-15 15:22:22 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:23:09 > Step:   24100 Progress: 24.1% Elapsed: 3:23:18 temperature: no ada_p: No Discriminator_loss: 5.47152e-09 Generator_loss: 0.151576 
[INFO] 2021-01-15 15:23:57 > Step:   24200 Progress: 24.2% Elapsed: 3:24:06 temperature: no ada_p: No Discriminator_loss: -2.38651e-09 Generator_loss: 0.152279 
[INFO] 2021-01-15 15:24:43 > Step:   24300 Progress: 24.3% Elapsed: 3:24:53 temperature: no ada_p: No Discriminator_loss: -4.77303e-09 Generator_loss: 0.151225 
[INFO] 2021-01-15 15:25:30 > Step:   24400 Progress: 24.4% Elapsed: 3:25:40 temperature: no ada_p: No Discriminator_loss: -1.14087e-08 Generator_loss: 0.150637 
[INFO] 2021-01-15 15:26:17 > Step:   24500 Progress: 24.5% Elapsed: 3:26:26 temperature: no ada_p: No Discriminator_loss: -1.08848e-08 Generator_loss: 0.149174 
[INFO] 2021-01-15 15:27:04 > Step:   24600 Progress: 24.6% Elapsed: 3:27:14 temperature: no ada_p: No Discriminator_loss: 5.58794e-09 Generator_loss: 0.148689 
[INFO] 2021-01-15 15:27:51 > Step:   24700 Progress: 24.7% Elapsed: 3:28:01 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: 0.148411 
[INFO] 2021-01-15 15:28:38 > Step:   24800 Progress: 24.8% Elapsed: 3:28:48 temperature: no ada_p: No Discriminator_loss: -1.234e-08 Generator_loss: 0.149011 
[INFO] 2021-01-15 15:29:25 > Step:   24900 Progress: 24.9% Elapsed: 3:29:34 temperature: no ada_p: No Discriminator_loss: 6.92671e-09 Generator_loss: 0.14885 
[INFO] 2021-01-15 15:30:13 > Step:   25000 Progress: 25.0% Elapsed: 3:30:22 temperature: no ada_p: No Discriminator_loss: -2.61934e-09 Generator_loss: 0.147474 
[INFO] 2021-01-15 15:30:59 > Step:   25100 Progress: 25.1% Elapsed: 3:31:09 temperature: no ada_p: No Discriminator_loss: -8.67294e-09 Generator_loss: 0.14797 
[INFO] 2021-01-15 15:31:46 > Step:   25200 Progress: 25.2% Elapsed: 3:31:56 temperature: no ada_p: No Discriminator_loss: 1.47265e-08 Generator_loss: 0.147225 
[INFO] 2021-01-15 15:32:33 > Step:   25300 Progress: 25.3% Elapsed: 3:32:42 temperature: no ada_p: No Discriminator_loss: -3.1956e-08 Generator_loss: 0.147666 
[INFO] 2021-01-15 15:33:21 > Step:   25400 Progress: 25.4% Elapsed: 3:33:30 temperature: no ada_p: No Discriminator_loss: 5.18048e-09 Generator_loss: 0.148571 
[INFO] 2021-01-15 15:34:08 > Step:   25500 Progress: 25.5% Elapsed: 3:34:17 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.145716 
[INFO] 2021-01-15 15:34:54 > Step:   25600 Progress: 25.6% Elapsed: 3:35:04 temperature: no ada_p: No Discriminator_loss: 1.85682e-08 Generator_loss: 0.145346 
[INFO] 2021-01-15 15:35:41 > Step:   25700 Progress: 25.7% Elapsed: 3:35:51 temperature: no ada_p: No Discriminator_loss: -2.46218e-08 Generator_loss: 0.146385 
[INFO] 2021-01-15 15:36:29 > Step:   25800 Progress: 25.8% Elapsed: 3:36:38 temperature: no ada_p: No Discriminator_loss: -4.81319e-07 Generator_loss: 0.165431 
[INFO] 2021-01-15 15:37:16 > Step:   25900 Progress: 25.9% Elapsed: 3:37:25 temperature: no ada_p: No Discriminator_loss: 1.23633e-07 Generator_loss: 0.157842 
[INFO] 2021-01-15 15:38:03 > Step:   26000 Progress: 26.0% Elapsed: 3:38:12 temperature: no ada_p: No Discriminator_loss: 7.45058e-09 Generator_loss: 0.15318 
[INFO] 2021-01-15 15:38:03 > Start Evaluation (26000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:38:03 > Calculating FID Score....
[INFO] 2021-01-15 15:38:23 > Calculating Inception Score....
[INFO] 2021-01-15 15:38:36 > Calculate F_beta Score....
[INFO] 2021-01-15 15:39:12 > F_8 score (Step: 26000, Using valid images): 0.0
[INFO] 2021-01-15 15:39:12 > F_1/8 score (Step: 26000, Using valid images): 0.0
[INFO] 2021-01-15 15:39:12 > FID score (Step: 26000, Using valid moments): 309.81192798988883
[INFO] 2021-01-15 15:39:12 > Inception score (Step: 26000, 10000 generated images): 1.6265661716461182
[INFO] 2021-01-15 15:39:12 > Best FID score (Step: 22000, Using valid moments): 308.53216581202
[INFO] 2021-01-15 15:39:13 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:39:59 > Step:   26100 Progress: 26.1% Elapsed: 3:40:09 temperature: no ada_p: No Discriminator_loss: 2.12458e-08 Generator_loss: 0.154349 
[INFO] 2021-01-15 15:40:47 > Step:   26200 Progress: 26.2% Elapsed: 3:40:56 temperature: no ada_p: No Discriminator_loss: -5.83241e-08 Generator_loss: 0.153503 
[INFO] 2021-01-15 15:41:34 > Step:   26300 Progress: 26.3% Elapsed: 3:41:43 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: 0.151668 
[INFO] 2021-01-15 15:42:20 > Step:   26400 Progress: 26.4% Elapsed: 3:42:30 temperature: no ada_p: No Discriminator_loss: 5.2969e-09 Generator_loss: 0.151432 
[INFO] 2021-01-15 15:43:07 > Step:   26500 Progress: 26.5% Elapsed: 3:43:17 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: 0.152791 
[INFO] 2021-01-15 15:43:55 > Step:   26600 Progress: 26.6% Elapsed: 3:44:04 temperature: no ada_p: No Discriminator_loss: 2.09548e-09 Generator_loss: 0.151575 
[INFO] 2021-01-15 15:44:41 > Step:   26700 Progress: 26.7% Elapsed: 3:44:51 temperature: no ada_p: No Discriminator_loss: -2.96859e-09 Generator_loss: 0.152128 
[INFO] 2021-01-15 15:45:28 > Step:   26800 Progress: 26.8% Elapsed: 3:45:38 temperature: no ada_p: No Discriminator_loss: -4.77303e-09 Generator_loss: 0.152306 
[INFO] 2021-01-15 15:46:15 > Step:   26900 Progress: 26.9% Elapsed: 3:46:24 temperature: no ada_p: No Discriminator_loss: -6.40284e-10 Generator_loss: 0.152416 
[INFO] 2021-01-15 15:47:02 > Step:   27000 Progress: 27.0% Elapsed: 3:47:12 temperature: no ada_p: No Discriminator_loss: -5.06407e-09 Generator_loss: 0.150052 
[INFO] 2021-01-15 15:47:49 > Step:   27100 Progress: 27.1% Elapsed: 3:47:59 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: 0.149421 
[INFO] 2021-01-15 15:48:36 > Step:   27200 Progress: 27.2% Elapsed: 3:48:46 temperature: no ada_p: No Discriminator_loss: -2.56696e-08 Generator_loss: 0.148362 
[INFO] 2021-01-15 15:49:23 > Step:   27300 Progress: 27.3% Elapsed: 3:49:32 temperature: no ada_p: No Discriminator_loss: -4.94765e-09 Generator_loss: 0.147592 
[INFO] 2021-01-15 15:50:11 > Step:   27400 Progress: 27.4% Elapsed: 3:50:20 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: 0.147639 
[INFO] 2021-01-15 15:50:58 > Step:   27500 Progress: 27.5% Elapsed: 3:51:07 temperature: no ada_p: No Discriminator_loss: 2.12458e-08 Generator_loss: 0.14962 
[INFO] 2021-01-15 15:51:44 > Step:   27600 Progress: 27.6% Elapsed: 3:51:54 temperature: no ada_p: No Discriminator_loss: -9.37143e-09 Generator_loss: 0.147981 
[INFO] 2021-01-15 15:52:32 > Step:   27700 Progress: 27.7% Elapsed: 3:52:41 temperature: no ada_p: No Discriminator_loss: -3.7835e-09 Generator_loss: 0.148585 
[INFO] 2021-01-15 15:53:19 > Step:   27800 Progress: 27.8% Elapsed: 3:53:28 temperature: no ada_p: No Discriminator_loss: 5.12227e-09 Generator_loss: 0.145825 
[INFO] 2021-01-15 15:54:06 > Step:   27900 Progress: 27.9% Elapsed: 3:54:15 temperature: no ada_p: No Discriminator_loss: -1.74623e-09 Generator_loss: 0.146819 
[INFO] 2021-01-15 15:54:52 > Step:   28000 Progress: 28.0% Elapsed: 3:55:02 temperature: no ada_p: No Discriminator_loss: 5.82077e-11 Generator_loss: 0.14597 
[INFO] 2021-01-15 15:54:52 > Start Evaluation (28000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:54:52 > Calculating FID Score....
[INFO] 2021-01-15 15:55:13 > Calculating Inception Score....
[INFO] 2021-01-15 15:55:26 > Calculate F_beta Score....
[INFO] 2021-01-15 15:56:02 > F_8 score (Step: 28000, Using valid images): 0.0
[INFO] 2021-01-15 15:56:02 > F_1/8 score (Step: 28000, Using valid images): 0.0
[INFO] 2021-01-15 15:56:02 > FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 15:56:02 > Inception score (Step: 28000, 10000 generated images): 1.6384599208831787
[INFO] 2021-01-15 15:56:02 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 15:56:04 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 15:56:51 > Step:   28100 Progress: 28.1% Elapsed: 3:57:00 temperature: no ada_p: No Discriminator_loss: 4.52274e-08 Generator_loss: 0.145063 
[INFO] 2021-01-15 15:57:38 > Step:   28200 Progress: 28.2% Elapsed: 3:57:47 temperature: no ada_p: No Discriminator_loss: 2.96859e-09 Generator_loss: 0.144684 
[INFO] 2021-01-15 15:58:25 > Step:   28300 Progress: 28.3% Elapsed: 3:58:34 temperature: no ada_p: No Discriminator_loss: -5.00586e-09 Generator_loss: 0.144299 
[INFO] 2021-01-15 15:59:12 > Step:   28400 Progress: 28.4% Elapsed: 3:59:21 temperature: no ada_p: No Discriminator_loss: -7.50879e-09 Generator_loss: 0.144005 
[INFO] 2021-01-15 15:59:59 > Step:   28500 Progress: 28.5% Elapsed: 4:00:08 temperature: no ada_p: No Discriminator_loss: 1.97906e-09 Generator_loss: 0.142672 
[INFO] 2021-01-15 16:00:46 > Step:   28600 Progress: 28.6% Elapsed: 4:00:55 temperature: no ada_p: No Discriminator_loss: 8.3819e-09 Generator_loss: 0.143058 
[INFO] 2021-01-15 16:01:33 > Step:   28700 Progress: 28.7% Elapsed: 4:01:42 temperature: no ada_p: No Discriminator_loss: 7.68341e-09 Generator_loss: 0.142586 
[INFO] 2021-01-15 16:02:19 > Step:   28800 Progress: 28.8% Elapsed: 4:02:29 temperature: no ada_p: No Discriminator_loss: -2.66009e-08 Generator_loss: 0.142942 
[INFO] 2021-01-15 16:03:07 > Step:   28900 Progress: 28.9% Elapsed: 4:03:16 temperature: no ada_p: No Discriminator_loss: 3.14321e-09 Generator_loss: 0.141854 
[INFO] 2021-01-15 16:03:54 > Step:   29000 Progress: 29.0% Elapsed: 4:04:03 temperature: no ada_p: No Discriminator_loss: 3.56813e-08 Generator_loss: 0.140754 
[INFO] 2021-01-15 16:04:40 > Step:   29100 Progress: 29.1% Elapsed: 4:04:50 temperature: no ada_p: No Discriminator_loss: -1.33878e-09 Generator_loss: 0.139989 
[INFO] 2021-01-15 16:05:27 > Step:   29200 Progress: 29.2% Elapsed: 4:05:37 temperature: no ada_p: No Discriminator_loss: 2.85218e-09 Generator_loss: 0.139664 
[INFO] 2021-01-15 16:06:15 > Step:   29300 Progress: 29.3% Elapsed: 4:06:24 temperature: no ada_p: No Discriminator_loss: -1.26311e-08 Generator_loss: 0.14072 
[INFO] 2021-01-15 16:07:02 > Step:   29400 Progress: 29.4% Elapsed: 4:07:11 temperature: no ada_p: No Discriminator_loss: -1.53086e-08 Generator_loss: 0.140606 
[INFO] 2021-01-15 16:07:48 > Step:   29500 Progress: 29.5% Elapsed: 4:07:58 temperature: no ada_p: No Discriminator_loss: -2.43308e-08 Generator_loss: 0.140342 
[INFO] 2021-01-15 16:08:35 > Step:   29600 Progress: 29.6% Elapsed: 4:08:45 temperature: no ada_p: No Discriminator_loss: -1.33878e-09 Generator_loss: 0.140265 
[INFO] 2021-01-15 16:09:23 > Step:   29700 Progress: 29.7% Elapsed: 4:09:32 temperature: no ada_p: No Discriminator_loss: 1.33878e-09 Generator_loss: 0.140799 
[INFO] 2021-01-15 16:10:09 > Step:   29800 Progress: 29.8% Elapsed: 4:10:19 temperature: no ada_p: No Discriminator_loss: -2.5786e-08 Generator_loss: 0.140215 
[INFO] 2021-01-15 16:10:56 > Step:   29900 Progress: 29.9% Elapsed: 4:11:06 temperature: no ada_p: No Discriminator_loss: 8.55653e-09 Generator_loss: 0.14068 
[INFO] 2021-01-15 16:11:43 > Step:   30000 Progress: 30.0% Elapsed: 4:11:52 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: 0.140064 
[INFO] 2021-01-15 16:11:43 > Start Evaluation (30000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:11:43 > Calculating FID Score....
[INFO] 2021-01-15 16:12:04 > Calculating Inception Score....
[INFO] 2021-01-15 16:12:17 > Calculate F_beta Score....
[INFO] 2021-01-15 16:12:53 > F_8 score (Step: 30000, Using valid images): 0.0
[INFO] 2021-01-15 16:12:53 > F_1/8 score (Step: 30000, Using valid images): 0.0
[INFO] 2021-01-15 16:12:53 > FID score (Step: 30000, Using valid moments): 310.08491638371
[INFO] 2021-01-15 16:12:53 > Inception score (Step: 30000, 10000 generated images): 1.6357293128967285
[INFO] 2021-01-15 16:12:53 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 16:12:54 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:13:41 > Step:   30100 Progress: 30.1% Elapsed: 4:13:51 temperature: no ada_p: No Discriminator_loss: 3.0268e-09 Generator_loss: 0.140015 
[INFO] 2021-01-15 16:14:28 > Step:   30200 Progress: 30.2% Elapsed: 4:14:37 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: 0.138678 
[INFO] 2021-01-15 16:15:15 > Step:   30300 Progress: 30.3% Elapsed: 4:15:24 temperature: no ada_p: No Discriminator_loss: 7.74162e-09 Generator_loss: 0.139946 
[INFO] 2021-01-15 16:16:02 > Step:   30400 Progress: 30.4% Elapsed: 4:16:11 temperature: no ada_p: No Discriminator_loss: -2.38651e-09 Generator_loss: 0.140642 
[INFO] 2021-01-15 16:16:49 > Step:   30500 Progress: 30.5% Elapsed: 4:16:59 temperature: no ada_p: No Discriminator_loss: -6.46105e-09 Generator_loss: 0.140577 
[INFO] 2021-01-15 16:17:36 > Step:   30600 Progress: 30.6% Elapsed: 4:17:45 temperature: no ada_p: No Discriminator_loss: 1.29803e-08 Generator_loss: 0.141123 
[INFO] 2021-01-15 16:18:23 > Step:   30700 Progress: 30.7% Elapsed: 4:18:32 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: 0.139972 
[INFO] 2021-01-15 16:19:10 > Step:   30800 Progress: 30.8% Elapsed: 4:19:19 temperature: no ada_p: No Discriminator_loss: -1.80444e-09 Generator_loss: 0.138158 
[INFO] 2021-01-15 16:19:57 > Step:   30900 Progress: 30.9% Elapsed: 4:20:06 temperature: no ada_p: No Discriminator_loss: 3.49246e-10 Generator_loss: 0.138248 
[INFO] 2021-01-15 16:20:44 > Step:   31000 Progress: 31.0% Elapsed: 4:20:53 temperature: no ada_p: No Discriminator_loss: -4.48199e-09 Generator_loss: 0.13866 
[INFO] 2021-01-15 16:21:31 > Step:   31100 Progress: 31.1% Elapsed: 4:21:40 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: 0.13878 
[INFO] 2021-01-15 16:22:18 > Step:   31200 Progress: 31.2% Elapsed: 4:22:27 temperature: no ada_p: No Discriminator_loss: 5.3551e-09 Generator_loss: 0.138618 
[INFO] 2021-01-15 16:23:05 > Step:   31300 Progress: 31.3% Elapsed: 4:23:15 temperature: no ada_p: No Discriminator_loss: 2.03727e-09 Generator_loss: 0.14068 
[INFO] 2021-01-15 16:23:52 > Step:   31400 Progress: 31.4% Elapsed: 4:24:02 temperature: no ada_p: No Discriminator_loss: -4.36557e-09 Generator_loss: 0.140183 
[INFO] 2021-01-15 16:24:39 > Step:   31500 Progress: 31.5% Elapsed: 4:24:48 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.139362 
[INFO] 2021-01-15 16:25:27 > Step:   31600 Progress: 31.6% Elapsed: 4:25:36 temperature: no ada_p: No Discriminator_loss: -2.73576e-09 Generator_loss: 0.139549 
[INFO] 2021-01-15 16:26:13 > Step:   31700 Progress: 31.7% Elapsed: 4:26:23 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.141084 
[INFO] 2021-01-15 16:27:00 > Step:   31800 Progress: 31.8% Elapsed: 4:27:09 temperature: no ada_p: No Discriminator_loss: -5.23869e-10 Generator_loss: 0.138554 
[INFO] 2021-01-15 16:27:47 > Step:   31900 Progress: 31.9% Elapsed: 4:27:56 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: 0.139192 
[INFO] 2021-01-15 16:28:35 > Step:   32000 Progress: 32.0% Elapsed: 4:28:44 temperature: no ada_p: No Discriminator_loss: 1.68802e-09 Generator_loss: 0.140852 
[INFO] 2021-01-15 16:28:35 > Start Evaluation (32000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:28:35 > Calculating FID Score....
[INFO] 2021-01-15 16:28:55 > Calculating Inception Score....
[INFO] 2021-01-15 16:29:08 > Calculate F_beta Score....
[INFO] 2021-01-15 16:29:44 > F_8 score (Step: 32000, Using valid images): 0.0
[INFO] 2021-01-15 16:29:44 > F_1/8 score (Step: 32000, Using valid images): 0.0
[INFO] 2021-01-15 16:29:44 > FID score (Step: 32000, Using valid moments): 310.6049542269602
[INFO] 2021-01-15 16:29:44 > Inception score (Step: 32000, 10000 generated images): 1.6189719438552856
[INFO] 2021-01-15 16:29:44 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 16:29:45 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:30:32 > Step:   32100 Progress: 32.1% Elapsed: 4:30:41 temperature: no ada_p: No Discriminator_loss: -1.45519e-09 Generator_loss: 0.139761 
[INFO] 2021-01-15 16:31:19 > Step:   32200 Progress: 32.2% Elapsed: 4:31:28 temperature: no ada_p: No Discriminator_loss: -2.85218e-09 Generator_loss: 0.138934 
[INFO] 2021-01-15 16:32:06 > Step:   32300 Progress: 32.3% Elapsed: 4:32:15 temperature: no ada_p: No Discriminator_loss: 4.20841e-08 Generator_loss: 0.138988 
[INFO] 2021-01-15 16:32:53 > Step:   32400 Progress: 32.4% Elapsed: 4:33:02 temperature: no ada_p: No Discriminator_loss: -3.31784e-09 Generator_loss: 0.139081 
[INFO] 2021-01-15 16:33:40 > Step:   32500 Progress: 32.5% Elapsed: 4:33:49 temperature: no ada_p: No Discriminator_loss: 2.79397e-09 Generator_loss: 0.13983 
[INFO] 2021-01-15 16:34:27 > Step:   32600 Progress: 32.6% Elapsed: 4:34:36 temperature: no ada_p: No Discriminator_loss: -2.03727e-09 Generator_loss: 0.138479 
[INFO] 2021-01-15 16:35:14 > Step:   32700 Progress: 32.7% Elapsed: 4:35:23 temperature: no ada_p: No Discriminator_loss: -6.46105e-09 Generator_loss: 0.137455 
[INFO] 2021-01-15 16:36:01 > Step:   32800 Progress: 32.8% Elapsed: 4:36:10 temperature: no ada_p: No Discriminator_loss: -9.60426e-09 Generator_loss: 0.138961 
[INFO] 2021-01-15 16:36:48 > Step:   32900 Progress: 32.9% Elapsed: 4:36:57 temperature: no ada_p: No Discriminator_loss: -6.34464e-09 Generator_loss: 0.136917 
[INFO] 2021-01-15 16:37:35 > Step:   33000 Progress: 33.0% Elapsed: 4:37:44 temperature: no ada_p: No Discriminator_loss: 2.38651e-09 Generator_loss: 0.137269 
[INFO] 2021-01-15 16:38:22 > Step:   33100 Progress: 33.1% Elapsed: 4:38:31 temperature: no ada_p: No Discriminator_loss: 4.24916e-09 Generator_loss: 0.139017 
[INFO] 2021-01-15 16:39:09 > Step:   33200 Progress: 33.2% Elapsed: 4:39:18 temperature: no ada_p: No Discriminator_loss: 7.567e-10 Generator_loss: 0.138069 
[INFO] 2021-01-15 16:39:56 > Step:   33300 Progress: 33.3% Elapsed: 4:40:05 temperature: no ada_p: No Discriminator_loss: -4.30737e-09 Generator_loss: 0.136951 
[INFO] 2021-01-15 16:40:43 > Step:   33400 Progress: 33.4% Elapsed: 4:40:52 temperature: no ada_p: No Discriminator_loss: -1.92085e-09 Generator_loss: 0.136887 
[INFO] 2021-01-15 16:41:30 > Step:   33500 Progress: 33.5% Elapsed: 4:41:39 temperature: no ada_p: No Discriminator_loss: 7.567e-10 Generator_loss: 0.136089 
[INFO] 2021-01-15 16:42:17 > Step:   33600 Progress: 33.6% Elapsed: 4:42:26 temperature: no ada_p: No Discriminator_loss: -5.82077e-11 Generator_loss: 0.136713 
[INFO] 2021-01-15 16:43:04 > Step:   33700 Progress: 33.7% Elapsed: 4:43:13 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.136172 
[INFO] 2021-01-15 16:43:51 > Step:   33800 Progress: 33.8% Elapsed: 4:44:00 temperature: no ada_p: No Discriminator_loss: 2.32831e-09 Generator_loss: 0.136339 
[INFO] 2021-01-15 16:44:38 > Step:   33900 Progress: 33.9% Elapsed: 4:44:47 temperature: no ada_p: No Discriminator_loss: 9.8953e-10 Generator_loss: 0.133892 
[INFO] 2021-01-15 16:45:25 > Step:   34000 Progress: 34.0% Elapsed: 4:45:34 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: 0.133177 
[INFO] 2021-01-15 16:45:25 > Start Evaluation (34000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:45:25 > Calculating FID Score....
[INFO] 2021-01-15 16:45:46 > Calculating Inception Score....
[INFO] 2021-01-15 16:45:59 > Calculate F_beta Score....
[INFO] 2021-01-15 16:46:35 > F_8 score (Step: 34000, Using valid images): 0.0
[INFO] 2021-01-15 16:46:35 > F_1/8 score (Step: 34000, Using valid images): 0.0
[INFO] 2021-01-15 16:46:35 > FID score (Step: 34000, Using valid moments): 308.89623874128006
[INFO] 2021-01-15 16:46:35 > Inception score (Step: 34000, 10000 generated images): 1.6433881521224976
[INFO] 2021-01-15 16:46:35 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 16:46:36 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 16:47:23 > Step:   34100 Progress: 34.1% Elapsed: 4:47:32 temperature: no ada_p: No Discriminator_loss: 3.39933e-08 Generator_loss: 0.131582 
[INFO] 2021-01-15 16:48:10 > Step:   34200 Progress: 34.2% Elapsed: 4:48:19 temperature: no ada_p: No Discriminator_loss: 2.44472e-09 Generator_loss: 0.131676 
[INFO] 2021-01-15 16:48:57 > Step:   34300 Progress: 34.3% Elapsed: 4:49:06 temperature: no ada_p: No Discriminator_loss: -1.01281e-08 Generator_loss: 0.132451 
[INFO] 2021-01-15 16:49:44 > Step:   34400 Progress: 34.4% Elapsed: 4:49:53 temperature: no ada_p: No Discriminator_loss: 3.0268e-09 Generator_loss: 0.132622 
[INFO] 2021-01-15 16:50:31 > Step:   34500 Progress: 34.5% Elapsed: 4:50:40 temperature: no ada_p: No Discriminator_loss: 1.57161e-09 Generator_loss: 0.130572 
[INFO] 2021-01-15 16:51:18 > Step:   34600 Progress: 34.6% Elapsed: 4:51:27 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.130161 
[INFO] 2021-01-15 16:52:05 > Step:   34700 Progress: 34.7% Elapsed: 4:52:14 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: 0.129918 
[INFO] 2021-01-15 16:52:52 > Step:   34800 Progress: 34.8% Elapsed: 4:53:01 temperature: no ada_p: No Discriminator_loss: -1.22236e-09 Generator_loss: 0.131174 
[INFO] 2021-01-15 16:53:39 > Step:   34900 Progress: 34.9% Elapsed: 4:53:48 temperature: no ada_p: No Discriminator_loss: 3.55067e-09 Generator_loss: 0.129094 
[INFO] 2021-01-15 16:54:26 > Step:   35000 Progress: 35.0% Elapsed: 4:54:35 temperature: no ada_p: No Discriminator_loss: -6.8103e-09 Generator_loss: 0.128748 
[INFO] 2021-01-15 16:55:13 > Step:   35100 Progress: 35.1% Elapsed: 4:55:22 temperature: no ada_p: No Discriminator_loss: -1.04774e-09 Generator_loss: 0.12668 
[INFO] 2021-01-15 16:56:00 > Step:   35200 Progress: 35.2% Elapsed: 4:56:10 temperature: no ada_p: No Discriminator_loss: -5.00586e-09 Generator_loss: 0.126305 
[INFO] 2021-01-15 16:56:47 > Step:   35300 Progress: 35.3% Elapsed: 4:56:56 temperature: no ada_p: No Discriminator_loss: 1.4028e-08 Generator_loss: 0.125521 
[INFO] 2021-01-15 16:57:34 > Step:   35400 Progress: 35.4% Elapsed: 4:57:43 temperature: no ada_p: No Discriminator_loss: -1.57161e-09 Generator_loss: 0.127345 
[INFO] 2021-01-15 16:58:21 > Step:   35500 Progress: 35.5% Elapsed: 4:58:31 temperature: no ada_p: No Discriminator_loss: -3.7835e-09 Generator_loss: 0.126608 
[INFO] 2021-01-15 16:59:08 > Step:   35600 Progress: 35.6% Elapsed: 4:59:17 temperature: no ada_p: No Discriminator_loss: 1.74623e-10 Generator_loss: 0.125873 
[INFO] 2021-01-15 16:59:55 > Step:   35700 Progress: 35.7% Elapsed: 5:00:04 temperature: no ada_p: No Discriminator_loss: 5.93718e-09 Generator_loss: 0.12592 
[INFO] 2021-01-15 17:00:42 > Step:   35800 Progress: 35.8% Elapsed: 5:00:51 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: 0.126088 
[INFO] 2021-01-15 17:01:29 > Step:   35900 Progress: 35.9% Elapsed: 5:01:39 temperature: no ada_p: No Discriminator_loss: 8.84756e-09 Generator_loss: 0.126978 
[INFO] 2021-01-15 17:02:16 > Step:   36000 Progress: 36.0% Elapsed: 5:02:25 temperature: no ada_p: No Discriminator_loss: -3.08501e-09 Generator_loss: 0.125838 
[INFO] 2021-01-15 17:02:16 > Start Evaluation (36000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:02:16 > Calculating FID Score....
[INFO] 2021-01-15 17:02:37 > Calculating Inception Score....
[INFO] 2021-01-15 17:02:50 > Calculate F_beta Score....
[INFO] 2021-01-15 17:03:25 > F_8 score (Step: 36000, Using valid images): 0.0
[INFO] 2021-01-15 17:03:25 > F_1/8 score (Step: 36000, Using valid images): 0.0
[INFO] 2021-01-15 17:03:25 > FID score (Step: 36000, Using valid moments): 308.1554963862684
[INFO] 2021-01-15 17:03:25 > Inception score (Step: 36000, 10000 generated images): 1.6384329795837402
[INFO] 2021-01-15 17:03:25 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 17:03:26 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:04:13 > Step:   36100 Progress: 36.1% Elapsed: 5:04:22 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.126379 
[INFO] 2021-01-15 17:05:00 > Step:   36200 Progress: 36.2% Elapsed: 5:05:09 temperature: no ada_p: No Discriminator_loss: 2.38651e-09 Generator_loss: 0.126592 
[INFO] 2021-01-15 17:05:47 > Step:   36300 Progress: 36.3% Elapsed: 5:05:56 temperature: no ada_p: No Discriminator_loss: -3.55067e-09 Generator_loss: 0.126491 
[INFO] 2021-01-15 17:06:34 > Step:   36400 Progress: 36.4% Elapsed: 5:06:43 temperature: no ada_p: No Discriminator_loss: 8.09086e-09 Generator_loss: 0.12492 
[INFO] 2021-01-15 17:07:21 > Step:   36500 Progress: 36.5% Elapsed: 5:07:30 temperature: no ada_p: No Discriminator_loss: 6.75209e-09 Generator_loss: 0.124736 
[INFO] 2021-01-15 17:08:07 > Step:   36600 Progress: 36.6% Elapsed: 5:08:17 temperature: no ada_p: No Discriminator_loss: -1.01863e-09 Generator_loss: 0.124384 
[INFO] 2021-01-15 17:08:55 > Step:   36700 Progress: 36.7% Elapsed: 5:09:04 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.125005 
[INFO] 2021-01-15 17:09:42 > Step:   36800 Progress: 36.8% Elapsed: 5:09:51 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.125781 
[INFO] 2021-01-15 17:10:29 > Step:   36900 Progress: 36.9% Elapsed: 5:10:38 temperature: no ada_p: No Discriminator_loss: 6.60657e-09 Generator_loss: 0.125069 
[INFO] 2021-01-15 17:11:15 > Step:   37000 Progress: 37.0% Elapsed: 5:11:25 temperature: no ada_p: No Discriminator_loss: -2.38651e-09 Generator_loss: 0.125654 
[INFO] 2021-01-15 17:12:03 > Step:   37100 Progress: 37.1% Elapsed: 5:12:12 temperature: no ada_p: No Discriminator_loss: 3.89991e-09 Generator_loss: 0.126124 
[INFO] 2021-01-15 17:12:50 > Step:   37200 Progress: 37.2% Elapsed: 5:12:59 temperature: no ada_p: No Discriminator_loss: 2.16532e-08 Generator_loss: 0.127003 
[INFO] 2021-01-15 17:13:36 > Step:   37300 Progress: 37.3% Elapsed: 5:13:46 temperature: no ada_p: No Discriminator_loss: 1.74623e-10 Generator_loss: 0.125473 
[INFO] 2021-01-15 17:14:23 > Step:   37400 Progress: 37.4% Elapsed: 5:14:33 temperature: no ada_p: No Discriminator_loss: -1.78115e-08 Generator_loss: 0.124417 
[INFO] 2021-01-15 17:15:11 > Step:   37500 Progress: 37.5% Elapsed: 5:15:20 temperature: no ada_p: No Discriminator_loss: -1.10595e-09 Generator_loss: 0.123927 
[INFO] 2021-01-15 17:15:58 > Step:   37600 Progress: 37.6% Elapsed: 5:16:07 temperature: no ada_p: No Discriminator_loss: 2.21189e-09 Generator_loss: 0.122899 
[INFO] 2021-01-15 17:16:44 > Step:   37700 Progress: 37.7% Elapsed: 5:16:54 temperature: no ada_p: No Discriminator_loss: 8.61473e-09 Generator_loss: 0.122642 
[INFO] 2021-01-15 17:17:31 > Step:   37800 Progress: 37.8% Elapsed: 5:17:40 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.121781 
[INFO] 2021-01-15 17:18:19 > Step:   37900 Progress: 37.9% Elapsed: 5:18:28 temperature: no ada_p: No Discriminator_loss: -1.19617e-08 Generator_loss: 0.120856 
[INFO] 2021-01-15 17:19:05 > Step:   38000 Progress: 38.0% Elapsed: 5:19:15 temperature: no ada_p: No Discriminator_loss: 3.08792e-08 Generator_loss: 0.119135 
[INFO] 2021-01-15 17:19:05 > Start Evaluation (38000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:19:05 > Calculating FID Score....
[INFO] 2021-01-15 17:19:26 > Calculating Inception Score....
[INFO] 2021-01-15 17:19:39 > Calculate F_beta Score....
[INFO] 2021-01-15 17:20:16 > F_8 score (Step: 38000, Using valid images): 0.0
[INFO] 2021-01-15 17:20:16 > F_1/8 score (Step: 38000, Using valid images): 0.0
[INFO] 2021-01-15 17:20:16 > FID score (Step: 38000, Using valid moments): 308.7263966228878
[INFO] 2021-01-15 17:20:16 > Inception score (Step: 38000, 10000 generated images): 1.620206356048584
[INFO] 2021-01-15 17:20:16 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 17:20:17 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:21:04 > Step:   38100 Progress: 38.1% Elapsed: 5:21:13 temperature: no ada_p: No Discriminator_loss: -4.39468e-09 Generator_loss: 0.119091 
[INFO] 2021-01-15 17:21:51 > Step:   38200 Progress: 38.2% Elapsed: 5:22:00 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.116995 
[INFO] 2021-01-15 17:22:38 > Step:   38300 Progress: 38.3% Elapsed: 5:22:48 temperature: no ada_p: No Discriminator_loss: -7.39237e-09 Generator_loss: 0.11678 
[INFO] 2021-01-15 17:23:25 > Step:   38400 Progress: 38.4% Elapsed: 5:23:35 temperature: no ada_p: No Discriminator_loss: -2.61934e-10 Generator_loss: 0.117856 
[INFO] 2021-01-15 17:24:12 > Step:   38500 Progress: 38.5% Elapsed: 5:24:21 temperature: no ada_p: No Discriminator_loss: 1.90921e-08 Generator_loss: 0.117598 
[INFO] 2021-01-15 17:24:59 > Step:   38600 Progress: 38.6% Elapsed: 5:25:08 temperature: no ada_p: No Discriminator_loss: 1.95869e-08 Generator_loss: 0.118475 
[INFO] 2021-01-15 17:25:46 > Step:   38700 Progress: 38.7% Elapsed: 5:25:56 temperature: no ada_p: No Discriminator_loss: 2.87837e-08 Generator_loss: 0.11906 
[INFO] 2021-01-15 17:26:33 > Step:   38800 Progress: 38.8% Elapsed: 5:26:42 temperature: no ada_p: No Discriminator_loss: -3.31784e-09 Generator_loss: 0.12 
[INFO] 2021-01-15 17:27:20 > Step:   38900 Progress: 38.9% Elapsed: 5:27:29 temperature: no ada_p: No Discriminator_loss: -1.5134e-08 Generator_loss: 0.121267 
[INFO] 2021-01-15 17:28:07 > Step:   39000 Progress: 39.0% Elapsed: 5:28:16 temperature: no ada_p: No Discriminator_loss: 1.43482e-08 Generator_loss: 0.121403 
[INFO] 2021-01-15 17:28:55 > Step:   39100 Progress: 39.1% Elapsed: 5:29:04 temperature: no ada_p: No Discriminator_loss: -2.47965e-08 Generator_loss: 0.121933 
[INFO] 2021-01-15 17:29:41 > Step:   39200 Progress: 39.2% Elapsed: 5:29:51 temperature: no ada_p: No Discriminator_loss: 2.82307e-09 Generator_loss: 0.122053 
[INFO] 2021-01-15 17:30:28 > Step:   39300 Progress: 39.3% Elapsed: 5:30:37 temperature: no ada_p: No Discriminator_loss: -8.3819e-09 Generator_loss: 0.121973 
[INFO] 2021-01-15 17:31:16 > Step:   39400 Progress: 39.4% Elapsed: 5:31:25 temperature: no ada_p: No Discriminator_loss: 6.1118e-10 Generator_loss: 0.122153 
[INFO] 2021-01-15 17:32:02 > Step:   39500 Progress: 39.5% Elapsed: 5:32:12 temperature: no ada_p: No Discriminator_loss: -3.28873e-09 Generator_loss: 0.121484 
[INFO] 2021-01-15 17:32:49 > Step:   39600 Progress: 39.6% Elapsed: 5:32:59 temperature: no ada_p: No Discriminator_loss: -4.94765e-10 Generator_loss: 0.118681 
[INFO] 2021-01-15 17:33:36 > Step:   39700 Progress: 39.7% Elapsed: 5:33:45 temperature: no ada_p: No Discriminator_loss: -1.45519e-09 Generator_loss: 0.118632 
[INFO] 2021-01-15 17:34:24 > Step:   39800 Progress: 39.8% Elapsed: 5:34:33 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: 0.121133 
[INFO] 2021-01-15 17:35:10 > Step:   39900 Progress: 39.9% Elapsed: 5:35:20 temperature: no ada_p: No Discriminator_loss: 2.70666e-09 Generator_loss: 0.121585 
[INFO] 2021-01-15 17:35:57 > Step:   40000 Progress: 40.0% Elapsed: 5:36:06 temperature: no ada_p: No Discriminator_loss: -7.85803e-10 Generator_loss: 0.123443 
[INFO] 2021-01-15 17:35:57 > Start Evaluation (40000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:35:57 > Calculating FID Score....
[INFO] 2021-01-15 17:36:18 > Calculating Inception Score....
[INFO] 2021-01-15 17:36:31 > Calculate F_beta Score....
[INFO] 2021-01-15 17:37:06 > F_8 score (Step: 40000, Using valid images): 0.0
[INFO] 2021-01-15 17:37:06 > F_1/8 score (Step: 40000, Using valid images): 0.0
[INFO] 2021-01-15 17:37:06 > FID score (Step: 40000, Using valid moments): 309.14347671990834
[INFO] 2021-01-15 17:37:06 > Inception score (Step: 40000, 10000 generated images): 1.6487747430801392
[INFO] 2021-01-15 17:37:06 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 17:37:07 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:37:54 > Step:   40100 Progress: 40.1% Elapsed: 5:38:03 temperature: no ada_p: No Discriminator_loss: -3.95812e-09 Generator_loss: 0.123318 
[INFO] 2021-01-15 17:38:41 > Step:   40200 Progress: 40.2% Elapsed: 5:38:50 temperature: no ada_p: No Discriminator_loss: -1.74623e-10 Generator_loss: 0.123864 
[INFO] 2021-01-15 17:39:28 > Step:   40300 Progress: 40.3% Elapsed: 5:39:37 temperature: no ada_p: No Discriminator_loss: -5.47152e-09 Generator_loss: 0.125152 
[INFO] 2021-01-15 17:40:15 > Step:   40400 Progress: 40.4% Elapsed: 5:40:24 temperature: no ada_p: No Discriminator_loss: -1.19908e-08 Generator_loss: 0.124038 
[INFO] 2021-01-15 17:41:02 > Step:   40500 Progress: 40.5% Elapsed: 5:41:11 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: 0.121849 
[INFO] 2021-01-15 17:41:49 > Step:   40600 Progress: 40.6% Elapsed: 5:41:58 temperature: no ada_p: No Discriminator_loss: 3.31784e-09 Generator_loss: 0.121222 
[INFO] 2021-01-15 17:42:36 > Step:   40700 Progress: 40.7% Elapsed: 5:42:45 temperature: no ada_p: No Discriminator_loss: 8.20728e-09 Generator_loss: 0.121804 
[INFO] 2021-01-15 17:43:23 > Step:   40800 Progress: 40.8% Elapsed: 5:43:32 temperature: no ada_p: No Discriminator_loss: -1.30967e-09 Generator_loss: 0.122704 
[INFO] 2021-01-15 17:44:10 > Step:   40900 Progress: 40.9% Elapsed: 5:44:19 temperature: no ada_p: No Discriminator_loss: 2.47383e-09 Generator_loss: 0.122359 
[INFO] 2021-01-15 17:44:57 > Step:   41000 Progress: 41.0% Elapsed: 5:45:06 temperature: no ada_p: No Discriminator_loss: -1.17579e-08 Generator_loss: 0.12225 
[INFO] 2021-01-15 17:45:44 > Step:   41100 Progress: 41.1% Elapsed: 5:45:53 temperature: no ada_p: No Discriminator_loss: -2.47383e-09 Generator_loss: 0.122254 
[INFO] 2021-01-15 17:46:31 > Step:   41200 Progress: 41.2% Elapsed: 5:46:40 temperature: no ada_p: No Discriminator_loss: -2.91038e-10 Generator_loss: 0.122381 
[INFO] 2021-01-15 17:47:18 > Step:   41300 Progress: 41.3% Elapsed: 5:47:27 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: 0.121798 
[INFO] 2021-01-15 17:48:05 > Step:   41400 Progress: 41.4% Elapsed: 5:48:14 temperature: no ada_p: No Discriminator_loss: 7.68341e-09 Generator_loss: 0.120697 
[INFO] 2021-01-15 17:48:52 > Step:   41500 Progress: 41.5% Elapsed: 5:49:01 temperature: no ada_p: No Discriminator_loss: -1.45519e-09 Generator_loss: 0.121275 
[INFO] 2021-01-15 17:49:39 > Step:   41600 Progress: 41.6% Elapsed: 5:49:48 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.121056 
[INFO] 2021-01-15 17:50:26 > Step:   41700 Progress: 41.7% Elapsed: 5:50:35 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: 0.12034 
[INFO] 2021-01-15 17:51:13 > Step:   41800 Progress: 41.8% Elapsed: 5:51:22 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: 0.119157 
[INFO] 2021-01-15 17:52:00 > Step:   41900 Progress: 41.9% Elapsed: 5:52:09 temperature: no ada_p: No Discriminator_loss: 7.15954e-09 Generator_loss: 0.119577 
[INFO] 2021-01-15 17:52:47 > Step:   42000 Progress: 42.0% Elapsed: 5:52:56 temperature: no ada_p: No Discriminator_loss: 1.30967e-09 Generator_loss: 0.119821 
[INFO] 2021-01-15 17:52:47 > Start Evaluation (42000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:52:47 > Calculating FID Score....
[INFO] 2021-01-15 17:53:07 > Calculating Inception Score....
[INFO] 2021-01-15 17:53:20 > Calculate F_beta Score....
[INFO] 2021-01-15 17:53:56 > F_8 score (Step: 42000, Using valid images): 0.0
[INFO] 2021-01-15 17:53:56 > F_1/8 score (Step: 42000, Using valid images): 0.0
[INFO] 2021-01-15 17:53:56 > FID score (Step: 42000, Using valid moments): 310.44410858447793
[INFO] 2021-01-15 17:53:56 > Inception score (Step: 42000, 10000 generated images): 1.6225839853286743
[INFO] 2021-01-15 17:53:56 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 17:53:57 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 17:54:44 > Step:   42100 Progress: 42.1% Elapsed: 5:54:53 temperature: no ada_p: No Discriminator_loss: 1.65892e-09 Generator_loss: 0.118802 
[INFO] 2021-01-15 17:55:31 > Step:   42200 Progress: 42.2% Elapsed: 5:55:41 temperature: no ada_p: No Discriminator_loss: -8.44011e-10 Generator_loss: 0.11906 
[INFO] 2021-01-15 17:56:18 > Step:   42300 Progress: 42.3% Elapsed: 5:56:27 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: 0.120928 
[INFO] 2021-01-15 17:57:05 > Step:   42400 Progress: 42.4% Elapsed: 5:57:14 temperature: no ada_p: No Discriminator_loss: 6.43195e-09 Generator_loss: 0.119809 
[INFO] 2021-01-15 17:57:52 > Step:   42500 Progress: 42.5% Elapsed: 5:58:01 temperature: no ada_p: No Discriminator_loss: 6.78119e-09 Generator_loss: 0.121388 
[INFO] 2021-01-15 17:58:39 > Step:   42600 Progress: 42.6% Elapsed: 5:58:48 temperature: no ada_p: No Discriminator_loss: -5.23869e-10 Generator_loss: 0.119838 
[INFO] 2021-01-15 17:59:26 > Step:   42700 Progress: 42.7% Elapsed: 5:59:35 temperature: no ada_p: No Discriminator_loss: 2.91038e-09 Generator_loss: 0.116723 
[INFO] 2021-01-15 18:00:13 > Step:   42800 Progress: 42.8% Elapsed: 6:00:22 temperature: no ada_p: No Discriminator_loss: -8.44011e-10 Generator_loss: 0.11653 
[INFO] 2021-01-15 18:01:00 > Step:   42900 Progress: 42.9% Elapsed: 6:01:09 temperature: no ada_p: No Discriminator_loss: 2.93949e-09 Generator_loss: 0.117691 
[INFO] 2021-01-15 18:01:47 > Step:   43000 Progress: 43.0% Elapsed: 6:01:57 temperature: no ada_p: No Discriminator_loss: -1.15542e-08 Generator_loss: 0.119424 
[INFO] 2021-01-15 18:02:34 > Step:   43100 Progress: 43.1% Elapsed: 6:02:44 temperature: no ada_p: No Discriminator_loss: -2.91038e-10 Generator_loss: 0.120268 
[INFO] 2021-01-15 18:03:21 > Step:   43200 Progress: 43.2% Elapsed: 6:03:30 temperature: no ada_p: No Discriminator_loss: -9.54606e-09 Generator_loss: 0.120512 
[INFO] 2021-01-15 18:04:08 > Step:   43300 Progress: 43.3% Elapsed: 6:04:18 temperature: no ada_p: No Discriminator_loss: -2.50293e-09 Generator_loss: 0.118753 
[INFO] 2021-01-15 18:04:55 > Step:   43400 Progress: 43.4% Elapsed: 6:05:05 temperature: no ada_p: No Discriminator_loss: 8.81846e-09 Generator_loss: 0.118758 
[INFO] 2021-01-15 18:05:42 > Step:   43500 Progress: 43.5% Elapsed: 6:05:51 temperature: no ada_p: No Discriminator_loss: 7.567e-10 Generator_loss: 0.117851 
[INFO] 2021-01-15 18:06:29 > Step:   43600 Progress: 43.6% Elapsed: 6:06:38 temperature: no ada_p: No Discriminator_loss: -3.98722e-09 Generator_loss: 0.119358 
[INFO] 2021-01-15 18:07:16 > Step:   43700 Progress: 43.7% Elapsed: 6:07:26 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: 0.117093 
[INFO] 2021-01-15 18:08:03 > Step:   43800 Progress: 43.8% Elapsed: 6:08:13 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: 0.11714 
[INFO] 2021-01-15 18:08:50 > Step:   43900 Progress: 43.9% Elapsed: 6:08:59 temperature: no ada_p: No Discriminator_loss: -7.85803e-10 Generator_loss: 0.116993 
[INFO] 2021-01-15 18:09:37 > Step:   44000 Progress: 44.0% Elapsed: 6:09:46 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: 0.117804 
[INFO] 2021-01-15 18:09:37 > Start Evaluation (44000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:09:37 > Calculating FID Score....
[INFO] 2021-01-15 18:09:58 > Calculating Inception Score....
[INFO] 2021-01-15 18:10:11 > Calculate F_beta Score....
[INFO] 2021-01-15 18:10:47 > F_8 score (Step: 44000, Using valid images): 0.0
[INFO] 2021-01-15 18:10:47 > F_1/8 score (Step: 44000, Using valid images): 0.0
[INFO] 2021-01-15 18:10:47 > FID score (Step: 44000, Using valid moments): 309.5021416023508
[INFO] 2021-01-15 18:10:47 > Inception score (Step: 44000, 10000 generated images): 1.6293504238128662
[INFO] 2021-01-15 18:10:47 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 18:10:48 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:11:35 > Step:   44100 Progress: 44.1% Elapsed: 6:11:44 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: 0.116973 
[INFO] 2021-01-15 18:12:22 > Step:   44200 Progress: 44.2% Elapsed: 6:12:31 temperature: no ada_p: No Discriminator_loss: -2.91038e-09 Generator_loss: 0.118512 
[INFO] 2021-01-15 18:13:09 > Step:   44300 Progress: 44.3% Elapsed: 6:13:18 temperature: no ada_p: No Discriminator_loss: -1.19326e-09 Generator_loss: 0.118539 
[INFO] 2021-01-15 18:13:56 > Step:   44400 Progress: 44.4% Elapsed: 6:14:05 temperature: no ada_p: No Discriminator_loss: 5.52973e-10 Generator_loss: 0.121218 
[INFO] 2021-01-15 18:14:43 > Step:   44500 Progress: 44.5% Elapsed: 6:14:52 temperature: no ada_p: No Discriminator_loss: -1.94996e-09 Generator_loss: 0.122398 
[INFO] 2021-01-15 18:15:30 > Step:   44600 Progress: 44.6% Elapsed: 6:15:39 temperature: no ada_p: No Discriminator_loss: 9.02219e-10 Generator_loss: 0.123291 
[INFO] 2021-01-15 18:16:17 > Step:   44700 Progress: 44.7% Elapsed: 6:16:26 temperature: no ada_p: No Discriminator_loss: -2.18279e-09 Generator_loss: 0.12353 
[INFO] 2021-01-15 18:17:04 > Step:   44800 Progress: 44.8% Elapsed: 6:17:13 temperature: no ada_p: No Discriminator_loss: -8.73115e-10 Generator_loss: 0.120798 
[INFO] 2021-01-15 18:17:51 > Step:   44900 Progress: 44.9% Elapsed: 6:18:00 temperature: no ada_p: No Discriminator_loss: 1.25146e-09 Generator_loss: 0.121418 
[INFO] 2021-01-15 18:18:38 > Step:   45000 Progress: 45.0% Elapsed: 6:18:47 temperature: no ada_p: No Discriminator_loss: 4.83124e-09 Generator_loss: 0.122718 
[INFO] 2021-01-15 18:19:25 > Step:   45100 Progress: 45.1% Elapsed: 6:19:34 temperature: no ada_p: No Discriminator_loss: -4.42378e-09 Generator_loss: 0.12322 
[INFO] 2021-01-15 18:20:12 > Step:   45200 Progress: 45.2% Elapsed: 6:20:21 temperature: no ada_p: No Discriminator_loss: 1.5425e-09 Generator_loss: 0.122414 
[INFO] 2021-01-15 18:20:59 > Step:   45300 Progress: 45.3% Elapsed: 6:21:08 temperature: no ada_p: No Discriminator_loss: -2.91038e-11 Generator_loss: 0.121798 
[INFO] 2021-01-15 18:21:46 > Step:   45400 Progress: 45.4% Elapsed: 6:21:55 temperature: no ada_p: No Discriminator_loss: -8.73115e-11 Generator_loss: 0.121362 
[INFO] 2021-01-15 18:22:33 > Step:   45500 Progress: 45.5% Elapsed: 6:22:42 temperature: no ada_p: No Discriminator_loss: 1.83354e-09 Generator_loss: 0.121301 
[INFO] 2021-01-15 18:23:20 > Step:   45600 Progress: 45.6% Elapsed: 6:23:29 temperature: no ada_p: No Discriminator_loss: 8.73115e-11 Generator_loss: 0.122399 
[INFO] 2021-01-15 18:24:07 > Step:   45700 Progress: 45.7% Elapsed: 6:24:16 temperature: no ada_p: No Discriminator_loss: 3.20142e-09 Generator_loss: 0.122531 
[INFO] 2021-01-15 18:24:54 > Step:   45800 Progress: 45.8% Elapsed: 6:25:03 temperature: no ada_p: No Discriminator_loss: 2.99769e-09 Generator_loss: 0.121069 
[INFO] 2021-01-15 18:25:41 > Step:   45900 Progress: 45.9% Elapsed: 6:25:50 temperature: no ada_p: No Discriminator_loss: -3.20142e-10 Generator_loss: 0.121014 
[INFO] 2021-01-15 18:26:27 > Step:   46000 Progress: 46.0% Elapsed: 6:26:37 temperature: no ada_p: No Discriminator_loss: -9.8953e-10 Generator_loss: 0.120529 
[INFO] 2021-01-15 18:26:27 > Start Evaluation (46000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:26:28 > Calculating FID Score....
[INFO] 2021-01-15 18:26:48 > Calculating Inception Score....
[INFO] 2021-01-15 18:27:01 > Calculate F_beta Score....
[INFO] 2021-01-15 18:27:36 > F_8 score (Step: 46000, Using valid images): 0.0
[INFO] 2021-01-15 18:27:36 > F_1/8 score (Step: 46000, Using valid images): 0.0
[INFO] 2021-01-15 18:27:36 > FID score (Step: 46000, Using valid moments): 310.0951919145044
[INFO] 2021-01-15 18:27:36 > Inception score (Step: 46000, 10000 generated images): 1.6349533796310425
[INFO] 2021-01-15 18:27:36 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 18:27:37 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:28:25 > Step:   46100 Progress: 46.1% Elapsed: 6:28:34 temperature: no ada_p: No Discriminator_loss: -2.21189e-09 Generator_loss: 0.120899 
[INFO] 2021-01-15 18:29:11 > Step:   46200 Progress: 46.2% Elapsed: 6:29:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 0.119465 
[INFO] 2021-01-15 18:29:58 > Step:   46300 Progress: 46.3% Elapsed: 6:30:07 temperature: no ada_p: No Discriminator_loss: 4.10364e-09 Generator_loss: 0.121815 
[INFO] 2021-01-15 18:30:45 > Step:   46400 Progress: 46.4% Elapsed: 6:30:54 temperature: no ada_p: No Discriminator_loss: -3.14321e-09 Generator_loss: 0.121357 
[INFO] 2021-01-15 18:31:32 > Step:   46500 Progress: 46.5% Elapsed: 6:31:42 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: 0.122618 
[INFO] 2021-01-15 18:32:19 > Step:   46600 Progress: 46.6% Elapsed: 6:32:29 temperature: no ada_p: No Discriminator_loss: 1.74623e-10 Generator_loss: 0.123108 
[INFO] 2021-01-15 18:33:06 > Step:   46700 Progress: 46.7% Elapsed: 6:33:15 temperature: no ada_p: No Discriminator_loss: 1.36788e-09 Generator_loss: 0.123595 
[INFO] 2021-01-15 18:33:53 > Step:   46800 Progress: 46.8% Elapsed: 6:34:02 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: 0.12125 
[INFO] 2021-01-15 18:34:41 > Step:   46900 Progress: 46.9% Elapsed: 6:34:50 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: 0.121602 
[INFO] 2021-01-15 18:35:28 > Step:   47000 Progress: 47.0% Elapsed: 6:35:37 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: 0.121964 
[INFO] 2021-01-15 18:36:14 > Step:   47100 Progress: 47.1% Elapsed: 6:36:24 temperature: no ada_p: No Discriminator_loss: 1.42609e-09 Generator_loss: 0.121785 
[INFO] 2021-01-15 18:37:02 > Step:   47200 Progress: 47.2% Elapsed: 6:37:11 temperature: no ada_p: No Discriminator_loss: -2.61934e-10 Generator_loss: 0.121866 
[INFO] 2021-01-15 18:37:49 > Step:   47300 Progress: 47.3% Elapsed: 6:37:58 temperature: no ada_p: No Discriminator_loss: -3.17232e-09 Generator_loss: 0.12299 
[INFO] 2021-01-15 18:38:35 > Step:   47400 Progress: 47.4% Elapsed: 6:38:45 temperature: no ada_p: No Discriminator_loss: -2.12458e-09 Generator_loss: 0.123266 
[INFO] 2021-01-15 18:39:22 > Step:   47500 Progress: 47.5% Elapsed: 6:39:32 temperature: no ada_p: No Discriminator_loss: -4.51109e-09 Generator_loss: 0.1209 
[INFO] 2021-01-15 18:40:10 > Step:   47600 Progress: 47.6% Elapsed: 6:40:19 temperature: no ada_p: No Discriminator_loss: 1.07684e-09 Generator_loss: 0.121881 
[INFO] 2021-01-15 18:40:56 > Step:   47700 Progress: 47.7% Elapsed: 6:41:06 temperature: no ada_p: No Discriminator_loss: 1.25146e-09 Generator_loss: 0.119931 
[INFO] 2021-01-15 18:41:43 > Step:   47800 Progress: 47.8% Elapsed: 6:41:53 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: 0.119556 
[INFO] 2021-01-15 18:42:30 > Step:   47900 Progress: 47.9% Elapsed: 6:42:39 temperature: no ada_p: No Discriminator_loss: -1.42609e-09 Generator_loss: 0.11935 
[INFO] 2021-01-15 18:43:17 > Step:   48000 Progress: 48.0% Elapsed: 6:43:27 temperature: no ada_p: No Discriminator_loss: -6.40284e-10 Generator_loss: 0.117762 
[INFO] 2021-01-15 18:43:17 > Start Evaluation (48000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:43:18 > Calculating FID Score....
[INFO] 2021-01-15 18:43:38 > Calculating Inception Score....
[INFO] 2021-01-15 18:43:51 > Calculate F_beta Score....
[INFO] 2021-01-15 18:44:27 > F_8 score (Step: 48000, Using valid images): 0.0
[INFO] 2021-01-15 18:44:27 > F_1/8 score (Step: 48000, Using valid images): 0.0
[INFO] 2021-01-15 18:44:27 > FID score (Step: 48000, Using valid moments): 308.5746033523317
[INFO] 2021-01-15 18:44:27 > Inception score (Step: 48000, 10000 generated images): 1.6357308626174927
[INFO] 2021-01-15 18:44:27 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 18:44:28 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 18:45:15 > Step:   48100 Progress: 48.1% Elapsed: 6:45:24 temperature: no ada_p: No Discriminator_loss: -4.94765e-10 Generator_loss: 0.117517 
[INFO] 2021-01-15 18:46:02 > Step:   48200 Progress: 48.2% Elapsed: 6:46:11 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.117293 
[INFO] 2021-01-15 18:46:49 > Step:   48300 Progress: 48.3% Elapsed: 6:46:58 temperature: no ada_p: No Discriminator_loss: -4.59841e-09 Generator_loss: 0.117852 
[INFO] 2021-01-15 18:47:36 > Step:   48400 Progress: 48.4% Elapsed: 6:47:45 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.1182 
[INFO] 2021-01-15 18:48:23 > Step:   48500 Progress: 48.5% Elapsed: 6:48:32 temperature: no ada_p: No Discriminator_loss: 2.88128e-09 Generator_loss: 0.118211 
[INFO] 2021-01-15 18:49:10 > Step:   48600 Progress: 48.6% Elapsed: 6:49:19 temperature: no ada_p: No Discriminator_loss: -3.84171e-09 Generator_loss: 0.116968 
[INFO] 2021-01-15 18:49:57 > Step:   48700 Progress: 48.7% Elapsed: 6:50:06 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: 0.116029 
[INFO] 2021-01-15 18:50:44 > Step:   48800 Progress: 48.8% Elapsed: 6:50:53 temperature: no ada_p: No Discriminator_loss: 5.58794e-09 Generator_loss: 0.117168 
[INFO] 2021-01-15 18:51:31 > Step:   48900 Progress: 48.9% Elapsed: 6:51:40 temperature: no ada_p: No Discriminator_loss: -2.27301e-08 Generator_loss: 0.116139 
[INFO] 2021-01-15 18:52:18 > Step:   49000 Progress: 49.0% Elapsed: 6:52:27 temperature: no ada_p: No Discriminator_loss: -2.91329e-08 Generator_loss: 0.116194 
[INFO] 2021-01-15 18:53:05 > Step:   49100 Progress: 49.1% Elapsed: 6:53:14 temperature: no ada_p: No Discriminator_loss: -3.73693e-08 Generator_loss: 0.115584 
[INFO] 2021-01-15 18:53:52 > Step:   49200 Progress: 49.2% Elapsed: 6:54:01 temperature: no ada_p: No Discriminator_loss: 2.41562e-09 Generator_loss: 0.117075 
[INFO] 2021-01-15 18:54:39 > Step:   49300 Progress: 49.3% Elapsed: 6:54:48 temperature: no ada_p: No Discriminator_loss: 9.48785e-09 Generator_loss: 0.117283 
[INFO] 2021-01-15 18:55:26 > Step:   49400 Progress: 49.4% Elapsed: 6:55:35 temperature: no ada_p: No Discriminator_loss: 6.1118e-10 Generator_loss: 0.117801 
[INFO] 2021-01-15 18:56:13 > Step:   49500 Progress: 49.5% Elapsed: 6:56:22 temperature: no ada_p: No Discriminator_loss: 4.22006e-09 Generator_loss: 0.11659 
[INFO] 2021-01-15 18:57:00 > Step:   49600 Progress: 49.6% Elapsed: 6:57:09 temperature: no ada_p: No Discriminator_loss: -8.14907e-10 Generator_loss: 0.118884 
[INFO] 2021-01-15 18:57:47 > Step:   49700 Progress: 49.7% Elapsed: 6:57:56 temperature: no ada_p: No Discriminator_loss: -3.7835e-10 Generator_loss: 0.118317 
[INFO] 2021-01-15 18:58:34 > Step:   49800 Progress: 49.8% Elapsed: 6:58:43 temperature: no ada_p: No Discriminator_loss: 3.7835e-10 Generator_loss: 0.116895 
[INFO] 2021-01-15 18:59:21 > Step:   49900 Progress: 49.9% Elapsed: 6:59:30 temperature: no ada_p: No Discriminator_loss: -2.82307e-09 Generator_loss: 0.117644 
[INFO] 2021-01-15 19:00:08 > Step:   50000 Progress: 50.0% Elapsed: 7:00:17 temperature: no ada_p: No Discriminator_loss: 1.53959e-08 Generator_loss: 0.117425 
[INFO] 2021-01-15 19:00:08 > Start Evaluation (50000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:00:08 > Calculating FID Score....
[INFO] 2021-01-15 19:00:28 > Calculating Inception Score....
[INFO] 2021-01-15 19:00:41 > Calculate F_beta Score....
[INFO] 2021-01-15 19:01:18 > F_8 score (Step: 50000, Using valid images): 0.0
[INFO] 2021-01-15 19:01:18 > F_1/8 score (Step: 50000, Using valid images): 0.0
[INFO] 2021-01-15 19:01:18 > FID score (Step: 50000, Using valid moments): 308.73230490183244
[INFO] 2021-01-15 19:01:18 > Inception score (Step: 50000, 10000 generated images): 1.629315972328186
[INFO] 2021-01-15 19:01:18 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 19:01:19 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:02:06 > Step:   50100 Progress: 50.1% Elapsed: 7:02:15 temperature: no ada_p: No Discriminator_loss: 1.10595e-09 Generator_loss: 0.115969 
[INFO] 2021-01-15 19:02:52 > Step:   50200 Progress: 50.2% Elapsed: 7:03:02 temperature: no ada_p: No Discriminator_loss: 2.67755e-09 Generator_loss: 0.116324 
[INFO] 2021-01-15 19:03:39 > Step:   50300 Progress: 50.3% Elapsed: 7:03:49 temperature: no ada_p: No Discriminator_loss: 1.11759e-08 Generator_loss: 0.115763 
[INFO] 2021-01-15 19:04:27 > Step:   50400 Progress: 50.4% Elapsed: 7:04:36 temperature: no ada_p: No Discriminator_loss: -4.19095e-09 Generator_loss: 0.115208 
[INFO] 2021-01-15 19:05:14 > Step:   50500 Progress: 50.5% Elapsed: 7:05:23 temperature: no ada_p: No Discriminator_loss: -6.8394e-09 Generator_loss: 0.115162 
[INFO] 2021-01-15 19:06:00 > Step:   50600 Progress: 50.6% Elapsed: 7:06:10 temperature: no ada_p: No Discriminator_loss: 9.02219e-10 Generator_loss: 0.116358 
[INFO] 2021-01-15 19:06:47 > Step:   50700 Progress: 50.7% Elapsed: 7:06:57 temperature: no ada_p: No Discriminator_loss: 1.4843e-09 Generator_loss: 0.117708 
[INFO] 2021-01-15 19:07:35 > Step:   50800 Progress: 50.8% Elapsed: 7:07:44 temperature: no ada_p: No Discriminator_loss: -4.59841e-09 Generator_loss: 0.116418 
[INFO] 2021-01-15 19:08:22 > Step:   50900 Progress: 50.9% Elapsed: 7:08:31 temperature: no ada_p: No Discriminator_loss: -6.1118e-10 Generator_loss: 0.116214 
[INFO] 2021-01-15 19:09:09 > Step:   51000 Progress: 51.0% Elapsed: 7:09:18 temperature: no ada_p: No Discriminator_loss: 3.75439e-09 Generator_loss: 0.114515 
[INFO] 2021-01-15 19:09:56 > Step:   51100 Progress: 51.1% Elapsed: 7:10:05 temperature: no ada_p: No Discriminator_loss: -6.46105e-09 Generator_loss: 0.116029 
[INFO] 2021-01-15 19:10:43 > Step:   51200 Progress: 51.2% Elapsed: 7:10:52 temperature: no ada_p: No Discriminator_loss: -1.68802e-09 Generator_loss: 0.115725 
[INFO] 2021-01-15 19:11:30 > Step:   51300 Progress: 51.3% Elapsed: 7:11:39 temperature: no ada_p: No Discriminator_loss: -1.10595e-09 Generator_loss: 0.112329 
[INFO] 2021-01-15 19:12:16 > Step:   51400 Progress: 51.4% Elapsed: 7:12:26 temperature: no ada_p: No Discriminator_loss: 3.11411e-09 Generator_loss: 0.112488 
[INFO] 2021-01-15 19:13:04 > Step:   51500 Progress: 51.5% Elapsed: 7:13:13 temperature: no ada_p: No Discriminator_loss: -2.18279e-09 Generator_loss: 0.11133 
[INFO] 2021-01-15 19:13:51 > Step:   51600 Progress: 51.6% Elapsed: 7:14:00 temperature: no ada_p: No Discriminator_loss: 2.15368e-09 Generator_loss: 0.110146 
[INFO] 2021-01-15 19:14:38 > Step:   51700 Progress: 51.7% Elapsed: 7:14:47 temperature: no ada_p: No Discriminator_loss: -1.92085e-09 Generator_loss: 0.11097 
[INFO] 2021-01-15 19:15:24 > Step:   51800 Progress: 51.8% Elapsed: 7:15:34 temperature: no ada_p: No Discriminator_loss: -1.18162e-08 Generator_loss: 0.109851 
[INFO] 2021-01-15 19:16:12 > Step:   51900 Progress: 51.9% Elapsed: 7:16:21 temperature: no ada_p: No Discriminator_loss: -4.94765e-10 Generator_loss: 0.11147 
[INFO] 2021-01-15 19:16:59 > Step:   52000 Progress: 52.0% Elapsed: 7:17:08 temperature: no ada_p: No Discriminator_loss: -3.60887e-09 Generator_loss: 0.112852 
[INFO] 2021-01-15 19:16:59 > Start Evaluation (52000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:16:59 > Calculating FID Score....
[INFO] 2021-01-15 19:17:19 > Calculating Inception Score....
[INFO] 2021-01-15 19:17:32 > Calculate F_beta Score....
[INFO] 2021-01-15 19:18:08 > F_8 score (Step: 52000, Using valid images): 0.0
[INFO] 2021-01-15 19:18:08 > F_1/8 score (Step: 52000, Using valid images): 0.0
[INFO] 2021-01-15 19:18:08 > FID score (Step: 52000, Using valid moments): 309.03442665437035
[INFO] 2021-01-15 19:18:08 > Inception score (Step: 52000, 10000 generated images): 1.6276695728302002
[INFO] 2021-01-15 19:18:08 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 19:18:09 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:18:56 > Step:   52100 Progress: 52.1% Elapsed: 7:19:05 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: 0.112464 
[INFO] 2021-01-15 19:19:43 > Step:   52200 Progress: 52.2% Elapsed: 7:19:52 temperature: no ada_p: No Discriminator_loss: -1.86265e-09 Generator_loss: 0.11343 
[INFO] 2021-01-15 19:20:30 > Step:   52300 Progress: 52.3% Elapsed: 7:20:39 temperature: no ada_p: No Discriminator_loss: 2.99769e-09 Generator_loss: 0.11525 
[INFO] 2021-01-15 19:21:17 > Step:   52400 Progress: 52.4% Elapsed: 7:21:26 temperature: no ada_p: No Discriminator_loss: -3.20142e-09 Generator_loss: 0.116365 
[INFO] 2021-01-15 19:22:04 > Step:   52500 Progress: 52.5% Elapsed: 7:22:13 temperature: no ada_p: No Discriminator_loss: -2.21189e-09 Generator_loss: 0.115358 
[INFO] 2021-01-15 19:22:51 > Step:   52600 Progress: 52.6% Elapsed: 7:23:00 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: 0.115589 
[INFO] 2021-01-15 19:23:38 > Step:   52700 Progress: 52.7% Elapsed: 7:23:47 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.114305 
[INFO] 2021-01-15 19:24:25 > Step:   52800 Progress: 52.8% Elapsed: 7:24:34 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: 0.115056 
[INFO] 2021-01-15 19:25:12 > Step:   52900 Progress: 52.9% Elapsed: 7:25:21 temperature: no ada_p: No Discriminator_loss: -1.10595e-09 Generator_loss: 0.115253 
[INFO] 2021-01-15 19:25:59 > Step:   53000 Progress: 53.0% Elapsed: 7:26:08 temperature: no ada_p: No Discriminator_loss: 9.02219e-10 Generator_loss: 0.114022 
[INFO] 2021-01-15 19:26:46 > Step:   53100 Progress: 53.1% Elapsed: 7:26:55 temperature: no ada_p: No Discriminator_loss: -1.4843e-09 Generator_loss: 0.115838 
[INFO] 2021-01-15 19:27:33 > Step:   53200 Progress: 53.2% Elapsed: 7:27:42 temperature: no ada_p: No Discriminator_loss: -1.09721e-08 Generator_loss: 0.118143 
[INFO] 2021-01-15 19:28:20 > Step:   53300 Progress: 53.3% Elapsed: 7:28:29 temperature: no ada_p: No Discriminator_loss: -4.42378e-09 Generator_loss: 0.119749 
[INFO] 2021-01-15 19:29:07 > Step:   53400 Progress: 53.4% Elapsed: 7:29:16 temperature: no ada_p: No Discriminator_loss: 7.01402e-09 Generator_loss: 0.120753 
[INFO] 2021-01-15 19:29:54 > Step:   53500 Progress: 53.5% Elapsed: 7:30:03 temperature: no ada_p: No Discriminator_loss: 2.67755e-09 Generator_loss: 0.121289 
[INFO] 2021-01-15 19:30:41 > Step:   53600 Progress: 53.6% Elapsed: 7:30:50 temperature: no ada_p: No Discriminator_loss: 2.91038e-11 Generator_loss: 0.120681 
[INFO] 2021-01-15 19:31:28 > Step:   53700 Progress: 53.7% Elapsed: 7:31:37 temperature: no ada_p: No Discriminator_loss: -4.07454e-09 Generator_loss: 0.12132 
[INFO] 2021-01-15 19:32:15 > Step:   53800 Progress: 53.8% Elapsed: 7:32:24 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.121571 
[INFO] 2021-01-15 19:33:02 > Step:   53900 Progress: 53.9% Elapsed: 7:33:11 temperature: no ada_p: No Discriminator_loss: 4.10364e-09 Generator_loss: 0.119249 
[INFO] 2021-01-15 19:33:49 > Step:   54000 Progress: 54.0% Elapsed: 7:33:58 temperature: no ada_p: No Discriminator_loss: -3.84171e-09 Generator_loss: 0.117383 
[INFO] 2021-01-15 19:33:49 > Start Evaluation (54000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:33:49 > Calculating FID Score....
[INFO] 2021-01-15 19:34:09 > Calculating Inception Score....
[INFO] 2021-01-15 19:34:22 > Calculate F_beta Score....
[INFO] 2021-01-15 19:34:59 > F_8 score (Step: 54000, Using valid images): 0.0
[INFO] 2021-01-15 19:34:59 > F_1/8 score (Step: 54000, Using valid images): 0.0
[INFO] 2021-01-15 19:34:59 > FID score (Step: 54000, Using valid moments): 310.4459445549983
[INFO] 2021-01-15 19:34:59 > Inception score (Step: 54000, 10000 generated images): 1.630170464515686
[INFO] 2021-01-15 19:34:59 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 19:35:00 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:35:47 > Step:   54100 Progress: 54.1% Elapsed: 7:35:56 temperature: no ada_p: No Discriminator_loss: 2.12458e-09 Generator_loss: 0.117523 
[INFO] 2021-01-15 19:36:34 > Step:   54200 Progress: 54.2% Elapsed: 7:36:43 temperature: no ada_p: No Discriminator_loss: 5.52973e-10 Generator_loss: 0.117255 
[INFO] 2021-01-15 19:37:21 > Step:   54300 Progress: 54.3% Elapsed: 7:37:30 temperature: no ada_p: No Discriminator_loss: -3.20142e-09 Generator_loss: 0.117156 
[INFO] 2021-01-15 19:38:08 > Step:   54400 Progress: 54.4% Elapsed: 7:38:17 temperature: no ada_p: No Discriminator_loss: -1.45519e-09 Generator_loss: 0.117415 
[INFO] 2021-01-15 19:38:55 > Step:   54500 Progress: 54.5% Elapsed: 7:39:04 temperature: no ada_p: No Discriminator_loss: -3.25963e-09 Generator_loss: 0.114845 
[INFO] 2021-01-15 19:39:41 > Step:   54600 Progress: 54.6% Elapsed: 7:39:51 temperature: no ada_p: No Discriminator_loss: 3.23053e-09 Generator_loss: 0.115389 
[INFO] 2021-01-15 19:40:29 > Step:   54700 Progress: 54.7% Elapsed: 7:40:38 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.117169 
[INFO] 2021-01-15 19:41:16 > Step:   54800 Progress: 54.8% Elapsed: 7:41:25 temperature: no ada_p: No Discriminator_loss: -3.95812e-09 Generator_loss: 0.118316 
[INFO] 2021-01-15 19:42:03 > Step:   54900 Progress: 54.9% Elapsed: 7:42:12 temperature: no ada_p: No Discriminator_loss: -1.19326e-09 Generator_loss: 0.116091 
[INFO] 2021-01-15 19:42:50 > Step:   55000 Progress: 55.0% Elapsed: 7:42:59 temperature: no ada_p: No Discriminator_loss: -3.8126e-09 Generator_loss: 0.115422 
[INFO] 2021-01-15 19:43:37 > Step:   55100 Progress: 55.1% Elapsed: 7:43:46 temperature: no ada_p: No Discriminator_loss: -1.36788e-09 Generator_loss: 0.113232 
[INFO] 2021-01-15 19:44:24 > Step:   55200 Progress: 55.2% Elapsed: 7:44:33 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.111694 
[INFO] 2021-01-15 19:45:11 > Step:   55300 Progress: 55.3% Elapsed: 7:45:20 temperature: no ada_p: No Discriminator_loss: -3.20142e-10 Generator_loss: 0.112448 
[INFO] 2021-01-15 19:45:58 > Step:   55400 Progress: 55.4% Elapsed: 7:46:07 temperature: no ada_p: No Discriminator_loss: -2.91038e-11 Generator_loss: 0.111329 
[INFO] 2021-01-15 19:46:45 > Step:   55500 Progress: 55.5% Elapsed: 7:46:54 temperature: no ada_p: No Discriminator_loss: -7.567e-10 Generator_loss: 0.110681 
[INFO] 2021-01-15 19:47:32 > Step:   55600 Progress: 55.6% Elapsed: 7:47:41 temperature: no ada_p: No Discriminator_loss: 7.97445e-09 Generator_loss: 0.110113 
[INFO] 2021-01-15 19:48:19 > Step:   55700 Progress: 55.7% Elapsed: 7:48:28 temperature: no ada_p: No Discriminator_loss: 1.3446e-08 Generator_loss: 0.109625 
[INFO] 2021-01-15 19:49:06 > Step:   55800 Progress: 55.8% Elapsed: 7:49:15 temperature: no ada_p: No Discriminator_loss: 1.83354e-09 Generator_loss: 0.109397 
[INFO] 2021-01-15 19:49:53 > Step:   55900 Progress: 55.9% Elapsed: 7:50:02 temperature: no ada_p: No Discriminator_loss: -4.06581e-08 Generator_loss: 0.10894 
[INFO] 2021-01-15 19:50:40 > Step:   56000 Progress: 56.0% Elapsed: 7:50:49 temperature: no ada_p: No Discriminator_loss: -3.84171e-09 Generator_loss: 0.107067 
[INFO] 2021-01-15 19:50:40 > Start Evaluation (56000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:50:40 > Calculating FID Score....
[INFO] 2021-01-15 19:51:00 > Calculating Inception Score....
[INFO] 2021-01-15 19:51:13 > Calculate F_beta Score....
[INFO] 2021-01-15 19:51:49 > F_8 score (Step: 56000, Using valid images): 0.0
[INFO] 2021-01-15 19:51:49 > F_1/8 score (Step: 56000, Using valid images): 0.0
[INFO] 2021-01-15 19:51:49 > FID score (Step: 56000, Using valid moments): 310.3902182452802
[INFO] 2021-01-15 19:51:49 > Inception score (Step: 56000, 10000 generated images): 1.6319478750228882
[INFO] 2021-01-15 19:51:49 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 19:51:50 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 19:52:37 > Step:   56100 Progress: 56.1% Elapsed: 7:52:46 temperature: no ada_p: No Discriminator_loss: 2.31666e-08 Generator_loss: 0.107405 
[INFO] 2021-01-15 19:53:24 > Step:   56200 Progress: 56.2% Elapsed: 7:53:33 temperature: no ada_p: No Discriminator_loss: -2.45345e-08 Generator_loss: 0.106418 
[INFO] 2021-01-15 19:54:11 > Step:   56300 Progress: 56.3% Elapsed: 7:54:20 temperature: no ada_p: No Discriminator_loss: 1.16124e-08 Generator_loss: 0.107847 
[INFO] 2021-01-15 19:54:58 > Step:   56400 Progress: 56.4% Elapsed: 7:55:07 temperature: no ada_p: No Discriminator_loss: -3.76895e-08 Generator_loss: 0.107778 
[INFO] 2021-01-15 19:55:45 > Step:   56500 Progress: 56.5% Elapsed: 7:55:54 temperature: no ada_p: No Discriminator_loss: 5.96629e-09 Generator_loss: 0.106875 
[INFO] 2021-01-15 19:56:32 > Step:   56600 Progress: 56.6% Elapsed: 7:56:41 temperature: no ada_p: No Discriminator_loss: -3.28291e-08 Generator_loss: 0.106615 
[INFO] 2021-01-15 19:57:19 > Step:   56700 Progress: 56.7% Elapsed: 7:57:28 temperature: no ada_p: No Discriminator_loss: -2.91038e-11 Generator_loss: 0.104531 
[INFO] 2021-01-15 19:58:06 > Step:   56800 Progress: 56.8% Elapsed: 7:58:15 temperature: no ada_p: No Discriminator_loss: -3.59723e-08 Generator_loss: 0.106841 
[INFO] 2021-01-15 19:58:53 > Step:   56900 Progress: 56.9% Elapsed: 7:59:02 temperature: no ada_p: No Discriminator_loss: 1.43773e-08 Generator_loss: 0.10467 
[INFO] 2021-01-15 19:59:40 > Step:   57000 Progress: 57.0% Elapsed: 7:59:49 temperature: no ada_p: No Discriminator_loss: 6.69388e-10 Generator_loss: 0.105942 
[INFO] 2021-01-15 20:00:27 > Step:   57100 Progress: 57.1% Elapsed: 8:00:36 temperature: no ada_p: No Discriminator_loss: 2.28174e-08 Generator_loss: 0.10642 
[INFO] 2021-01-15 20:01:14 > Step:   57200 Progress: 57.2% Elapsed: 8:01:23 temperature: no ada_p: No Discriminator_loss: -1.851e-08 Generator_loss: 0.107387 
[INFO] 2021-01-15 20:02:01 > Step:   57300 Progress: 57.3% Elapsed: 8:02:10 temperature: no ada_p: No Discriminator_loss: -7.53789e-09 Generator_loss: 0.107685 
[INFO] 2021-01-15 20:02:48 > Step:   57400 Progress: 57.4% Elapsed: 8:02:57 temperature: no ada_p: No Discriminator_loss: 2.91038e-11 Generator_loss: 0.106967 
[INFO] 2021-01-15 20:03:35 > Step:   57500 Progress: 57.5% Elapsed: 8:03:44 temperature: no ada_p: No Discriminator_loss: 6.37374e-09 Generator_loss: 0.106429 
[INFO] 2021-01-15 20:04:22 > Step:   57600 Progress: 57.6% Elapsed: 8:04:31 temperature: no ada_p: No Discriminator_loss: 8.58563e-09 Generator_loss: 0.106846 
[INFO] 2021-01-15 20:05:09 > Step:   57700 Progress: 57.7% Elapsed: 8:05:18 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: 0.106624 
[INFO] 2021-01-15 20:05:56 > Step:   57800 Progress: 57.8% Elapsed: 8:06:05 temperature: no ada_p: No Discriminator_loss: 1.68802e-08 Generator_loss: 0.104356 
[INFO] 2021-01-15 20:06:43 > Step:   57900 Progress: 57.9% Elapsed: 8:06:52 temperature: no ada_p: No Discriminator_loss: -6.37374e-09 Generator_loss: 0.10288 
[INFO] 2021-01-15 20:07:30 > Step:   58000 Progress: 58.0% Elapsed: 8:07:39 temperature: no ada_p: No Discriminator_loss: 1.45519e-10 Generator_loss: 0.103658 
[INFO] 2021-01-15 20:07:30 > Start Evaluation (58000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 20:07:30 > Calculating FID Score....
[INFO] 2021-01-15 20:07:50 > Calculating Inception Score....
[INFO] 2021-01-15 20:08:03 > Calculate F_beta Score....
[INFO] 2021-01-15 20:08:39 > F_8 score (Step: 58000, Using valid images): 0.0
[INFO] 2021-01-15 20:08:39 > F_1/8 score (Step: 58000, Using valid images): 0.0
[INFO] 2021-01-15 20:08:39 > FID score (Step: 58000, Using valid moments): 310.2851238019886
[INFO] 2021-01-15 20:08:39 > Inception score (Step: 58000, 10000 generated images): 1.633475422859192
[INFO] 2021-01-15 20:08:39 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 20:08:40 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 20:09:27 > Step:   58100 Progress: 58.1% Elapsed: 8:09:36 temperature: no ada_p: No Discriminator_loss: -1.07684e-09 Generator_loss: 0.105207 
[INFO] 2021-01-15 20:10:14 > Step:   58200 Progress: 58.2% Elapsed: 8:10:24 temperature: no ada_p: No Discriminator_loss: 3.89991e-09 Generator_loss: 0.106591 
[INFO] 2021-01-15 20:11:01 > Step:   58300 Progress: 58.3% Elapsed: 8:11:11 temperature: no ada_p: No Discriminator_loss: -7.79983e-09 Generator_loss: 0.105101 
[INFO] 2021-01-15 20:11:48 > Step:   58400 Progress: 58.4% Elapsed: 8:11:57 temperature: no ada_p: No Discriminator_loss: 5.77711e-08 Generator_loss: 0.10944 
[INFO] 2021-01-15 20:12:35 > Step:   58500 Progress: 58.5% Elapsed: 8:12:44 temperature: no ada_p: No Discriminator_loss: 8.44011e-10 Generator_loss: 0.106104 
[INFO] 2021-01-15 20:13:23 > Step:   58600 Progress: 58.6% Elapsed: 8:13:32 temperature: no ada_p: No Discriminator_loss: 2.24099e-09 Generator_loss: 0.10664 
[INFO] 2021-01-15 20:14:09 > Step:   58700 Progress: 58.7% Elapsed: 8:14:19 temperature: no ada_p: No Discriminator_loss: 9.15607e-08 Generator_loss: 0.107531 
[INFO] 2021-01-15 20:14:56 > Step:   58800 Progress: 58.8% Elapsed: 8:15:06 temperature: no ada_p: No Discriminator_loss: 1.44646e-08 Generator_loss: 0.106252 
[INFO] 2021-01-15 20:15:44 > Step:   58900 Progress: 58.9% Elapsed: 8:15:53 temperature: no ada_p: No Discriminator_loss: -1.77533e-09 Generator_loss: 0.105874 
[INFO] 2021-01-15 20:16:31 > Step:   59000 Progress: 59.0% Elapsed: 8:16:40 temperature: no ada_p: No Discriminator_loss: -4.22006e-09 Generator_loss: 0.10495 
[INFO] 2021-01-15 20:17:17 > Step:   59100 Progress: 59.1% Elapsed: 8:17:27 temperature: no ada_p: No Discriminator_loss: 6.43195e-09 Generator_loss: 0.106151 
[INFO] 2021-01-15 20:18:04 > Step:   59200 Progress: 59.2% Elapsed: 8:18:14 temperature: no ada_p: No Discriminator_loss: 2.64845e-09 Generator_loss: 0.108245 
[INFO] 2021-01-15 20:18:52 > Step:   59300 Progress: 59.3% Elapsed: 8:19:01 temperature: no ada_p: No Discriminator_loss: -1.57161e-09 Generator_loss: 0.107105 
[INFO] 2021-01-15 20:19:38 > Step:   59400 Progress: 59.4% Elapsed: 8:19:48 temperature: no ada_p: No Discriminator_loss: -4.22006e-09 Generator_loss: 0.103966 
[INFO] 2021-01-15 20:20:25 > Step:   59500 Progress: 59.5% Elapsed: 8:20:35 temperature: no ada_p: No Discriminator_loss: 4.04543e-09 Generator_loss: 0.103371 
[INFO] 2021-01-15 20:21:12 > Step:   59600 Progress: 59.6% Elapsed: 8:21:21 temperature: no ada_p: No Discriminator_loss: 2.91038e-10 Generator_loss: 0.103741 
[INFO] 2021-01-15 20:21:59 > Step:   59700 Progress: 59.7% Elapsed: 8:22:09 temperature: no ada_p: No Discriminator_loss: -2.59024e-09 Generator_loss: 0.10242 
[INFO] 2021-01-15 20:22:46 > Step:   59800 Progress: 59.8% Elapsed: 8:22:56 temperature: no ada_p: No Discriminator_loss: -2.12458e-09 Generator_loss: 0.102372 
[INFO] 2021-01-15 20:23:33 > Step:   59900 Progress: 59.9% Elapsed: 8:23:42 temperature: no ada_p: No Discriminator_loss: -8.14907e-10 Generator_loss: 0.101619 
[INFO] 2021-01-15 20:24:20 > Step:   60000 Progress: 60.0% Elapsed: 8:24:29 temperature: no ada_p: No Discriminator_loss: -9.02219e-10 Generator_loss: 0.103583 
[INFO] 2021-01-15 20:24:20 > Start Evaluation (60000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 20:24:20 > Calculating FID Score....
[INFO] 2021-01-15 20:24:41 > Calculating Inception Score....
[INFO] 2021-01-15 20:24:54 > Calculate F_beta Score....
[INFO] 2021-01-15 20:25:30 > F_8 score (Step: 60000, Using valid images): 0.0
[INFO] 2021-01-15 20:25:30 > F_1/8 score (Step: 60000, Using valid images): 0.0
[INFO] 2021-01-15 20:25:30 > FID score (Step: 60000, Using valid moments): 309.37492854490586
[INFO] 2021-01-15 20:25:30 > Inception score (Step: 60000, 10000 generated images): 1.626332402229309
[INFO] 2021-01-15 20:25:30 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 20:25:31 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 20:26:19 > Step:   60100 Progress: 60.1% Elapsed: 8:26:28 temperature: no ada_p: No Discriminator_loss: -3.14321e-09 Generator_loss: 0.102476 
[INFO] 2021-01-15 20:27:05 > Step:   60200 Progress: 60.2% Elapsed: 8:27:15 temperature: no ada_p: No Discriminator_loss: 2.91038e-09 Generator_loss: 0.102239 
[INFO] 2021-01-15 20:27:52 > Step:   60300 Progress: 60.3% Elapsed: 8:28:02 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: 0.103094 
[INFO] 2021-01-15 20:28:39 > Step:   60400 Progress: 60.4% Elapsed: 8:28:48 temperature: no ada_p: No Discriminator_loss: -2.21189e-09 Generator_loss: 0.10327 
[INFO] 2021-01-15 20:29:26 > Step:   60500 Progress: 60.5% Elapsed: 8:29:36 temperature: no ada_p: No Discriminator_loss: 9.02219e-10 Generator_loss: 0.102253 
[INFO] 2021-01-15 20:30:13 > Step:   60600 Progress: 60.6% Elapsed: 8:30:23 temperature: no ada_p: No Discriminator_loss: 9.60426e-10 Generator_loss: 0.102056 
[INFO] 2021-01-15 20:31:00 > Step:   60700 Progress: 60.7% Elapsed: 8:31:09 temperature: no ada_p: No Discriminator_loss: 3.52156e-09 Generator_loss: 0.101313 
[INFO] 2021-01-15 20:31:47 > Step:   60800 Progress: 60.8% Elapsed: 8:31:56 temperature: no ada_p: No Discriminator_loss: 3.08501e-09 Generator_loss: 0.102981 
[INFO] 2021-01-15 20:32:34 > Step:   60900 Progress: 60.9% Elapsed: 8:32:44 temperature: no ada_p: No Discriminator_loss: 8.78936e-09 Generator_loss: 0.102828 
[INFO] 2021-01-15 20:33:21 > Step:   61000 Progress: 61.0% Elapsed: 8:33:30 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: 0.101151 
[INFO] 2021-01-15 20:34:08 > Step:   61100 Progress: 61.1% Elapsed: 8:34:17 temperature: no ada_p: No Discriminator_loss: 3.11411e-09 Generator_loss: 0.101179 
[INFO] 2021-01-15 20:34:55 > Step:   61200 Progress: 61.2% Elapsed: 8:35:04 temperature: no ada_p: No Discriminator_loss: 1.28057e-09 Generator_loss: 0.101303 
[INFO] 2021-01-15 20:35:42 > Step:   61300 Progress: 61.3% Elapsed: 8:35:52 temperature: no ada_p: No Discriminator_loss: -1.13505e-09 Generator_loss: 0.100261 
[INFO] 2021-01-15 20:36:29 > Step:   61400 Progress: 61.4% Elapsed: 8:36:38 temperature: no ada_p: No Discriminator_loss: 2.15368e-09 Generator_loss: 0.102455 
[INFO] 2021-01-15 20:37:16 > Step:   61500 Progress: 61.5% Elapsed: 8:37:25 temperature: no ada_p: No Discriminator_loss: 1.84809e-08 Generator_loss: 0.1016 
[INFO] 2021-01-15 20:38:03 > Step:   61600 Progress: 61.6% Elapsed: 8:38:12 temperature: no ada_p: No Discriminator_loss: -1.33878e-09 Generator_loss: 0.100884 
[INFO] 2021-01-15 20:38:50 > Step:   61700 Progress: 61.7% Elapsed: 8:38:59 temperature: no ada_p: No Discriminator_loss: 8.99308e-09 Generator_loss: 0.101618 
[INFO] 2021-01-15 20:39:37 > Step:   61800 Progress: 61.8% Elapsed: 8:39:46 temperature: no ada_p: No Discriminator_loss: 1.16415e-10 Generator_loss: 0.101332 
[INFO] 2021-01-15 20:40:24 > Step:   61900 Progress: 61.9% Elapsed: 8:40:33 temperature: no ada_p: No Discriminator_loss: -1.39698e-08 Generator_loss: 0.100058 
[INFO] 2021-01-15 20:41:11 > Step:   62000 Progress: 62.0% Elapsed: 8:41:20 temperature: no ada_p: No Discriminator_loss: 5.23869e-10 Generator_loss: 0.0998021 
[INFO] 2021-01-15 20:41:11 > Start Evaluation (62000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 20:41:11 > Calculating FID Score....
[INFO] 2021-01-15 20:41:31 > Calculating Inception Score....
[INFO] 2021-01-15 20:41:44 > Calculate F_beta Score....
[INFO] 2021-01-15 20:42:20 > F_8 score (Step: 62000, Using valid images): 0.0
[INFO] 2021-01-15 20:42:20 > F_1/8 score (Step: 62000, Using valid images): 0.0
[INFO] 2021-01-15 20:42:20 > FID score (Step: 62000, Using valid moments): 309.7447524041797
[INFO] 2021-01-15 20:42:20 > Inception score (Step: 62000, 10000 generated images): 1.6184941530227661
[INFO] 2021-01-15 20:42:20 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 20:42:21 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 20:43:08 > Step:   62100 Progress: 62.1% Elapsed: 8:43:17 temperature: no ada_p: No Discriminator_loss: -1.45519e-09 Generator_loss: 0.100991 
[INFO] 2021-01-15 20:43:55 > Step:   62200 Progress: 62.2% Elapsed: 8:44:04 temperature: no ada_p: No Discriminator_loss: 2.21189e-09 Generator_loss: 0.101716 
[INFO] 2021-01-15 20:44:42 > Step:   62300 Progress: 62.3% Elapsed: 8:44:51 temperature: no ada_p: No Discriminator_loss: 3.7835e-09 Generator_loss: 0.101644 
[INFO] 2021-01-15 20:45:29 > Step:   62400 Progress: 62.4% Elapsed: 8:45:38 temperature: no ada_p: No Discriminator_loss: -1.71713e-09 Generator_loss: 0.100996 
[INFO] 2021-01-15 20:46:16 > Step:   62500 Progress: 62.5% Elapsed: 8:46:25 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: 0.1001 
[INFO] 2021-01-15 20:47:03 > Step:   62600 Progress: 62.6% Elapsed: 8:47:12 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: 0.100543 
[INFO] 2021-01-15 20:47:50 > Step:   62700 Progress: 62.7% Elapsed: 8:47:59 temperature: no ada_p: No Discriminator_loss: -3.7835e-09 Generator_loss: 0.100182 
[INFO] 2021-01-15 20:48:37 > Step:   62800 Progress: 62.8% Elapsed: 8:48:46 temperature: no ada_p: No Discriminator_loss: -2.88128e-09 Generator_loss: 0.099722 
[INFO] 2021-01-15 20:49:24 > Step:   62900 Progress: 62.9% Elapsed: 8:49:33 temperature: no ada_p: No Discriminator_loss: 1.74623e-09 Generator_loss: 0.0994172 
[INFO] 2021-01-15 20:50:11 > Step:   63000 Progress: 63.0% Elapsed: 8:50:20 temperature: no ada_p: No Discriminator_loss: 2.61934e-09 Generator_loss: 0.0982683 
[INFO] 2021-01-15 20:50:58 > Step:   63100 Progress: 63.1% Elapsed: 8:51:07 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: 0.0998605 
[INFO] 2021-01-15 20:51:45 > Step:   63200 Progress: 63.2% Elapsed: 8:51:54 temperature: no ada_p: No Discriminator_loss: 2.12458e-09 Generator_loss: 0.0994853 
[INFO] 2021-01-15 20:52:32 > Step:   63300 Progress: 63.3% Elapsed: 8:52:41 temperature: no ada_p: No Discriminator_loss: 1.04774e-09 Generator_loss: 0.0992817 
[INFO] 2021-01-15 20:53:19 > Step:   63400 Progress: 63.4% Elapsed: 8:53:28 temperature: no ada_p: No Discriminator_loss: 3.7835e-10 Generator_loss: 0.101193 
[INFO] 2021-01-15 20:54:06 > Step:   63500 Progress: 63.5% Elapsed: 8:54:15 temperature: no ada_p: No Discriminator_loss: -2.93949e-09 Generator_loss: 0.102838 
[INFO] 2021-01-15 20:54:53 > Step:   63600 Progress: 63.6% Elapsed: 8:55:02 temperature: no ada_p: No Discriminator_loss: -1.82481e-08 Generator_loss: 0.10183 
[INFO] 2021-01-15 20:55:40 > Step:   63700 Progress: 63.7% Elapsed: 8:55:49 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: 0.100617 
[INFO] 2021-01-15 20:56:27 > Step:   63800 Progress: 63.8% Elapsed: 8:56:36 temperature: no ada_p: No Discriminator_loss: -1.18162e-08 Generator_loss: 0.102054 
[INFO] 2021-01-15 20:57:14 > Step:   63900 Progress: 63.9% Elapsed: 8:57:23 temperature: no ada_p: No Discriminator_loss: 2.06637e-09 Generator_loss: 0.10218 
[INFO] 2021-01-15 20:58:01 > Step:   64000 Progress: 64.0% Elapsed: 8:58:10 temperature: no ada_p: No Discriminator_loss: 1.5134e-09 Generator_loss: 0.103752 
[INFO] 2021-01-15 20:58:01 > Start Evaluation (64000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 20:58:01 > Calculating FID Score....
[INFO] 2021-01-15 20:58:22 > Calculating Inception Score....
[INFO] 2021-01-15 20:58:34 > Calculate F_beta Score....
[INFO] 2021-01-15 20:59:10 > F_8 score (Step: 64000, Using valid images): 0.0
[INFO] 2021-01-15 20:59:10 > F_1/8 score (Step: 64000, Using valid images): 0.0
[INFO] 2021-01-15 20:59:10 > FID score (Step: 64000, Using valid moments): 310.16863738330835
[INFO] 2021-01-15 20:59:10 > Inception score (Step: 64000, 10000 generated images): 1.6321547031402588
[INFO] 2021-01-15 20:59:10 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 20:59:11 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 20:59:58 > Step:   64100 Progress: 64.1% Elapsed: 9:00:07 temperature: no ada_p: No Discriminator_loss: -2.35741e-09 Generator_loss: 0.104497 
[INFO] 2021-01-15 21:00:45 > Step:   64200 Progress: 64.2% Elapsed: 9:00:54 temperature: no ada_p: No Discriminator_loss: 4.45289e-09 Generator_loss: 0.103282 
[INFO] 2021-01-15 21:01:32 > Step:   64300 Progress: 64.3% Elapsed: 9:01:41 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.102879 
[INFO] 2021-01-15 21:02:19 > Step:   64400 Progress: 64.4% Elapsed: 9:02:28 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.102157 
[INFO] 2021-01-15 21:03:06 > Step:   64500 Progress: 64.5% Elapsed: 9:03:15 temperature: no ada_p: No Discriminator_loss: 1.01863e-09 Generator_loss: 0.102176 
[INFO] 2021-01-15 21:03:53 > Step:   64600 Progress: 64.6% Elapsed: 9:04:02 temperature: no ada_p: No Discriminator_loss: -1.36788e-09 Generator_loss: 0.102604 
[INFO] 2021-01-15 21:04:40 > Step:   64700 Progress: 64.7% Elapsed: 9:04:49 temperature: no ada_p: No Discriminator_loss: -1.16706e-08 Generator_loss: 0.101972 
[INFO] 2021-01-15 21:05:27 > Step:   64800 Progress: 64.8% Elapsed: 9:05:36 temperature: no ada_p: No Discriminator_loss: 1.22236e-09 Generator_loss: 0.103086 
[INFO] 2021-01-15 21:06:14 > Step:   64900 Progress: 64.9% Elapsed: 9:06:23 temperature: no ada_p: No Discriminator_loss: 1.06811e-08 Generator_loss: 0.104116 
[INFO] 2021-01-15 21:07:01 > Step:   65000 Progress: 65.0% Elapsed: 9:07:10 temperature: no ada_p: No Discriminator_loss: 6.95582e-09 Generator_loss: 0.104968 
[INFO] 2021-01-15 21:07:48 > Step:   65100 Progress: 65.1% Elapsed: 9:07:57 temperature: no ada_p: No Discriminator_loss: -2.56114e-09 Generator_loss: 0.106706 
[INFO] 2021-01-15 21:08:35 > Step:   65200 Progress: 65.2% Elapsed: 9:08:44 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: 0.107264 
[INFO] 2021-01-15 21:09:22 > Step:   65300 Progress: 65.3% Elapsed: 9:09:31 temperature: no ada_p: No Discriminator_loss: 5.84987e-09 Generator_loss: 0.106302 
[INFO] 2021-01-15 21:10:09 > Step:   65400 Progress: 65.4% Elapsed: 9:10:18 temperature: no ada_p: No Discriminator_loss: -1.33296e-08 Generator_loss: 0.107347 
[INFO] 2021-01-15 21:10:56 > Step:   65500 Progress: 65.5% Elapsed: 9:11:05 temperature: no ada_p: No Discriminator_loss: 1.83354e-09 Generator_loss: 0.107503 
[INFO] 2021-01-15 21:11:43 > Step:   65600 Progress: 65.6% Elapsed: 9:11:52 temperature: no ada_p: No Discriminator_loss: -1.4843e-09 Generator_loss: 0.107524 
[INFO] 2021-01-15 21:12:30 > Step:   65700 Progress: 65.7% Elapsed: 9:12:39 temperature: no ada_p: No Discriminator_loss: 5.23869e-09 Generator_loss: 0.105867 
[INFO] 2021-01-15 21:13:17 > Step:   65800 Progress: 65.8% Elapsed: 9:13:26 temperature: no ada_p: No Discriminator_loss: -2.18279e-09 Generator_loss: 0.104946 
[INFO] 2021-01-15 21:14:04 > Step:   65900 Progress: 65.9% Elapsed: 9:14:13 temperature: no ada_p: No Discriminator_loss: -2.88128e-09 Generator_loss: 0.10515 
[INFO] 2021-01-15 21:14:51 > Step:   66000 Progress: 66.0% Elapsed: 9:15:00 temperature: no ada_p: No Discriminator_loss: 1.42609e-09 Generator_loss: 0.105012 
[INFO] 2021-01-15 21:14:51 > Start Evaluation (66000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 21:14:51 > Calculating FID Score....
[INFO] 2021-01-15 21:15:12 > Calculating Inception Score....
[INFO] 2021-01-15 21:15:25 > Calculate F_beta Score....
[INFO] 2021-01-15 21:15:59 > F_8 score (Step: 66000, Using valid images): 0.0
[INFO] 2021-01-15 21:15:59 > F_1/8 score (Step: 66000, Using valid images): 0.0
[INFO] 2021-01-15 21:15:59 > FID score (Step: 66000, Using valid moments): 307.18836858769475
[INFO] 2021-01-15 21:15:59 > Inception score (Step: 66000, 10000 generated images): 1.6395080089569092
[INFO] 2021-01-15 21:15:59 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 21:16:00 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 21:16:47 > Step:   66100 Progress: 66.1% Elapsed: 9:16:56 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.105159 
[INFO] 2021-01-15 21:17:34 > Step:   66200 Progress: 66.2% Elapsed: 9:17:43 temperature: no ada_p: No Discriminator_loss: 7.85803e-10 Generator_loss: 0.104067 
[INFO] 2021-01-15 21:18:21 > Step:   66300 Progress: 66.3% Elapsed: 9:18:30 temperature: no ada_p: No Discriminator_loss: -3.92902e-09 Generator_loss: 0.104957 
[INFO] 2021-01-15 21:19:08 > Step:   66400 Progress: 66.4% Elapsed: 9:19:18 temperature: no ada_p: No Discriminator_loss: 2.91038e-10 Generator_loss: 0.1045 
[INFO] 2021-01-15 21:19:55 > Step:   66500 Progress: 66.5% Elapsed: 9:20:04 temperature: no ada_p: No Discriminator_loss: 8.58563e-09 Generator_loss: 0.105604 
[INFO] 2021-01-15 21:20:42 > Step:   66600 Progress: 66.6% Elapsed: 9:20:51 temperature: no ada_p: No Discriminator_loss: 6.95582e-09 Generator_loss: 0.107465 
[INFO] 2021-01-15 21:21:29 > Step:   66700 Progress: 66.7% Elapsed: 9:21:39 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: 0.106953 
[INFO] 2021-01-15 21:22:16 > Step:   66800 Progress: 66.8% Elapsed: 9:22:26 temperature: no ada_p: No Discriminator_loss: 2.2701e-09 Generator_loss: 0.108028 
[INFO] 2021-01-15 21:23:03 > Step:   66900 Progress: 66.9% Elapsed: 9:23:12 temperature: no ada_p: No Discriminator_loss: 1.74623e-10 Generator_loss: 0.107133 
[INFO] 2021-01-15 21:23:50 > Step:   67000 Progress: 67.0% Elapsed: 9:23:59 temperature: no ada_p: No Discriminator_loss: 6.0536e-09 Generator_loss: 0.10705 
[INFO] 2021-01-15 21:24:37 > Step:   67100 Progress: 67.1% Elapsed: 9:24:47 temperature: no ada_p: No Discriminator_loss: 4.04543e-09 Generator_loss: 0.108028 
[INFO] 2021-01-15 21:25:24 > Step:   67200 Progress: 67.2% Elapsed: 9:25:33 temperature: no ada_p: No Discriminator_loss: 8.73115e-11 Generator_loss: 0.107184 
[INFO] 2021-01-15 21:26:11 > Step:   67300 Progress: 67.3% Elapsed: 9:26:20 temperature: no ada_p: No Discriminator_loss: 2.93949e-09 Generator_loss: 0.107135 
[INFO] 2021-01-15 21:26:58 > Step:   67400 Progress: 67.4% Elapsed: 9:27:07 temperature: no ada_p: No Discriminator_loss: -5.3551e-09 Generator_loss: 0.10618 
[INFO] 2021-01-15 21:27:45 > Step:   67500 Progress: 67.5% Elapsed: 9:27:55 temperature: no ada_p: No Discriminator_loss: 6.8685e-09 Generator_loss: 0.104902 
[INFO] 2021-01-15 21:28:32 > Step:   67600 Progress: 67.6% Elapsed: 9:28:41 temperature: no ada_p: No Discriminator_loss: -4.12401e-08 Generator_loss: 0.105683 
[INFO] 2021-01-15 21:29:19 > Step:   67700 Progress: 67.7% Elapsed: 9:29:28 temperature: no ada_p: No Discriminator_loss: -8.14907e-10 Generator_loss: 0.104609 
[INFO] 2021-01-15 21:30:06 > Step:   67800 Progress: 67.8% Elapsed: 9:30:15 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: 0.10378 
[INFO] 2021-01-15 21:30:53 > Step:   67900 Progress: 67.9% Elapsed: 9:31:02 temperature: no ada_p: No Discriminator_loss: 9.60426e-10 Generator_loss: 0.106201 
[INFO] 2021-01-15 21:31:40 > Step:   68000 Progress: 68.0% Elapsed: 9:31:49 temperature: no ada_p: No Discriminator_loss: 4.5402e-09 Generator_loss: 0.106785 
[INFO] 2021-01-15 21:31:40 > Start Evaluation (68000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 21:31:40 > Calculating FID Score....
[INFO] 2021-01-15 21:32:01 > Calculating Inception Score....
[INFO] 2021-01-15 21:32:13 > Calculate F_beta Score....
[INFO] 2021-01-15 21:32:50 > F_8 score (Step: 68000, Using valid images): 0.0
[INFO] 2021-01-15 21:32:50 > F_1/8 score (Step: 68000, Using valid images): 0.0
[INFO] 2021-01-15 21:32:50 > FID score (Step: 68000, Using valid moments): 310.150189957005
[INFO] 2021-01-15 21:32:50 > Inception score (Step: 68000, 10000 generated images): 1.6343032121658325
[INFO] 2021-01-15 21:32:50 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 21:32:51 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 21:33:38 > Step:   68100 Progress: 68.1% Elapsed: 9:33:47 temperature: no ada_p: No Discriminator_loss: 5.41331e-09 Generator_loss: 0.103833 
[INFO] 2021-01-15 21:34:25 > Step:   68200 Progress: 68.2% Elapsed: 9:34:34 temperature: no ada_p: No Discriminator_loss: -4.39468e-09 Generator_loss: 0.103435 
[INFO] 2021-01-15 21:35:12 > Step:   68300 Progress: 68.3% Elapsed: 9:35:21 temperature: no ada_p: No Discriminator_loss: 3.11411e-09 Generator_loss: 0.102674 
[INFO] 2021-01-15 21:35:59 > Step:   68400 Progress: 68.4% Elapsed: 9:36:08 temperature: no ada_p: No Discriminator_loss: 3.31784e-09 Generator_loss: 0.101862 
[INFO] 2021-01-15 21:36:46 > Step:   68500 Progress: 68.5% Elapsed: 9:36:55 temperature: no ada_p: No Discriminator_loss: -1.52504e-08 Generator_loss: 0.101255 
[INFO] 2021-01-15 21:37:33 > Step:   68600 Progress: 68.6% Elapsed: 9:37:42 temperature: no ada_p: No Discriminator_loss: -1.74623e-10 Generator_loss: 0.102055 
[INFO] 2021-01-15 21:38:20 > Step:   68700 Progress: 68.7% Elapsed: 9:38:29 temperature: no ada_p: No Discriminator_loss: -7.53789e-09 Generator_loss: 0.10197 
[INFO] 2021-01-15 21:39:07 > Step:   68800 Progress: 68.8% Elapsed: 9:39:16 temperature: no ada_p: No Discriminator_loss: -4.88944e-09 Generator_loss: 0.101908 
[INFO] 2021-01-15 21:39:54 > Step:   68900 Progress: 68.9% Elapsed: 9:40:03 temperature: no ada_p: No Discriminator_loss: 5.47152e-09 Generator_loss: 0.103743 
[INFO] 2021-01-15 21:40:40 > Step:   69000 Progress: 69.0% Elapsed: 9:40:50 temperature: no ada_p: No Discriminator_loss: -5.12227e-09 Generator_loss: 0.105501 
[INFO] 2021-01-15 21:41:28 > Step:   69100 Progress: 69.1% Elapsed: 9:41:37 temperature: no ada_p: No Discriminator_loss: -5.84987e-09 Generator_loss: 0.106021 
[INFO] 2021-01-15 21:42:15 > Step:   69200 Progress: 69.2% Elapsed: 9:42:24 temperature: no ada_p: No Discriminator_loss: -6.40284e-10 Generator_loss: 0.107031 
[INFO] 2021-01-15 21:43:02 > Step:   69300 Progress: 69.3% Elapsed: 9:43:11 temperature: no ada_p: No Discriminator_loss: 5.64614e-09 Generator_loss: 0.106263 
[INFO] 2021-01-15 21:43:48 > Step:   69400 Progress: 69.4% Elapsed: 9:43:58 temperature: no ada_p: No Discriminator_loss: 6.92671e-09 Generator_loss: 0.105645 
[INFO] 2021-01-15 21:44:36 > Step:   69500 Progress: 69.5% Elapsed: 9:44:45 temperature: no ada_p: No Discriminator_loss: -1.74623e-09 Generator_loss: 0.106723 
[INFO] 2021-01-15 21:45:23 > Step:   69600 Progress: 69.6% Elapsed: 9:45:32 temperature: no ada_p: No Discriminator_loss: 3.72529e-09 Generator_loss: 0.106387 
[INFO] 2021-01-15 21:46:10 > Step:   69700 Progress: 69.7% Elapsed: 9:46:19 temperature: no ada_p: No Discriminator_loss: -2.21189e-09 Generator_loss: 0.108634 
[INFO] 2021-01-15 21:46:56 > Step:   69800 Progress: 69.8% Elapsed: 9:47:06 temperature: no ada_p: No Discriminator_loss: 2.24099e-09 Generator_loss: 0.109177 
[INFO] 2021-01-15 21:47:44 > Step:   69900 Progress: 69.9% Elapsed: 9:47:53 temperature: no ada_p: No Discriminator_loss: 4.30737e-09 Generator_loss: 0.111986 
[INFO] 2021-01-15 21:48:31 > Step:   70000 Progress: 70.0% Elapsed: 9:48:40 temperature: no ada_p: No Discriminator_loss: 2.47383e-09 Generator_loss: 0.111183 
[INFO] 2021-01-15 21:48:31 > Start Evaluation (70000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 21:48:31 > Calculating FID Score....
[INFO] 2021-01-15 21:48:51 > Calculating Inception Score....
[INFO] 2021-01-15 21:49:04 > Calculate F_beta Score....
[INFO] 2021-01-15 21:49:41 > F_8 score (Step: 70000, Using valid images): 0.0
[INFO] 2021-01-15 21:49:41 > F_1/8 score (Step: 70000, Using valid images): 0.0
[INFO] 2021-01-15 21:49:41 > FID score (Step: 70000, Using valid moments): 308.3626167407464
[INFO] 2021-01-15 21:49:41 > Inception score (Step: 70000, 10000 generated images): 1.632358193397522
[INFO] 2021-01-15 21:49:41 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 21:49:42 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 21:50:28 > Step:   70100 Progress: 70.1% Elapsed: 9:50:38 temperature: no ada_p: No Discriminator_loss: -1.71713e-09 Generator_loss: 0.111381 
[INFO] 2021-01-15 21:51:15 > Step:   70200 Progress: 70.2% Elapsed: 9:51:25 temperature: no ada_p: No Discriminator_loss: 2.04891e-08 Generator_loss: 0.111955 
[INFO] 2021-01-15 21:52:03 > Step:   70300 Progress: 70.3% Elapsed: 9:52:12 temperature: no ada_p: No Discriminator_loss: 3.37604e-09 Generator_loss: 0.112515 
[INFO] 2021-01-15 21:52:50 > Step:   70400 Progress: 70.4% Elapsed: 9:52:59 temperature: no ada_p: No Discriminator_loss: 4.88944e-09 Generator_loss: 0.112983 
[INFO] 2021-01-15 21:53:37 > Step:   70500 Progress: 70.5% Elapsed: 9:53:46 temperature: no ada_p: No Discriminator_loss: 7.85803e-10 Generator_loss: 0.116299 
[INFO] 2021-01-15 21:54:24 > Step:   70600 Progress: 70.6% Elapsed: 9:54:33 temperature: no ada_p: No Discriminator_loss: 5.58794e-09 Generator_loss: 0.119074 
[INFO] 2021-01-15 21:55:11 > Step:   70700 Progress: 70.7% Elapsed: 9:55:20 temperature: no ada_p: No Discriminator_loss: -3.89991e-09 Generator_loss: 0.117686 
[INFO] 2021-01-15 21:55:58 > Step:   70800 Progress: 70.8% Elapsed: 9:56:07 temperature: no ada_p: No Discriminator_loss: -1.60071e-09 Generator_loss: 0.11632 
[INFO] 2021-01-15 21:56:45 > Step:   70900 Progress: 70.9% Elapsed: 9:56:54 temperature: no ada_p: No Discriminator_loss: 2.50293e-09 Generator_loss: 0.116762 
[INFO] 2021-01-15 21:57:32 > Step:   71000 Progress: 71.0% Elapsed: 9:57:41 temperature: no ada_p: No Discriminator_loss: 3.52156e-09 Generator_loss: 0.117204 
[INFO] 2021-01-15 21:58:19 > Step:   71100 Progress: 71.1% Elapsed: 9:58:28 temperature: no ada_p: No Discriminator_loss: 3.0559e-09 Generator_loss: 0.117626 
[INFO] 2021-01-15 21:59:06 > Step:   71200 Progress: 71.2% Elapsed: 9:59:15 temperature: no ada_p: No Discriminator_loss: -6.75209e-09 Generator_loss: 0.118707 
[INFO] 2021-01-15 21:59:53 > Step:   71300 Progress: 71.3% Elapsed: 10:00:02 temperature: no ada_p: No Discriminator_loss: -6.69388e-10 Generator_loss: 0.118468 
[INFO] 2021-01-15 22:00:40 > Step:   71400 Progress: 71.4% Elapsed: 10:00:49 temperature: no ada_p: No Discriminator_loss: -7.27596e-10 Generator_loss: 0.116951 
[INFO] 2021-01-15 22:01:27 > Step:   71500 Progress: 71.5% Elapsed: 10:01:36 temperature: no ada_p: No Discriminator_loss: -1.07975e-08 Generator_loss: 0.118432 
[INFO] 2021-01-15 22:02:14 > Step:   71600 Progress: 71.6% Elapsed: 10:02:23 temperature: no ada_p: No Discriminator_loss: 9.45874e-09 Generator_loss: 0.118622 
[INFO] 2021-01-15 22:03:00 > Step:   71700 Progress: 71.7% Elapsed: 10:03:10 temperature: no ada_p: No Discriminator_loss: -3.49246e-10 Generator_loss: 0.118189 
[INFO] 2021-01-15 22:03:48 > Step:   71800 Progress: 71.8% Elapsed: 10:03:57 temperature: no ada_p: No Discriminator_loss: -2.48838e-08 Generator_loss: 0.119244 
[INFO] 2021-01-15 22:04:35 > Step:   71900 Progress: 71.9% Elapsed: 10:04:44 temperature: no ada_p: No Discriminator_loss: -3.7835e-10 Generator_loss: 0.118051 
[INFO] 2021-01-15 22:05:22 > Step:   72000 Progress: 72.0% Elapsed: 10:05:31 temperature: no ada_p: No Discriminator_loss: 3.37604e-09 Generator_loss: 0.119257 
[INFO] 2021-01-15 22:05:22 > Start Evaluation (72000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 22:05:22 > Calculating FID Score....
[INFO] 2021-01-15 22:05:42 > Calculating Inception Score....
[INFO] 2021-01-15 22:05:55 > Calculate F_beta Score....
[INFO] 2021-01-15 22:06:31 > F_8 score (Step: 72000, Using valid images): 0.0
[INFO] 2021-01-15 22:06:31 > F_1/8 score (Step: 72000, Using valid images): 0.0
[INFO] 2021-01-15 22:06:31 > FID score (Step: 72000, Using valid moments): 309.87414596376203
[INFO] 2021-01-15 22:06:31 > Inception score (Step: 72000, 10000 generated images): 1.6319880485534668
[INFO] 2021-01-15 22:06:31 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 22:06:32 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 22:07:19 > Step:   72100 Progress: 72.1% Elapsed: 10:07:28 temperature: no ada_p: No Discriminator_loss: -1.42609e-09 Generator_loss: 0.117552 
[INFO] 2021-01-15 22:08:06 > Step:   72200 Progress: 72.2% Elapsed: 10:08:15 temperature: no ada_p: No Discriminator_loss: 4.94765e-10 Generator_loss: 0.118052 
[INFO] 2021-01-15 22:08:53 > Step:   72300 Progress: 72.3% Elapsed: 10:09:02 temperature: no ada_p: No Discriminator_loss: 1.07975e-08 Generator_loss: 0.121239 
[INFO] 2021-01-15 22:09:40 > Step:   72400 Progress: 72.4% Elapsed: 10:09:49 temperature: no ada_p: No Discriminator_loss: -1.30967e-09 Generator_loss: 0.120933 
[INFO] 2021-01-15 22:10:27 > Step:   72500 Progress: 72.5% Elapsed: 10:10:36 temperature: no ada_p: No Discriminator_loss: -3.89991e-09 Generator_loss: 0.122085 
[INFO] 2021-01-15 22:11:14 > Step:   72600 Progress: 72.6% Elapsed: 10:11:23 temperature: no ada_p: No Discriminator_loss: -1.83354e-09 Generator_loss: 0.121762 
[INFO] 2021-01-15 22:12:01 > Step:   72700 Progress: 72.7% Elapsed: 10:12:10 temperature: no ada_p: No Discriminator_loss: -7.85803e-10 Generator_loss: 0.11938 
[INFO] 2021-01-15 22:12:48 > Step:   72800 Progress: 72.8% Elapsed: 10:12:57 temperature: no ada_p: No Discriminator_loss: -3.95812e-09 Generator_loss: 0.119721 
[INFO] 2021-01-15 22:13:35 > Step:   72900 Progress: 72.9% Elapsed: 10:13:44 temperature: no ada_p: No Discriminator_loss: -9.8953e-10 Generator_loss: 0.118799 
[INFO] 2021-01-15 22:14:22 > Step:   73000 Progress: 73.0% Elapsed: 10:14:31 temperature: no ada_p: No Discriminator_loss: 1.10595e-09 Generator_loss: 0.118496 
[INFO] 2021-01-15 22:15:09 > Step:   73100 Progress: 73.1% Elapsed: 10:15:18 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.119516 
[INFO] 2021-01-15 22:15:56 > Step:   73200 Progress: 73.2% Elapsed: 10:16:05 temperature: no ada_p: No Discriminator_loss: -1.01863e-09 Generator_loss: 0.119246 
[INFO] 2021-01-15 22:16:43 > Step:   73300 Progress: 73.3% Elapsed: 10:16:52 temperature: no ada_p: No Discriminator_loss: -4.94765e-10 Generator_loss: 0.118623 
[INFO] 2021-01-15 22:17:30 > Step:   73400 Progress: 73.4% Elapsed: 10:17:39 temperature: no ada_p: No Discriminator_loss: 1.16415e-09 Generator_loss: 0.120213 
[INFO] 2021-01-15 22:18:17 > Step:   73500 Progress: 73.5% Elapsed: 10:18:26 temperature: no ada_p: No Discriminator_loss: 1.04774e-09 Generator_loss: 0.119795 
[INFO] 2021-01-15 22:19:04 > Step:   73600 Progress: 73.6% Elapsed: 10:19:13 temperature: no ada_p: No Discriminator_loss: -3.49246e-09 Generator_loss: 0.121269 
[INFO] 2021-01-15 22:19:50 > Step:   73700 Progress: 73.7% Elapsed: 10:20:00 temperature: no ada_p: No Discriminator_loss: 2.93949e-09 Generator_loss: 0.121032 
[INFO] 2021-01-15 22:20:38 > Step:   73800 Progress: 73.8% Elapsed: 10:20:47 temperature: no ada_p: No Discriminator_loss: -9.05129e-09 Generator_loss: 0.120866 
[INFO] 2021-01-15 22:21:25 > Step:   73900 Progress: 73.9% Elapsed: 10:21:34 temperature: no ada_p: No Discriminator_loss: 3.17232e-09 Generator_loss: 0.118788 
[INFO] 2021-01-15 22:22:12 > Step:   74000 Progress: 74.0% Elapsed: 10:22:21 temperature: no ada_p: No Discriminator_loss: -5.52973e-09 Generator_loss: 0.116805 
[INFO] 2021-01-15 22:22:12 > Start Evaluation (74000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 22:22:12 > Calculating FID Score....
[INFO] 2021-01-15 22:22:32 > Calculating Inception Score....
[INFO] 2021-01-15 22:22:45 > Calculate F_beta Score....
[INFO] 2021-01-15 22:23:21 > F_8 score (Step: 74000, Using valid images): 0.0
[INFO] 2021-01-15 22:23:21 > F_1/8 score (Step: 74000, Using valid images): 0.0
[INFO] 2021-01-15 22:23:21 > FID score (Step: 74000, Using valid moments): 309.09115805291486
[INFO] 2021-01-15 22:23:21 > Inception score (Step: 74000, 10000 generated images): 1.6397875547409058
[INFO] 2021-01-15 22:23:21 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 22:23:22 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 22:24:09 > Step:   74100 Progress: 74.1% Elapsed: 10:24:18 temperature: no ada_p: No Discriminator_loss: -4.16185e-09 Generator_loss: 0.116457 
[INFO] 2021-01-15 22:24:56 > Step:   74200 Progress: 74.2% Elapsed: 10:25:06 temperature: no ada_p: No Discriminator_loss: 4.36557e-09 Generator_loss: 0.11548 
[INFO] 2021-01-15 22:25:43 > Step:   74300 Progress: 74.3% Elapsed: 10:25:52 temperature: no ada_p: No Discriminator_loss: 6.0536e-09 Generator_loss: 0.11512 
[INFO] 2021-01-15 22:26:30 > Step:   74400 Progress: 74.4% Elapsed: 10:26:39 temperature: no ada_p: No Discriminator_loss: 6.40284e-10 Generator_loss: 0.116821 
[INFO] 2021-01-15 22:27:17 > Step:   74500 Progress: 74.5% Elapsed: 10:27:27 temperature: no ada_p: No Discriminator_loss: -2.88128e-09 Generator_loss: 0.116689 
[INFO] 2021-01-15 22:28:04 > Step:   74600 Progress: 74.6% Elapsed: 10:28:14 temperature: no ada_p: No Discriminator_loss: 3.84171e-09 Generator_loss: 0.116419 
[INFO] 2021-01-15 22:28:51 > Step:   74700 Progress: 74.7% Elapsed: 10:29:00 temperature: no ada_p: No Discriminator_loss: 2.47383e-09 Generator_loss: 0.117182 
[INFO] 2021-01-15 22:29:38 > Step:   74800 Progress: 74.8% Elapsed: 10:29:47 temperature: no ada_p: No Discriminator_loss: -1.19326e-09 Generator_loss: 0.117284 
[INFO] 2021-01-15 22:30:25 > Step:   74900 Progress: 74.9% Elapsed: 10:30:35 temperature: no ada_p: No Discriminator_loss: 2.21189e-09 Generator_loss: 0.119005 
[INFO] 2021-01-15 22:31:12 > Step:   75000 Progress: 75.0% Elapsed: 10:31:21 temperature: no ada_p: No Discriminator_loss: -6.98492e-09 Generator_loss: 0.117846 
[INFO] 2021-01-15 22:31:59 > Step:   75100 Progress: 75.1% Elapsed: 10:32:08 temperature: no ada_p: No Discriminator_loss: 7.27596e-09 Generator_loss: 0.118742 
[INFO] 2021-01-15 22:32:46 > Step:   75200 Progress: 75.2% Elapsed: 10:32:55 temperature: no ada_p: No Discriminator_loss: -3.60887e-09 Generator_loss: 0.11853 
[INFO] 2021-01-15 22:33:33 > Step:   75300 Progress: 75.3% Elapsed: 10:33:42 temperature: no ada_p: No Discriminator_loss: -3.84171e-09 Generator_loss: 0.119223 
[INFO] 2021-01-15 22:34:20 > Step:   75400 Progress: 75.4% Elapsed: 10:34:29 temperature: no ada_p: No Discriminator_loss: 1.16415e-10 Generator_loss: 0.120508 
[INFO] 2021-01-15 22:35:07 > Step:   75500 Progress: 75.5% Elapsed: 10:35:16 temperature: no ada_p: No Discriminator_loss: -3.87081e-09 Generator_loss: 0.12079 
[INFO] 2021-01-15 22:35:54 > Step:   75600 Progress: 75.6% Elapsed: 10:36:03 temperature: no ada_p: No Discriminator_loss: 3.08501e-09 Generator_loss: 0.118682 
[INFO] 2021-01-15 22:36:41 > Step:   75700 Progress: 75.7% Elapsed: 10:36:50 temperature: no ada_p: No Discriminator_loss: -1.94996e-09 Generator_loss: 0.121535 
[INFO] 2021-01-15 22:37:28 > Step:   75800 Progress: 75.8% Elapsed: 10:37:37 temperature: no ada_p: No Discriminator_loss: 6.98492e-09 Generator_loss: 0.12087 
[INFO] 2021-01-15 22:38:15 > Step:   75900 Progress: 75.9% Elapsed: 10:38:24 temperature: no ada_p: No Discriminator_loss: -3.49246e-09 Generator_loss: 0.121618 
[INFO] 2021-01-15 22:39:02 > Step:   76000 Progress: 76.0% Elapsed: 10:39:11 temperature: no ada_p: No Discriminator_loss: 2.35741e-09 Generator_loss: 0.121574 
[INFO] 2021-01-15 22:39:02 > Start Evaluation (76000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 22:39:02 > Calculating FID Score....
[INFO] 2021-01-15 22:39:23 > Calculating Inception Score....
[INFO] 2021-01-15 22:39:36 > Calculate F_beta Score....
[INFO] 2021-01-15 22:40:12 > F_8 score (Step: 76000, Using valid images): 0.0
[INFO] 2021-01-15 22:40:12 > F_1/8 score (Step: 76000, Using valid images): 0.0
[INFO] 2021-01-15 22:40:12 > FID score (Step: 76000, Using valid moments): 307.6618038483456
[INFO] 2021-01-15 22:40:12 > Inception score (Step: 76000, 10000 generated images): 1.6290748119354248
[INFO] 2021-01-15 22:40:12 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 22:40:13 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 22:41:00 > Step:   76100 Progress: 76.1% Elapsed: 10:41:10 temperature: no ada_p: No Discriminator_loss: 1.23109e-08 Generator_loss: 0.122264 
[INFO] 2021-01-15 22:41:47 > Step:   76200 Progress: 76.2% Elapsed: 10:41:56 temperature: no ada_p: No Discriminator_loss: -1.1205e-08 Generator_loss: 0.121894 
[INFO] 2021-01-15 22:42:34 > Step:   76300 Progress: 76.3% Elapsed: 10:42:43 temperature: no ada_p: No Discriminator_loss: 6.46105e-09 Generator_loss: 0.121672 
[INFO] 2021-01-15 22:43:21 > Step:   76400 Progress: 76.4% Elapsed: 10:43:30 temperature: no ada_p: No Discriminator_loss: -1.10595e-09 Generator_loss: 0.120888 
[INFO] 2021-01-15 22:44:08 > Step:   76500 Progress: 76.5% Elapsed: 10:44:18 temperature: no ada_p: No Discriminator_loss: 1.29221e-08 Generator_loss: 0.121631 
[INFO] 2021-01-15 22:44:55 > Step:   76600 Progress: 76.6% Elapsed: 10:45:05 temperature: no ada_p: No Discriminator_loss: 1.36497e-08 Generator_loss: 0.121788 
[INFO] 2021-01-15 22:45:42 > Step:   76700 Progress: 76.7% Elapsed: 10:45:51 temperature: no ada_p: No Discriminator_loss: 4.86034e-09 Generator_loss: 0.119734 
[INFO] 2021-01-15 22:46:29 > Step:   76800 Progress: 76.8% Elapsed: 10:46:38 temperature: no ada_p: No Discriminator_loss: -5.00586e-09 Generator_loss: 0.121059 
[INFO] 2021-01-15 22:47:16 > Step:   76900 Progress: 76.9% Elapsed: 10:47:26 temperature: no ada_p: No Discriminator_loss: -6.19912e-09 Generator_loss: 0.120607 
[INFO] 2021-01-15 22:48:03 > Step:   77000 Progress: 77.0% Elapsed: 10:48:12 temperature: no ada_p: No Discriminator_loss: -2.61934e-10 Generator_loss: 0.120688 
[INFO] 2021-01-15 22:48:50 > Step:   77100 Progress: 77.1% Elapsed: 10:48:59 temperature: no ada_p: No Discriminator_loss: -2.20025e-08 Generator_loss: 0.120851 
[INFO] 2021-01-15 22:49:37 > Step:   77200 Progress: 77.2% Elapsed: 10:49:46 temperature: no ada_p: No Discriminator_loss: 2.2992e-09 Generator_loss: 0.119798 
[INFO] 2021-01-15 22:50:24 > Step:   77300 Progress: 77.3% Elapsed: 10:50:34 temperature: no ada_p: No Discriminator_loss: 7.26432e-08 Generator_loss: 0.120476 
[INFO] 2021-01-15 22:51:11 > Step:   77400 Progress: 77.4% Elapsed: 10:51:20 temperature: no ada_p: No Discriminator_loss: -1.45519e-10 Generator_loss: 0.120603 
[INFO] 2021-01-15 22:51:58 > Step:   77500 Progress: 77.5% Elapsed: 10:52:07 temperature: no ada_p: No Discriminator_loss: 8.44011e-09 Generator_loss: 0.120153 
[INFO] 2021-01-15 22:52:45 > Step:   77600 Progress: 77.6% Elapsed: 10:52:54 temperature: no ada_p: No Discriminator_loss: 2.44472e-09 Generator_loss: 0.121225 
[INFO] 2021-01-15 22:53:32 > Step:   77700 Progress: 77.7% Elapsed: 10:53:41 temperature: no ada_p: No Discriminator_loss: -1.74623e-10 Generator_loss: 0.121156 
[INFO] 2021-01-15 22:54:19 > Step:   77800 Progress: 77.8% Elapsed: 10:54:28 temperature: no ada_p: No Discriminator_loss: 4.27826e-09 Generator_loss: 0.119559 
[INFO] 2021-01-15 22:55:06 > Step:   77900 Progress: 77.9% Elapsed: 10:55:15 temperature: no ada_p: No Discriminator_loss: -2.09548e-09 Generator_loss: 0.120061 
[INFO] 2021-01-15 22:55:53 > Step:   78000 Progress: 78.0% Elapsed: 10:56:02 temperature: no ada_p: No Discriminator_loss: 1.61817e-08 Generator_loss: 0.119319 
[INFO] 2021-01-15 22:55:53 > Start Evaluation (78000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 22:55:53 > Calculating FID Score....
[INFO] 2021-01-15 22:56:14 > Calculating Inception Score....
[INFO] 2021-01-15 22:56:26 > Calculate F_beta Score....
[INFO] 2021-01-15 22:57:02 > F_8 score (Step: 78000, Using valid images): 0.0
[INFO] 2021-01-15 22:57:02 > F_1/8 score (Step: 78000, Using valid images): 0.0
[INFO] 2021-01-15 22:57:02 > FID score (Step: 78000, Using valid moments): 308.95797760318226
[INFO] 2021-01-15 22:57:02 > Inception score (Step: 78000, 10000 generated images): 1.6326979398727417
[INFO] 2021-01-15 22:57:02 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 22:57:04 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 22:57:51 > Step:   78100 Progress: 78.1% Elapsed: 10:58:00 temperature: no ada_p: No Discriminator_loss: -9.92732e-08 Generator_loss: 0.116922 
[INFO] 2021-01-15 22:58:38 > Step:   78200 Progress: 78.2% Elapsed: 10:58:47 temperature: no ada_p: No Discriminator_loss: 7.45058e-09 Generator_loss: 0.117855 
[INFO] 2021-01-15 22:59:25 > Step:   78300 Progress: 78.3% Elapsed: 10:59:34 temperature: no ada_p: No Discriminator_loss: 1.45519e-10 Generator_loss: 0.117257 
[INFO] 2021-01-15 23:00:12 > Step:   78400 Progress: 78.4% Elapsed: 11:00:21 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.117187 
[INFO] 2021-01-15 23:00:59 > Step:   78500 Progress: 78.5% Elapsed: 11:01:08 temperature: no ada_p: No Discriminator_loss: 1.04774e-08 Generator_loss: 0.116997 
[INFO] 2021-01-15 23:01:46 > Step:   78600 Progress: 78.6% Elapsed: 11:01:55 temperature: no ada_p: No Discriminator_loss: 2.37196e-08 Generator_loss: 0.115449 
[INFO] 2021-01-15 23:02:33 > Step:   78700 Progress: 78.7% Elapsed: 11:02:42 temperature: no ada_p: No Discriminator_loss: 2.27592e-08 Generator_loss: 0.115926 
[INFO] 2021-01-15 23:03:20 > Step:   78800 Progress: 78.8% Elapsed: 11:03:29 temperature: no ada_p: No Discriminator_loss: -3.58559e-08 Generator_loss: 0.115461 
[INFO] 2021-01-15 23:04:07 > Step:   78900 Progress: 78.9% Elapsed: 11:04:16 temperature: no ada_p: No Discriminator_loss: -2.79688e-08 Generator_loss: 0.113508 
[INFO] 2021-01-15 23:04:54 > Step:   79000 Progress: 79.0% Elapsed: 11:05:03 temperature: no ada_p: No Discriminator_loss: -3.05881e-08 Generator_loss: 0.11379 
[INFO] 2021-01-15 23:05:41 > Step:   79100 Progress: 79.1% Elapsed: 11:05:50 temperature: no ada_p: No Discriminator_loss: 7.567e-09 Generator_loss: 0.110066 
[INFO] 2021-01-15 23:06:28 > Step:   79200 Progress: 79.2% Elapsed: 11:06:37 temperature: no ada_p: No Discriminator_loss: 1.42609e-09 Generator_loss: 0.107748 
[INFO] 2021-01-15 23:07:15 > Step:   79300 Progress: 79.3% Elapsed: 11:07:24 temperature: no ada_p: No Discriminator_loss: -5.23869e-09 Generator_loss: 0.109461 
[INFO] 2021-01-15 23:08:02 > Step:   79400 Progress: 79.4% Elapsed: 11:08:11 temperature: no ada_p: No Discriminator_loss: 2.82307e-09 Generator_loss: 0.107219 
[INFO] 2021-01-15 23:08:49 > Step:   79500 Progress: 79.5% Elapsed: 11:08:58 temperature: no ada_p: No Discriminator_loss: 7.47968e-09 Generator_loss: 0.106412 
[INFO] 2021-01-15 23:09:36 > Step:   79600 Progress: 79.6% Elapsed: 11:09:45 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.105346 
[INFO] 2021-01-15 23:10:23 > Step:   79700 Progress: 79.7% Elapsed: 11:10:32 temperature: no ada_p: No Discriminator_loss: 3.7835e-10 Generator_loss: 0.105362 
[INFO] 2021-01-15 23:11:10 > Step:   79800 Progress: 79.8% Elapsed: 11:11:19 temperature: no ada_p: No Discriminator_loss: 2.8027e-08 Generator_loss: 0.10781 
[INFO] 2021-01-15 23:11:57 > Step:   79900 Progress: 79.9% Elapsed: 11:12:06 temperature: no ada_p: No Discriminator_loss: -2.61934e-10 Generator_loss: 0.106735 
[INFO] 2021-01-15 23:12:44 > Step:   80000 Progress: 80.0% Elapsed: 11:12:53 temperature: no ada_p: No Discriminator_loss: 6.40284e-10 Generator_loss: 0.105956 
[INFO] 2021-01-15 23:12:44 > Start Evaluation (80000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 23:12:44 > Calculating FID Score....
[INFO] 2021-01-15 23:13:05 > Calculating Inception Score....
[INFO] 2021-01-15 23:13:18 > Calculate F_beta Score....
[INFO] 2021-01-15 23:13:54 > F_8 score (Step: 80000, Using valid images): 0.0
[INFO] 2021-01-15 23:13:54 > F_1/8 score (Step: 80000, Using valid images): 0.0
[INFO] 2021-01-15 23:13:54 > FID score (Step: 80000, Using valid moments): 308.9300238051102
[INFO] 2021-01-15 23:13:54 > Inception score (Step: 80000, 10000 generated images): 1.630624532699585
[INFO] 2021-01-15 23:13:54 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 23:13:55 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 23:14:42 > Step:   80100 Progress: 80.1% Elapsed: 11:14:51 temperature: no ada_p: No Discriminator_loss: 4.19095e-09 Generator_loss: 0.106303 
[INFO] 2021-01-15 23:15:29 > Step:   80200 Progress: 80.2% Elapsed: 11:15:38 temperature: no ada_p: No Discriminator_loss: 1.83354e-09 Generator_loss: 0.1073 
[INFO] 2021-01-15 23:16:15 > Step:   80300 Progress: 80.3% Elapsed: 11:16:25 temperature: no ada_p: No Discriminator_loss: 1.94996e-09 Generator_loss: 0.108206 
[INFO] 2021-01-15 23:17:03 > Step:   80400 Progress: 80.4% Elapsed: 11:17:12 temperature: no ada_p: No Discriminator_loss: -7.27596e-10 Generator_loss: 0.108953 
[INFO] 2021-01-15 23:17:50 > Step:   80500 Progress: 80.5% Elapsed: 11:17:59 temperature: no ada_p: No Discriminator_loss: -5.82077e-11 Generator_loss: 0.110364 
[INFO] 2021-01-15 23:18:37 > Step:   80600 Progress: 80.6% Elapsed: 11:18:46 temperature: no ada_p: No Discriminator_loss: -1.74623e-09 Generator_loss: 0.110618 
[INFO] 2021-01-15 23:19:23 > Step:   80700 Progress: 80.7% Elapsed: 11:19:33 temperature: no ada_p: No Discriminator_loss: -6.8103e-09 Generator_loss: 0.109118 
[INFO] 2021-01-15 23:20:11 > Step:   80800 Progress: 80.8% Elapsed: 11:20:20 temperature: no ada_p: No Discriminator_loss: -1.77533e-09 Generator_loss: 0.108979 
[INFO] 2021-01-15 23:20:58 > Step:   80900 Progress: 80.9% Elapsed: 11:21:07 temperature: no ada_p: No Discriminator_loss: 5.82077e-10 Generator_loss: 0.10826 
[INFO] 2021-01-15 23:21:44 > Step:   81000 Progress: 81.0% Elapsed: 11:21:54 temperature: no ada_p: No Discriminator_loss: -2.61934e-10 Generator_loss: 0.106848 
[INFO] 2021-01-15 23:22:31 > Step:   81100 Progress: 81.1% Elapsed: 11:22:40 temperature: no ada_p: No Discriminator_loss: 7.5961e-09 Generator_loss: 0.108559 
[INFO] 2021-01-15 23:23:19 > Step:   81200 Progress: 81.2% Elapsed: 11:23:28 temperature: no ada_p: No Discriminator_loss: -8.78936e-09 Generator_loss: 0.106973 
[INFO] 2021-01-15 23:24:05 > Step:   81300 Progress: 81.3% Elapsed: 11:24:15 temperature: no ada_p: No Discriminator_loss: 7.27596e-10 Generator_loss: 0.105571 
[INFO] 2021-01-15 23:24:52 > Step:   81400 Progress: 81.4% Elapsed: 11:25:02 temperature: no ada_p: No Discriminator_loss: 6.69388e-10 Generator_loss: 0.106199 
[INFO] 2021-01-15 23:25:39 > Step:   81500 Progress: 81.5% Elapsed: 11:25:48 temperature: no ada_p: No Discriminator_loss: 1.89175e-09 Generator_loss: 0.105876 
[INFO] 2021-01-15 23:26:27 > Step:   81600 Progress: 81.6% Elapsed: 11:26:36 temperature: no ada_p: No Discriminator_loss: 3.7835e-09 Generator_loss: 0.106549 
[INFO] 2021-01-15 23:27:13 > Step:   81700 Progress: 81.7% Elapsed: 11:27:23 temperature: no ada_p: No Discriminator_loss: 8.14907e-10 Generator_loss: 0.106694 
[INFO] 2021-01-15 23:28:00 > Step:   81800 Progress: 81.8% Elapsed: 11:28:10 temperature: no ada_p: No Discriminator_loss: -8.78936e-09 Generator_loss: 0.105721 
[INFO] 2021-01-15 23:28:47 > Step:   81900 Progress: 81.9% Elapsed: 11:28:56 temperature: no ada_p: No Discriminator_loss: 1.57161e-09 Generator_loss: 0.106767 
[INFO] 2021-01-15 23:29:35 > Step:   82000 Progress: 82.0% Elapsed: 11:29:44 temperature: no ada_p: No Discriminator_loss: -1.45519e-10 Generator_loss: 0.10755 
[INFO] 2021-01-15 23:29:35 > Start Evaluation (82000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 23:29:35 > Calculating FID Score....
[INFO] 2021-01-15 23:29:56 > Calculating Inception Score....
[INFO] 2021-01-15 23:30:08 > Calculate F_beta Score....
[INFO] 2021-01-15 23:30:45 > F_8 score (Step: 82000, Using valid images): 0.0
[INFO] 2021-01-15 23:30:45 > F_1/8 score (Step: 82000, Using valid images): 0.0
[INFO] 2021-01-15 23:30:45 > FID score (Step: 82000, Using valid moments): 309.8386986803621
[INFO] 2021-01-15 23:30:45 > Inception score (Step: 82000, 10000 generated images): 1.629851222038269
[INFO] 2021-01-15 23:30:45 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 23:30:46 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 23:31:33 > Step:   82100 Progress: 82.1% Elapsed: 11:31:42 temperature: no ada_p: No Discriminator_loss: 1.74623e-10 Generator_loss: 0.110043 
[INFO] 2021-01-15 23:32:19 > Step:   82200 Progress: 82.2% Elapsed: 11:32:29 temperature: no ada_p: No Discriminator_loss: 4.62751e-09 Generator_loss: 0.109208 
[INFO] 2021-01-15 23:33:07 > Step:   82300 Progress: 82.3% Elapsed: 11:33:16 temperature: no ada_p: No Discriminator_loss: -2.76486e-09 Generator_loss: 0.109533 
[INFO] 2021-01-15 23:33:54 > Step:   82400 Progress: 82.4% Elapsed: 11:34:03 temperature: no ada_p: No Discriminator_loss: 8.73115e-11 Generator_loss: 0.110905 
[INFO] 2021-01-15 23:34:41 > Step:   82500 Progress: 82.5% Elapsed: 11:34:50 temperature: no ada_p: No Discriminator_loss: -9.60426e-10 Generator_loss: 0.109852 
[INFO] 2021-01-15 23:35:27 > Step:   82600 Progress: 82.6% Elapsed: 11:35:37 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.110305 
[INFO] 2021-01-15 23:36:15 > Step:   82700 Progress: 82.7% Elapsed: 11:36:24 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: 0.111643 
[INFO] 2021-01-15 23:37:02 > Step:   82800 Progress: 82.8% Elapsed: 11:37:11 temperature: no ada_p: No Discriminator_loss: -4.07454e-10 Generator_loss: 0.11119 
[INFO] 2021-01-15 23:37:48 > Step:   82900 Progress: 82.9% Elapsed: 11:37:58 temperature: no ada_p: No Discriminator_loss: -5.82077e-11 Generator_loss: 0.110238 
[INFO] 2021-01-15 23:38:35 > Step:   83000 Progress: 83.0% Elapsed: 11:38:44 temperature: no ada_p: No Discriminator_loss: 7.27596e-10 Generator_loss: 0.110003 
[INFO] 2021-01-15 23:39:23 > Step:   83100 Progress: 83.1% Elapsed: 11:39:32 temperature: no ada_p: No Discriminator_loss: -2.32831e-10 Generator_loss: 0.110634 
[INFO] 2021-01-15 23:40:09 > Step:   83200 Progress: 83.2% Elapsed: 11:40:19 temperature: no ada_p: No Discriminator_loss: -2.91038e-10 Generator_loss: 0.110228 
[INFO] 2021-01-15 23:40:56 > Step:   83300 Progress: 83.3% Elapsed: 11:41:06 temperature: no ada_p: No Discriminator_loss: -1.36788e-09 Generator_loss: 0.109233 
[INFO] 2021-01-15 23:41:43 > Step:   83400 Progress: 83.4% Elapsed: 11:41:52 temperature: no ada_p: No Discriminator_loss: -2.53203e-09 Generator_loss: 0.109872 
[INFO] 2021-01-15 23:42:30 > Step:   83500 Progress: 83.5% Elapsed: 11:42:40 temperature: no ada_p: No Discriminator_loss: 4.04543e-09 Generator_loss: 0.109731 
[INFO] 2021-01-15 23:43:17 > Step:   83600 Progress: 83.6% Elapsed: 11:43:27 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.110653 
[INFO] 2021-01-15 23:44:04 > Step:   83700 Progress: 83.7% Elapsed: 11:44:13 temperature: no ada_p: No Discriminator_loss: 2.91038e-10 Generator_loss: 0.111903 
[INFO] 2021-01-15 23:44:51 > Step:   83800 Progress: 83.8% Elapsed: 11:45:00 temperature: no ada_p: No Discriminator_loss: -2.00816e-09 Generator_loss: 0.113672 
[INFO] 2021-01-15 23:45:38 > Step:   83900 Progress: 83.9% Elapsed: 11:45:48 temperature: no ada_p: No Discriminator_loss: -2.18279e-09 Generator_loss: 0.115704 
[INFO] 2021-01-15 23:46:25 > Step:   84000 Progress: 84.0% Elapsed: 11:46:34 temperature: no ada_p: No Discriminator_loss: -1.39698e-09 Generator_loss: 0.115632 
[INFO] 2021-01-15 23:46:25 > Start Evaluation (84000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 23:46:25 > Calculating FID Score....
[INFO] 2021-01-15 23:46:46 > Calculating Inception Score....
[INFO] 2021-01-15 23:46:59 > Calculate F_beta Score....
[INFO] 2021-01-15 23:47:35 > F_8 score (Step: 84000, Using valid images): 0.0005906239432031622
[INFO] 2021-01-15 23:47:35 > F_1/8 score (Step: 84000, Using valid images): 1.0156000574492718e-05
[INFO] 2021-01-15 23:47:35 > FID score (Step: 84000, Using valid moments): 308.30777934468927
[INFO] 2021-01-15 23:47:35 > Inception score (Step: 84000, 10000 generated images): 1.6376867294311523
[INFO] 2021-01-15 23:47:35 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-15 23:47:36 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-15 23:48:23 > Step:   84100 Progress: 84.1% Elapsed: 11:48:32 temperature: no ada_p: No Discriminator_loss: 2.91038e-10 Generator_loss: 0.115837 
[INFO] 2021-01-15 23:49:10 > Step:   84200 Progress: 84.2% Elapsed: 11:49:19 temperature: no ada_p: No Discriminator_loss: 1.62981e-09 Generator_loss: 0.115586 
[INFO] 2021-01-15 23:49:57 > Step:   84300 Progress: 84.3% Elapsed: 11:50:06 temperature: no ada_p: No Discriminator_loss: -1.92085e-09 Generator_loss: 0.116543 
[INFO] 2021-01-15 23:50:44 > Step:   84400 Progress: 84.4% Elapsed: 11:50:53 temperature: no ada_p: No Discriminator_loss: -2.03727e-09 Generator_loss: 0.117255 
[INFO] 2021-01-15 23:51:31 > Step:   84500 Progress: 84.5% Elapsed: 11:51:40 temperature: no ada_p: No Discriminator_loss: 9.8953e-10 Generator_loss: 0.117252 
[INFO] 2021-01-15 23:52:18 > Step:   84600 Progress: 84.6% Elapsed: 11:52:27 temperature: no ada_p: No Discriminator_loss: -1.4843e-09 Generator_loss: 0.117413 
[INFO] 2021-01-15 23:53:05 > Step:   84700 Progress: 84.7% Elapsed: 11:53:14 temperature: no ada_p: No Discriminator_loss: -2.24099e-09 Generator_loss: 0.11641 
[INFO] 2021-01-15 23:53:52 > Step:   84800 Progress: 84.8% Elapsed: 11:54:01 temperature: no ada_p: No Discriminator_loss: -5.82077e-10 Generator_loss: 0.116891 
[INFO] 2021-01-15 23:54:39 > Step:   84900 Progress: 84.9% Elapsed: 11:54:48 temperature: no ada_p: No Discriminator_loss: 2.64845e-09 Generator_loss: 0.116862 
[INFO] 2021-01-15 23:55:26 > Step:   85000 Progress: 85.0% Elapsed: 11:55:35 temperature: no ada_p: No Discriminator_loss: 1.19326e-09 Generator_loss: 0.116236 
[INFO] 2021-01-15 23:56:13 > Step:   85100 Progress: 85.1% Elapsed: 11:56:22 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.11611 
[INFO] 2021-01-15 23:57:00 > Step:   85200 Progress: 85.2% Elapsed: 11:57:09 temperature: no ada_p: No Discriminator_loss: 6.1118e-10 Generator_loss: 0.116979 
[INFO] 2021-01-15 23:57:47 > Step:   85300 Progress: 85.3% Elapsed: 11:57:56 temperature: no ada_p: No Discriminator_loss: -7.77072e-09 Generator_loss: 0.117364 
[INFO] 2021-01-15 23:58:34 > Step:   85400 Progress: 85.4% Elapsed: 11:58:43 temperature: no ada_p: No Discriminator_loss: 7.85803e-10 Generator_loss: 0.117754 
[INFO] 2021-01-15 23:59:21 > Step:   85500 Progress: 85.5% Elapsed: 11:59:30 temperature: no ada_p: No Discriminator_loss: -5.20959e-09 Generator_loss: 0.117381 
[INFO] 2021-01-16 00:00:08 > Step:   85600 Progress: 85.6% Elapsed: 12:00:17 temperature: no ada_p: No Discriminator_loss: 9.31323e-10 Generator_loss: 0.119795 
[INFO] 2021-01-16 00:00:55 > Step:   85700 Progress: 85.7% Elapsed: 12:01:04 temperature: no ada_p: No Discriminator_loss: 2.06928e-08 Generator_loss: 0.12129 
[INFO] 2021-01-16 00:01:41 > Step:   85800 Progress: 85.8% Elapsed: 12:01:51 temperature: no ada_p: No Discriminator_loss: 1.42609e-09 Generator_loss: 0.121248 
[INFO] 2021-01-16 00:02:29 > Step:   85900 Progress: 85.9% Elapsed: 12:02:38 temperature: no ada_p: No Discriminator_loss: 8.20728e-09 Generator_loss: 0.12345 
[INFO] 2021-01-16 00:03:16 > Step:   86000 Progress: 86.0% Elapsed: 12:03:25 temperature: no ada_p: No Discriminator_loss: 3.11411e-09 Generator_loss: 0.12395 
[INFO] 2021-01-16 00:03:16 > Start Evaluation (86000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 00:03:16 > Calculating FID Score....
[INFO] 2021-01-16 00:03:36 > Calculating Inception Score....
[INFO] 2021-01-16 00:03:49 > Calculate F_beta Score....
[INFO] 2021-01-16 00:04:25 > F_8 score (Step: 86000, Using valid images): 0.0
[INFO] 2021-01-16 00:04:25 > F_1/8 score (Step: 86000, Using valid images): 0.0
[INFO] 2021-01-16 00:04:25 > FID score (Step: 86000, Using valid moments): 308.5287083024127
[INFO] 2021-01-16 00:04:25 > Inception score (Step: 86000, 10000 generated images): 1.6226836442947388
[INFO] 2021-01-16 00:04:25 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-16 00:04:26 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 00:05:13 > Step:   86100 Progress: 86.1% Elapsed: 12:05:22 temperature: no ada_p: No Discriminator_loss: -1.16415e-09 Generator_loss: 0.122711 
[INFO] 2021-01-16 00:06:00 > Step:   86200 Progress: 86.2% Elapsed: 12:06:10 temperature: no ada_p: No Discriminator_loss: -3.20142e-10 Generator_loss: 0.1226 
[INFO] 2021-01-16 00:06:47 > Step:   86300 Progress: 86.3% Elapsed: 12:06:57 temperature: no ada_p: No Discriminator_loss: 3.20142e-10 Generator_loss: 0.122667 
[INFO] 2021-01-16 00:07:34 > Step:   86400 Progress: 86.4% Elapsed: 12:07:43 temperature: no ada_p: No Discriminator_loss: -9.57516e-09 Generator_loss: 0.122944 
[INFO] 2021-01-16 00:08:21 > Step:   86500 Progress: 86.5% Elapsed: 12:08:30 temperature: no ada_p: No Discriminator_loss: -2.50293e-09 Generator_loss: 0.120785 
[INFO] 2021-01-16 00:09:08 > Step:   86600 Progress: 86.6% Elapsed: 12:09:18 temperature: no ada_p: No Discriminator_loss: 5.18048e-09 Generator_loss: 0.120333 
[INFO] 2021-01-16 00:09:55 > Step:   86700 Progress: 86.7% Elapsed: 12:10:04 temperature: no ada_p: No Discriminator_loss: -7.13044e-09 Generator_loss: 0.118861 
[INFO] 2021-01-16 00:10:42 > Step:   86800 Progress: 86.8% Elapsed: 12:10:51 temperature: no ada_p: No Discriminator_loss: 1.04774e-09 Generator_loss: 0.118501 
[INFO] 2021-01-16 00:11:29 > Step:   86900 Progress: 86.9% Elapsed: 12:11:38 temperature: no ada_p: No Discriminator_loss: -1.16415e-10 Generator_loss: 0.11736 
[INFO] 2021-01-16 00:12:16 > Step:   87000 Progress: 87.0% Elapsed: 12:12:25 temperature: no ada_p: No Discriminator_loss: 9.60426e-10 Generator_loss: 0.118123 
[INFO] 2021-01-16 00:13:03 > Step:   87100 Progress: 87.1% Elapsed: 12:13:12 temperature: no ada_p: No Discriminator_loss: 6.69388e-10 Generator_loss: 0.118803 
[INFO] 2021-01-16 00:13:50 > Step:   87200 Progress: 87.2% Elapsed: 12:13:59 temperature: no ada_p: No Discriminator_loss: -5.55883e-09 Generator_loss: 0.117169 
[INFO] 2021-01-16 00:14:37 > Step:   87300 Progress: 87.3% Elapsed: 12:14:46 temperature: no ada_p: No Discriminator_loss: 5.38421e-09 Generator_loss: 0.118586 
[INFO] 2021-01-16 00:15:24 > Step:   87400 Progress: 87.4% Elapsed: 12:15:33 temperature: no ada_p: No Discriminator_loss: -4.94765e-09 Generator_loss: 0.118743 
[INFO] 2021-01-16 00:16:11 > Step:   87500 Progress: 87.5% Elapsed: 12:16:20 temperature: no ada_p: No Discriminator_loss: -5.18048e-09 Generator_loss: 0.119687 
[INFO] 2021-01-16 00:16:58 > Step:   87600 Progress: 87.6% Elapsed: 12:17:07 temperature: no ada_p: No Discriminator_loss: -7.567e-10 Generator_loss: 0.119011 
[INFO] 2021-01-16 00:17:45 > Step:   87700 Progress: 87.7% Elapsed: 12:17:54 temperature: no ada_p: No Discriminator_loss: -1.4843e-09 Generator_loss: 0.120069 
[INFO] 2021-01-16 00:18:32 > Step:   87800 Progress: 87.8% Elapsed: 12:18:41 temperature: no ada_p: No Discriminator_loss: 2.47383e-09 Generator_loss: 0.119463 
[INFO] 2021-01-16 00:19:19 > Step:   87900 Progress: 87.9% Elapsed: 12:19:28 temperature: no ada_p: No Discriminator_loss: -8.44011e-10 Generator_loss: 0.117145 
[INFO] 2021-01-16 00:20:06 > Step:   88000 Progress: 88.0% Elapsed: 12:20:15 temperature: no ada_p: No Discriminator_loss: -2.67755e-09 Generator_loss: 0.116045 
[INFO] 2021-01-16 00:20:06 > Start Evaluation (88000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 00:20:06 > Calculating FID Score....
[INFO] 2021-01-16 00:20:27 > Calculating Inception Score....
[INFO] 2021-01-16 00:20:39 > Calculate F_beta Score....
[INFO] 2021-01-16 00:21:16 > F_8 score (Step: 88000, Using valid images): 0.0
[INFO] 2021-01-16 00:21:16 > F_1/8 score (Step: 88000, Using valid images): 0.0
[INFO] 2021-01-16 00:21:16 > FID score (Step: 88000, Using valid moments): 308.4152210681808
[INFO] 2021-01-16 00:21:16 > Inception score (Step: 88000, 10000 generated images): 1.6337404251098633
[INFO] 2021-01-16 00:21:16 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-16 00:21:17 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 00:22:04 > Step:   88100 Progress: 88.1% Elapsed: 12:22:13 temperature: no ada_p: No Discriminator_loss: 1.89175e-09 Generator_loss: 0.115041 
[INFO] 2021-01-16 00:22:51 > Step:   88200 Progress: 88.2% Elapsed: 12:23:01 temperature: no ada_p: No Discriminator_loss: -2.00816e-09 Generator_loss: 0.116005 
[INFO] 2021-01-16 00:23:38 > Step:   88300 Progress: 88.3% Elapsed: 12:23:48 temperature: no ada_p: No Discriminator_loss: -2.47383e-09 Generator_loss: 0.115298 
[INFO] 2021-01-16 00:24:25 > Step:   88400 Progress: 88.4% Elapsed: 12:24:34 temperature: no ada_p: No Discriminator_loss: 2.03727e-10 Generator_loss: 0.115262 
[INFO] 2021-01-16 00:25:12 > Step:   88500 Progress: 88.5% Elapsed: 12:25:21 temperature: no ada_p: No Discriminator_loss: -1.01863e-09 Generator_loss: 0.115411 
[INFO] 2021-01-16 00:25:59 > Step:   88600 Progress: 88.6% Elapsed: 12:26:09 temperature: no ada_p: No Discriminator_loss: 1.16415e-10 Generator_loss: 0.11525 
[INFO] 2021-01-16 00:26:46 > Step:   88700 Progress: 88.7% Elapsed: 12:26:55 temperature: no ada_p: No Discriminator_loss: -2.79397e-09 Generator_loss: 0.114226 
[INFO] 2021-01-16 00:27:33 > Step:   88800 Progress: 88.8% Elapsed: 12:27:42 temperature: no ada_p: No Discriminator_loss: -2.2701e-09 Generator_loss: 0.1141 
[INFO] 2021-01-16 00:28:20 > Step:   88900 Progress: 88.9% Elapsed: 12:28:29 temperature: no ada_p: No Discriminator_loss: -4.16185e-09 Generator_loss: 0.114476 
[INFO] 2021-01-16 00:29:07 > Step:   89000 Progress: 89.0% Elapsed: 12:29:16 temperature: no ada_p: No Discriminator_loss: -2.61934e-10 Generator_loss: 0.11677 
[INFO] 2021-01-16 00:29:54 > Step:   89100 Progress: 89.1% Elapsed: 12:30:03 temperature: no ada_p: No Discriminator_loss: 2.32831e-10 Generator_loss: 0.117974 
[INFO] 2021-01-16 00:30:41 > Step:   89200 Progress: 89.2% Elapsed: 12:30:50 temperature: no ada_p: No Discriminator_loss: -1.71713e-09 Generator_loss: 0.117834 
[INFO] 2021-01-16 00:31:28 > Step:   89300 Progress: 89.3% Elapsed: 12:31:37 temperature: no ada_p: No Discriminator_loss: -1.04774e-09 Generator_loss: 0.117628 
[INFO] 2021-01-16 00:32:15 > Step:   89400 Progress: 89.4% Elapsed: 12:32:24 temperature: no ada_p: No Discriminator_loss: 3.11411e-09 Generator_loss: 0.118418 
[INFO] 2021-01-16 00:33:02 > Step:   89500 Progress: 89.5% Elapsed: 12:33:11 temperature: no ada_p: No Discriminator_loss: -5.23869e-10 Generator_loss: 0.118678 
[INFO] 2021-01-16 00:33:49 > Step:   89600 Progress: 89.6% Elapsed: 12:33:58 temperature: no ada_p: No Discriminator_loss: 7.27596e-10 Generator_loss: 0.117419 
[INFO] 2021-01-16 00:34:36 > Step:   89700 Progress: 89.7% Elapsed: 12:34:45 temperature: no ada_p: No Discriminator_loss: 1.45519e-09 Generator_loss: 0.117517 
[INFO] 2021-01-16 00:35:23 > Step:   89800 Progress: 89.8% Elapsed: 12:35:33 temperature: no ada_p: No Discriminator_loss: 2.76486e-09 Generator_loss: 0.115785 
[INFO] 2021-01-16 00:36:10 > Step:   89900 Progress: 89.9% Elapsed: 12:36:19 temperature: no ada_p: No Discriminator_loss: 6.98492e-10 Generator_loss: 0.118347 
[INFO] 2021-01-16 00:36:57 > Step:   90000 Progress: 90.0% Elapsed: 12:37:06 temperature: no ada_p: No Discriminator_loss: -1.45519e-10 Generator_loss: 0.117456 
[INFO] 2021-01-16 00:36:57 > Start Evaluation (90000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 00:36:57 > Calculating FID Score....
[INFO] 2021-01-16 00:37:18 > Calculating Inception Score....
[INFO] 2021-01-16 00:37:30 > Calculate F_beta Score....
[INFO] 2021-01-16 00:38:06 > F_8 score (Step: 90000, Using valid images): 3.0453796057968155e-05
[INFO] 2021-01-16 00:38:06 > F_1/8 score (Step: 90000, Using valid images): 0.0006533562947197698
[INFO] 2021-01-16 00:38:06 > FID score (Step: 90000, Using valid moments): 311.0902815417039
[INFO] 2021-01-16 00:38:06 > Inception score (Step: 90000, 10000 generated images): 1.6335780620574951
[INFO] 2021-01-16 00:38:06 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-16 00:38:07 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 00:38:54 > Step:   90100 Progress: 90.1% Elapsed: 12:39:03 temperature: no ada_p: No Discriminator_loss: 2.15368e-09 Generator_loss: 0.116769 
[INFO] 2021-01-16 00:39:41 > Step:   90200 Progress: 90.2% Elapsed: 12:39:50 temperature: no ada_p: No Discriminator_loss: -5.82077e-11 Generator_loss: 0.117036 
[INFO] 2021-01-16 00:40:28 > Step:   90300 Progress: 90.3% Elapsed: 12:40:37 temperature: no ada_p: No Discriminator_loss: 6.75209e-09 Generator_loss: 0.117074 
[INFO] 2021-01-16 00:41:15 > Step:   90400 Progress: 90.4% Elapsed: 12:41:24 temperature: no ada_p: No Discriminator_loss: -3.17232e-09 Generator_loss: 0.116545 
[INFO] 2021-01-16 00:42:02 > Step:   90500 Progress: 90.5% Elapsed: 12:42:11 temperature: no ada_p: No Discriminator_loss: -2.03727e-09 Generator_loss: 0.114468 
[INFO] 2021-01-16 00:42:49 > Step:   90600 Progress: 90.6% Elapsed: 12:42:58 temperature: no ada_p: No Discriminator_loss: -2.21189e-09 Generator_loss: 0.1125 
[INFO] 2021-01-16 00:43:36 > Step:   90700 Progress: 90.7% Elapsed: 12:43:45 temperature: no ada_p: No Discriminator_loss: -7.85803e-10 Generator_loss: 0.111948 
[INFO] 2021-01-16 00:44:23 > Step:   90800 Progress: 90.8% Elapsed: 12:44:32 temperature: no ada_p: No Discriminator_loss: -6.69388e-10 Generator_loss: 0.112977 
[INFO] 2021-01-16 00:45:10 > Step:   90900 Progress: 90.9% Elapsed: 12:45:19 temperature: no ada_p: No Discriminator_loss: -5.326e-09 Generator_loss: 0.114461 
[INFO] 2021-01-16 00:45:57 > Step:   91000 Progress: 91.0% Elapsed: 12:46:06 temperature: no ada_p: No Discriminator_loss: -5.58794e-09 Generator_loss: 0.114894 
[INFO] 2021-01-16 00:46:44 > Step:   91100 Progress: 91.1% Elapsed: 12:46:53 temperature: no ada_p: No Discriminator_loss: 1.25146e-09 Generator_loss: 0.115374 
[INFO] 2021-01-16 00:47:31 > Step:   91200 Progress: 91.2% Elapsed: 12:47:40 temperature: no ada_p: No Discriminator_loss: -4.74392e-09 Generator_loss: 0.11584 
[INFO] 2021-01-16 00:48:18 > Step:   91300 Progress: 91.3% Elapsed: 12:48:27 temperature: no ada_p: No Discriminator_loss: 1.04774e-09 Generator_loss: 0.116114 
[INFO] 2021-01-16 00:49:05 > Step:   91400 Progress: 91.4% Elapsed: 12:49:14 temperature: no ada_p: No Discriminator_loss: -4.22006e-09 Generator_loss: 0.116247 
[INFO] 2021-01-16 00:49:52 > Step:   91500 Progress: 91.5% Elapsed: 12:50:01 temperature: no ada_p: No Discriminator_loss: -2.15368e-09 Generator_loss: 0.116163 
[INFO] 2021-01-16 00:50:39 > Step:   91600 Progress: 91.6% Elapsed: 12:50:48 temperature: no ada_p: No Discriminator_loss: 3.40515e-09 Generator_loss: 0.116514 
[INFO] 2021-01-16 00:51:26 > Step:   91700 Progress: 91.7% Elapsed: 12:51:35 temperature: no ada_p: No Discriminator_loss: 1.25438e-08 Generator_loss: 0.114629 
[INFO] 2021-01-16 00:52:13 > Step:   91800 Progress: 91.8% Elapsed: 12:52:22 temperature: no ada_p: No Discriminator_loss: 8.01519e-08 Generator_loss: 0.116237 
[INFO] 2021-01-16 00:53:00 > Step:   91900 Progress: 91.9% Elapsed: 12:53:09 temperature: no ada_p: No Discriminator_loss: -3.20142e-10 Generator_loss: 0.115886 
[INFO] 2021-01-16 00:53:47 > Step:   92000 Progress: 92.0% Elapsed: 12:53:56 temperature: no ada_p: No Discriminator_loss: 1.57161e-08 Generator_loss: 0.118131 
[INFO] 2021-01-16 00:53:47 > Start Evaluation (92000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 00:53:47 > Calculating FID Score....
[INFO] 2021-01-16 00:54:07 > Calculating Inception Score....
[INFO] 2021-01-16 00:54:20 > Calculate F_beta Score....
[INFO] 2021-01-16 00:54:58 > F_8 score (Step: 92000, Using valid images): 0.0
[INFO] 2021-01-16 00:54:58 > F_1/8 score (Step: 92000, Using valid images): 0.0
[INFO] 2021-01-16 00:54:58 > FID score (Step: 92000, Using valid moments): 310.6292524807146
[INFO] 2021-01-16 00:54:58 > Inception score (Step: 92000, 10000 generated images): 1.623058795928955
[INFO] 2021-01-16 00:54:58 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-16 00:54:59 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 00:55:46 > Step:   92100 Progress: 92.1% Elapsed: 12:55:55 temperature: no ada_p: No Discriminator_loss: -2.68046e-08 Generator_loss: 0.117277 
[INFO] 2021-01-16 00:56:33 > Step:   92200 Progress: 92.2% Elapsed: 12:56:42 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: 0.114738 
[INFO] 2021-01-16 00:57:20 > Step:   92300 Progress: 92.3% Elapsed: 12:57:29 temperature: no ada_p: No Discriminator_loss: 5.47152e-09 Generator_loss: 0.115652 
[INFO] 2021-01-16 00:58:07 > Step:   92400 Progress: 92.4% Elapsed: 12:58:16 temperature: no ada_p: No Discriminator_loss: -3.49246e-09 Generator_loss: 0.115023 
[INFO] 2021-01-16 00:58:54 > Step:   92500 Progress: 92.5% Elapsed: 12:59:03 temperature: no ada_p: No Discriminator_loss: -3.87081e-09 Generator_loss: 0.114186 
[INFO] 2021-01-16 00:59:41 > Step:   92600 Progress: 92.6% Elapsed: 12:59:50 temperature: no ada_p: No Discriminator_loss: 5.23869e-10 Generator_loss: 0.113574 
[INFO] 2021-01-16 01:00:28 > Step:   92700 Progress: 92.7% Elapsed: 13:00:37 temperature: no ada_p: No Discriminator_loss: -7.04313e-09 Generator_loss: 0.11629 
[INFO] 2021-01-16 01:01:14 > Step:   92800 Progress: 92.8% Elapsed: 13:01:24 temperature: no ada_p: No Discriminator_loss: 1.16415e-10 Generator_loss: 0.118031 
[INFO] 2021-01-16 01:02:02 > Step:   92900 Progress: 92.9% Elapsed: 13:02:11 temperature: no ada_p: No Discriminator_loss: -1.10595e-08 Generator_loss: 0.118957 
[INFO] 2021-01-16 01:02:49 > Step:   93000 Progress: 93.0% Elapsed: 13:02:58 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: 0.117407 
[INFO] 2021-01-16 01:03:36 > Step:   93100 Progress: 93.1% Elapsed: 13:03:45 temperature: no ada_p: No Discriminator_loss: 1.49303e-08 Generator_loss: 0.117776 
[INFO] 2021-01-16 01:04:22 > Step:   93200 Progress: 93.2% Elapsed: 13:04:32 temperature: no ada_p: No Discriminator_loss: 1.30967e-09 Generator_loss: 0.117203 
[INFO] 2021-01-16 01:05:10 > Step:   93300 Progress: 93.3% Elapsed: 13:05:19 temperature: no ada_p: No Discriminator_loss: -9.74978e-09 Generator_loss: 0.118322 
[INFO] 2021-01-16 01:05:57 > Step:   93400 Progress: 93.4% Elapsed: 13:06:06 temperature: no ada_p: No Discriminator_loss: -6.69388e-10 Generator_loss: 0.118641 
[INFO] 2021-01-16 01:06:43 > Step:   93500 Progress: 93.5% Elapsed: 13:06:53 temperature: no ada_p: No Discriminator_loss: 2.83471e-08 Generator_loss: 0.118708 
[INFO] 2021-01-16 01:07:30 > Step:   93600 Progress: 93.6% Elapsed: 13:07:40 temperature: no ada_p: No Discriminator_loss: -4.65661e-09 Generator_loss: 0.117851 
[INFO] 2021-01-16 01:08:18 > Step:   93700 Progress: 93.7% Elapsed: 13:08:27 temperature: no ada_p: No Discriminator_loss: -1.62981e-09 Generator_loss: 0.119254 
[INFO] 2021-01-16 01:09:05 > Step:   93800 Progress: 93.8% Elapsed: 13:09:14 temperature: no ada_p: No Discriminator_loss: -3.95812e-09 Generator_loss: 0.118706 
[INFO] 2021-01-16 01:09:52 > Step:   93900 Progress: 93.9% Elapsed: 13:10:01 temperature: no ada_p: No Discriminator_loss: -3.7835e-10 Generator_loss: 0.117242 
[INFO] 2021-01-16 01:10:39 > Step:   94000 Progress: 94.0% Elapsed: 13:10:48 temperature: no ada_p: No Discriminator_loss: -3.72529e-09 Generator_loss: 0.118477 
[INFO] 2021-01-16 01:10:39 > Start Evaluation (94000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 01:10:39 > Calculating FID Score....
[INFO] 2021-01-16 01:11:00 > Calculating Inception Score....
[INFO] 2021-01-16 01:11:13 > Calculate F_beta Score....
[INFO] 2021-01-16 01:11:49 > F_8 score (Step: 94000, Using valid images): 0.005315615556268683
[INFO] 2021-01-16 01:11:49 > F_1/8 score (Step: 94000, Using valid images): 9.140400644664494e-05
[INFO] 2021-01-16 01:11:49 > FID score (Step: 94000, Using valid moments): 310.5633969315099
[INFO] 2021-01-16 01:11:49 > Inception score (Step: 94000, 10000 generated images): 1.6279629468917847
[INFO] 2021-01-16 01:11:49 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-16 01:11:50 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 01:12:36 > Step:   94100 Progress: 94.1% Elapsed: 13:12:46 temperature: no ada_p: No Discriminator_loss: 5.52973e-10 Generator_loss: 0.117343 
[INFO] 2021-01-16 01:13:23 > Step:   94200 Progress: 94.2% Elapsed: 13:13:32 temperature: no ada_p: No Discriminator_loss: 3.11411e-09 Generator_loss: 0.11661 
[INFO] 2021-01-16 01:14:10 > Step:   94300 Progress: 94.3% Elapsed: 13:14:19 temperature: no ada_p: No Discriminator_loss: -4.94765e-10 Generator_loss: 0.117121 
[INFO] 2021-01-16 01:14:57 > Step:   94400 Progress: 94.4% Elapsed: 13:15:07 temperature: no ada_p: No Discriminator_loss: -1.01863e-09 Generator_loss: 0.116971 
[INFO] 2021-01-16 01:15:44 > Step:   94500 Progress: 94.5% Elapsed: 13:15:53 temperature: no ada_p: No Discriminator_loss: 3.7835e-10 Generator_loss: 0.116899 
[INFO] 2021-01-16 01:16:31 > Step:   94600 Progress: 94.6% Elapsed: 13:16:40 temperature: no ada_p: No Discriminator_loss: 1.77533e-09 Generator_loss: 0.117341 
[INFO] 2021-01-16 01:17:18 > Step:   94700 Progress: 94.7% Elapsed: 13:17:27 temperature: no ada_p: No Discriminator_loss: -7.27596e-10 Generator_loss: 0.117211 
[INFO] 2021-01-16 01:18:05 > Step:   94800 Progress: 94.8% Elapsed: 13:18:15 temperature: no ada_p: No Discriminator_loss: -9.8953e-10 Generator_loss: 0.117469 
[INFO] 2021-01-16 01:18:52 > Step:   94900 Progress: 94.9% Elapsed: 13:19:01 temperature: no ada_p: No Discriminator_loss: -8.73115e-11 Generator_loss: 0.117213 
[INFO] 2021-01-16 01:19:39 > Step:   95000 Progress: 95.0% Elapsed: 13:19:48 temperature: no ada_p: No Discriminator_loss: -6.98492e-10 Generator_loss: 0.117423 
[INFO] 2021-01-16 01:20:26 > Step:   95100 Progress: 95.1% Elapsed: 13:20:35 temperature: no ada_p: No Discriminator_loss: -8.14907e-10 Generator_loss: 0.11949 
[INFO] 2021-01-16 01:21:13 > Step:   95200 Progress: 95.2% Elapsed: 13:21:22 temperature: no ada_p: No Discriminator_loss: 1.10595e-09 Generator_loss: 0.11789 
[INFO] 2021-01-16 01:22:00 > Step:   95300 Progress: 95.3% Elapsed: 13:22:09 temperature: no ada_p: No Discriminator_loss: -2.61934e-09 Generator_loss: 0.117297 
[INFO] 2021-01-16 01:22:47 > Step:   95400 Progress: 95.4% Elapsed: 13:22:56 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: 0.1165 
[INFO] 2021-01-16 01:23:34 > Step:   95500 Progress: 95.5% Elapsed: 13:23:43 temperature: no ada_p: No Discriminator_loss: 3.11411e-09 Generator_loss: 0.115569 
[INFO] 2021-01-16 01:24:21 > Step:   95600 Progress: 95.6% Elapsed: 13:24:30 temperature: no ada_p: No Discriminator_loss: -1.01863e-09 Generator_loss: 0.113847 
[INFO] 2021-01-16 01:25:08 > Step:   95700 Progress: 95.7% Elapsed: 13:25:17 temperature: no ada_p: No Discriminator_loss: 5.82077e-11 Generator_loss: 0.113329 
[INFO] 2021-01-16 01:25:55 > Step:   95800 Progress: 95.8% Elapsed: 13:26:04 temperature: no ada_p: No Discriminator_loss: 8.03266e-09 Generator_loss: 0.112492 
[INFO] 2021-01-16 01:26:42 > Step:   95900 Progress: 95.9% Elapsed: 13:26:51 temperature: no ada_p: No Discriminator_loss: -2.53203e-09 Generator_loss: 0.1112 
[INFO] 2021-01-16 01:27:29 > Step:   96000 Progress: 96.0% Elapsed: 13:27:38 temperature: no ada_p: No Discriminator_loss: 9.48785e-09 Generator_loss: 0.111925 
[INFO] 2021-01-16 01:27:29 > Start Evaluation (96000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 01:27:29 > Calculating FID Score....
[INFO] 2021-01-16 01:27:50 > Calculating Inception Score....
[INFO] 2021-01-16 01:28:03 > Calculate F_beta Score....
[INFO] 2021-01-16 01:28:39 > F_8 score (Step: 96000, Using valid images): 0.0
[INFO] 2021-01-16 01:28:39 > F_1/8 score (Step: 96000, Using valid images): 0.0
[INFO] 2021-01-16 01:28:39 > FID score (Step: 96000, Using valid moments): 309.68773536976926
[INFO] 2021-01-16 01:28:39 > Inception score (Step: 96000, 10000 generated images): 1.6339716911315918
[INFO] 2021-01-16 01:28:39 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-16 01:28:40 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 01:29:26 > Step:   96100 Progress: 96.1% Elapsed: 13:29:36 temperature: no ada_p: No Discriminator_loss: -1.36788e-09 Generator_loss: 0.111971 
[INFO] 2021-01-16 01:30:13 > Step:   96200 Progress: 96.2% Elapsed: 13:30:23 temperature: no ada_p: No Discriminator_loss: 1.74623e-10 Generator_loss: 0.111764 
[INFO] 2021-01-16 01:31:00 > Step:   96300 Progress: 96.3% Elapsed: 13:31:09 temperature: no ada_p: No Discriminator_loss: -2.50293e-09 Generator_loss: 0.111318 
[INFO] 2021-01-16 01:31:47 > Step:   96400 Progress: 96.4% Elapsed: 13:31:57 temperature: no ada_p: No Discriminator_loss: -2.41562e-09 Generator_loss: 0.110211 
[INFO] 2021-01-16 01:32:34 > Step:   96500 Progress: 96.5% Elapsed: 13:32:44 temperature: no ada_p: No Discriminator_loss: -5.38421e-09 Generator_loss: 0.110892 
[INFO] 2021-01-16 01:33:21 > Step:   96600 Progress: 96.6% Elapsed: 13:33:30 temperature: no ada_p: No Discriminator_loss: 1.25146e-09 Generator_loss: 0.111142 
[INFO] 2021-01-16 01:34:08 > Step:   96700 Progress: 96.7% Elapsed: 13:34:17 temperature: no ada_p: No Discriminator_loss: 1.98779e-08 Generator_loss: 0.112008 
[INFO] 2021-01-16 01:34:55 > Step:   96800 Progress: 96.8% Elapsed: 13:35:05 temperature: no ada_p: No Discriminator_loss: -4.97676e-09 Generator_loss: 0.110111 
[INFO] 2021-01-16 01:35:42 > Step:   96900 Progress: 96.9% Elapsed: 13:35:52 temperature: no ada_p: No Discriminator_loss: 8.73115e-10 Generator_loss: 0.111231 
[INFO] 2021-01-16 01:36:29 > Step:   97000 Progress: 97.0% Elapsed: 13:36:38 temperature: no ada_p: No Discriminator_loss: 1.76078e-08 Generator_loss: 0.110018 
[INFO] 2021-01-16 01:37:16 > Step:   97100 Progress: 97.1% Elapsed: 13:37:25 temperature: no ada_p: No Discriminator_loss: -3.20142e-10 Generator_loss: 0.1086 
[INFO] 2021-01-16 01:38:03 > Step:   97200 Progress: 97.2% Elapsed: 13:38:13 temperature: no ada_p: No Discriminator_loss: -9.31323e-10 Generator_loss: 0.109718 
[INFO] 2021-01-16 01:38:50 > Step:   97300 Progress: 97.3% Elapsed: 13:39:00 temperature: no ada_p: No Discriminator_loss: 3.31784e-09 Generator_loss: 0.108356 
[INFO] 2021-01-16 01:39:37 > Step:   97400 Progress: 97.4% Elapsed: 13:39:46 temperature: no ada_p: No Discriminator_loss: 5.73345e-09 Generator_loss: 0.106977 
[INFO] 2021-01-16 01:40:24 > Step:   97500 Progress: 97.5% Elapsed: 13:40:33 temperature: no ada_p: No Discriminator_loss: -9.60426e-10 Generator_loss: 0.106711 
[INFO] 2021-01-16 01:41:12 > Step:   97600 Progress: 97.6% Elapsed: 13:41:21 temperature: no ada_p: No Discriminator_loss: 2.61934e-09 Generator_loss: 0.104762 
[INFO] 2021-01-16 01:41:58 > Step:   97700 Progress: 97.7% Elapsed: 13:42:08 temperature: no ada_p: No Discriminator_loss: -2.85218e-09 Generator_loss: 0.103642 
[INFO] 2021-01-16 01:42:45 > Step:   97800 Progress: 97.8% Elapsed: 13:42:55 temperature: no ada_p: No Discriminator_loss: -4.65661e-10 Generator_loss: 0.104479 
[INFO] 2021-01-16 01:43:33 > Step:   97900 Progress: 97.9% Elapsed: 13:43:42 temperature: no ada_p: No Discriminator_loss: -2.59024e-09 Generator_loss: 0.105184 
[INFO] 2021-01-16 01:44:20 > Step:   98000 Progress: 98.0% Elapsed: 13:44:29 temperature: no ada_p: No Discriminator_loss: -1.65892e-09 Generator_loss: 0.105492 
[INFO] 2021-01-16 01:44:20 > Start Evaluation (98000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 01:44:20 > Calculating FID Score....
[INFO] 2021-01-16 01:44:40 > Calculating Inception Score....
[INFO] 2021-01-16 01:44:53 > Calculate F_beta Score....
[INFO] 2021-01-16 01:45:30 > F_8 score (Step: 98000, Using valid images): 0.0
[INFO] 2021-01-16 01:45:30 > F_1/8 score (Step: 98000, Using valid images): 0.0
[INFO] 2021-01-16 01:45:30 > FID score (Step: 98000, Using valid moments): 310.30676115017195
[INFO] 2021-01-16 01:45:30 > Inception score (Step: 98000, 10000 generated images): 1.6316325664520264
[INFO] 2021-01-16 01:45:30 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-16 01:45:31 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 01:46:17 > Step:   98100 Progress: 98.1% Elapsed: 13:46:27 temperature: no ada_p: No Discriminator_loss: 4.65661e-10 Generator_loss: 0.105321 
[INFO] 2021-01-16 01:47:04 > Step:   98200 Progress: 98.2% Elapsed: 13:47:13 temperature: no ada_p: No Discriminator_loss: 1.10595e-09 Generator_loss: 0.10694 
[INFO] 2021-01-16 01:47:52 > Step:   98300 Progress: 98.3% Elapsed: 13:48:01 temperature: no ada_p: No Discriminator_loss: 9.8953e-10 Generator_loss: 0.1077 
[INFO] 2021-01-16 01:48:38 > Step:   98400 Progress: 98.4% Elapsed: 13:48:48 temperature: no ada_p: No Discriminator_loss: -2.88128e-09 Generator_loss: 0.107928 
[INFO] 2021-01-16 01:49:25 > Step:   98500 Progress: 98.5% Elapsed: 13:49:35 temperature: no ada_p: No Discriminator_loss: 3.49246e-10 Generator_loss: 0.106627 
[INFO] 2021-01-16 01:50:12 > Step:   98600 Progress: 98.6% Elapsed: 13:50:22 temperature: no ada_p: No Discriminator_loss: -5.82077e-11 Generator_loss: 0.106522 
[INFO] 2021-01-16 01:51:00 > Step:   98700 Progress: 98.7% Elapsed: 13:51:09 temperature: no ada_p: No Discriminator_loss: -5.84987e-09 Generator_loss: 0.108752 
[INFO] 2021-01-16 01:51:47 > Step:   98800 Progress: 98.8% Elapsed: 13:51:56 temperature: no ada_p: No Discriminator_loss: -1.71422e-08 Generator_loss: 0.111734 
[INFO] 2021-01-16 01:52:33 > Step:   98900 Progress: 98.9% Elapsed: 13:52:43 temperature: no ada_p: No Discriminator_loss: -1.24972e-07 Generator_loss: 0.12143 
[INFO] 2021-01-16 01:53:20 > Step:   99000 Progress: 99.0% Elapsed: 13:53:30 temperature: no ada_p: No Discriminator_loss: 8.58563e-09 Generator_loss: 0.124895 
[INFO] 2021-01-16 01:54:08 > Step:   99100 Progress: 99.1% Elapsed: 13:54:17 temperature: no ada_p: No Discriminator_loss: 8.09086e-09 Generator_loss: 0.124757 
[INFO] 2021-01-16 01:54:55 > Step:   99200 Progress: 99.2% Elapsed: 13:55:04 temperature: no ada_p: No Discriminator_loss: -2.61934e-10 Generator_loss: 0.12462 
[INFO] 2021-01-16 01:55:41 > Step:   99300 Progress: 99.3% Elapsed: 13:55:51 temperature: no ada_p: No Discriminator_loss: 5.23869e-10 Generator_loss: 0.124487 
[INFO] 2021-01-16 01:56:28 > Step:   99400 Progress: 99.4% Elapsed: 13:56:38 temperature: no ada_p: No Discriminator_loss: 6.95582e-09 Generator_loss: 0.122806 
[INFO] 2021-01-16 01:57:16 > Step:   99500 Progress: 99.5% Elapsed: 13:57:25 temperature: no ada_p: No Discriminator_loss: -4.42378e-09 Generator_loss: 0.121213 
[INFO] 2021-01-16 01:58:03 > Step:   99600 Progress: 99.6% Elapsed: 13:58:12 temperature: no ada_p: No Discriminator_loss: 1.43191e-08 Generator_loss: 0.124293 
[INFO] 2021-01-16 01:58:49 > Step:   99700 Progress: 99.7% Elapsed: 13:58:59 temperature: no ada_p: No Discriminator_loss: -1.33878e-09 Generator_loss: 0.124104 
[INFO] 2021-01-16 01:59:36 > Step:   99800 Progress: 99.8% Elapsed: 13:59:46 temperature: no ada_p: No Discriminator_loss: 2.06637e-09 Generator_loss: 0.122616 
[INFO] 2021-01-16 02:00:24 > Step:   99900 Progress: 99.9% Elapsed: 14:00:33 temperature: no ada_p: No Discriminator_loss: 2.03727e-10 Generator_loss: 0.121576 
[INFO] 2021-01-16 02:01:11 > Step:  100000 Progress: 100.0% Elapsed: 14:01:20 temperature: no ada_p: No Discriminator_loss: -7.85803e-10 Generator_loss: 0.121254 
[INFO] 2021-01-16 02:01:11 > Start Evaluation (100000 Step): WGAN-GP-train-2021_01_15_11_59_40
[INFO] 2021-01-16 02:01:11 > Calculating FID Score....
[INFO] 2021-01-16 02:01:31 > Calculating Inception Score....
[INFO] 2021-01-16 02:01:44 > Calculate F_beta Score....
[INFO] 2021-01-16 02:02:20 > F_8 score (Step: 100000, Using valid images): 0.0
[INFO] 2021-01-16 02:02:20 > F_1/8 score (Step: 100000, Using valid images): 0.0
[INFO] 2021-01-16 02:02:20 > FID score (Step: 100000, Using valid moments): 308.7226354179518
[INFO] 2021-01-16 02:02:20 > Inception score (Step: 100000, 10000 generated images): 1.6233986616134644
[INFO] 2021-01-16 02:02:20 > Best FID score (Step: 28000, Using valid moments): 305.8241182320073
[INFO] 2021-01-16 02:02:21 > Save model to checkpoints/WGAN-GP-train-2021_01_15_11_59_40