WGAN-DRA-train-2021_01_15_11_59_46.log

[INFO] 2021-01-15 11:59:46 > Run name : WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 11:59:46 > {'config_path': './src/configs/TINY_ILSVRC2012/WGAN-DRA.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 11:59:46 > {'data_processing': {'dataset_name': 'tiny_imagenet', 'data_path': './data/TINY_ILSVRC2012', 'img_size': 64, 'num_classes': 200, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'resnet', 'conditional_strategy': 'no', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': False, 'd_spectral_norm': False, 'activation_fn': 'ReLU', 'attention': False, 'attention_after_nth_gen_block': 'N/A', 'attention_after_nth_dis_block': 'N/A', 'z_dim': 128, 'shared_dim': 'N/A', 'g_conv_dim': 64, 'd_conv_dim': 64, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 256, 'accumulation_steps': 1, 'd_lr': 0.0004, 'g_lr': 0.0001, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 1, 'total_step': 100000}, 'loss_function': {'adv_loss': 'wasserstein', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': True, 'regret_penalty_lambda': 10.0, '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 11:59:46 > Load train datasets...
[INFO] 2021-01-15 11:59:49 > Train dataset size : 100000
[INFO] 2021-01-15 11:59:49 > Load valid datasets...
[INFO] 2021-01-15 11:59:49 > Eval dataset size : 10000
[INFO] 2021-01-15 11:59:49 > Build model...
[INFO] 2021-01-15 11:59:49 > Modules are located on models.resnet.
[INFO] 2021-01-15 11:59:54 > Number of parameters: 12220675
[INFO] 2021-01-15 11:59:54 > 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 11:59:54 > Number of parameters: 19550535
[INFO] 2021-01-15 11:59:54 > 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 12:00:02 > Start training....
[INFO] 2021-01-15 12:01:37 > Step:     100 Progress: 0.1% Elapsed: 0:01:34 temperature: no ada_p: No Discriminator_loss: -3.0666 Generator_loss: -18.9922 
[INFO] 2021-01-15 12:03:04 > Step:     200 Progress: 0.2% Elapsed: 0:03:01 temperature: no ada_p: No Discriminator_loss: -5.93312 Generator_loss: -1.35886 
[INFO] 2021-01-15 12:04:31 > Step:     300 Progress: 0.3% Elapsed: 0:04:28 temperature: no ada_p: No Discriminator_loss: -4.14998 Generator_loss: 5.78992 
[INFO] 2021-01-15 12:05:58 > Step:     400 Progress: 0.4% Elapsed: 0:05:55 temperature: no ada_p: No Discriminator_loss: -1.17221 Generator_loss: -6.43594 
[INFO] 2021-01-15 12:07:25 > Step:     500 Progress: 0.5% Elapsed: 0:07:22 temperature: no ada_p: No Discriminator_loss: -6.39972 Generator_loss: 2.74166 
[INFO] 2021-01-15 12:08:52 > Step:     600 Progress: 0.6% Elapsed: 0:08:49 temperature: no ada_p: No Discriminator_loss: -4.97044 Generator_loss: 2.31755 
[INFO] 2021-01-15 12:10:18 > Step:     700 Progress: 0.7% Elapsed: 0:10:15 temperature: no ada_p: No Discriminator_loss: -4.53281 Generator_loss: 1.46868 
[INFO] 2021-01-15 12:11:46 > Step:     800 Progress: 0.8% Elapsed: 0:11:43 temperature: no ada_p: No Discriminator_loss: -4.12392 Generator_loss: -0.165403 
[INFO] 2021-01-15 12:13:13 > Step:     900 Progress: 0.9% Elapsed: 0:13:09 temperature: no ada_p: No Discriminator_loss: -4.54032 Generator_loss: 0.251001 
[INFO] 2021-01-15 12:14:39 > Step:    1000 Progress: 1.0% Elapsed: 0:14:36 temperature: no ada_p: No Discriminator_loss: -4.08858 Generator_loss: 6.90572 
[INFO] 2021-01-15 12:16:06 > Step:    1100 Progress: 1.1% Elapsed: 0:16:03 temperature: no ada_p: No Discriminator_loss: -4.50547 Generator_loss: 5.14242 
[INFO] 2021-01-15 12:17:33 > Step:    1200 Progress: 1.2% Elapsed: 0:17:30 temperature: no ada_p: No Discriminator_loss: -3.08298 Generator_loss: 5.01556 
[INFO] 2021-01-15 12:19:00 > Step:    1300 Progress: 1.3% Elapsed: 0:18:57 temperature: no ada_p: No Discriminator_loss: -3.21177 Generator_loss: 7.85127 
[INFO] 2021-01-15 12:20:27 > Step:    1400 Progress: 1.4% Elapsed: 0:20:24 temperature: no ada_p: No Discriminator_loss: -2.3195 Generator_loss: 8.34935 
[INFO] 2021-01-15 12:21:54 > Step:    1500 Progress: 1.5% Elapsed: 0:21:51 temperature: no ada_p: No Discriminator_loss: -3.25938 Generator_loss: 4.6707 
[INFO] 2021-01-15 12:23:21 > Step:    1600 Progress: 1.6% Elapsed: 0:23:18 temperature: no ada_p: No Discriminator_loss: -3.32348 Generator_loss: 7.43795 
[INFO] 2021-01-15 12:24:48 > Step:    1700 Progress: 1.7% Elapsed: 0:24:45 temperature: no ada_p: No Discriminator_loss: -2.86401 Generator_loss: 12.4673 
[INFO] 2021-01-15 12:26:15 > Step:    1800 Progress: 1.8% Elapsed: 0:26:12 temperature: no ada_p: No Discriminator_loss: -2.65652 Generator_loss: 3.3781 
[INFO] 2021-01-15 12:27:42 > Step:    1900 Progress: 1.9% Elapsed: 0:27:39 temperature: no ada_p: No Discriminator_loss: -2.55354 Generator_loss: 2.42077 
[INFO] 2021-01-15 12:29:09 > Step:    2000 Progress: 2.0% Elapsed: 0:29:06 temperature: no ada_p: No Discriminator_loss: -3.56842 Generator_loss: 1.93574 
[INFO] 2021-01-15 12:29:09 > Start Evaluation (2000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 12:29:09 > Calculating FID Score....
[INFO] 2021-01-15 12:29:32 > Calculating Inception Score....
[INFO] 2021-01-15 12:29:44 > Calculate F_beta Score....
[INFO] 2021-01-15 12:30:24 > F_8 score (Step: 2000, Using valid images): 0.4883767345496275
[INFO] 2021-01-15 12:30:24 > F_1/8 score (Step: 2000, Using valid images): 0.7232780839394342
[INFO] 2021-01-15 12:30:24 > FID score (Step: 2000, Using valid moments): 78.365211794083
[INFO] 2021-01-15 12:30:24 > Inception score (Step: 2000, 10000 generated images): 6.102797031402588
[INFO] 2021-01-15 12:30:24 > Best FID score (Step: 2000, Using valid moments): 78.365211794083
[INFO] 2021-01-15 12:30:26 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 12:31:53 > Step:    2100 Progress: 2.1% Elapsed: 0:31:49 temperature: no ada_p: No Discriminator_loss: -3.75428 Generator_loss: 5.59259 
[INFO] 2021-01-15 12:33:19 > Step:    2200 Progress: 2.2% Elapsed: 0:33:16 temperature: no ada_p: No Discriminator_loss: -3.83695 Generator_loss: 7.61954 
[INFO] 2021-01-15 12:34:46 > Step:    2300 Progress: 2.3% Elapsed: 0:34:43 temperature: no ada_p: No Discriminator_loss: -3.01701 Generator_loss: 0.68969 
[INFO] 2021-01-15 12:36:14 > Step:    2400 Progress: 2.4% Elapsed: 0:36:10 temperature: no ada_p: No Discriminator_loss: -2.54116 Generator_loss: 2.98312 
[INFO] 2021-01-15 12:37:40 > Step:    2500 Progress: 2.5% Elapsed: 0:37:37 temperature: no ada_p: No Discriminator_loss: -2.52126 Generator_loss: 7.97836 
[INFO] 2021-01-15 12:39:07 > Step:    2600 Progress: 2.6% Elapsed: 0:39:04 temperature: no ada_p: No Discriminator_loss: -2.69303 Generator_loss: 5.35306 
[INFO] 2021-01-15 12:40:34 > Step:    2700 Progress: 2.7% Elapsed: 0:40:31 temperature: no ada_p: No Discriminator_loss: -2.6364 Generator_loss: 8.20415 
[INFO] 2021-01-15 12:42:01 > Step:    2800 Progress: 2.8% Elapsed: 0:41:58 temperature: no ada_p: No Discriminator_loss: -3.37972 Generator_loss: 2.9536 
[INFO] 2021-01-15 12:43:28 > Step:    2900 Progress: 2.9% Elapsed: 0:43:25 temperature: no ada_p: No Discriminator_loss: -2.86893 Generator_loss: 4.13147 
[INFO] 2021-01-15 12:44:55 > Step:    3000 Progress: 3.0% Elapsed: 0:44:52 temperature: no ada_p: No Discriminator_loss: -2.62629 Generator_loss: 0.674197 
[INFO] 2021-01-15 12:46:21 > Step:    3100 Progress: 3.1% Elapsed: 0:46:18 temperature: no ada_p: No Discriminator_loss: -1.54769 Generator_loss: 8.79372 
[INFO] 2021-01-15 12:47:49 > Step:    3200 Progress: 3.2% Elapsed: 0:47:45 temperature: no ada_p: No Discriminator_loss: -2.37194 Generator_loss: 9.44901 
[INFO] 2021-01-15 12:49:15 > Step:    3300 Progress: 3.3% Elapsed: 0:49:12 temperature: no ada_p: No Discriminator_loss: -1.80704 Generator_loss: 5.76277 
[INFO] 2021-01-15 12:50:42 > Step:    3400 Progress: 3.4% Elapsed: 0:50:39 temperature: no ada_p: No Discriminator_loss: -2.47449 Generator_loss: -2.4374 
[INFO] 2021-01-15 12:52:09 > Step:    3500 Progress: 3.5% Elapsed: 0:52:06 temperature: no ada_p: No Discriminator_loss: -2.51863 Generator_loss: 8.0083 
[INFO] 2021-01-15 12:53:36 > Step:    3600 Progress: 3.6% Elapsed: 0:53:33 temperature: no ada_p: No Discriminator_loss: -2.31991 Generator_loss: 12.6508 
[INFO] 2021-01-15 12:55:03 > Step:    3700 Progress: 3.7% Elapsed: 0:55:00 temperature: no ada_p: No Discriminator_loss: -2.42003 Generator_loss: 1.97848 
[INFO] 2021-01-15 12:56:30 > Step:    3800 Progress: 3.8% Elapsed: 0:56:27 temperature: no ada_p: No Discriminator_loss: -2.8072 Generator_loss: 2.81254 
[INFO] 2021-01-15 12:57:56 > Step:    3900 Progress: 3.9% Elapsed: 0:57:53 temperature: no ada_p: No Discriminator_loss: -2.81058 Generator_loss: 12.3982 
[INFO] 2021-01-15 12:59:24 > Step:    4000 Progress: 4.0% Elapsed: 0:59:21 temperature: no ada_p: No Discriminator_loss: -3.00404 Generator_loss: 12.4402 
[INFO] 2021-01-15 12:59:24 > Start Evaluation (4000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 12:59:24 > Calculating FID Score....
[INFO] 2021-01-15 12:59:45 > Calculating Inception Score....
[INFO] 2021-01-15 12:59:58 > Calculate F_beta Score....
[INFO] 2021-01-15 13:00:37 > F_8 score (Step: 4000, Using valid images): 0.5852249200049687
[INFO] 2021-01-15 13:00:37 > F_1/8 score (Step: 4000, Using valid images): 0.7884593783837555
[INFO] 2021-01-15 13:00:37 > FID score (Step: 4000, Using valid moments): 68.45928061442874
[INFO] 2021-01-15 13:00:37 > Inception score (Step: 4000, 10000 generated images): 7.175439357757568
[INFO] 2021-01-15 13:00:37 > Best FID score (Step: 4000, Using valid moments): 68.45928061442874
[INFO] 2021-01-15 13:00:38 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 13:02:05 > Step:    4100 Progress: 4.1% Elapsed: 1:02:02 temperature: no ada_p: No Discriminator_loss: -2.53321 Generator_loss: 8.80748 
[INFO] 2021-01-15 13:03:32 > Step:    4200 Progress: 4.2% Elapsed: 1:03:29 temperature: no ada_p: No Discriminator_loss: -2.8481 Generator_loss: 5.24696 
[INFO] 2021-01-15 13:04:59 > Step:    4300 Progress: 4.3% Elapsed: 1:04:56 temperature: no ada_p: No Discriminator_loss: -2.26288 Generator_loss: 4.27275 
[INFO] 2021-01-15 13:06:26 > Step:    4400 Progress: 4.4% Elapsed: 1:06:23 temperature: no ada_p: No Discriminator_loss: -1.77003 Generator_loss: 10.861 
[INFO] 2021-01-15 13:07:52 > Step:    4500 Progress: 4.5% Elapsed: 1:07:49 temperature: no ada_p: No Discriminator_loss: -2.07657 Generator_loss: 9.03647 
[INFO] 2021-01-15 13:09:19 > Step:    4600 Progress: 4.6% Elapsed: 1:09:16 temperature: no ada_p: No Discriminator_loss: -2.3654 Generator_loss: 9.13316 
[INFO] 2021-01-15 13:10:47 > Step:    4700 Progress: 4.7% Elapsed: 1:10:44 temperature: no ada_p: No Discriminator_loss: -3.22455 Generator_loss: 12.6687 
[INFO] 2021-01-15 13:12:13 > Step:    4800 Progress: 4.8% Elapsed: 1:12:10 temperature: no ada_p: No Discriminator_loss: -2.59545 Generator_loss: 11.278 
[INFO] 2021-01-15 13:13:40 > Step:    4900 Progress: 4.9% Elapsed: 1:13:37 temperature: no ada_p: No Discriminator_loss: -2.95167 Generator_loss: 11.7311 
[INFO] 2021-01-15 13:15:07 > Step:    5000 Progress: 5.0% Elapsed: 1:15:04 temperature: no ada_p: No Discriminator_loss: -1.65183 Generator_loss: 15.0761 
[INFO] 2021-01-15 13:16:34 > Step:    5100 Progress: 5.1% Elapsed: 1:16:31 temperature: no ada_p: No Discriminator_loss: -2.8618 Generator_loss: 10.2582 
[INFO] 2021-01-15 13:18:01 > Step:    5200 Progress: 5.2% Elapsed: 1:17:58 temperature: no ada_p: No Discriminator_loss: -2.4599 Generator_loss: 16.2147 
[INFO] 2021-01-15 13:19:28 > Step:    5300 Progress: 5.3% Elapsed: 1:19:24 temperature: no ada_p: No Discriminator_loss: -2.40559 Generator_loss: 7.60064 
[INFO] 2021-01-15 13:20:54 > Step:    5400 Progress: 5.4% Elapsed: 1:20:51 temperature: no ada_p: No Discriminator_loss: -1.46755 Generator_loss: 18.9911 
[INFO] 2021-01-15 13:22:22 > Step:    5500 Progress: 5.5% Elapsed: 1:22:18 temperature: no ada_p: No Discriminator_loss: -2.33068 Generator_loss: 17.6557 
[INFO] 2021-01-15 13:23:48 > Step:    5600 Progress: 5.6% Elapsed: 1:23:45 temperature: no ada_p: No Discriminator_loss: -2.67143 Generator_loss: 5.91685 
[INFO] 2021-01-15 13:25:15 > Step:    5700 Progress: 5.7% Elapsed: 1:25:12 temperature: no ada_p: No Discriminator_loss: -2.55277 Generator_loss: 9.90048 
[INFO] 2021-01-15 13:26:42 > Step:    5800 Progress: 5.8% Elapsed: 1:26:39 temperature: no ada_p: No Discriminator_loss: -2.41669 Generator_loss: 19.2252 
[INFO] 2021-01-15 13:28:09 > Step:    5900 Progress: 5.9% Elapsed: 1:28:06 temperature: no ada_p: No Discriminator_loss: -2.98454 Generator_loss: 18.0807 
[INFO] 2021-01-15 13:29:36 > Step:    6000 Progress: 6.0% Elapsed: 1:29:33 temperature: no ada_p: No Discriminator_loss: -2.61471 Generator_loss: 17.1659 
[INFO] 2021-01-15 13:29:36 > Start Evaluation (6000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 13:29:36 > Calculating FID Score....
[INFO] 2021-01-15 13:29:57 > Calculating Inception Score....
[INFO] 2021-01-15 13:30:09 > Calculate F_beta Score....
[INFO] 2021-01-15 13:30:48 > F_8 score (Step: 6000, Using valid images): 0.6610237878545966
[INFO] 2021-01-15 13:30:48 > F_1/8 score (Step: 6000, Using valid images): 0.8759204631783724
[INFO] 2021-01-15 13:30:48 > FID score (Step: 6000, Using valid moments): 56.09442584611395
[INFO] 2021-01-15 13:30:48 > Inception score (Step: 6000, 10000 generated images): 8.304831504821777
[INFO] 2021-01-15 13:30:48 > Best FID score (Step: 6000, Using valid moments): 56.09442584611395
[INFO] 2021-01-15 13:30:49 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 13:32:16 > Step:    6100 Progress: 6.1% Elapsed: 1:32:13 temperature: no ada_p: No Discriminator_loss: -1.94049 Generator_loss: 15.538 
[INFO] 2021-01-15 13:33:43 > Step:    6200 Progress: 6.2% Elapsed: 1:33:40 temperature: no ada_p: No Discriminator_loss: -1.81107 Generator_loss: 9.80386 
[INFO] 2021-01-15 13:35:10 > Step:    6300 Progress: 6.3% Elapsed: 1:35:07 temperature: no ada_p: No Discriminator_loss: -3.14518 Generator_loss: 19.6563 
[INFO] 2021-01-15 13:36:37 > Step:    6400 Progress: 6.4% Elapsed: 1:36:34 temperature: no ada_p: No Discriminator_loss: -2.53179 Generator_loss: 21.5209 
[INFO] 2021-01-15 13:38:04 > Step:    6500 Progress: 6.5% Elapsed: 1:38:01 temperature: no ada_p: No Discriminator_loss: -2.03208 Generator_loss: 16.0837 
[INFO] 2021-01-15 13:39:31 > Step:    6600 Progress: 6.6% Elapsed: 1:39:28 temperature: no ada_p: No Discriminator_loss: -2.52752 Generator_loss: 13.7574 
[INFO] 2021-01-15 13:40:58 > Step:    6700 Progress: 6.7% Elapsed: 1:40:55 temperature: no ada_p: No Discriminator_loss: -3.45842 Generator_loss: 14.9934 
[INFO] 2021-01-15 13:42:25 > Step:    6800 Progress: 6.8% Elapsed: 1:42:22 temperature: no ada_p: No Discriminator_loss: -2.40634 Generator_loss: 19.0438 
[INFO] 2021-01-15 13:43:52 > Step:    6900 Progress: 6.9% Elapsed: 1:43:49 temperature: no ada_p: No Discriminator_loss: -3.20089 Generator_loss: 27.6057 
[INFO] 2021-01-15 13:45:18 > Step:    7000 Progress: 7.0% Elapsed: 1:45:15 temperature: no ada_p: No Discriminator_loss: -2.54894 Generator_loss: 16.1557 
[INFO] 2021-01-15 13:46:46 > Step:    7100 Progress: 7.1% Elapsed: 1:46:43 temperature: no ada_p: No Discriminator_loss: -1.54142 Generator_loss: 21.3476 
[INFO] 2021-01-15 13:48:13 > Step:    7200 Progress: 7.2% Elapsed: 1:48:10 temperature: no ada_p: No Discriminator_loss: -2.55809 Generator_loss: 19.3957 
[INFO] 2021-01-15 13:49:39 > Step:    7300 Progress: 7.3% Elapsed: 1:49:36 temperature: no ada_p: No Discriminator_loss: -2.19323 Generator_loss: 19.8874 
[INFO] 2021-01-15 13:51:06 > Step:    7400 Progress: 7.4% Elapsed: 1:51:03 temperature: no ada_p: No Discriminator_loss: -3.16601 Generator_loss: 20.9574 
[INFO] 2021-01-15 13:52:33 > Step:    7500 Progress: 7.5% Elapsed: 1:52:30 temperature: no ada_p: No Discriminator_loss: -1.32218 Generator_loss: 13.8312 
[INFO] 2021-01-15 13:54:00 > Step:    7600 Progress: 7.6% Elapsed: 1:53:57 temperature: no ada_p: No Discriminator_loss: -1.51247 Generator_loss: 29.2542 
[INFO] 2021-01-15 13:55:27 > Step:    7700 Progress: 7.7% Elapsed: 1:55:24 temperature: no ada_p: No Discriminator_loss: -2.16743 Generator_loss: 12.1149 
[INFO] 2021-01-15 13:56:54 > Step:    7800 Progress: 7.8% Elapsed: 1:56:51 temperature: no ada_p: No Discriminator_loss: -2.40154 Generator_loss: 24.4406 
[INFO] 2021-01-15 13:58:21 > Step:    7900 Progress: 7.9% Elapsed: 1:58:18 temperature: no ada_p: No Discriminator_loss: -0.160967 Generator_loss: 37.0715 
[INFO] 2021-01-15 13:59:48 > Step:    8000 Progress: 8.0% Elapsed: 1:59:45 temperature: no ada_p: No Discriminator_loss: -1.49925 Generator_loss: 30.8305 
[INFO] 2021-01-15 13:59:48 > Start Evaluation (8000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 13:59:48 > Calculating FID Score....
[INFO] 2021-01-15 14:00:09 > Calculating Inception Score....
[INFO] 2021-01-15 14:00:21 > Calculate F_beta Score....
[INFO] 2021-01-15 14:00:59 > F_8 score (Step: 8000, Using valid images): 0.6707555390648922
[INFO] 2021-01-15 14:00:59 > F_1/8 score (Step: 8000, Using valid images): 0.8898066040976815
[INFO] 2021-01-15 14:00:59 > FID score (Step: 8000, Using valid moments): 52.71551919056151
[INFO] 2021-01-15 14:00:59 > Inception score (Step: 8000, 10000 generated images): 8.90599536895752
[INFO] 2021-01-15 14:00:59 > Best FID score (Step: 8000, Using valid moments): 52.71551919056151
[INFO] 2021-01-15 14:01:01 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 14:02:27 > Step:    8100 Progress: 8.1% Elapsed: 2:02:24 temperature: no ada_p: No Discriminator_loss: -2.26533 Generator_loss: 24.5109 
[INFO] 2021-01-15 14:03:55 > Step:    8200 Progress: 8.2% Elapsed: 2:03:52 temperature: no ada_p: No Discriminator_loss: -2.13225 Generator_loss: 23.9843 
[INFO] 2021-01-15 14:05:22 > Step:    8300 Progress: 8.3% Elapsed: 2:05:18 temperature: no ada_p: No Discriminator_loss: -2.26255 Generator_loss: 21.4802 
[INFO] 2021-01-15 14:06:48 > Step:    8400 Progress: 8.4% Elapsed: 2:06:45 temperature: no ada_p: No Discriminator_loss: -2.61457 Generator_loss: 26.207 
[INFO] 2021-01-15 14:08:15 > Step:    8500 Progress: 8.5% Elapsed: 2:08:12 temperature: no ada_p: No Discriminator_loss: -2.66748 Generator_loss: 17.2351 
[INFO] 2021-01-15 14:09:42 > Step:    8600 Progress: 8.6% Elapsed: 2:09:39 temperature: no ada_p: No Discriminator_loss: -2.80685 Generator_loss: 24.505 
[INFO] 2021-01-15 14:11:09 > Step:    8700 Progress: 8.7% Elapsed: 2:11:06 temperature: no ada_p: No Discriminator_loss: -3.05209 Generator_loss: 28.7712 
[INFO] 2021-01-15 14:12:36 > Step:    8800 Progress: 8.8% Elapsed: 2:12:33 temperature: no ada_p: No Discriminator_loss: -1.54302 Generator_loss: 22.8679 
[INFO] 2021-01-15 14:14:03 > Step:    8900 Progress: 8.9% Elapsed: 2:14:00 temperature: no ada_p: No Discriminator_loss: -3.137 Generator_loss: 16.535 
[INFO] 2021-01-15 14:15:30 > Step:    9000 Progress: 9.0% Elapsed: 2:15:27 temperature: no ada_p: No Discriminator_loss: -0.44556 Generator_loss: 38.4299 
[INFO] 2021-01-15 14:16:57 > Step:    9100 Progress: 9.1% Elapsed: 2:16:54 temperature: no ada_p: No Discriminator_loss: -2.78363 Generator_loss: 26.5573 
[INFO] 2021-01-15 14:18:23 > Step:    9200 Progress: 9.2% Elapsed: 2:18:20 temperature: no ada_p: No Discriminator_loss: -3.77312 Generator_loss: 27.4063 
[INFO] 2021-01-15 14:19:50 > Step:    9300 Progress: 9.3% Elapsed: 2:19:47 temperature: no ada_p: No Discriminator_loss: -3.7906 Generator_loss: 29.6252 
[INFO] 2021-01-15 14:21:18 > Step:    9400 Progress: 9.4% Elapsed: 2:21:14 temperature: no ada_p: No Discriminator_loss: -2.65698 Generator_loss: 23.6991 
[INFO] 2021-01-15 14:22:44 > Step:    9500 Progress: 9.5% Elapsed: 2:22:41 temperature: no ada_p: No Discriminator_loss: 0.992931 Generator_loss: 58.6224 
[INFO] 2021-01-15 14:24:11 > Step:    9600 Progress: 9.6% Elapsed: 2:24:08 temperature: no ada_p: No Discriminator_loss: 0.473422 Generator_loss: 57.8571 
[INFO] 2021-01-15 14:25:38 > Step:    9700 Progress: 9.7% Elapsed: 2:25:34 temperature: no ada_p: No Discriminator_loss: 0.37461 Generator_loss: 28.7574 
[INFO] 2021-01-15 14:27:05 > Step:    9800 Progress: 9.8% Elapsed: 2:27:02 temperature: no ada_p: No Discriminator_loss: 0.433142 Generator_loss: 47.5916 
[INFO] 2021-01-15 14:28:32 > Step:    9900 Progress: 9.9% Elapsed: 2:28:28 temperature: no ada_p: No Discriminator_loss: -0.86052 Generator_loss: 76.7017 
[INFO] 2021-01-15 14:29:58 > Step:   10000 Progress: 10.0% Elapsed: 2:29:55 temperature: no ada_p: No Discriminator_loss: -0.923642 Generator_loss: 72.2035 
[INFO] 2021-01-15 14:29:58 > Start Evaluation (10000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 14:29:58 > Calculating FID Score....
[INFO] 2021-01-15 14:30:19 > Calculating Inception Score....
[INFO] 2021-01-15 14:30:31 > Calculate F_beta Score....
[INFO] 2021-01-15 14:31:09 > F_8 score (Step: 10000, Using valid images): 0.6788436042130006
[INFO] 2021-01-15 14:31:09 > F_1/8 score (Step: 10000, Using valid images): 0.9064568141117735
[INFO] 2021-01-15 14:31:09 > FID score (Step: 10000, Using valid moments): 52.005319775009355
[INFO] 2021-01-15 14:31:09 > Inception score (Step: 10000, 10000 generated images): 8.835088729858398
[INFO] 2021-01-15 14:31:09 > Best FID score (Step: 10000, Using valid moments): 52.005319775009355
[INFO] 2021-01-15 14:31:11 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 14:32:37 > Step:   10100 Progress: 10.1% Elapsed: 2:32:34 temperature: no ada_p: No Discriminator_loss: -2.08122 Generator_loss: 80.3411 
[INFO] 2021-01-15 14:34:05 > Step:   10200 Progress: 10.2% Elapsed: 2:34:01 temperature: no ada_p: No Discriminator_loss: -1.93377 Generator_loss: 50.7894 
[INFO] 2021-01-15 14:35:31 > Step:   10300 Progress: 10.3% Elapsed: 2:35:28 temperature: no ada_p: No Discriminator_loss: -3.16198 Generator_loss: 47.9754 
[INFO] 2021-01-15 14:36:58 > Step:   10400 Progress: 10.4% Elapsed: 2:36:55 temperature: no ada_p: No Discriminator_loss: -2.47365 Generator_loss: 35.5431 
[INFO] 2021-01-15 14:38:25 > Step:   10500 Progress: 10.5% Elapsed: 2:38:21 temperature: no ada_p: No Discriminator_loss: -2.22942 Generator_loss: 36.9496 
[INFO] 2021-01-15 14:39:52 > Step:   10600 Progress: 10.6% Elapsed: 2:39:49 temperature: no ada_p: No Discriminator_loss: -2.11917 Generator_loss: 38.6366 
[INFO] 2021-01-15 14:41:19 > Step:   10700 Progress: 10.7% Elapsed: 2:41:16 temperature: no ada_p: No Discriminator_loss: -2.24754 Generator_loss: 35.7586 
[INFO] 2021-01-15 14:42:45 > Step:   10800 Progress: 10.8% Elapsed: 2:42:42 temperature: no ada_p: No Discriminator_loss: 0.0680306 Generator_loss: 113.963 
[INFO] 2021-01-15 14:44:12 > Step:   10900 Progress: 10.9% Elapsed: 2:44:09 temperature: no ada_p: No Discriminator_loss: -1.45099 Generator_loss: 91.0018 
[INFO] 2021-01-15 14:45:39 > Step:   11000 Progress: 11.0% Elapsed: 2:45:36 temperature: no ada_p: No Discriminator_loss: -3.54777 Generator_loss: 45.1978 
[INFO] 2021-01-15 14:47:06 > Step:   11100 Progress: 11.1% Elapsed: 2:47:03 temperature: no ada_p: No Discriminator_loss: -2.35236 Generator_loss: 43.3207 
[INFO] 2021-01-15 14:48:33 > Step:   11200 Progress: 11.2% Elapsed: 2:48:30 temperature: no ada_p: No Discriminator_loss: -1.69757 Generator_loss: 81.2273 
[INFO] 2021-01-15 14:50:00 > Step:   11300 Progress: 11.3% Elapsed: 2:49:57 temperature: no ada_p: No Discriminator_loss: -1.99025 Generator_loss: 52.6357 
[INFO] 2021-01-15 14:51:27 > Step:   11400 Progress: 11.4% Elapsed: 2:51:24 temperature: no ada_p: No Discriminator_loss: -2.30652 Generator_loss: 44.6442 
[INFO] 2021-01-15 14:52:54 > Step:   11500 Progress: 11.5% Elapsed: 2:52:51 temperature: no ada_p: No Discriminator_loss: -2.99257 Generator_loss: 42.9171 
[INFO] 2021-01-15 14:54:20 > Step:   11600 Progress: 11.6% Elapsed: 2:54:17 temperature: no ada_p: No Discriminator_loss: -1.01989 Generator_loss: 41.2994 
[INFO] 2021-01-15 14:55:47 > Step:   11700 Progress: 11.7% Elapsed: 2:55:44 temperature: no ada_p: No Discriminator_loss: 1.97146 Generator_loss: -43.8595 
[INFO] 2021-01-15 14:57:15 > Step:   11800 Progress: 11.8% Elapsed: 2:57:12 temperature: no ada_p: No Discriminator_loss: -1.24388 Generator_loss: 29.7481 
[INFO] 2021-01-15 14:58:42 > Step:   11900 Progress: 11.9% Elapsed: 2:58:38 temperature: no ada_p: No Discriminator_loss: -2.21194 Generator_loss: 17.9568 
[INFO] 2021-01-15 15:00:08 > Step:   12000 Progress: 12.0% Elapsed: 3:00:05 temperature: no ada_p: No Discriminator_loss: -1.69196 Generator_loss: 38.707 
[INFO] 2021-01-15 15:00:08 > Start Evaluation (12000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 15:00:08 > Calculating FID Score....
[INFO] 2021-01-15 15:00:29 > Calculating Inception Score....
[INFO] 2021-01-15 15:00:42 > Calculate F_beta Score....
[INFO] 2021-01-15 15:01:20 > F_8 score (Step: 12000, Using valid images): 0.6857058423502463
[INFO] 2021-01-15 15:01:20 > F_1/8 score (Step: 12000, Using valid images): 0.8952950906136244
[INFO] 2021-01-15 15:01:20 > FID score (Step: 12000, Using valid moments): 50.68237415102868
[INFO] 2021-01-15 15:01:20 > Inception score (Step: 12000, 10000 generated images): 8.599014282226562
[INFO] 2021-01-15 15:01:20 > Best FID score (Step: 12000, Using valid moments): 50.68237415102868
[INFO] 2021-01-15 15:01:21 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 15:02:48 > Step:   12100 Progress: 12.1% Elapsed: 3:02:45 temperature: no ada_p: No Discriminator_loss: -0.708487 Generator_loss: 26.0195 
[INFO] 2021-01-15 15:04:15 > Step:   12200 Progress: 12.2% Elapsed: 3:04:12 temperature: no ada_p: No Discriminator_loss: -1.85719 Generator_loss: 47.2252 
[INFO] 2021-01-15 15:05:42 > Step:   12300 Progress: 12.3% Elapsed: 3:05:39 temperature: no ada_p: No Discriminator_loss: -1.58745 Generator_loss: 31.0115 
[INFO] 2021-01-15 15:07:08 > Step:   12400 Progress: 12.4% Elapsed: 3:07:05 temperature: no ada_p: No Discriminator_loss: -2.36688 Generator_loss: 32.833 
[INFO] 2021-01-15 15:08:36 > Step:   12500 Progress: 12.5% Elapsed: 3:08:33 temperature: no ada_p: No Discriminator_loss: -2.4036 Generator_loss: 28.7538 
[INFO] 2021-01-15 15:10:02 > Step:   12600 Progress: 12.6% Elapsed: 3:09:59 temperature: no ada_p: No Discriminator_loss: -2.63424 Generator_loss: 39.2014 
[INFO] 2021-01-15 15:11:29 > Step:   12700 Progress: 12.7% Elapsed: 3:11:26 temperature: no ada_p: No Discriminator_loss: -2.09698 Generator_loss: 21.5034 
[INFO] 2021-01-15 15:12:56 > Step:   12800 Progress: 12.8% Elapsed: 3:12:53 temperature: no ada_p: No Discriminator_loss: -1.18408 Generator_loss: 45.1496 
[INFO] 2021-01-15 15:14:23 > Step:   12900 Progress: 12.9% Elapsed: 3:14:20 temperature: no ada_p: No Discriminator_loss: -1.59447 Generator_loss: 38.9265 
[INFO] 2021-01-15 15:15:50 > Step:   13000 Progress: 13.0% Elapsed: 3:15:47 temperature: no ada_p: No Discriminator_loss: -2.0504 Generator_loss: 38.4428 
[INFO] 2021-01-15 15:17:17 > Step:   13100 Progress: 13.1% Elapsed: 3:17:14 temperature: no ada_p: No Discriminator_loss: -2.08198 Generator_loss: 36.0229 
[INFO] 2021-01-15 15:18:43 > Step:   13200 Progress: 13.2% Elapsed: 3:18:40 temperature: no ada_p: No Discriminator_loss: -2.18242 Generator_loss: 38.3716 
[INFO] 2021-01-15 15:20:11 > Step:   13300 Progress: 13.3% Elapsed: 3:20:08 temperature: no ada_p: No Discriminator_loss: -2.37007 Generator_loss: 51.421 
[INFO] 2021-01-15 15:21:37 > Step:   13400 Progress: 13.4% Elapsed: 3:21:34 temperature: no ada_p: No Discriminator_loss: -3.37284 Generator_loss: 21.4443 
[INFO] 2021-01-15 15:23:04 > Step:   13500 Progress: 13.5% Elapsed: 3:23:01 temperature: no ada_p: No Discriminator_loss: -2.51262 Generator_loss: 42.1382 
[INFO] 2021-01-15 15:24:31 > Step:   13600 Progress: 13.6% Elapsed: 3:24:28 temperature: no ada_p: No Discriminator_loss: -3.32745 Generator_loss: 18.9558 
[INFO] 2021-01-15 15:25:58 > Step:   13700 Progress: 13.7% Elapsed: 3:25:55 temperature: no ada_p: No Discriminator_loss: 1.64204 Generator_loss: -32.0751 
[INFO] 2021-01-15 15:27:25 > Step:   13800 Progress: 13.8% Elapsed: 3:27:22 temperature: no ada_p: No Discriminator_loss: 1.21829 Generator_loss: 147.814 
[INFO] 2021-01-15 15:28:51 > Step:   13900 Progress: 13.9% Elapsed: 3:28:48 temperature: no ada_p: No Discriminator_loss: 0.124149 Generator_loss: 184.164 
[INFO] 2021-01-15 15:30:18 > Step:   14000 Progress: 14.0% Elapsed: 3:30:15 temperature: no ada_p: No Discriminator_loss: 0.507766 Generator_loss: 199.939 
[INFO] 2021-01-15 15:30:18 > Start Evaluation (14000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 15:30:18 > Calculating FID Score....
[INFO] 2021-01-15 15:30:39 > Calculating Inception Score....
[INFO] 2021-01-15 15:30:51 > Calculate F_beta Score....
[INFO] 2021-01-15 15:31:29 > F_8 score (Step: 14000, Using valid images): 0.6011678480621617
[INFO] 2021-01-15 15:31:29 > F_1/8 score (Step: 14000, Using valid images): 0.8037065403257688
[INFO] 2021-01-15 15:31:29 > FID score (Step: 14000, Using valid moments): 65.74632886065729
[INFO] 2021-01-15 15:31:29 > Inception score (Step: 14000, 10000 generated images): 6.9497294425964355
[INFO] 2021-01-15 15:31:29 > Best FID score (Step: 12000, Using valid moments): 50.68237415102868
[INFO] 2021-01-15 15:31:30 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 15:32:58 > Step:   14100 Progress: 14.1% Elapsed: 3:32:55 temperature: no ada_p: No Discriminator_loss: 0.651927 Generator_loss: 200.508 
[INFO] 2021-01-15 15:34:25 > Step:   14200 Progress: 14.2% Elapsed: 3:34:22 temperature: no ada_p: No Discriminator_loss: 0.394548 Generator_loss: 182.629 
[INFO] 2021-01-15 15:35:51 > Step:   14300 Progress: 14.3% Elapsed: 3:35:48 temperature: no ada_p: No Discriminator_loss: 0.227656 Generator_loss: 175.978 
[INFO] 2021-01-15 15:37:18 > Step:   14400 Progress: 14.4% Elapsed: 3:37:15 temperature: no ada_p: No Discriminator_loss: -0.0300897 Generator_loss: 143.128 
[INFO] 2021-01-15 15:38:45 > Step:   14500 Progress: 14.5% Elapsed: 3:38:42 temperature: no ada_p: No Discriminator_loss: 0.0727366 Generator_loss: 140.848 
[INFO] 2021-01-15 15:40:12 > Step:   14600 Progress: 14.6% Elapsed: 3:40:09 temperature: no ada_p: No Discriminator_loss: -0.282526 Generator_loss: 126.656 
[INFO] 2021-01-15 15:41:39 > Step:   14700 Progress: 14.7% Elapsed: 3:41:36 temperature: no ada_p: No Discriminator_loss: 0.0634888 Generator_loss: 89.9333 
[INFO] 2021-01-15 15:43:05 > Step:   14800 Progress: 14.8% Elapsed: 3:43:02 temperature: no ada_p: No Discriminator_loss: -0.76985 Generator_loss: 87.9409 
[INFO] 2021-01-15 15:44:33 > Step:   14900 Progress: 14.9% Elapsed: 3:44:30 temperature: no ada_p: No Discriminator_loss: -0.81878 Generator_loss: 73.8224 
[INFO] 2021-01-15 15:45:59 > Step:   15000 Progress: 15.0% Elapsed: 3:45:56 temperature: no ada_p: No Discriminator_loss: -1.08068 Generator_loss: 87.7969 
[INFO] 2021-01-15 15:47:26 > Step:   15100 Progress: 15.1% Elapsed: 3:47:23 temperature: no ada_p: No Discriminator_loss: -0.932473 Generator_loss: 106.128 
[INFO] 2021-01-15 15:48:53 > Step:   15200 Progress: 15.2% Elapsed: 3:48:50 temperature: no ada_p: No Discriminator_loss: -1.48306 Generator_loss: 106.745 
[INFO] 2021-01-15 15:50:20 > Step:   15300 Progress: 15.3% Elapsed: 3:50:17 temperature: no ada_p: No Discriminator_loss: -1.07148 Generator_loss: 105.494 
[INFO] 2021-01-15 15:51:47 > Step:   15400 Progress: 15.4% Elapsed: 3:51:44 temperature: no ada_p: No Discriminator_loss: -1.5936 Generator_loss: 110.825 
[INFO] 2021-01-15 15:53:14 > Step:   15500 Progress: 15.5% Elapsed: 3:53:11 temperature: no ada_p: No Discriminator_loss: -1.72585 Generator_loss: 107.079 
[INFO] 2021-01-15 15:54:40 > Step:   15600 Progress: 15.6% Elapsed: 3:54:37 temperature: no ada_p: No Discriminator_loss: -1.49608 Generator_loss: 111.369 
[INFO] 2021-01-15 15:56:08 > Step:   15700 Progress: 15.7% Elapsed: 3:56:05 temperature: no ada_p: No Discriminator_loss: -1.562 Generator_loss: 105.32 
[INFO] 2021-01-15 15:57:35 > Step:   15800 Progress: 15.8% Elapsed: 3:57:32 temperature: no ada_p: No Discriminator_loss: -1.88186 Generator_loss: 89.1782 
[INFO] 2021-01-15 15:59:01 > Step:   15900 Progress: 15.9% Elapsed: 3:58:58 temperature: no ada_p: No Discriminator_loss: -1.78019 Generator_loss: 96.98 
[INFO] 2021-01-15 16:00:29 > Step:   16000 Progress: 16.0% Elapsed: 4:00:25 temperature: no ada_p: No Discriminator_loss: -1.93431 Generator_loss: 84.3278 
[INFO] 2021-01-15 16:00:29 > Start Evaluation (16000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 16:00:29 > Calculating FID Score....
[INFO] 2021-01-15 16:00:49 > Calculating Inception Score....
[INFO] 2021-01-15 16:01:02 > Calculate F_beta Score....
[INFO] 2021-01-15 16:01:40 > F_8 score (Step: 16000, Using valid images): 0.6995314212461085
[INFO] 2021-01-15 16:01:40 > F_1/8 score (Step: 16000, Using valid images): 0.9142124855018072
[INFO] 2021-01-15 16:01:40 > FID score (Step: 16000, Using valid moments): 46.363768449661734
[INFO] 2021-01-15 16:01:40 > Inception score (Step: 16000, 10000 generated images): 8.879437446594238
[INFO] 2021-01-15 16:01:40 > Best FID score (Step: 16000, Using valid moments): 46.363768449661734
[INFO] 2021-01-15 16:01:41 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 16:03:08 > Step:   16100 Progress: 16.1% Elapsed: 4:03:05 temperature: no ada_p: No Discriminator_loss: -1.69263 Generator_loss: 71.3875 
[INFO] 2021-01-15 16:04:35 > Step:   16200 Progress: 16.2% Elapsed: 4:04:32 temperature: no ada_p: No Discriminator_loss: -3.07392 Generator_loss: 60.0197 
[INFO] 2021-01-15 16:06:01 > Step:   16300 Progress: 16.3% Elapsed: 4:05:58 temperature: no ada_p: No Discriminator_loss: -1.60615 Generator_loss: 65.0407 
[INFO] 2021-01-15 16:07:29 > Step:   16400 Progress: 16.4% Elapsed: 4:07:26 temperature: no ada_p: No Discriminator_loss: -1.90154 Generator_loss: 72.1249 
[INFO] 2021-01-15 16:08:56 > Step:   16500 Progress: 16.5% Elapsed: 4:08:53 temperature: no ada_p: No Discriminator_loss: -3.28603 Generator_loss: 69.4203 
[INFO] 2021-01-15 16:10:22 > Step:   16600 Progress: 16.6% Elapsed: 4:10:19 temperature: no ada_p: No Discriminator_loss: -0.480554 Generator_loss: 3.72534 
[INFO] 2021-01-15 16:11:49 > Step:   16700 Progress: 16.7% Elapsed: 4:11:46 temperature: no ada_p: No Discriminator_loss: -1.68493 Generator_loss: 77.5759 
[INFO] 2021-01-15 16:13:16 > Step:   16800 Progress: 16.8% Elapsed: 4:13:13 temperature: no ada_p: No Discriminator_loss: -1.96229 Generator_loss: 58.3819 
[INFO] 2021-01-15 16:14:43 > Step:   16900 Progress: 16.9% Elapsed: 4:14:40 temperature: no ada_p: No Discriminator_loss: -2.81166 Generator_loss: 67.4557 
[INFO] 2021-01-15 16:16:10 > Step:   17000 Progress: 17.0% Elapsed: 4:16:06 temperature: no ada_p: No Discriminator_loss: -7.02884 Generator_loss: 58.5016 
[INFO] 2021-01-15 16:17:36 > Step:   17100 Progress: 17.1% Elapsed: 4:17:33 temperature: no ada_p: No Discriminator_loss: -2.61854 Generator_loss: 62.7479 
[INFO] 2021-01-15 16:19:04 > Step:   17200 Progress: 17.2% Elapsed: 4:19:01 temperature: no ada_p: No Discriminator_loss: -1.02343 Generator_loss: 56.4222 
[INFO] 2021-01-15 16:20:30 > Step:   17300 Progress: 17.3% Elapsed: 4:20:27 temperature: no ada_p: No Discriminator_loss: -4.2354 Generator_loss: 46.887 
[INFO] 2021-01-15 16:21:57 > Step:   17400 Progress: 17.4% Elapsed: 4:21:54 temperature: no ada_p: No Discriminator_loss: -3.85899 Generator_loss: 43.5188 
[INFO] 2021-01-15 16:23:24 > Step:   17500 Progress: 17.5% Elapsed: 4:23:21 temperature: no ada_p: No Discriminator_loss: -0.559222 Generator_loss: 54.4639 
[INFO] 2021-01-15 16:24:51 > Step:   17600 Progress: 17.6% Elapsed: 4:24:48 temperature: no ada_p: No Discriminator_loss: -1.57962 Generator_loss: 50.4567 
[INFO] 2021-01-15 16:26:18 > Step:   17700 Progress: 17.7% Elapsed: 4:26:15 temperature: no ada_p: No Discriminator_loss: -1.88796 Generator_loss: 61.8039 
[INFO] 2021-01-15 16:27:44 > Step:   17800 Progress: 17.8% Elapsed: 4:27:41 temperature: no ada_p: No Discriminator_loss: -1.77792 Generator_loss: 50.7738 
[INFO] 2021-01-15 16:29:11 > Step:   17900 Progress: 17.9% Elapsed: 4:29:08 temperature: no ada_p: No Discriminator_loss: -2.56115 Generator_loss: 53.5004 
[INFO] 2021-01-15 16:30:39 > Step:   18000 Progress: 18.0% Elapsed: 4:30:35 temperature: no ada_p: No Discriminator_loss: -2.37531 Generator_loss: 40.5695 
[INFO] 2021-01-15 16:30:39 > Start Evaluation (18000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 16:30:39 > Calculating FID Score....
[INFO] 2021-01-15 16:30:59 > Calculating Inception Score....
[INFO] 2021-01-15 16:31:12 > Calculate F_beta Score....
[INFO] 2021-01-15 16:31:51 > F_8 score (Step: 18000, Using valid images): 0.6860282714171791
[INFO] 2021-01-15 16:31:51 > F_1/8 score (Step: 18000, Using valid images): 0.9065396344384075
[INFO] 2021-01-15 16:31:51 > FID score (Step: 18000, Using valid moments): 49.647741822740954
[INFO] 2021-01-15 16:31:51 > Inception score (Step: 18000, 10000 generated images): 8.834712028503418
[INFO] 2021-01-15 16:31:51 > Best FID score (Step: 16000, Using valid moments): 46.363768449661734
[INFO] 2021-01-15 16:31:51 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 16:33:18 > Step:   18100 Progress: 18.1% Elapsed: 4:33:15 temperature: no ada_p: No Discriminator_loss: 1.74241 Generator_loss: 52.717 
[INFO] 2021-01-15 16:34:45 > Step:   18200 Progress: 18.2% Elapsed: 4:34:42 temperature: no ada_p: No Discriminator_loss: 0.631982 Generator_loss: 11.4985 
[INFO] 2021-01-15 16:36:11 > Step:   18300 Progress: 18.3% Elapsed: 4:36:08 temperature: no ada_p: No Discriminator_loss: 0.246593 Generator_loss: -4.7217 
[INFO] 2021-01-15 16:37:39 > Step:   18400 Progress: 18.4% Elapsed: 4:37:36 temperature: no ada_p: No Discriminator_loss: 0.22731 Generator_loss: -12.9201 
[INFO] 2021-01-15 16:39:05 > Step:   18500 Progress: 18.5% Elapsed: 4:39:02 temperature: no ada_p: No Discriminator_loss: 0.112726 Generator_loss: -11.4215 
[INFO] 2021-01-15 16:40:32 > Step:   18600 Progress: 18.6% Elapsed: 4:40:29 temperature: no ada_p: No Discriminator_loss: 0.351113 Generator_loss: -7.33423 
[INFO] 2021-01-15 16:41:59 > Step:   18700 Progress: 18.7% Elapsed: 4:41:56 temperature: no ada_p: No Discriminator_loss: 0.130853 Generator_loss: -25.9116 
[INFO] 2021-01-15 16:43:26 > Step:   18800 Progress: 18.8% Elapsed: 4:43:23 temperature: no ada_p: No Discriminator_loss: -0.0237222 Generator_loss: -5.13115 
[INFO] 2021-01-15 16:44:53 > Step:   18900 Progress: 18.9% Elapsed: 4:44:50 temperature: no ada_p: No Discriminator_loss: -0.0675133 Generator_loss: -11.6946 
[INFO] 2021-01-15 16:46:20 > Step:   19000 Progress: 19.0% Elapsed: 4:46:16 temperature: no ada_p: No Discriminator_loss: 0.177063 Generator_loss: -1.27688 
[INFO] 2021-01-15 16:47:46 > Step:   19100 Progress: 19.1% Elapsed: 4:47:43 temperature: no ada_p: No Discriminator_loss: -0.226464 Generator_loss: 9.1322 
[INFO] 2021-01-15 16:49:14 > Step:   19200 Progress: 19.2% Elapsed: 4:49:10 temperature: no ada_p: No Discriminator_loss: -0.338364 Generator_loss: 9.86963 
[INFO] 2021-01-15 16:50:40 > Step:   19300 Progress: 19.3% Elapsed: 4:50:37 temperature: no ada_p: No Discriminator_loss: -0.412039 Generator_loss: 25.1894 
[INFO] 2021-01-15 16:52:07 > Step:   19400 Progress: 19.4% Elapsed: 4:52:04 temperature: no ada_p: No Discriminator_loss: -0.490667 Generator_loss: 38.5507 
[INFO] 2021-01-15 16:53:33 > Step:   19500 Progress: 19.5% Elapsed: 4:53:30 temperature: no ada_p: No Discriminator_loss: -0.522238 Generator_loss: 58.9725 
[INFO] 2021-01-15 16:55:01 > Step:   19600 Progress: 19.6% Elapsed: 4:54:58 temperature: no ada_p: No Discriminator_loss: -0.922197 Generator_loss: 70.5257 
[INFO] 2021-01-15 16:56:28 > Step:   19700 Progress: 19.7% Elapsed: 4:56:25 temperature: no ada_p: No Discriminator_loss: -1.01304 Generator_loss: 83.0587 
[INFO] 2021-01-15 16:57:55 > Step:   19800 Progress: 19.8% Elapsed: 4:57:51 temperature: no ada_p: No Discriminator_loss: -1.34591 Generator_loss: 93.6994 
[INFO] 2021-01-15 16:59:22 > Step:   19900 Progress: 19.9% Elapsed: 4:59:19 temperature: no ada_p: No Discriminator_loss: -1.50591 Generator_loss: 106.557 
[INFO] 2021-01-15 17:00:49 > Step:   20000 Progress: 20.0% Elapsed: 5:00:45 temperature: no ada_p: No Discriminator_loss: -1.18859 Generator_loss: 97.4018 
[INFO] 2021-01-15 17:00:49 > Start Evaluation (20000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 17:00:49 > Calculating FID Score....
[INFO] 2021-01-15 17:01:09 > Calculating Inception Score....
[INFO] 2021-01-15 17:01:22 > Calculate F_beta Score....
[INFO] 2021-01-15 17:02:00 > F_8 score (Step: 20000, Using valid images): 0.6854945877640634
[INFO] 2021-01-15 17:02:00 > F_1/8 score (Step: 20000, Using valid images): 0.9196891741583382
[INFO] 2021-01-15 17:02:00 > FID score (Step: 20000, Using valid moments): 47.91881344705945
[INFO] 2021-01-15 17:02:00 > Inception score (Step: 20000, 10000 generated images): 8.468303680419922
[INFO] 2021-01-15 17:02:00 > Best FID score (Step: 16000, Using valid moments): 46.363768449661734
[INFO] 2021-01-15 17:02:01 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 17:03:28 > Step:   20100 Progress: 20.1% Elapsed: 5:03:25 temperature: no ada_p: No Discriminator_loss: -1.60946 Generator_loss: 97.9053 
[INFO] 2021-01-15 17:04:54 > Step:   20200 Progress: 20.2% Elapsed: 5:04:51 temperature: no ada_p: No Discriminator_loss: -1.37405 Generator_loss: 103.14 
[INFO] 2021-01-15 17:06:22 > Step:   20300 Progress: 20.3% Elapsed: 5:06:19 temperature: no ada_p: No Discriminator_loss: -1.74486 Generator_loss: 118.852 
[INFO] 2021-01-15 17:07:48 > Step:   20400 Progress: 20.4% Elapsed: 5:07:45 temperature: no ada_p: No Discriminator_loss: -2.34834 Generator_loss: 96.4164 
[INFO] 2021-01-15 17:09:15 > Step:   20500 Progress: 20.5% Elapsed: 5:09:12 temperature: no ada_p: No Discriminator_loss: -1.55414 Generator_loss: 86.0295 
[INFO] 2021-01-15 17:10:42 > Step:   20600 Progress: 20.6% Elapsed: 5:10:39 temperature: no ada_p: No Discriminator_loss: -1.83123 Generator_loss: 93.0528 
[INFO] 2021-01-15 17:12:09 > Step:   20700 Progress: 20.7% Elapsed: 5:12:06 temperature: no ada_p: No Discriminator_loss: 0.03884 Generator_loss: 79.4882 
[INFO] 2021-01-15 17:13:36 > Step:   20800 Progress: 20.8% Elapsed: 5:13:33 temperature: no ada_p: No Discriminator_loss: -1.83641 Generator_loss: 74.7852 
[INFO] 2021-01-15 17:15:02 > Step:   20900 Progress: 20.9% Elapsed: 5:14:59 temperature: no ada_p: No Discriminator_loss: -1.86218 Generator_loss: 74.9262 
[INFO] 2021-01-15 17:16:29 > Step:   21000 Progress: 21.0% Elapsed: 5:16:26 temperature: no ada_p: No Discriminator_loss: -2.154 Generator_loss: 65.4324 
[INFO] 2021-01-15 17:17:57 > Step:   21100 Progress: 21.1% Elapsed: 5:17:53 temperature: no ada_p: No Discriminator_loss: -2.4164 Generator_loss: 71.5331 
[INFO] 2021-01-15 17:19:23 > Step:   21200 Progress: 21.2% Elapsed: 5:19:20 temperature: no ada_p: No Discriminator_loss: -1.40608 Generator_loss: 64.8874 
[INFO] 2021-01-15 17:20:50 > Step:   21300 Progress: 21.3% Elapsed: 5:20:47 temperature: no ada_p: No Discriminator_loss: -2.3289 Generator_loss: 70.0306 
[INFO] 2021-01-15 17:22:17 > Step:   21400 Progress: 21.4% Elapsed: 5:22:14 temperature: no ada_p: No Discriminator_loss: -1.51405 Generator_loss: 61.6464 
[INFO] 2021-01-15 17:23:44 > Step:   21500 Progress: 21.5% Elapsed: 5:23:41 temperature: no ada_p: No Discriminator_loss: -1.5088 Generator_loss: 76.9897 
[INFO] 2021-01-15 17:25:11 > Step:   21600 Progress: 21.6% Elapsed: 5:25:08 temperature: no ada_p: No Discriminator_loss: -3.4324 Generator_loss: 54.4036 
[INFO] 2021-01-15 17:26:38 > Step:   21700 Progress: 21.7% Elapsed: 5:26:34 temperature: no ada_p: No Discriminator_loss: -1.59791 Generator_loss: 71.9854 
[INFO] 2021-01-15 17:28:04 > Step:   21800 Progress: 21.8% Elapsed: 5:28:01 temperature: no ada_p: No Discriminator_loss: -1.03817 Generator_loss: 51.2749 
[INFO] 2021-01-15 17:29:31 > Step:   21900 Progress: 21.9% Elapsed: 5:29:28 temperature: no ada_p: No Discriminator_loss: -2.0887 Generator_loss: 65.0086 
[INFO] 2021-01-15 17:30:58 > Step:   22000 Progress: 22.0% Elapsed: 5:30:55 temperature: no ada_p: No Discriminator_loss: -1.5813 Generator_loss: 46.4642 
[INFO] 2021-01-15 17:30:58 > Start Evaluation (22000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 17:30:58 > Calculating FID Score....
[INFO] 2021-01-15 17:31:19 > Calculating Inception Score....
[INFO] 2021-01-15 17:31:31 > Calculate F_beta Score....
[INFO] 2021-01-15 17:32:09 > F_8 score (Step: 22000, Using valid images): 0.7107276891276666
[INFO] 2021-01-15 17:32:09 > F_1/8 score (Step: 22000, Using valid images): 0.9097407318274268
[INFO] 2021-01-15 17:32:09 > FID score (Step: 22000, Using valid moments): 46.90675677638313
[INFO] 2021-01-15 17:32:09 > Inception score (Step: 22000, 10000 generated images): 8.948636054992676
[INFO] 2021-01-15 17:32:09 > Best FID score (Step: 16000, Using valid moments): 46.363768449661734
[INFO] 2021-01-15 17:32:10 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 17:33:36 > Step:   22100 Progress: 22.1% Elapsed: 5:33:33 temperature: no ada_p: No Discriminator_loss: -2.05731 Generator_loss: 58.6594 
[INFO] 2021-01-15 17:35:03 > Step:   22200 Progress: 22.2% Elapsed: 5:35:00 temperature: no ada_p: No Discriminator_loss: -2.30921 Generator_loss: 7.92881 
[INFO] 2021-01-15 17:36:31 > Step:   22300 Progress: 22.3% Elapsed: 5:36:27 temperature: no ada_p: No Discriminator_loss: -5.37361 Generator_loss: 36.5772 
[INFO] 2021-01-15 17:37:57 > Step:   22400 Progress: 22.4% Elapsed: 5:37:54 temperature: no ada_p: No Discriminator_loss: -1.82862 Generator_loss: 47.6653 
[INFO] 2021-01-15 17:39:24 > Step:   22500 Progress: 22.5% Elapsed: 5:39:21 temperature: no ada_p: No Discriminator_loss: -1.24186 Generator_loss: 58.474 
[INFO] 2021-01-15 17:40:51 > Step:   22600 Progress: 22.6% Elapsed: 5:40:48 temperature: no ada_p: No Discriminator_loss: -1.30022 Generator_loss: 43.2194 
[INFO] 2021-01-15 17:42:18 > Step:   22700 Progress: 22.7% Elapsed: 5:42:15 temperature: no ada_p: No Discriminator_loss: -1.63183 Generator_loss: 40.9566 
[INFO] 2021-01-15 17:43:45 > Step:   22800 Progress: 22.8% Elapsed: 5:43:41 temperature: no ada_p: No Discriminator_loss: -8.63225 Generator_loss: 56.6363 
[INFO] 2021-01-15 17:45:11 > Step:   22900 Progress: 22.9% Elapsed: 5:45:08 temperature: no ada_p: No Discriminator_loss: -1.51498 Generator_loss: 39.7108 
[INFO] 2021-01-15 17:46:38 > Step:   23000 Progress: 23.0% Elapsed: 5:46:35 temperature: no ada_p: No Discriminator_loss: -2.90681 Generator_loss: 32.3527 
[INFO] 2021-01-15 17:48:05 > Step:   23100 Progress: 23.1% Elapsed: 5:48:02 temperature: no ada_p: No Discriminator_loss: -0.19412 Generator_loss: 42.8806 
[INFO] 2021-01-15 17:49:32 > Step:   23200 Progress: 23.2% Elapsed: 5:49:29 temperature: no ada_p: No Discriminator_loss: -2.29701 Generator_loss: 34.499 
[INFO] 2021-01-15 17:50:59 > Step:   23300 Progress: 23.3% Elapsed: 5:50:56 temperature: no ada_p: No Discriminator_loss: 0.0276442 Generator_loss: 13.1509 
[INFO] 2021-01-15 17:52:26 > Step:   23400 Progress: 23.4% Elapsed: 5:52:22 temperature: no ada_p: No Discriminator_loss: -0.876471 Generator_loss: 19.8424 
[INFO] 2021-01-15 17:53:53 > Step:   23500 Progress: 23.5% Elapsed: 5:53:50 temperature: no ada_p: No Discriminator_loss: -1.53246 Generator_loss: 42.2589 
[INFO] 2021-01-15 17:55:20 > Step:   23600 Progress: 23.6% Elapsed: 5:55:17 temperature: no ada_p: No Discriminator_loss: -1.95053 Generator_loss: 56.8112 
[INFO] 2021-01-15 17:56:47 > Step:   23700 Progress: 23.7% Elapsed: 5:56:44 temperature: no ada_p: No Discriminator_loss: -1.86689 Generator_loss: 49.1331 
[INFO] 2021-01-15 17:58:14 > Step:   23800 Progress: 23.8% Elapsed: 5:58:11 temperature: no ada_p: No Discriminator_loss: -2.21015 Generator_loss: 32.5121 
[INFO] 2021-01-15 17:59:41 > Step:   23900 Progress: 23.9% Elapsed: 5:59:38 temperature: no ada_p: No Discriminator_loss: -2.4253 Generator_loss: 22.918 
[INFO] 2021-01-15 18:01:07 > Step:   24000 Progress: 24.0% Elapsed: 6:01:04 temperature: no ada_p: No Discriminator_loss: -0.678635 Generator_loss: 37.9705 
[INFO] 2021-01-15 18:01:07 > Start Evaluation (24000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 18:01:07 > Calculating FID Score....
[INFO] 2021-01-15 18:01:28 > Calculating Inception Score....
[INFO] 2021-01-15 18:01:41 > Calculate F_beta Score....
[INFO] 2021-01-15 18:02:19 > F_8 score (Step: 24000, Using valid images): 0.6869243026946297
[INFO] 2021-01-15 18:02:19 > F_1/8 score (Step: 24000, Using valid images): 0.8849658832607751
[INFO] 2021-01-15 18:02:19 > FID score (Step: 24000, Using valid moments): 55.60773685281282
[INFO] 2021-01-15 18:02:19 > Inception score (Step: 24000, 10000 generated images): 8.135059356689453
[INFO] 2021-01-15 18:02:19 > Best FID score (Step: 16000, Using valid moments): 46.363768449661734
[INFO] 2021-01-15 18:02:20 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 18:03:46 > Step:   24100 Progress: 24.1% Elapsed: 6:03:43 temperature: no ada_p: No Discriminator_loss: -1.92705 Generator_loss: 37.1002 
[INFO] 2021-01-15 18:05:14 > Step:   24200 Progress: 24.2% Elapsed: 6:05:11 temperature: no ada_p: No Discriminator_loss: -0.563255 Generator_loss: 24.9263 
[INFO] 2021-01-15 18:06:40 > Step:   24300 Progress: 24.3% Elapsed: 6:06:37 temperature: no ada_p: No Discriminator_loss: -1.28766 Generator_loss: 36.9615 
[INFO] 2021-01-15 18:08:07 > Step:   24400 Progress: 24.4% Elapsed: 6:08:04 temperature: no ada_p: No Discriminator_loss: -1.46146 Generator_loss: 30.5099 
[INFO] 2021-01-15 18:09:34 > Step:   24500 Progress: 24.5% Elapsed: 6:09:31 temperature: no ada_p: No Discriminator_loss: -7.23269 Generator_loss: 25.1234 
[INFO] 2021-01-15 18:11:01 > Step:   24600 Progress: 24.6% Elapsed: 6:10:58 temperature: no ada_p: No Discriminator_loss: -1.38914 Generator_loss: 20.8933 
[INFO] 2021-01-15 18:12:28 > Step:   24700 Progress: 24.7% Elapsed: 6:12:25 temperature: no ada_p: No Discriminator_loss: 3.40624 Generator_loss: 33.5619 
[INFO] 2021-01-15 18:13:55 > Step:   24800 Progress: 24.8% Elapsed: 6:13:52 temperature: no ada_p: No Discriminator_loss: -0.397565 Generator_loss: 5.52973 
[INFO] 2021-01-15 18:15:21 > Step:   24900 Progress: 24.9% Elapsed: 6:15:18 temperature: no ada_p: No Discriminator_loss: -3.98634 Generator_loss: 36.9398 
[INFO] 2021-01-15 18:16:49 > Step:   25000 Progress: 25.0% Elapsed: 6:16:45 temperature: no ada_p: No Discriminator_loss: -1.20745 Generator_loss: 32.5615 
[INFO] 2021-01-15 18:18:15 > Step:   25100 Progress: 25.1% Elapsed: 6:18:12 temperature: no ada_p: No Discriminator_loss: 1.68049 Generator_loss: 42.8482 
[INFO] 2021-01-15 18:19:42 > Step:   25200 Progress: 25.2% Elapsed: 6:19:39 temperature: no ada_p: No Discriminator_loss: -1.09944 Generator_loss: -43.4428 
[INFO] 2021-01-15 18:21:09 > Step:   25300 Progress: 25.3% Elapsed: 6:21:06 temperature: no ada_p: No Discriminator_loss: -3.46932 Generator_loss: 31.3777 
[INFO] 2021-01-15 18:22:36 > Step:   25400 Progress: 25.4% Elapsed: 6:22:33 temperature: no ada_p: No Discriminator_loss: -0.606624 Generator_loss: 39.6409 
[INFO] 2021-01-15 18:24:03 > Step:   25500 Progress: 25.5% Elapsed: 6:24:00 temperature: no ada_p: No Discriminator_loss: -1.41774 Generator_loss: 52.9893 
[INFO] 2021-01-15 18:25:30 > Step:   25600 Progress: 25.6% Elapsed: 6:25:27 temperature: no ada_p: No Discriminator_loss: -2.12248 Generator_loss: 65.5581 
[INFO] 2021-01-15 18:26:56 > Step:   25700 Progress: 25.7% Elapsed: 6:26:53 temperature: no ada_p: No Discriminator_loss: -0.0575803 Generator_loss: 63.3162 
[INFO] 2021-01-15 18:28:24 > Step:   25800 Progress: 25.8% Elapsed: 6:28:21 temperature: no ada_p: No Discriminator_loss: -1.01051 Generator_loss: 67.3803 
[INFO] 2021-01-15 18:29:50 > Step:   25900 Progress: 25.9% Elapsed: 6:29:47 temperature: no ada_p: No Discriminator_loss: -1.27196 Generator_loss: 46.7097 
[INFO] 2021-01-15 18:31:17 > Step:   26000 Progress: 26.0% Elapsed: 6:31:14 temperature: no ada_p: No Discriminator_loss: -8.48385 Generator_loss: 70.9026 
[INFO] 2021-01-15 18:31:17 > Start Evaluation (26000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 18:31:17 > Calculating FID Score....
[INFO] 2021-01-15 18:31:38 > Calculating Inception Score....
[INFO] 2021-01-15 18:31:50 > Calculate F_beta Score....
[INFO] 2021-01-15 18:32:29 > F_8 score (Step: 26000, Using valid images): 0.6752666637026723
[INFO] 2021-01-15 18:32:29 > F_1/8 score (Step: 26000, Using valid images): 0.7987430416118912
[INFO] 2021-01-15 18:32:29 > FID score (Step: 26000, Using valid moments): 60.976138303993196
[INFO] 2021-01-15 18:32:29 > Inception score (Step: 26000, 10000 generated images): 8.034496307373047
[INFO] 2021-01-15 18:32:29 > Best FID score (Step: 16000, Using valid moments): 46.363768449661734
[INFO] 2021-01-15 18:32:29 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 18:33:56 > Step:   26100 Progress: 26.1% Elapsed: 6:33:53 temperature: no ada_p: No Discriminator_loss: -0.647548 Generator_loss: 83.2551 
[INFO] 2021-01-15 18:35:23 > Step:   26200 Progress: 26.2% Elapsed: 6:35:20 temperature: no ada_p: No Discriminator_loss: -1.10179 Generator_loss: 70.8129 
[INFO] 2021-01-15 18:36:50 > Step:   26300 Progress: 26.3% Elapsed: 6:36:47 temperature: no ada_p: No Discriminator_loss: -1.52273 Generator_loss: 70.0576 
[INFO] 2021-01-15 18:38:17 > Step:   26400 Progress: 26.4% Elapsed: 6:38:14 temperature: no ada_p: No Discriminator_loss: -3.61212 Generator_loss: 55.8128 
[INFO] 2021-01-15 18:39:43 > Step:   26500 Progress: 26.5% Elapsed: 6:39:40 temperature: no ada_p: No Discriminator_loss: -0.359224 Generator_loss: 24.5027 
[INFO] 2021-01-15 18:41:11 > Step:   26600 Progress: 26.6% Elapsed: 6:41:07 temperature: no ada_p: No Discriminator_loss: -2.55929 Generator_loss: 71.3054 
[INFO] 2021-01-15 18:42:37 > Step:   26700 Progress: 26.7% Elapsed: 6:42:34 temperature: no ada_p: No Discriminator_loss: 0.872177 Generator_loss: -62.861 
[INFO] 2021-01-15 18:44:04 > Step:   26800 Progress: 26.8% Elapsed: 6:44:01 temperature: no ada_p: No Discriminator_loss: 0.555362 Generator_loss: -85.5609 
[INFO] 2021-01-15 18:45:31 > Step:   26900 Progress: 26.9% Elapsed: 6:45:28 temperature: no ada_p: No Discriminator_loss: -0.234156 Generator_loss: -76.9595 
[INFO] 2021-01-15 18:46:58 > Step:   27000 Progress: 27.0% Elapsed: 6:46:55 temperature: no ada_p: No Discriminator_loss: -0.215721 Generator_loss: -81.612 
[INFO] 2021-01-15 18:48:25 > Step:   27100 Progress: 27.1% Elapsed: 6:48:22 temperature: no ada_p: No Discriminator_loss: -0.710639 Generator_loss: -59.5841 
[INFO] 2021-01-15 18:49:52 > Step:   27200 Progress: 27.2% Elapsed: 6:49:48 temperature: no ada_p: No Discriminator_loss: -0.782836 Generator_loss: -51.8565 
[INFO] 2021-01-15 18:51:18 > Step:   27300 Progress: 27.3% Elapsed: 6:51:15 temperature: no ada_p: No Discriminator_loss: 0.249194 Generator_loss: 19.1231 
[INFO] 2021-01-15 18:52:46 > Step:   27400 Progress: 27.4% Elapsed: 6:52:43 temperature: no ada_p: No Discriminator_loss: -0.106611 Generator_loss: 11.3205 
[INFO] 2021-01-15 18:54:13 > Step:   27500 Progress: 27.5% Elapsed: 6:54:10 temperature: no ada_p: No Discriminator_loss: -1.88392 Generator_loss: 40.1647 
[INFO] 2021-01-15 18:55:39 > Step:   27600 Progress: 27.6% Elapsed: 6:55:36 temperature: no ada_p: No Discriminator_loss: -0.954891 Generator_loss: 16.519 
[INFO] 2021-01-15 18:57:07 > Step:   27700 Progress: 27.7% Elapsed: 6:57:04 temperature: no ada_p: No Discriminator_loss: -2.68542 Generator_loss: 31.6066 
[INFO] 2021-01-15 18:58:33 > Step:   27800 Progress: 27.8% Elapsed: 6:58:30 temperature: no ada_p: No Discriminator_loss: -0.322416 Generator_loss: 54.1458 
[INFO] 2021-01-15 19:00:00 > Step:   27900 Progress: 27.9% Elapsed: 6:59:57 temperature: no ada_p: No Discriminator_loss: -0.198276 Generator_loss: 2.97777 
[INFO] 2021-01-15 19:01:27 > Step:   28000 Progress: 28.0% Elapsed: 7:01:24 temperature: no ada_p: No Discriminator_loss: -0.327863 Generator_loss: -18.5091 
[INFO] 2021-01-15 19:01:27 > Start Evaluation (28000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 19:01:27 > Calculating FID Score....
[INFO] 2021-01-15 19:01:47 > Calculating Inception Score....
[INFO] 2021-01-15 19:02:00 > Calculate F_beta Score....
[INFO] 2021-01-15 19:02:40 > F_8 score (Step: 28000, Using valid images): 0.642119016628587
[INFO] 2021-01-15 19:02:40 > F_1/8 score (Step: 28000, Using valid images): 0.8729088487936627
[INFO] 2021-01-15 19:02:40 > FID score (Step: 28000, Using valid moments): 58.971617249009
[INFO] 2021-01-15 19:02:40 > Inception score (Step: 28000, 10000 generated images): 7.966723442077637
[INFO] 2021-01-15 19:02:40 > Best FID score (Step: 16000, Using valid moments): 46.363768449661734
[INFO] 2021-01-15 19:02:40 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 19:04:08 > Step:   28100 Progress: 28.1% Elapsed: 7:04:05 temperature: no ada_p: No Discriminator_loss: -0.435155 Generator_loss: -14.6044 
[INFO] 2021-01-15 19:05:35 > Step:   28200 Progress: 28.2% Elapsed: 7:05:32 temperature: no ada_p: No Discriminator_loss: -1.16014 Generator_loss: 12.2011 
[INFO] 2021-01-15 19:07:01 > Step:   28300 Progress: 28.3% Elapsed: 7:06:58 temperature: no ada_p: No Discriminator_loss: -0.929422 Generator_loss: 9.30355 
[INFO] 2021-01-15 19:08:28 > Step:   28400 Progress: 28.4% Elapsed: 7:08:25 temperature: no ada_p: No Discriminator_loss: -1.8819 Generator_loss: -6.68144 
[INFO] 2021-01-15 19:09:55 > Step:   28500 Progress: 28.5% Elapsed: 7:09:52 temperature: no ada_p: No Discriminator_loss: -2.60477 Generator_loss: 17.469 
[INFO] 2021-01-15 19:11:22 > Step:   28600 Progress: 28.6% Elapsed: 7:11:19 temperature: no ada_p: No Discriminator_loss: -0.434653 Generator_loss: 16.3061 
[INFO] 2021-01-15 19:12:49 > Step:   28700 Progress: 28.7% Elapsed: 7:12:46 temperature: no ada_p: No Discriminator_loss: -1.55893 Generator_loss: 23.2394 
[INFO] 2021-01-15 19:14:15 > Step:   28800 Progress: 28.8% Elapsed: 7:14:12 temperature: no ada_p: No Discriminator_loss: -1.14728 Generator_loss: 66.333 
[INFO] 2021-01-15 19:15:43 > Step:   28900 Progress: 28.9% Elapsed: 7:15:40 temperature: no ada_p: No Discriminator_loss: 0.534059 Generator_loss: 133.811 
[INFO] 2021-01-15 19:17:09 > Step:   29000 Progress: 29.0% Elapsed: 7:17:06 temperature: no ada_p: No Discriminator_loss: 0.00177968 Generator_loss: 142.204 
[INFO] 2021-01-15 19:18:36 > Step:   29100 Progress: 29.1% Elapsed: 7:18:33 temperature: no ada_p: No Discriminator_loss: 0.609196 Generator_loss: 169.167 
[INFO] 2021-01-15 19:20:03 > Step:   29200 Progress: 29.2% Elapsed: 7:20:00 temperature: no ada_p: No Discriminator_loss: 0.126047 Generator_loss: 208.563 
[INFO] 2021-01-15 19:21:30 > Step:   29300 Progress: 29.3% Elapsed: 7:21:27 temperature: no ada_p: No Discriminator_loss: 0.353496 Generator_loss: 217.557 
[INFO] 2021-01-15 19:22:57 > Step:   29400 Progress: 29.4% Elapsed: 7:22:54 temperature: no ada_p: No Discriminator_loss: -0.0089166 Generator_loss: 225.634 
[INFO] 2021-01-15 19:24:24 > Step:   29500 Progress: 29.5% Elapsed: 7:24:20 temperature: no ada_p: No Discriminator_loss: 0.096946 Generator_loss: 239.772 
[INFO] 2021-01-15 19:25:50 > Step:   29600 Progress: 29.6% Elapsed: 7:25:47 temperature: no ada_p: No Discriminator_loss: 0.299341 Generator_loss: 243.427 
[INFO] 2021-01-15 19:27:18 > Step:   29700 Progress: 29.7% Elapsed: 7:27:15 temperature: no ada_p: No Discriminator_loss: 0.0978152 Generator_loss: 236.128 
[INFO] 2021-01-15 19:28:44 > Step:   29800 Progress: 29.8% Elapsed: 7:28:41 temperature: no ada_p: No Discriminator_loss: 0.242985 Generator_loss: 240.23 
[INFO] 2021-01-15 19:30:11 > Step:   29900 Progress: 29.9% Elapsed: 7:30:08 temperature: no ada_p: No Discriminator_loss: 0.161197 Generator_loss: 243.321 
[INFO] 2021-01-15 19:31:38 > Step:   30000 Progress: 30.0% Elapsed: 7:31:35 temperature: no ada_p: No Discriminator_loss: 0.199999 Generator_loss: 221.572 
[INFO] 2021-01-15 19:31:38 > Start Evaluation (30000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 19:31:38 > Calculating FID Score....
[INFO] 2021-01-15 19:31:58 > Calculating Inception Score....
[INFO] 2021-01-15 19:32:11 > Calculate F_beta Score....
[INFO] 2021-01-15 19:32:49 > F_8 score (Step: 30000, Using valid images): 0.6644722632056025
[INFO] 2021-01-15 19:32:49 > F_1/8 score (Step: 30000, Using valid images): 0.8835655474028453
[INFO] 2021-01-15 19:32:49 > FID score (Step: 30000, Using valid moments): 54.319152551341574
[INFO] 2021-01-15 19:32:49 > Inception score (Step: 30000, 10000 generated images): 8.122635841369629
[INFO] 2021-01-15 19:32:49 > Best FID score (Step: 16000, Using valid moments): 46.363768449661734
[INFO] 2021-01-15 19:32:50 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 19:34:17 > Step:   30100 Progress: 30.1% Elapsed: 7:34:14 temperature: no ada_p: No Discriminator_loss: -0.209105 Generator_loss: 213.52 
[INFO] 2021-01-15 19:35:44 > Step:   30200 Progress: 30.2% Elapsed: 7:35:41 temperature: no ada_p: No Discriminator_loss: -0.190953 Generator_loss: 215.045 
[INFO] 2021-01-15 19:37:11 > Step:   30300 Progress: 30.3% Elapsed: 7:37:08 temperature: no ada_p: No Discriminator_loss: -0.121248 Generator_loss: 236.986 
[INFO] 2021-01-15 19:38:37 > Step:   30400 Progress: 30.4% Elapsed: 7:38:34 temperature: no ada_p: No Discriminator_loss: -0.0935184 Generator_loss: 217.252 
[INFO] 2021-01-15 19:40:05 > Step:   30500 Progress: 30.5% Elapsed: 7:40:02 temperature: no ada_p: No Discriminator_loss: -0.270294 Generator_loss: 221.049 
[INFO] 2021-01-15 19:41:32 > Step:   30600 Progress: 30.6% Elapsed: 7:41:28 temperature: no ada_p: No Discriminator_loss: -0.220536 Generator_loss: 197.796 
[INFO] 2021-01-15 19:42:58 > Step:   30700 Progress: 30.7% Elapsed: 7:42:55 temperature: no ada_p: No Discriminator_loss: -0.614563 Generator_loss: 208.226 
[INFO] 2021-01-15 19:44:25 > Step:   30800 Progress: 30.8% Elapsed: 7:44:22 temperature: no ada_p: No Discriminator_loss: -0.515936 Generator_loss: 197.068 
[INFO] 2021-01-15 19:45:52 > Step:   30900 Progress: 30.9% Elapsed: 7:45:49 temperature: no ada_p: No Discriminator_loss: -0.714163 Generator_loss: 194.483 
[INFO] 2021-01-15 19:47:19 > Step:   31000 Progress: 31.0% Elapsed: 7:47:16 temperature: no ada_p: No Discriminator_loss: -0.553812 Generator_loss: 199.446 
[INFO] 2021-01-15 19:48:46 > Step:   31100 Progress: 31.1% Elapsed: 7:48:43 temperature: no ada_p: No Discriminator_loss: -0.654969 Generator_loss: 192.543 
[INFO] 2021-01-15 19:50:12 > Step:   31200 Progress: 31.2% Elapsed: 7:50:09 temperature: no ada_p: No Discriminator_loss: -0.693008 Generator_loss: 186.175 
[INFO] 2021-01-15 19:51:40 > Step:   31300 Progress: 31.3% Elapsed: 7:51:37 temperature: no ada_p: No Discriminator_loss: -1.02094 Generator_loss: 179.782 
[INFO] 2021-01-15 19:53:07 > Step:   31400 Progress: 31.4% Elapsed: 7:53:04 temperature: no ada_p: No Discriminator_loss: -0.885636 Generator_loss: 154.429 
[INFO] 2021-01-15 19:54:33 > Step:   31500 Progress: 31.5% Elapsed: 7:54:30 temperature: no ada_p: No Discriminator_loss: -0.970148 Generator_loss: 179.599 
[INFO] 2021-01-15 19:56:01 > Step:   31600 Progress: 31.6% Elapsed: 7:55:58 temperature: no ada_p: No Discriminator_loss: -1.23064 Generator_loss: 147.414 
[INFO] 2021-01-15 19:57:28 > Step:   31700 Progress: 31.7% Elapsed: 7:57:24 temperature: no ada_p: No Discriminator_loss: -0.290835 Generator_loss: 113.867 
[INFO] 2021-01-15 19:58:54 > Step:   31800 Progress: 31.8% Elapsed: 7:58:51 temperature: no ada_p: No Discriminator_loss: -1.34637 Generator_loss: 154.534 
[INFO] 2021-01-15 20:00:21 > Step:   31900 Progress: 31.9% Elapsed: 8:00:18 temperature: no ada_p: No Discriminator_loss: -1.03442 Generator_loss: 161.023 
[INFO] 2021-01-15 20:01:48 > Step:   32000 Progress: 32.0% Elapsed: 8:01:45 temperature: no ada_p: No Discriminator_loss: -0.990776 Generator_loss: 100.633 
[INFO] 2021-01-15 20:01:48 > Start Evaluation (32000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 20:01:48 > Calculating FID Score....
[INFO] 2021-01-15 20:02:09 > Calculating Inception Score....
[INFO] 2021-01-15 20:02:22 > Calculate F_beta Score....
[INFO] 2021-01-15 20:03:00 > F_8 score (Step: 32000, Using valid images): 0.7223910536720736
[INFO] 2021-01-15 20:03:00 > F_1/8 score (Step: 32000, Using valid images): 0.9105569986843657
[INFO] 2021-01-15 20:03:00 > FID score (Step: 32000, Using valid moments): 44.715931152425014
[INFO] 2021-01-15 20:03:00 > Inception score (Step: 32000, 10000 generated images): 9.591690063476562
[INFO] 2021-01-15 20:03:00 > Best FID score (Step: 32000, Using valid moments): 44.715931152425014
[INFO] 2021-01-15 20:03:02 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 20:04:28 > Step:   32100 Progress: 32.1% Elapsed: 8:04:25 temperature: no ada_p: No Discriminator_loss: 0.790919 Generator_loss: 165.46 
[INFO] 2021-01-15 20:05:55 > Step:   32200 Progress: 32.2% Elapsed: 8:05:52 temperature: no ada_p: No Discriminator_loss: 0.20306 Generator_loss: 221.759 
[INFO] 2021-01-15 20:07:22 > Step:   32300 Progress: 32.3% Elapsed: 8:07:19 temperature: no ada_p: No Discriminator_loss: -0.135076 Generator_loss: 175.008 
[INFO] 2021-01-15 20:08:49 > Step:   32400 Progress: 32.4% Elapsed: 8:08:46 temperature: no ada_p: No Discriminator_loss: -0.159532 Generator_loss: 176.034 
[INFO] 2021-01-15 20:10:16 > Step:   32500 Progress: 32.5% Elapsed: 8:10:13 temperature: no ada_p: No Discriminator_loss: -0.417425 Generator_loss: 188.156 
[INFO] 2021-01-15 20:11:42 > Step:   32600 Progress: 32.6% Elapsed: 8:11:39 temperature: no ada_p: No Discriminator_loss: -0.89881 Generator_loss: 201.705 
[INFO] 2021-01-15 20:13:09 > Step:   32700 Progress: 32.7% Elapsed: 8:13:06 temperature: no ada_p: No Discriminator_loss: -1.06423 Generator_loss: 194.127 
[INFO] 2021-01-15 20:14:36 > Step:   32800 Progress: 32.8% Elapsed: 8:14:33 temperature: no ada_p: No Discriminator_loss: -1.36095 Generator_loss: 191.185 
[INFO] 2021-01-15 20:16:03 > Step:   32900 Progress: 32.9% Elapsed: 8:16:00 temperature: no ada_p: No Discriminator_loss: -0.923181 Generator_loss: 178.625 
[INFO] 2021-01-15 20:17:30 > Step:   33000 Progress: 33.0% Elapsed: 8:17:27 temperature: no ada_p: No Discriminator_loss: -1.30123 Generator_loss: 172.273 
[INFO] 2021-01-15 20:18:57 > Step:   33100 Progress: 33.1% Elapsed: 8:18:54 temperature: no ada_p: No Discriminator_loss: -1.17792 Generator_loss: 167.862 
[INFO] 2021-01-15 20:20:24 > Step:   33200 Progress: 33.2% Elapsed: 8:20:21 temperature: no ada_p: No Discriminator_loss: -1.39819 Generator_loss: 176.863 
[INFO] 2021-01-15 20:21:51 > Step:   33300 Progress: 33.3% Elapsed: 8:21:48 temperature: no ada_p: No Discriminator_loss: -1.35875 Generator_loss: 166.596 
[INFO] 2021-01-15 20:23:18 > Step:   33400 Progress: 33.4% Elapsed: 8:23:15 temperature: no ada_p: No Discriminator_loss: -1.09838 Generator_loss: 168.872 
[INFO] 2021-01-15 20:24:45 > Step:   33500 Progress: 33.5% Elapsed: 8:24:42 temperature: no ada_p: No Discriminator_loss: -1.24539 Generator_loss: 155.846 
[INFO] 2021-01-15 20:26:12 > Step:   33600 Progress: 33.6% Elapsed: 8:26:09 temperature: no ada_p: No Discriminator_loss: -1.44594 Generator_loss: 162.092 
[INFO] 2021-01-15 20:27:39 > Step:   33700 Progress: 33.7% Elapsed: 8:27:36 temperature: no ada_p: No Discriminator_loss: -1.35565 Generator_loss: 142.117 
[INFO] 2021-01-15 20:29:05 > Step:   33800 Progress: 33.8% Elapsed: 8:29:02 temperature: no ada_p: No Discriminator_loss: -1.1544 Generator_loss: 161.652 
[INFO] 2021-01-15 20:30:32 > Step:   33900 Progress: 33.9% Elapsed: 8:30:29 temperature: no ada_p: No Discriminator_loss: -1.52962 Generator_loss: 137.837 
[INFO] 2021-01-15 20:32:00 > Step:   34000 Progress: 34.0% Elapsed: 8:31:57 temperature: no ada_p: No Discriminator_loss: -1.4445 Generator_loss: 133.659 
[INFO] 2021-01-15 20:32:00 > Start Evaluation (34000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 20:32:00 > Calculating FID Score....
[INFO] 2021-01-15 20:32:20 > Calculating Inception Score....
[INFO] 2021-01-15 20:32:33 > Calculate F_beta Score....
[INFO] 2021-01-15 20:33:13 > F_8 score (Step: 34000, Using valid images): 0.7219688260389147
[INFO] 2021-01-15 20:33:13 > F_1/8 score (Step: 34000, Using valid images): 0.9272749789905559
[INFO] 2021-01-15 20:33:13 > FID score (Step: 34000, Using valid moments): 43.468601868318046
[INFO] 2021-01-15 20:33:13 > Inception score (Step: 34000, 10000 generated images): 9.384490966796875
[INFO] 2021-01-15 20:33:13 > Best FID score (Step: 34000, Using valid moments): 43.468601868318046
[INFO] 2021-01-15 20:33:15 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 20:34:41 > Step:   34100 Progress: 34.1% Elapsed: 8:34:38 temperature: no ada_p: No Discriminator_loss: -1.55066 Generator_loss: 146.72 
[INFO] 2021-01-15 20:36:08 > Step:   34200 Progress: 34.2% Elapsed: 8:36:05 temperature: no ada_p: No Discriminator_loss: 0.541572 Generator_loss: 21.4922 
[INFO] 2021-01-15 20:37:35 > Step:   34300 Progress: 34.3% Elapsed: 8:37:32 temperature: no ada_p: No Discriminator_loss: -1.60975 Generator_loss: 110.871 
[INFO] 2021-01-15 20:39:02 > Step:   34400 Progress: 34.4% Elapsed: 8:38:59 temperature: no ada_p: No Discriminator_loss: -3.19538 Generator_loss: 121.444 
[INFO] 2021-01-15 20:40:29 > Step:   34500 Progress: 34.5% Elapsed: 8:40:26 temperature: no ada_p: No Discriminator_loss: -1.2658 Generator_loss: 123.835 
[INFO] 2021-01-15 20:41:55 > Step:   34600 Progress: 34.6% Elapsed: 8:41:52 temperature: no ada_p: No Discriminator_loss: 1.11683 Generator_loss: 60.6431 
[INFO] 2021-01-15 20:43:22 > Step:   34700 Progress: 34.7% Elapsed: 8:43:19 temperature: no ada_p: No Discriminator_loss: -0.0189045 Generator_loss: 188.957 
[INFO] 2021-01-15 20:44:49 > Step:   34800 Progress: 34.8% Elapsed: 8:44:46 temperature: no ada_p: No Discriminator_loss: -0.36866 Generator_loss: 183.889 
[INFO] 2021-01-15 20:46:16 > Step:   34900 Progress: 34.9% Elapsed: 8:46:13 temperature: no ada_p: No Discriminator_loss: -0.852583 Generator_loss: 80.0269 
[INFO] 2021-01-15 20:47:43 > Step:   35000 Progress: 35.0% Elapsed: 8:47:40 temperature: no ada_p: No Discriminator_loss: -4.82523 Generator_loss: 47.261 
[INFO] 2021-01-15 20:49:10 > Step:   35100 Progress: 35.1% Elapsed: 8:49:06 temperature: no ada_p: No Discriminator_loss: -1.86752 Generator_loss: 94.9474 
[INFO] 2021-01-15 20:50:37 > Step:   35200 Progress: 35.2% Elapsed: 8:50:34 temperature: no ada_p: No Discriminator_loss: -0.373532 Generator_loss: 208.127 
[INFO] 2021-01-15 20:52:04 > Step:   35300 Progress: 35.3% Elapsed: 8:52:01 temperature: no ada_p: No Discriminator_loss: -1.39135 Generator_loss: 216.514 
[INFO] 2021-01-15 20:53:30 > Step:   35400 Progress: 35.4% Elapsed: 8:53:27 temperature: no ada_p: No Discriminator_loss: -4.75047 Generator_loss: 138.337 
[INFO] 2021-01-15 20:54:58 > Step:   35500 Progress: 35.5% Elapsed: 8:54:55 temperature: no ada_p: No Discriminator_loss: -1.75784 Generator_loss: 131.041 
[INFO] 2021-01-15 20:56:25 > Step:   35600 Progress: 35.6% Elapsed: 8:56:22 temperature: no ada_p: No Discriminator_loss: -0.0870797 Generator_loss: 96.2317 
[INFO] 2021-01-15 20:57:51 > Step:   35700 Progress: 35.7% Elapsed: 8:57:48 temperature: no ada_p: No Discriminator_loss: -0.912202 Generator_loss: 132.16 
[INFO] 2021-01-15 20:59:18 > Step:   35800 Progress: 35.8% Elapsed: 8:59:15 temperature: no ada_p: No Discriminator_loss: -1.22518 Generator_loss: 129.314 
[INFO] 2021-01-15 21:00:45 > Step:   35900 Progress: 35.9% Elapsed: 9:00:42 temperature: no ada_p: No Discriminator_loss: -1.3654 Generator_loss: 145.492 
[INFO] 2021-01-15 21:02:12 > Step:   36000 Progress: 36.0% Elapsed: 9:02:09 temperature: no ada_p: No Discriminator_loss: -0.927037 Generator_loss: 106.546 
[INFO] 2021-01-15 21:02:12 > Start Evaluation (36000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 21:02:12 > Calculating FID Score....
[INFO] 2021-01-15 21:02:32 > Calculating Inception Score....
[INFO] 2021-01-15 21:02:45 > Calculate F_beta Score....
[INFO] 2021-01-15 21:03:24 > F_8 score (Step: 36000, Using valid images): 0.6921736885298767
[INFO] 2021-01-15 21:03:24 > F_1/8 score (Step: 36000, Using valid images): 0.8921583799199625
[INFO] 2021-01-15 21:03:24 > FID score (Step: 36000, Using valid moments): 52.08955328578952
[INFO] 2021-01-15 21:03:24 > Inception score (Step: 36000, 10000 generated images): 8.431289672851562
[INFO] 2021-01-15 21:03:24 > Best FID score (Step: 34000, Using valid moments): 43.468601868318046
[INFO] 2021-01-15 21:03:25 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 21:04:52 > Step:   36100 Progress: 36.1% Elapsed: 9:04:49 temperature: no ada_p: No Discriminator_loss: -0.231394 Generator_loss: 146.522 
[INFO] 2021-01-15 21:06:19 > Step:   36200 Progress: 36.2% Elapsed: 9:06:16 temperature: no ada_p: No Discriminator_loss: -0.79158 Generator_loss: 120.125 
[INFO] 2021-01-15 21:07:46 > Step:   36300 Progress: 36.3% Elapsed: 9:07:43 temperature: no ada_p: No Discriminator_loss: -1.14193 Generator_loss: 104.203 
[INFO] 2021-01-15 21:09:13 > Step:   36400 Progress: 36.4% Elapsed: 9:09:09 temperature: no ada_p: No Discriminator_loss: -0.809001 Generator_loss: 16.4821 
[INFO] 2021-01-15 21:10:39 > Step:   36500 Progress: 36.5% Elapsed: 9:10:36 temperature: no ada_p: No Discriminator_loss: -1.12809 Generator_loss: 58.5656 
[INFO] 2021-01-15 21:12:06 > Step:   36600 Progress: 36.6% Elapsed: 9:12:03 temperature: no ada_p: No Discriminator_loss: -1.1787 Generator_loss: 77.7266 
[INFO] 2021-01-15 21:13:33 > Step:   36700 Progress: 36.7% Elapsed: 9:13:30 temperature: no ada_p: No Discriminator_loss: -1.66507 Generator_loss: 196.495 
[INFO] 2021-01-15 21:15:00 > Step:   36800 Progress: 36.8% Elapsed: 9:14:57 temperature: no ada_p: No Discriminator_loss: -1.91572 Generator_loss: 129.763 
[INFO] 2021-01-15 21:16:27 > Step:   36900 Progress: 36.9% Elapsed: 9:16:24 temperature: no ada_p: No Discriminator_loss: 0.810431 Generator_loss: -27.1792 
[INFO] 2021-01-15 21:17:53 > Step:   37000 Progress: 37.0% Elapsed: 9:17:50 temperature: no ada_p: No Discriminator_loss: 0.0732478 Generator_loss: -49.2341 
[INFO] 2021-01-15 21:19:21 > Step:   37100 Progress: 37.1% Elapsed: 9:19:18 temperature: no ada_p: No Discriminator_loss: -0.0130886 Generator_loss: -72.379 
[INFO] 2021-01-15 21:20:47 > Step:   37200 Progress: 37.2% Elapsed: 9:20:44 temperature: no ada_p: No Discriminator_loss: -0.236311 Generator_loss: -84.7946 
[INFO] 2021-01-15 21:22:14 > Step:   37300 Progress: 37.3% Elapsed: 9:22:11 temperature: no ada_p: No Discriminator_loss: 0.178526 Generator_loss: -37.4863 
[INFO] 2021-01-15 21:23:41 > Step:   37400 Progress: 37.4% Elapsed: 9:23:38 temperature: no ada_p: No Discriminator_loss: -0.313408 Generator_loss: -22.4517 
[INFO] 2021-01-15 21:25:08 > Step:   37500 Progress: 37.5% Elapsed: 9:25:05 temperature: no ada_p: No Discriminator_loss: -0.417537 Generator_loss: -0.831308 
[INFO] 2021-01-15 21:26:35 > Step:   37600 Progress: 37.6% Elapsed: 9:26:32 temperature: no ada_p: No Discriminator_loss: -0.592264 Generator_loss: 51.8231 
[INFO] 2021-01-15 21:28:02 > Step:   37700 Progress: 37.7% Elapsed: 9:27:59 temperature: no ada_p: No Discriminator_loss: -0.830866 Generator_loss: 78.5295 
[INFO] 2021-01-15 21:29:28 > Step:   37800 Progress: 37.8% Elapsed: 9:29:25 temperature: no ada_p: No Discriminator_loss: -0.592974 Generator_loss: 111.35 
[INFO] 2021-01-15 21:30:56 > Step:   37900 Progress: 37.9% Elapsed: 9:30:53 temperature: no ada_p: No Discriminator_loss: -0.793783 Generator_loss: 124.873 
[INFO] 2021-01-15 21:32:23 > Step:   38000 Progress: 38.0% Elapsed: 9:32:20 temperature: no ada_p: No Discriminator_loss: -0.965732 Generator_loss: 124.768 
[INFO] 2021-01-15 21:32:23 > Start Evaluation (38000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 21:32:23 > Calculating FID Score....
[INFO] 2021-01-15 21:32:43 > Calculating Inception Score....
[INFO] 2021-01-15 21:32:56 > Calculate F_beta Score....
[INFO] 2021-01-15 21:33:35 > F_8 score (Step: 38000, Using valid images): 0.7244400924687125
[INFO] 2021-01-15 21:33:35 > F_1/8 score (Step: 38000, Using valid images): 0.9077255868977363
[INFO] 2021-01-15 21:33:35 > FID score (Step: 38000, Using valid moments): 44.67872870544062
[INFO] 2021-01-15 21:33:35 > Inception score (Step: 38000, 10000 generated images): 9.21510124206543
[INFO] 2021-01-15 21:33:35 > Best FID score (Step: 34000, Using valid moments): 43.468601868318046
[INFO] 2021-01-15 21:33:36 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 21:35:02 > Step:   38100 Progress: 38.1% Elapsed: 9:34:59 temperature: no ada_p: No Discriminator_loss: -1.21324 Generator_loss: 135.487 
[INFO] 2021-01-15 21:36:29 > Step:   38200 Progress: 38.2% Elapsed: 9:36:26 temperature: no ada_p: No Discriminator_loss: -1.18254 Generator_loss: 131.316 
[INFO] 2021-01-15 21:37:56 > Step:   38300 Progress: 38.3% Elapsed: 9:37:53 temperature: no ada_p: No Discriminator_loss: -0.10764 Generator_loss: 131.775 
[INFO] 2021-01-15 21:39:23 > Step:   38400 Progress: 38.4% Elapsed: 9:39:20 temperature: no ada_p: No Discriminator_loss: -3.57759 Generator_loss: 134.896 
[INFO] 2021-01-15 21:40:50 > Step:   38500 Progress: 38.5% Elapsed: 9:40:47 temperature: no ada_p: No Discriminator_loss: -0.899274 Generator_loss: 80.3259 
[INFO] 2021-01-15 21:42:17 > Step:   38600 Progress: 38.6% Elapsed: 9:42:14 temperature: no ada_p: No Discriminator_loss: -1.12289 Generator_loss: 129.527 
[INFO] 2021-01-15 21:43:44 > Step:   38700 Progress: 38.7% Elapsed: 9:43:41 temperature: no ada_p: No Discriminator_loss: -1.24717 Generator_loss: 120.641 
[INFO] 2021-01-15 21:45:11 > Step:   38800 Progress: 38.8% Elapsed: 9:45:08 temperature: no ada_p: No Discriminator_loss: -1.41029 Generator_loss: 110.835 
[INFO] 2021-01-15 21:46:37 > Step:   38900 Progress: 38.9% Elapsed: 9:46:34 temperature: no ada_p: No Discriminator_loss: 0.469142 Generator_loss: 47.8927 
[INFO] 2021-01-15 21:48:04 > Step:   39000 Progress: 39.0% Elapsed: 9:48:01 temperature: no ada_p: No Discriminator_loss: 0.761515 Generator_loss: 106.093 
[INFO] 2021-01-15 21:49:32 > Step:   39100 Progress: 39.1% Elapsed: 9:49:28 temperature: no ada_p: No Discriminator_loss: -0.188229 Generator_loss: 130.28 
[INFO] 2021-01-15 21:50:58 > Step:   39200 Progress: 39.2% Elapsed: 9:50:55 temperature: no ada_p: No Discriminator_loss: 0.0773402 Generator_loss: 141.161 
[INFO] 2021-01-15 21:52:25 > Step:   39300 Progress: 39.3% Elapsed: 9:52:22 temperature: no ada_p: No Discriminator_loss: 0.708359 Generator_loss: 148.09 
[INFO] 2021-01-15 21:53:52 > Step:   39400 Progress: 39.4% Elapsed: 9:53:49 temperature: no ada_p: No Discriminator_loss: 0.651567 Generator_loss: 172.132 
[INFO] 2021-01-15 21:55:19 > Step:   39500 Progress: 39.5% Elapsed: 9:55:16 temperature: no ada_p: No Discriminator_loss: 0.291666 Generator_loss: 157.454 
[INFO] 2021-01-15 21:56:46 > Step:   39600 Progress: 39.6% Elapsed: 9:56:43 temperature: no ada_p: No Discriminator_loss: -0.0513733 Generator_loss: 159.479 
[INFO] 2021-01-15 21:58:12 > Step:   39700 Progress: 39.7% Elapsed: 9:58:09 temperature: no ada_p: No Discriminator_loss: 0.582833 Generator_loss: 162.863 
[INFO] 2021-01-15 21:59:40 > Step:   39800 Progress: 39.8% Elapsed: 9:59:37 temperature: no ada_p: No Discriminator_loss: -0.305553 Generator_loss: 152.925 
[INFO] 2021-01-15 22:01:06 > Step:   39900 Progress: 39.9% Elapsed: 10:01:03 temperature: no ada_p: No Discriminator_loss: 0.226476 Generator_loss: 149.467 
[INFO] 2021-01-15 22:02:33 > Step:   40000 Progress: 40.0% Elapsed: 10:02:30 temperature: no ada_p: No Discriminator_loss: -0.0362646 Generator_loss: 189.771 
[INFO] 2021-01-15 22:02:33 > Start Evaluation (40000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 22:02:33 > Calculating FID Score....
[INFO] 2021-01-15 22:02:54 > Calculating Inception Score....
[INFO] 2021-01-15 22:03:06 > Calculate F_beta Score....
[INFO] 2021-01-15 22:03:44 > F_8 score (Step: 40000, Using valid images): 0.6486877579809237
[INFO] 2021-01-15 22:03:44 > F_1/8 score (Step: 40000, Using valid images): 0.8583799355773957
[INFO] 2021-01-15 22:03:44 > FID score (Step: 40000, Using valid moments): 57.190477332711964
[INFO] 2021-01-15 22:03:44 > Inception score (Step: 40000, 10000 generated images): 7.556769371032715
[INFO] 2021-01-15 22:03:44 > Best FID score (Step: 34000, Using valid moments): 43.468601868318046
[INFO] 2021-01-15 22:03:46 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 22:05:12 > Step:   40100 Progress: 40.1% Elapsed: 10:05:09 temperature: no ada_p: No Discriminator_loss: 0.0862071 Generator_loss: 149.859 
[INFO] 2021-01-15 22:06:39 > Step:   40200 Progress: 40.2% Elapsed: 10:06:36 temperature: no ada_p: No Discriminator_loss: 0.429907 Generator_loss: 179.502 
[INFO] 2021-01-15 22:08:06 > Step:   40300 Progress: 40.3% Elapsed: 10:08:03 temperature: no ada_p: No Discriminator_loss: -0.0169531 Generator_loss: 147.975 
[INFO] 2021-01-15 22:09:33 > Step:   40400 Progress: 40.4% Elapsed: 10:09:30 temperature: no ada_p: No Discriminator_loss: -0.253986 Generator_loss: 158.311 
[INFO] 2021-01-15 22:10:59 > Step:   40500 Progress: 40.5% Elapsed: 10:10:56 temperature: no ada_p: No Discriminator_loss: -0.0661852 Generator_loss: 134.651 
[INFO] 2021-01-15 22:12:27 > Step:   40600 Progress: 40.6% Elapsed: 10:12:24 temperature: no ada_p: No Discriminator_loss: -0.327017 Generator_loss: 98.2627 
[INFO] 2021-01-15 22:13:54 > Step:   40700 Progress: 40.7% Elapsed: 10:13:50 temperature: no ada_p: No Discriminator_loss: -0.232595 Generator_loss: 104.36 
[INFO] 2021-01-15 22:15:20 > Step:   40800 Progress: 40.8% Elapsed: 10:15:17 temperature: no ada_p: No Discriminator_loss: -0.754853 Generator_loss: 98.7433 
[INFO] 2021-01-15 22:16:47 > Step:   40900 Progress: 40.9% Elapsed: 10:16:44 temperature: no ada_p: No Discriminator_loss: -0.611015 Generator_loss: 91.9856 
[INFO] 2021-01-15 22:18:14 > Step:   41000 Progress: 41.0% Elapsed: 10:18:11 temperature: no ada_p: No Discriminator_loss: -0.765573 Generator_loss: 111.71 
[INFO] 2021-01-15 22:19:41 > Step:   41100 Progress: 41.1% Elapsed: 10:19:38 temperature: no ada_p: No Discriminator_loss: -0.88982 Generator_loss: 96.537 
[INFO] 2021-01-15 22:21:08 > Step:   41200 Progress: 41.2% Elapsed: 10:21:05 temperature: no ada_p: No Discriminator_loss: -0.842179 Generator_loss: 114.194 
[INFO] 2021-01-15 22:22:34 > Step:   41300 Progress: 41.3% Elapsed: 10:22:31 temperature: no ada_p: No Discriminator_loss: -0.889339 Generator_loss: 117.321 
[INFO] 2021-01-15 22:24:02 > Step:   41400 Progress: 41.4% Elapsed: 10:23:59 temperature: no ada_p: No Discriminator_loss: -0.832484 Generator_loss: 108.404 
[INFO] 2021-01-15 22:25:28 > Step:   41500 Progress: 41.5% Elapsed: 10:25:25 temperature: no ada_p: No Discriminator_loss: -1.45537 Generator_loss: 108.115 
[INFO] 2021-01-15 22:26:55 > Step:   41600 Progress: 41.6% Elapsed: 10:26:52 temperature: no ada_p: No Discriminator_loss: -0.518445 Generator_loss: 120.544 
[INFO] 2021-01-15 22:28:22 > Step:   41700 Progress: 41.7% Elapsed: 10:28:19 temperature: no ada_p: No Discriminator_loss: -1.04445 Generator_loss: 115.198 
[INFO] 2021-01-15 22:29:49 > Step:   41800 Progress: 41.8% Elapsed: 10:29:46 temperature: no ada_p: No Discriminator_loss: -1.52969 Generator_loss: 137.833 
[INFO] 2021-01-15 22:31:16 > Step:   41900 Progress: 41.9% Elapsed: 10:31:13 temperature: no ada_p: No Discriminator_loss: 0.683283 Generator_loss: 108.172 
[INFO] 2021-01-15 22:32:43 > Step:   42000 Progress: 42.0% Elapsed: 10:32:39 temperature: no ada_p: No Discriminator_loss: -0.0188664 Generator_loss: 138.802 
[INFO] 2021-01-15 22:32:43 > Start Evaluation (42000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 22:32:43 > Calculating FID Score....
[INFO] 2021-01-15 22:33:04 > Calculating Inception Score....
[INFO] 2021-01-15 22:33:16 > Calculate F_beta Score....
[INFO] 2021-01-15 22:33:56 > F_8 score (Step: 42000, Using valid images): 0.6843749660086752
[INFO] 2021-01-15 22:33:56 > F_1/8 score (Step: 42000, Using valid images): 0.8984867238903713
[INFO] 2021-01-15 22:33:56 > FID score (Step: 42000, Using valid moments): 50.15207352876348
[INFO] 2021-01-15 22:33:56 > Inception score (Step: 42000, 10000 generated images): 8.647144317626953
[INFO] 2021-01-15 22:33:56 > Best FID score (Step: 34000, Using valid moments): 43.468601868318046
[INFO] 2021-01-15 22:33:57 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 22:35:23 > Step:   42100 Progress: 42.1% Elapsed: 10:35:20 temperature: no ada_p: No Discriminator_loss: -0.494361 Generator_loss: 146.19 
[INFO] 2021-01-15 22:36:51 > Step:   42200 Progress: 42.2% Elapsed: 10:36:48 temperature: no ada_p: No Discriminator_loss: -1.08679 Generator_loss: 120.545 
[INFO] 2021-01-15 22:38:18 > Step:   42300 Progress: 42.3% Elapsed: 10:38:15 temperature: no ada_p: No Discriminator_loss: -1.33824 Generator_loss: 115.764 
[INFO] 2021-01-15 22:39:44 > Step:   42400 Progress: 42.4% Elapsed: 10:39:41 temperature: no ada_p: No Discriminator_loss: -1.7833 Generator_loss: 119.157 
[INFO] 2021-01-15 22:41:11 > Step:   42500 Progress: 42.5% Elapsed: 10:41:08 temperature: no ada_p: No Discriminator_loss: -0.0665422 Generator_loss: 80.8481 
[INFO] 2021-01-15 22:42:38 > Step:   42600 Progress: 42.6% Elapsed: 10:42:35 temperature: no ada_p: No Discriminator_loss: -1.78113 Generator_loss: 75.4942 
[INFO] 2021-01-15 22:44:05 > Step:   42700 Progress: 42.7% Elapsed: 10:44:02 temperature: no ada_p: No Discriminator_loss: 0.784302 Generator_loss: 80.7451 
[INFO] 2021-01-15 22:45:32 > Step:   42800 Progress: 42.8% Elapsed: 10:45:29 temperature: no ada_p: No Discriminator_loss: -0.772088 Generator_loss: 115.118 
[INFO] 2021-01-15 22:46:58 > Step:   42900 Progress: 42.9% Elapsed: 10:46:55 temperature: no ada_p: No Discriminator_loss: -1.3381 Generator_loss: 131.044 
[INFO] 2021-01-15 22:48:26 > Step:   43000 Progress: 43.0% Elapsed: 10:48:23 temperature: no ada_p: No Discriminator_loss: 0.292408 Generator_loss: 11.9541 
[INFO] 2021-01-15 22:49:53 > Step:   43100 Progress: 43.1% Elapsed: 10:49:49 temperature: no ada_p: No Discriminator_loss: -0.364122 Generator_loss: 107.18 
[INFO] 2021-01-15 22:51:19 > Step:   43200 Progress: 43.2% Elapsed: 10:51:16 temperature: no ada_p: No Discriminator_loss: -0.156744 Generator_loss: 103.013 
[INFO] 2021-01-15 22:52:46 > Step:   43300 Progress: 43.3% Elapsed: 10:52:43 temperature: no ada_p: No Discriminator_loss: -0.0338391 Generator_loss: 134.11 
[INFO] 2021-01-15 22:54:13 > Step:   43400 Progress: 43.4% Elapsed: 10:54:10 temperature: no ada_p: No Discriminator_loss: -0.482952 Generator_loss: 177.774 
[INFO] 2021-01-15 22:55:40 > Step:   43500 Progress: 43.5% Elapsed: 10:55:37 temperature: no ada_p: No Discriminator_loss: -0.930519 Generator_loss: 179.826 
[INFO] 2021-01-15 22:57:07 > Step:   43600 Progress: 43.6% Elapsed: 10:57:04 temperature: no ada_p: No Discriminator_loss: -0.584318 Generator_loss: 194.464 
[INFO] 2021-01-15 22:58:34 > Step:   43700 Progress: 43.7% Elapsed: 10:58:31 temperature: no ada_p: No Discriminator_loss: -0.349486 Generator_loss: 180.598 
[INFO] 2021-01-15 23:00:01 > Step:   43800 Progress: 43.8% Elapsed: 10:59:57 temperature: no ada_p: No Discriminator_loss: -0.709002 Generator_loss: 192.694 
[INFO] 2021-01-15 23:01:27 > Step:   43900 Progress: 43.9% Elapsed: 11:01:24 temperature: no ada_p: No Discriminator_loss: -0.582608 Generator_loss: 196.935 
[INFO] 2021-01-15 23:02:54 > Step:   44000 Progress: 44.0% Elapsed: 11:02:51 temperature: no ada_p: No Discriminator_loss: -0.784813 Generator_loss: 191.292 
[INFO] 2021-01-15 23:02:54 > Start Evaluation (44000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 23:02:54 > Calculating FID Score....
[INFO] 2021-01-15 23:03:15 > Calculating Inception Score....
[INFO] 2021-01-15 23:03:27 > Calculate F_beta Score....
[INFO] 2021-01-15 23:04:05 > F_8 score (Step: 44000, Using valid images): 0.713948880460735
[INFO] 2021-01-15 23:04:05 > F_1/8 score (Step: 44000, Using valid images): 0.9295530841245376
[INFO] 2021-01-15 23:04:05 > FID score (Step: 44000, Using valid moments): 44.83266282100942
[INFO] 2021-01-15 23:04:05 > Inception score (Step: 44000, 10000 generated images): 9.145299911499023
[INFO] 2021-01-15 23:04:05 > Best FID score (Step: 34000, Using valid moments): 43.468601868318046
[INFO] 2021-01-15 23:04:06 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 23:05:34 > Step:   44100 Progress: 44.1% Elapsed: 11:05:31 temperature: no ada_p: No Discriminator_loss: -1.03048 Generator_loss: 201.02 
[INFO] 2021-01-15 23:07:01 > Step:   44200 Progress: 44.2% Elapsed: 11:06:57 temperature: no ada_p: No Discriminator_loss: -0.953767 Generator_loss: 200.914 
[INFO] 2021-01-15 23:08:27 > Step:   44300 Progress: 44.3% Elapsed: 11:08:24 temperature: no ada_p: No Discriminator_loss: -1.00398 Generator_loss: 208.849 
[INFO] 2021-01-15 23:09:54 > Step:   44400 Progress: 44.4% Elapsed: 11:09:51 temperature: no ada_p: No Discriminator_loss: -1.07117 Generator_loss: 200.567 
[INFO] 2021-01-15 23:11:21 > Step:   44500 Progress: 44.5% Elapsed: 11:11:18 temperature: no ada_p: No Discriminator_loss: -1.42737 Generator_loss: 209.33 
[INFO] 2021-01-15 23:12:48 > Step:   44600 Progress: 44.6% Elapsed: 11:12:45 temperature: no ada_p: No Discriminator_loss: -1.18591 Generator_loss: 201.234 
[INFO] 2021-01-15 23:14:15 > Step:   44700 Progress: 44.7% Elapsed: 11:14:12 temperature: no ada_p: No Discriminator_loss: -0.894004 Generator_loss: 203.714 
[INFO] 2021-01-15 23:15:41 > Step:   44800 Progress: 44.8% Elapsed: 11:15:38 temperature: no ada_p: No Discriminator_loss: -1.22741 Generator_loss: 189.568 
[INFO] 2021-01-15 23:17:09 > Step:   44900 Progress: 44.9% Elapsed: 11:17:06 temperature: no ada_p: No Discriminator_loss: -1.24123 Generator_loss: 196.897 
[INFO] 2021-01-15 23:18:35 > Step:   45000 Progress: 45.0% Elapsed: 11:18:32 temperature: no ada_p: No Discriminator_loss: -1.2142 Generator_loss: 186.188 
[INFO] 2021-01-15 23:20:02 > Step:   45100 Progress: 45.1% Elapsed: 11:19:59 temperature: no ada_p: No Discriminator_loss: -1.62223 Generator_loss: 182.64 
[INFO] 2021-01-15 23:21:29 > Step:   45200 Progress: 45.2% Elapsed: 11:21:26 temperature: no ada_p: No Discriminator_loss: -2.27907 Generator_loss: 194.641 
[INFO] 2021-01-15 23:22:56 > Step:   45300 Progress: 45.3% Elapsed: 11:22:53 temperature: no ada_p: No Discriminator_loss: -1.37431 Generator_loss: 147.47 
[INFO] 2021-01-15 23:24:23 > Step:   45400 Progress: 45.4% Elapsed: 11:24:20 temperature: no ada_p: No Discriminator_loss: -2.60235 Generator_loss: 150.716 
[INFO] 2021-01-15 23:25:50 > Step:   45500 Progress: 45.5% Elapsed: 11:25:47 temperature: no ada_p: No Discriminator_loss: 0.0868596 Generator_loss: 149.791 
[INFO] 2021-01-15 23:27:16 > Step:   45600 Progress: 45.6% Elapsed: 11:27:13 temperature: no ada_p: No Discriminator_loss: 0.0627241 Generator_loss: 259.283 
[INFO] 2021-01-15 23:28:44 > Step:   45700 Progress: 45.7% Elapsed: 11:28:41 temperature: no ada_p: No Discriminator_loss: -0.320503 Generator_loss: 317.199 
[INFO] 2021-01-15 23:30:11 > Step:   45800 Progress: 45.8% Elapsed: 11:30:07 temperature: no ada_p: No Discriminator_loss: -0.53471 Generator_loss: 333.638 
[INFO] 2021-01-15 23:31:37 > Step:   45900 Progress: 45.9% Elapsed: 11:31:34 temperature: no ada_p: No Discriminator_loss: -2.1051 Generator_loss: 273.308 
[INFO] 2021-01-15 23:33:04 > Step:   46000 Progress: 46.0% Elapsed: 11:33:01 temperature: no ada_p: No Discriminator_loss: -0.820778 Generator_loss: 140.547 
[INFO] 2021-01-15 23:33:04 > Start Evaluation (46000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 23:33:04 > Calculating FID Score....
[INFO] 2021-01-15 23:33:24 > Calculating Inception Score....
[INFO] 2021-01-15 23:33:37 > Calculate F_beta Score....
[INFO] 2021-01-15 23:34:15 > F_8 score (Step: 46000, Using valid images): 0.6322114919240686
[INFO] 2021-01-15 23:34:15 > F_1/8 score (Step: 46000, Using valid images): 0.8333884625126549
[INFO] 2021-01-15 23:34:15 > FID score (Step: 46000, Using valid moments): 61.825185901627094
[INFO] 2021-01-15 23:34:15 > Inception score (Step: 46000, 10000 generated images): 7.587155818939209
[INFO] 2021-01-15 23:34:15 > Best FID score (Step: 34000, Using valid moments): 43.468601868318046
[INFO] 2021-01-15 23:34:17 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-15 23:35:44 > Step:   46100 Progress: 46.1% Elapsed: 11:35:41 temperature: no ada_p: No Discriminator_loss: -2.02239 Generator_loss: 136.996 
[INFO] 2021-01-15 23:37:11 > Step:   46200 Progress: 46.2% Elapsed: 11:37:08 temperature: no ada_p: No Discriminator_loss: -0.142826 Generator_loss: 51.8546 
[INFO] 2021-01-15 23:38:38 > Step:   46300 Progress: 46.3% Elapsed: 11:38:34 temperature: no ada_p: No Discriminator_loss: -1.86202 Generator_loss: 53.0023 
[INFO] 2021-01-15 23:40:04 > Step:   46400 Progress: 46.4% Elapsed: 11:40:01 temperature: no ada_p: No Discriminator_loss: -9.14691 Generator_loss: 122.37 
[INFO] 2021-01-15 23:41:31 > Step:   46500 Progress: 46.5% Elapsed: 11:41:28 temperature: no ada_p: No Discriminator_loss: -0.388198 Generator_loss: 135.19 
[INFO] 2021-01-15 23:42:58 > Step:   46600 Progress: 46.6% Elapsed: 11:42:55 temperature: no ada_p: No Discriminator_loss: -0.903642 Generator_loss: 148.052 
[INFO] 2021-01-15 23:44:25 > Step:   46700 Progress: 46.7% Elapsed: 11:44:22 temperature: no ada_p: No Discriminator_loss: -0.841213 Generator_loss: 159.008 
[INFO] 2021-01-15 23:45:51 > Step:   46800 Progress: 46.8% Elapsed: 11:45:48 temperature: no ada_p: No Discriminator_loss: -1.15454 Generator_loss: 177.028 
[INFO] 2021-01-15 23:47:19 > Step:   46900 Progress: 46.9% Elapsed: 11:47:16 temperature: no ada_p: No Discriminator_loss: 0.844904 Generator_loss: 68.9398 
[INFO] 2021-01-15 23:48:46 > Step:   47000 Progress: 47.0% Elapsed: 11:48:43 temperature: no ada_p: No Discriminator_loss: -1.194 Generator_loss: 49.5508 
[INFO] 2021-01-15 23:50:13 > Step:   47100 Progress: 47.1% Elapsed: 11:50:09 temperature: no ada_p: No Discriminator_loss: -8.95063 Generator_loss: 117.65 
[INFO] 2021-01-15 23:51:40 > Step:   47200 Progress: 47.2% Elapsed: 11:51:37 temperature: no ada_p: No Discriminator_loss: -2.50379 Generator_loss: 150.125 
[INFO] 2021-01-15 23:53:07 > Step:   47300 Progress: 47.3% Elapsed: 11:53:04 temperature: no ada_p: No Discriminator_loss: 0.174384 Generator_loss: 66.3181 
[INFO] 2021-01-15 23:54:33 > Step:   47400 Progress: 47.4% Elapsed: 11:54:30 temperature: no ada_p: No Discriminator_loss: -0.0615729 Generator_loss: 69.3698 
[INFO] 2021-01-15 23:56:00 > Step:   47500 Progress: 47.5% Elapsed: 11:55:57 temperature: no ada_p: No Discriminator_loss: -0.980195 Generator_loss: 106.549 
[INFO] 2021-01-15 23:57:27 > Step:   47600 Progress: 47.6% Elapsed: 11:57:24 temperature: no ada_p: No Discriminator_loss: -0.767199 Generator_loss: 130.857 
[INFO] 2021-01-15 23:58:54 > Step:   47700 Progress: 47.7% Elapsed: 11:58:51 temperature: no ada_p: No Discriminator_loss: -0.915068 Generator_loss: 138.675 
[INFO] 2021-01-16 00:00:21 > Step:   47800 Progress: 47.8% Elapsed: 12:00:18 temperature: no ada_p: No Discriminator_loss: -0.873426 Generator_loss: 152.655 
[INFO] 2021-01-16 00:01:47 > Step:   47900 Progress: 47.9% Elapsed: 12:01:44 temperature: no ada_p: No Discriminator_loss: -0.972754 Generator_loss: 170.222 
[INFO] 2021-01-16 00:03:15 > Step:   48000 Progress: 48.0% Elapsed: 12:03:12 temperature: no ada_p: No Discriminator_loss: -1.21754 Generator_loss: 168.578 
[INFO] 2021-01-16 00:03:15 > Start Evaluation (48000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 00:03:15 > Calculating FID Score....
[INFO] 2021-01-16 00:03:35 > Calculating Inception Score....
[INFO] 2021-01-16 00:03:48 > Calculate F_beta Score....
[INFO] 2021-01-16 00:04:27 > F_8 score (Step: 48000, Using valid images): 0.6927921411069178
[INFO] 2021-01-16 00:04:27 > F_1/8 score (Step: 48000, Using valid images): 0.917457957432018
[INFO] 2021-01-16 00:04:27 > FID score (Step: 48000, Using valid moments): 44.991617538377454
[INFO] 2021-01-16 00:04:27 > Inception score (Step: 48000, 10000 generated images): 9.017157554626465
[INFO] 2021-01-16 00:04:27 > Best FID score (Step: 34000, Using valid moments): 43.468601868318046
[INFO] 2021-01-16 00:04:27 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 00:05:54 > Step:   48100 Progress: 48.1% Elapsed: 12:05:51 temperature: no ada_p: No Discriminator_loss: -1.02383 Generator_loss: 170.329 
[INFO] 2021-01-16 00:07:21 > Step:   48200 Progress: 48.2% Elapsed: 12:07:18 temperature: no ada_p: No Discriminator_loss: -1.12939 Generator_loss: 199.138 
[INFO] 2021-01-16 00:08:47 > Step:   48300 Progress: 48.3% Elapsed: 12:08:44 temperature: no ada_p: No Discriminator_loss: -1.198 Generator_loss: 201.794 
[INFO] 2021-01-16 00:10:15 > Step:   48400 Progress: 48.4% Elapsed: 12:10:12 temperature: no ada_p: No Discriminator_loss: -1.5514 Generator_loss: 198.494 
[INFO] 2021-01-16 00:11:42 > Step:   48500 Progress: 48.5% Elapsed: 12:11:39 temperature: no ada_p: No Discriminator_loss: -0.396771 Generator_loss: 205.838 
[INFO] 2021-01-16 00:13:08 > Step:   48600 Progress: 48.6% Elapsed: 12:13:05 temperature: no ada_p: No Discriminator_loss: -1.37213 Generator_loss: 177.177 
[INFO] 2021-01-16 00:14:35 > Step:   48700 Progress: 48.7% Elapsed: 12:14:32 temperature: no ada_p: No Discriminator_loss: -0.75504 Generator_loss: 194.229 
[INFO] 2021-01-16 00:16:02 > Step:   48800 Progress: 48.8% Elapsed: 12:15:59 temperature: no ada_p: No Discriminator_loss: -2.38998 Generator_loss: 183.386 
[INFO] 2021-01-16 00:17:29 > Step:   48900 Progress: 48.9% Elapsed: 12:17:26 temperature: no ada_p: No Discriminator_loss: -0.616754 Generator_loss: 131.126 
[INFO] 2021-01-16 00:18:55 > Step:   49000 Progress: 49.0% Elapsed: 12:18:52 temperature: no ada_p: No Discriminator_loss: -2.53865 Generator_loss: 32.5267 
[INFO] 2021-01-16 00:20:22 > Step:   49100 Progress: 49.1% Elapsed: 12:20:19 temperature: no ada_p: No Discriminator_loss: 0.0282772 Generator_loss: 138.958 
[INFO] 2021-01-16 00:21:49 > Step:   49200 Progress: 49.2% Elapsed: 12:21:46 temperature: no ada_p: No Discriminator_loss: 0.0355355 Generator_loss: 141.327 
[INFO] 2021-01-16 00:23:16 > Step:   49300 Progress: 49.3% Elapsed: 12:23:13 temperature: no ada_p: No Discriminator_loss: -0.406496 Generator_loss: 176.002 
[INFO] 2021-01-16 00:24:43 > Step:   49400 Progress: 49.4% Elapsed: 12:24:40 temperature: no ada_p: No Discriminator_loss: -0.286339 Generator_loss: 183.663 
[INFO] 2021-01-16 00:26:10 > Step:   49500 Progress: 49.5% Elapsed: 12:26:06 temperature: no ada_p: No Discriminator_loss: 0.118639 Generator_loss: 197.682 
[INFO] 2021-01-16 00:27:37 > Step:   49600 Progress: 49.6% Elapsed: 12:27:34 temperature: no ada_p: No Discriminator_loss: -0.459363 Generator_loss: 190.642 
[INFO] 2021-01-16 00:29:03 > Step:   49700 Progress: 49.7% Elapsed: 12:29:00 temperature: no ada_p: No Discriminator_loss: -0.662726 Generator_loss: 235.235 
[INFO] 2021-01-16 00:30:30 > Step:   49800 Progress: 49.8% Elapsed: 12:30:27 temperature: no ada_p: No Discriminator_loss: -0.724646 Generator_loss: 228.45 
[INFO] 2021-01-16 00:31:57 > Step:   49900 Progress: 49.9% Elapsed: 12:31:54 temperature: no ada_p: No Discriminator_loss: -0.665329 Generator_loss: 231.268 
[INFO] 2021-01-16 00:33:24 > Step:   50000 Progress: 50.0% Elapsed: 12:33:21 temperature: no ada_p: No Discriminator_loss: -0.674178 Generator_loss: 240.619 
[INFO] 2021-01-16 00:33:24 > Start Evaluation (50000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 00:33:24 > Calculating FID Score....
[INFO] 2021-01-16 00:33:45 > Calculating Inception Score....
[INFO] 2021-01-16 00:33:58 > Calculate F_beta Score....
[INFO] 2021-01-16 00:34:36 > F_8 score (Step: 50000, Using valid images): 0.7142850812975017
[INFO] 2021-01-16 00:34:36 > F_1/8 score (Step: 50000, Using valid images): 0.9057157013504195
[INFO] 2021-01-16 00:34:36 > FID score (Step: 50000, Using valid moments): 43.92969267726903
[INFO] 2021-01-16 00:34:36 > Inception score (Step: 50000, 10000 generated images): 9.213881492614746
[INFO] 2021-01-16 00:34:36 > Best FID score (Step: 34000, Using valid moments): 43.468601868318046
[INFO] 2021-01-16 00:34:37 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 00:36:04 > Step:   50100 Progress: 50.1% Elapsed: 12:36:01 temperature: no ada_p: No Discriminator_loss: -0.966403 Generator_loss: 235.238 
[INFO] 2021-01-16 00:37:30 > Step:   50200 Progress: 50.2% Elapsed: 12:37:27 temperature: no ada_p: No Discriminator_loss: -0.923304 Generator_loss: 244.235 
[INFO] 2021-01-16 00:38:57 > Step:   50300 Progress: 50.3% Elapsed: 12:38:54 temperature: no ada_p: No Discriminator_loss: -1.09631 Generator_loss: 230.873 
[INFO] 2021-01-16 00:40:24 > Step:   50400 Progress: 50.4% Elapsed: 12:40:21 temperature: no ada_p: No Discriminator_loss: -0.949462 Generator_loss: 244.948 
[INFO] 2021-01-16 00:41:51 > Step:   50500 Progress: 50.5% Elapsed: 12:41:48 temperature: no ada_p: No Discriminator_loss: -1.41932 Generator_loss: 217.114 
[INFO] 2021-01-16 00:43:18 > Step:   50600 Progress: 50.6% Elapsed: 12:43:15 temperature: no ada_p: No Discriminator_loss: -1.33511 Generator_loss: 219.326 
[INFO] 2021-01-16 00:44:45 > Step:   50700 Progress: 50.7% Elapsed: 12:44:42 temperature: no ada_p: No Discriminator_loss: -2.00855 Generator_loss: 185.882 
[INFO] 2021-01-16 00:46:12 > Step:   50800 Progress: 50.8% Elapsed: 12:46:09 temperature: no ada_p: No Discriminator_loss: -1.06291 Generator_loss: 219.99 
[INFO] 2021-01-16 00:47:39 > Step:   50900 Progress: 50.9% Elapsed: 12:47:36 temperature: no ada_p: No Discriminator_loss: -1.17434 Generator_loss: 99.1611 
[INFO] 2021-01-16 00:49:06 > Step:   51000 Progress: 51.0% Elapsed: 12:49:03 temperature: no ada_p: No Discriminator_loss: -0.12935 Generator_loss: 105.528 
[INFO] 2021-01-16 00:50:33 > Step:   51100 Progress: 51.1% Elapsed: 12:50:30 temperature: no ada_p: No Discriminator_loss: -0.651329 Generator_loss: 85.3135 
[INFO] 2021-01-16 00:52:00 > Step:   51200 Progress: 51.2% Elapsed: 12:51:57 temperature: no ada_p: No Discriminator_loss: -0.740623 Generator_loss: 100.173 
[INFO] 2021-01-16 00:53:26 > Step:   51300 Progress: 51.3% Elapsed: 12:53:23 temperature: no ada_p: No Discriminator_loss: -1.16629 Generator_loss: 113.108 
[INFO] 2021-01-16 00:54:53 > Step:   51400 Progress: 51.4% Elapsed: 12:54:50 temperature: no ada_p: No Discriminator_loss: 5.23122 Generator_loss: 102.921 
[INFO] 2021-01-16 00:56:21 > Step:   51500 Progress: 51.5% Elapsed: 12:56:17 temperature: no ada_p: No Discriminator_loss: -13.654 Generator_loss: 163.59 
[INFO] 2021-01-16 00:57:47 > Step:   51600 Progress: 51.6% Elapsed: 12:57:44 temperature: no ada_p: No Discriminator_loss: -0.0629104 Generator_loss: 262.184 
[INFO] 2021-01-16 00:59:14 > Step:   51700 Progress: 51.7% Elapsed: 12:59:11 temperature: no ada_p: No Discriminator_loss: -0.153062 Generator_loss: 290.504 
[INFO] 2021-01-16 01:00:41 > Step:   51800 Progress: 51.8% Elapsed: 13:00:38 temperature: no ada_p: No Discriminator_loss: -0.2769 Generator_loss: 306.852 
[INFO] 2021-01-16 01:02:08 > Step:   51900 Progress: 51.9% Elapsed: 13:02:05 temperature: no ada_p: No Discriminator_loss: -0.0416272 Generator_loss: 309.601 
[INFO] 2021-01-16 01:03:35 > Step:   52000 Progress: 52.0% Elapsed: 13:03:32 temperature: no ada_p: No Discriminator_loss: 0.178705 Generator_loss: 334.164 
[INFO] 2021-01-16 01:03:35 > Start Evaluation (52000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 01:03:35 > Calculating FID Score....
[INFO] 2021-01-16 01:03:55 > Calculating Inception Score....
[INFO] 2021-01-16 01:04:08 > Calculate F_beta Score....
[INFO] 2021-01-16 01:04:46 > F_8 score (Step: 52000, Using valid images): 0.6679137462608141
[INFO] 2021-01-16 01:04:46 > F_1/8 score (Step: 52000, Using valid images): 0.8959203697235897
[INFO] 2021-01-16 01:04:46 > FID score (Step: 52000, Using valid moments): 54.86601144634017
[INFO] 2021-01-16 01:04:46 > Inception score (Step: 52000, 10000 generated images): 8.236923217773438
[INFO] 2021-01-16 01:04:46 > Best FID score (Step: 34000, Using valid moments): 43.468601868318046
[INFO] 2021-01-16 01:04:47 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 01:06:14 > Step:   52100 Progress: 52.1% Elapsed: 13:06:11 temperature: no ada_p: No Discriminator_loss: 0.0775419 Generator_loss: 351.295 
[INFO] 2021-01-16 01:07:41 > Step:   52200 Progress: 52.2% Elapsed: 13:07:38 temperature: no ada_p: No Discriminator_loss: -0.486308 Generator_loss: 363.307 
[INFO] 2021-01-16 01:09:08 > Step:   52300 Progress: 52.3% Elapsed: 13:09:05 temperature: no ada_p: No Discriminator_loss: -0.494534 Generator_loss: 364.739 
[INFO] 2021-01-16 01:10:35 > Step:   52400 Progress: 52.4% Elapsed: 13:10:32 temperature: no ada_p: No Discriminator_loss: -0.135808 Generator_loss: 350.314 
[INFO] 2021-01-16 01:12:01 > Step:   52500 Progress: 52.5% Elapsed: 13:11:58 temperature: no ada_p: No Discriminator_loss: -0.399311 Generator_loss: 347.84 
[INFO] 2021-01-16 01:13:28 > Step:   52600 Progress: 52.6% Elapsed: 13:13:25 temperature: no ada_p: No Discriminator_loss: -0.644538 Generator_loss: 316.599 
[INFO] 2021-01-16 01:14:55 > Step:   52700 Progress: 52.7% Elapsed: 13:14:52 temperature: no ada_p: No Discriminator_loss: -0.626768 Generator_loss: 327.494 
[INFO] 2021-01-16 01:16:22 > Step:   52800 Progress: 52.8% Elapsed: 13:16:19 temperature: no ada_p: No Discriminator_loss: -0.875539 Generator_loss: 331.778 
[INFO] 2021-01-16 01:17:49 > Step:   52900 Progress: 52.9% Elapsed: 13:17:46 temperature: no ada_p: No Discriminator_loss: -0.679345 Generator_loss: 335.496 
[INFO] 2021-01-16 01:19:15 > Step:   53000 Progress: 53.0% Elapsed: 13:19:12 temperature: no ada_p: No Discriminator_loss: -0.865107 Generator_loss: 322.469 
[INFO] 2021-01-16 01:20:43 > Step:   53100 Progress: 53.1% Elapsed: 13:20:40 temperature: no ada_p: No Discriminator_loss: -0.527218 Generator_loss: 321.973 
[INFO] 2021-01-16 01:22:09 > Step:   53200 Progress: 53.2% Elapsed: 13:22:06 temperature: no ada_p: No Discriminator_loss: -0.844503 Generator_loss: 308.549 
[INFO] 2021-01-16 01:23:36 > Step:   53300 Progress: 53.3% Elapsed: 13:23:33 temperature: no ada_p: No Discriminator_loss: -0.536206 Generator_loss: 299.252 
[INFO] 2021-01-16 01:25:03 > Step:   53400 Progress: 53.4% Elapsed: 13:25:00 temperature: no ada_p: No Discriminator_loss: -0.799788 Generator_loss: 293.442 
[INFO] 2021-01-16 01:26:30 > Step:   53500 Progress: 53.5% Elapsed: 13:26:27 temperature: no ada_p: No Discriminator_loss: -0.66086 Generator_loss: 296.12 
[INFO] 2021-01-16 01:27:57 > Step:   53600 Progress: 53.6% Elapsed: 13:27:54 temperature: no ada_p: No Discriminator_loss: -0.73122 Generator_loss: 303.774 
[INFO] 2021-01-16 01:29:23 > Step:   53700 Progress: 53.7% Elapsed: 13:29:20 temperature: no ada_p: No Discriminator_loss: -0.803932 Generator_loss: 286.064 
[INFO] 2021-01-16 01:30:50 > Step:   53800 Progress: 53.8% Elapsed: 13:30:47 temperature: no ada_p: No Discriminator_loss: -0.911448 Generator_loss: 293.058 
[INFO] 2021-01-16 01:32:17 > Step:   53900 Progress: 53.9% Elapsed: 13:32:14 temperature: no ada_p: No Discriminator_loss: -0.858886 Generator_loss: 275.615 
[INFO] 2021-01-16 01:33:44 > Step:   54000 Progress: 54.0% Elapsed: 13:33:41 temperature: no ada_p: No Discriminator_loss: -0.734985 Generator_loss: 282.159 
[INFO] 2021-01-16 01:33:44 > Start Evaluation (54000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 01:33:44 > Calculating FID Score....
[INFO] 2021-01-16 01:34:05 > Calculating Inception Score....
[INFO] 2021-01-16 01:34:17 > Calculate F_beta Score....
[INFO] 2021-01-16 01:34:56 > F_8 score (Step: 54000, Using valid images): 0.7136240500774299
[INFO] 2021-01-16 01:34:56 > F_1/8 score (Step: 54000, Using valid images): 0.918926505660663
[INFO] 2021-01-16 01:34:56 > FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 01:34:56 > Inception score (Step: 54000, 10000 generated images): 9.033269882202148
[INFO] 2021-01-16 01:34:56 > Best FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 01:34:58 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 01:36:25 > Step:   54100 Progress: 54.1% Elapsed: 13:36:22 temperature: no ada_p: No Discriminator_loss: -1.11299 Generator_loss: 274.018 
[INFO] 2021-01-16 01:37:51 > Step:   54200 Progress: 54.2% Elapsed: 13:37:48 temperature: no ada_p: No Discriminator_loss: -0.935225 Generator_loss: 278.06 
[INFO] 2021-01-16 01:39:19 > Step:   54300 Progress: 54.3% Elapsed: 13:39:16 temperature: no ada_p: No Discriminator_loss: -1.21257 Generator_loss: 256.493 
[INFO] 2021-01-16 01:40:45 > Step:   54400 Progress: 54.4% Elapsed: 13:40:42 temperature: no ada_p: No Discriminator_loss: -0.984166 Generator_loss: 260.431 
[INFO] 2021-01-16 01:42:12 > Step:   54500 Progress: 54.5% Elapsed: 13:42:09 temperature: no ada_p: No Discriminator_loss: -0.79248 Generator_loss: 249.05 
[INFO] 2021-01-16 01:43:39 > Step:   54600 Progress: 54.6% Elapsed: 13:43:36 temperature: no ada_p: No Discriminator_loss: -1.29925 Generator_loss: 246.351 
[INFO] 2021-01-16 01:45:06 > Step:   54700 Progress: 54.7% Elapsed: 13:45:03 temperature: no ada_p: No Discriminator_loss: -0.864342 Generator_loss: 235.075 
[INFO] 2021-01-16 01:46:33 > Step:   54800 Progress: 54.8% Elapsed: 13:46:30 temperature: no ada_p: No Discriminator_loss: -0.812601 Generator_loss: 219.389 
[INFO] 2021-01-16 01:48:00 > Step:   54900 Progress: 54.9% Elapsed: 13:47:57 temperature: no ada_p: No Discriminator_loss: -0.252271 Generator_loss: 222.375 
[INFO] 2021-01-16 01:49:27 > Step:   55000 Progress: 55.0% Elapsed: 13:49:24 temperature: no ada_p: No Discriminator_loss: -1.2286 Generator_loss: 228.96 
[INFO] 2021-01-16 01:50:54 > Step:   55100 Progress: 55.1% Elapsed: 13:50:51 temperature: no ada_p: No Discriminator_loss: -1.30375 Generator_loss: 167.021 
[INFO] 2021-01-16 01:52:21 > Step:   55200 Progress: 55.2% Elapsed: 13:52:17 temperature: no ada_p: No Discriminator_loss: -0.77467 Generator_loss: 234.904 
[INFO] 2021-01-16 01:53:47 > Step:   55300 Progress: 55.3% Elapsed: 13:53:44 temperature: no ada_p: No Discriminator_loss: -2.51176 Generator_loss: 193.345 
[INFO] 2021-01-16 01:55:15 > Step:   55400 Progress: 55.4% Elapsed: 13:55:11 temperature: no ada_p: No Discriminator_loss: -1.56523 Generator_loss: 168.09 
[INFO] 2021-01-16 01:56:41 > Step:   55500 Progress: 55.5% Elapsed: 13:56:38 temperature: no ada_p: No Discriminator_loss: -1.54211 Generator_loss: 164.318 
[INFO] 2021-01-16 01:58:08 > Step:   55600 Progress: 55.6% Elapsed: 13:58:05 temperature: no ada_p: No Discriminator_loss: -1.8943 Generator_loss: 172.828 
[INFO] 2021-01-16 01:59:35 > Step:   55700 Progress: 55.7% Elapsed: 13:59:32 temperature: no ada_p: No Discriminator_loss: -1.77265 Generator_loss: 157.038 
[INFO] 2021-01-16 02:01:02 > Step:   55800 Progress: 55.8% Elapsed: 14:00:59 temperature: no ada_p: No Discriminator_loss: 0.397365 Generator_loss: 64.7187 
[INFO] 2021-01-16 02:02:29 > Step:   55900 Progress: 55.9% Elapsed: 14:02:26 temperature: no ada_p: No Discriminator_loss: 0.798369 Generator_loss: 160.689 
[INFO] 2021-01-16 02:03:55 > Step:   56000 Progress: 56.0% Elapsed: 14:03:52 temperature: no ada_p: No Discriminator_loss: -0.61347 Generator_loss: 190.323 
[INFO] 2021-01-16 02:03:55 > Start Evaluation (56000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 02:03:55 > Calculating FID Score....
[INFO] 2021-01-16 02:04:16 > Calculating Inception Score....
[INFO] 2021-01-16 02:04:28 > Calculate F_beta Score....
[INFO] 2021-01-16 02:05:06 > F_8 score (Step: 56000, Using valid images): 0.6835995642118565
[INFO] 2021-01-16 02:05:06 > F_1/8 score (Step: 56000, Using valid images): 0.9108632798972492
[INFO] 2021-01-16 02:05:06 > FID score (Step: 56000, Using valid moments): 47.0199285993686
[INFO] 2021-01-16 02:05:06 > Inception score (Step: 56000, 10000 generated images): 9.311887741088867
[INFO] 2021-01-16 02:05:06 > Best FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 02:05:07 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 02:06:34 > Step:   56100 Progress: 56.1% Elapsed: 14:06:31 temperature: no ada_p: No Discriminator_loss: -0.527659 Generator_loss: 210.052 
[INFO] 2021-01-16 02:08:01 > Step:   56200 Progress: 56.2% Elapsed: 14:07:58 temperature: no ada_p: No Discriminator_loss: -0.755538 Generator_loss: 213.271 
[INFO] 2021-01-16 02:09:28 > Step:   56300 Progress: 56.3% Elapsed: 14:09:25 temperature: no ada_p: No Discriminator_loss: -0.954518 Generator_loss: 215.046 
[INFO] 2021-01-16 02:10:55 > Step:   56400 Progress: 56.4% Elapsed: 14:10:51 temperature: no ada_p: No Discriminator_loss: -1.32821 Generator_loss: 209.252 
[INFO] 2021-01-16 02:12:21 > Step:   56500 Progress: 56.5% Elapsed: 14:12:18 temperature: no ada_p: No Discriminator_loss: -1.32972 Generator_loss: 213.522 
[INFO] 2021-01-16 02:13:48 > Step:   56600 Progress: 56.6% Elapsed: 14:13:45 temperature: no ada_p: No Discriminator_loss: -1.46308 Generator_loss: 196.393 
[INFO] 2021-01-16 02:15:15 > Step:   56700 Progress: 56.7% Elapsed: 14:15:12 temperature: no ada_p: No Discriminator_loss: -2.37923 Generator_loss: 179.772 
[INFO] 2021-01-16 02:16:42 > Step:   56800 Progress: 56.8% Elapsed: 14:16:39 temperature: no ada_p: No Discriminator_loss: -2.61331 Generator_loss: 158.067 
[INFO] 2021-01-16 02:18:09 > Step:   56900 Progress: 56.9% Elapsed: 14:18:06 temperature: no ada_p: No Discriminator_loss: -0.827264 Generator_loss: 165.405 
[INFO] 2021-01-16 02:19:36 > Step:   57000 Progress: 57.0% Elapsed: 14:19:33 temperature: no ada_p: No Discriminator_loss: 0.000476584 Generator_loss: 71.0366 
[INFO] 2021-01-16 02:21:03 > Step:   57100 Progress: 57.1% Elapsed: 14:20:59 temperature: no ada_p: No Discriminator_loss: -0.506264 Generator_loss: 106.186 
[INFO] 2021-01-16 02:22:29 > Step:   57200 Progress: 57.2% Elapsed: 14:22:26 temperature: no ada_p: No Discriminator_loss: -0.757467 Generator_loss: 129.724 
[INFO] 2021-01-16 02:23:56 > Step:   57300 Progress: 57.3% Elapsed: 14:23:53 temperature: no ada_p: No Discriminator_loss: -0.785306 Generator_loss: 149.986 
[INFO] 2021-01-16 02:25:23 > Step:   57400 Progress: 57.4% Elapsed: 14:25:20 temperature: no ada_p: No Discriminator_loss: -1.20082 Generator_loss: 162.597 
[INFO] 2021-01-16 02:26:50 > Step:   57500 Progress: 57.5% Elapsed: 14:26:47 temperature: no ada_p: No Discriminator_loss: -0.806377 Generator_loss: 177.739 
[INFO] 2021-01-16 02:28:17 > Step:   57600 Progress: 57.6% Elapsed: 14:28:14 temperature: no ada_p: No Discriminator_loss: -1.40151 Generator_loss: 193.047 
[INFO] 2021-01-16 02:29:43 > Step:   57700 Progress: 57.7% Elapsed: 14:29:40 temperature: no ada_p: No Discriminator_loss: -0.861851 Generator_loss: 195.492 
[INFO] 2021-01-16 02:31:11 > Step:   57800 Progress: 57.8% Elapsed: 14:31:08 temperature: no ada_p: No Discriminator_loss: 0.0287123 Generator_loss: 168.199 
[INFO] 2021-01-16 02:32:37 > Step:   57900 Progress: 57.9% Elapsed: 14:32:34 temperature: no ada_p: No Discriminator_loss: -3.44566 Generator_loss: 168.73 
[INFO] 2021-01-16 02:34:04 > Step:   58000 Progress: 58.0% Elapsed: 14:34:01 temperature: no ada_p: No Discriminator_loss: 0.212676 Generator_loss: 155.723 
[INFO] 2021-01-16 02:34:04 > Start Evaluation (58000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 02:34:04 > Calculating FID Score....
[INFO] 2021-01-16 02:34:24 > Calculating Inception Score....
[INFO] 2021-01-16 02:34:37 > Calculate F_beta Score....
[INFO] 2021-01-16 02:35:15 > F_8 score (Step: 58000, Using valid images): 0.7050617576892189
[INFO] 2021-01-16 02:35:15 > F_1/8 score (Step: 58000, Using valid images): 0.8935624018284808
[INFO] 2021-01-16 02:35:15 > FID score (Step: 58000, Using valid moments): 45.3912288516525
[INFO] 2021-01-16 02:35:15 > Inception score (Step: 58000, 10000 generated images): 9.33608627319336
[INFO] 2021-01-16 02:35:15 > Best FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 02:35:16 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 02:36:43 > Step:   58100 Progress: 58.1% Elapsed: 14:36:40 temperature: no ada_p: No Discriminator_loss: -1.13508 Generator_loss: 185.739 
[INFO] 2021-01-16 02:38:10 > Step:   58200 Progress: 58.2% Elapsed: 14:38:07 temperature: no ada_p: No Discriminator_loss: -6.83372 Generator_loss: 140.995 
[INFO] 2021-01-16 02:39:36 > Step:   58300 Progress: 58.3% Elapsed: 14:39:33 temperature: no ada_p: No Discriminator_loss: -0.194185 Generator_loss: 121.032 
[INFO] 2021-01-16 02:41:03 > Step:   58400 Progress: 58.4% Elapsed: 14:41:00 temperature: no ada_p: No Discriminator_loss: 0.783432 Generator_loss: 84.1535 
[INFO] 2021-01-16 02:42:30 > Step:   58500 Progress: 58.5% Elapsed: 14:42:27 temperature: no ada_p: No Discriminator_loss: 0.0783859 Generator_loss: 114.716 
[INFO] 2021-01-16 02:43:57 > Step:   58600 Progress: 58.6% Elapsed: 14:43:54 temperature: no ada_p: No Discriminator_loss: -0.334445 Generator_loss: 125.275 
[INFO] 2021-01-16 02:45:24 > Step:   58700 Progress: 58.7% Elapsed: 14:45:21 temperature: no ada_p: No Discriminator_loss: -0.629708 Generator_loss: 140.479 
[INFO] 2021-01-16 02:46:51 > Step:   58800 Progress: 58.8% Elapsed: 14:46:48 temperature: no ada_p: No Discriminator_loss: -0.737448 Generator_loss: 171.071 
[INFO] 2021-01-16 02:48:18 > Step:   58900 Progress: 58.9% Elapsed: 14:48:15 temperature: no ada_p: No Discriminator_loss: -0.851746 Generator_loss: 186.297 
[INFO] 2021-01-16 02:49:45 > Step:   59000 Progress: 59.0% Elapsed: 14:49:42 temperature: no ada_p: No Discriminator_loss: -1.11216 Generator_loss: 200.303 
[INFO] 2021-01-16 02:51:12 > Step:   59100 Progress: 59.1% Elapsed: 14:51:08 temperature: no ada_p: No Discriminator_loss: -1.32533 Generator_loss: 216.633 
[INFO] 2021-01-16 02:52:38 > Step:   59200 Progress: 59.2% Elapsed: 14:52:35 temperature: no ada_p: No Discriminator_loss: -0.0343108 Generator_loss: 166.071 
[INFO] 2021-01-16 02:54:06 > Step:   59300 Progress: 59.3% Elapsed: 14:54:03 temperature: no ada_p: No Discriminator_loss: -1.34691 Generator_loss: 201.647 
[INFO] 2021-01-16 02:55:32 > Step:   59400 Progress: 59.4% Elapsed: 14:55:29 temperature: no ada_p: No Discriminator_loss: -1.65048 Generator_loss: 201.467 
[INFO] 2021-01-16 02:56:59 > Step:   59500 Progress: 59.5% Elapsed: 14:56:56 temperature: no ada_p: No Discriminator_loss: -0.21836 Generator_loss: 128.994 
[INFO] 2021-01-16 02:58:26 > Step:   59600 Progress: 59.6% Elapsed: 14:58:23 temperature: no ada_p: No Discriminator_loss: -19.0347 Generator_loss: 209.896 
[INFO] 2021-01-16 02:59:53 > Step:   59700 Progress: 59.7% Elapsed: 14:59:50 temperature: no ada_p: No Discriminator_loss: 0.0228353 Generator_loss: 81.2508 
[INFO] 2021-01-16 03:01:20 > Step:   59800 Progress: 59.8% Elapsed: 15:01:17 temperature: no ada_p: No Discriminator_loss: -1.21958 Generator_loss: 115.487 
[INFO] 2021-01-16 03:02:46 > Step:   59900 Progress: 59.9% Elapsed: 15:02:43 temperature: no ada_p: No Discriminator_loss: -0.636386 Generator_loss: 115.58 
[INFO] 2021-01-16 03:04:13 > Step:   60000 Progress: 60.0% Elapsed: 15:04:10 temperature: no ada_p: No Discriminator_loss: -2.563 Generator_loss: 107.736 
[INFO] 2021-01-16 03:04:13 > Start Evaluation (60000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 03:04:13 > Calculating FID Score....
[INFO] 2021-01-16 03:04:33 > Calculating Inception Score....
[INFO] 2021-01-16 03:04:46 > Calculate F_beta Score....
[INFO] 2021-01-16 03:05:24 > F_8 score (Step: 60000, Using valid images): 0.7083226717482278
[INFO] 2021-01-16 03:05:24 > F_1/8 score (Step: 60000, Using valid images): 0.8998560970377987
[INFO] 2021-01-16 03:05:24 > FID score (Step: 60000, Using valid moments): 47.67778374579808
[INFO] 2021-01-16 03:05:24 > Inception score (Step: 60000, 10000 generated images): 9.103939056396484
[INFO] 2021-01-16 03:05:24 > Best FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 03:05:24 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 03:06:52 > Step:   60100 Progress: 60.1% Elapsed: 15:06:49 temperature: no ada_p: No Discriminator_loss: -0.270122 Generator_loss: 96.5876 
[INFO] 2021-01-16 03:08:18 > Step:   60200 Progress: 60.2% Elapsed: 15:08:15 temperature: no ada_p: No Discriminator_loss: -0.562303 Generator_loss: 122.688 
[INFO] 2021-01-16 03:09:45 > Step:   60300 Progress: 60.3% Elapsed: 15:09:42 temperature: no ada_p: No Discriminator_loss: -1.21393 Generator_loss: 119.251 
[INFO] 2021-01-16 03:11:12 > Step:   60400 Progress: 60.4% Elapsed: 15:11:09 temperature: no ada_p: No Discriminator_loss: 0.419755 Generator_loss: 183.131 
[INFO] 2021-01-16 03:12:39 > Step:   60500 Progress: 60.5% Elapsed: 15:12:36 temperature: no ada_p: No Discriminator_loss: -1.46709 Generator_loss: 182.688 
[INFO] 2021-01-16 03:14:06 > Step:   60600 Progress: 60.6% Elapsed: 15:14:03 temperature: no ada_p: No Discriminator_loss: -0.381448 Generator_loss: 192.438 
[INFO] 2021-01-16 03:15:32 > Step:   60700 Progress: 60.7% Elapsed: 15:15:29 temperature: no ada_p: No Discriminator_loss: -1.40701 Generator_loss: 188.184 
[INFO] 2021-01-16 03:16:59 > Step:   60800 Progress: 60.8% Elapsed: 15:16:56 temperature: no ada_p: No Discriminator_loss: -0.785999 Generator_loss: 130.625 
[INFO] 2021-01-16 03:18:26 > Step:   60900 Progress: 60.9% Elapsed: 15:18:23 temperature: no ada_p: No Discriminator_loss: -3.20288 Generator_loss: 147.666 
[INFO] 2021-01-16 03:19:53 > Step:   61000 Progress: 61.0% Elapsed: 15:19:50 temperature: no ada_p: No Discriminator_loss: -0.113792 Generator_loss: 81.3827 
[INFO] 2021-01-16 03:21:20 > Step:   61100 Progress: 61.1% Elapsed: 15:21:17 temperature: no ada_p: No Discriminator_loss: -0.65646 Generator_loss: 104.043 
[INFO] 2021-01-16 03:22:46 > Step:   61200 Progress: 61.2% Elapsed: 15:22:43 temperature: no ada_p: No Discriminator_loss: -0.157084 Generator_loss: 115.773 
[INFO] 2021-01-16 03:24:13 > Step:   61300 Progress: 61.3% Elapsed: 15:24:10 temperature: no ada_p: No Discriminator_loss: 0.253025 Generator_loss: 127.061 
[INFO] 2021-01-16 03:25:40 > Step:   61400 Progress: 61.4% Elapsed: 15:25:37 temperature: no ada_p: No Discriminator_loss: 0.275333 Generator_loss: 134.809 
[INFO] 2021-01-16 03:27:07 > Step:   61500 Progress: 61.5% Elapsed: 15:27:04 temperature: no ada_p: No Discriminator_loss: -0.000545859 Generator_loss: 140.156 
[INFO] 2021-01-16 03:28:33 > Step:   61600 Progress: 61.6% Elapsed: 15:28:30 temperature: no ada_p: No Discriminator_loss: 0.409527 Generator_loss: 156.999 
[INFO] 2021-01-16 03:30:01 > Step:   61700 Progress: 61.7% Elapsed: 15:29:58 temperature: no ada_p: No Discriminator_loss: -0.0556782 Generator_loss: 161.316 
[INFO] 2021-01-16 03:31:27 > Step:   61800 Progress: 61.8% Elapsed: 15:31:24 temperature: no ada_p: No Discriminator_loss: -0.124303 Generator_loss: 190.377 
[INFO] 2021-01-16 03:32:54 > Step:   61900 Progress: 61.9% Elapsed: 15:32:51 temperature: no ada_p: No Discriminator_loss: 0.0616977 Generator_loss: 210.265 
[INFO] 2021-01-16 03:34:21 > Step:   62000 Progress: 62.0% Elapsed: 15:34:18 temperature: no ada_p: No Discriminator_loss: 0.39109 Generator_loss: 228.702 
[INFO] 2021-01-16 03:34:21 > Start Evaluation (62000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 03:34:21 > Calculating FID Score....
[INFO] 2021-01-16 03:34:41 > Calculating Inception Score....
[INFO] 2021-01-16 03:34:54 > Calculate F_beta Score....
[INFO] 2021-01-16 03:35:31 > F_8 score (Step: 62000, Using valid images): 0.6556748303169597
[INFO] 2021-01-16 03:35:31 > F_1/8 score (Step: 62000, Using valid images): 0.8955428048630397
[INFO] 2021-01-16 03:35:31 > FID score (Step: 62000, Using valid moments): 51.752967585827776
[INFO] 2021-01-16 03:35:31 > Inception score (Step: 62000, 10000 generated images): 8.428377151489258
[INFO] 2021-01-16 03:35:31 > Best FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 03:35:32 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 03:36:59 > Step:   62100 Progress: 62.1% Elapsed: 15:36:56 temperature: no ada_p: No Discriminator_loss: 0.00905197 Generator_loss: 229.081 
[INFO] 2021-01-16 03:38:26 > Step:   62200 Progress: 62.2% Elapsed: 15:38:22 temperature: no ada_p: No Discriminator_loss: 0.0823894 Generator_loss: 217.243 
[INFO] 2021-01-16 03:39:52 > Step:   62300 Progress: 62.3% Elapsed: 15:39:49 temperature: no ada_p: No Discriminator_loss: 0.0296714 Generator_loss: 237.061 
[INFO] 2021-01-16 03:41:19 > Step:   62400 Progress: 62.4% Elapsed: 15:41:16 temperature: no ada_p: No Discriminator_loss: 0.13391 Generator_loss: 235.148 
[INFO] 2021-01-16 03:42:46 > Step:   62500 Progress: 62.5% Elapsed: 15:42:43 temperature: no ada_p: No Discriminator_loss: -0.499939 Generator_loss: 241.826 
[INFO] 2021-01-16 03:44:13 > Step:   62600 Progress: 62.6% Elapsed: 15:44:09 temperature: no ada_p: No Discriminator_loss: -0.0542166 Generator_loss: 262.962 
[INFO] 2021-01-16 03:45:39 > Step:   62700 Progress: 62.7% Elapsed: 15:45:36 temperature: no ada_p: No Discriminator_loss: 0.248236 Generator_loss: 258.69 
[INFO] 2021-01-16 03:47:06 > Step:   62800 Progress: 62.8% Elapsed: 15:47:03 temperature: no ada_p: No Discriminator_loss: -0.290114 Generator_loss: 268.124 
[INFO] 2021-01-16 03:48:33 > Step:   62900 Progress: 62.9% Elapsed: 15:48:30 temperature: no ada_p: No Discriminator_loss: -0.37022 Generator_loss: 291.897 
[INFO] 2021-01-16 03:50:00 > Step:   63000 Progress: 63.0% Elapsed: 15:49:57 temperature: no ada_p: No Discriminator_loss: 0.0580189 Generator_loss: 288.824 
[INFO] 2021-01-16 03:51:26 > Step:   63100 Progress: 63.1% Elapsed: 15:51:23 temperature: no ada_p: No Discriminator_loss: -0.0475999 Generator_loss: 308.742 
[INFO] 2021-01-16 03:52:54 > Step:   63200 Progress: 63.2% Elapsed: 15:52:51 temperature: no ada_p: No Discriminator_loss: -0.413889 Generator_loss: 305.175 
[INFO] 2021-01-16 03:54:20 > Step:   63300 Progress: 63.3% Elapsed: 15:54:17 temperature: no ada_p: No Discriminator_loss: -0.424383 Generator_loss: 309.618 
[INFO] 2021-01-16 03:55:47 > Step:   63400 Progress: 63.4% Elapsed: 15:55:44 temperature: no ada_p: No Discriminator_loss: -0.0464723 Generator_loss: 307.726 
[INFO] 2021-01-16 03:57:13 > Step:   63500 Progress: 63.5% Elapsed: 15:57:10 temperature: no ada_p: No Discriminator_loss: -0.333676 Generator_loss: 321.956 
[INFO] 2021-01-16 03:58:41 > Step:   63600 Progress: 63.6% Elapsed: 15:58:38 temperature: no ada_p: No Discriminator_loss: -0.114574 Generator_loss: 313.338 
[INFO] 2021-01-16 04:00:07 > Step:   63700 Progress: 63.7% Elapsed: 16:00:04 temperature: no ada_p: No Discriminator_loss: -0.0833804 Generator_loss: 317.462 
[INFO] 2021-01-16 04:01:34 > Step:   63800 Progress: 63.8% Elapsed: 16:01:31 temperature: no ada_p: No Discriminator_loss: -0.334477 Generator_loss: 323.467 
[INFO] 2021-01-16 04:03:01 > Step:   63900 Progress: 63.9% Elapsed: 16:02:58 temperature: no ada_p: No Discriminator_loss: -0.182601 Generator_loss: 328.933 
[INFO] 2021-01-16 04:04:28 > Step:   64000 Progress: 64.0% Elapsed: 16:04:25 temperature: no ada_p: No Discriminator_loss: -0.426627 Generator_loss: 305.088 
[INFO] 2021-01-16 04:04:28 > Start Evaluation (64000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 04:04:28 > Calculating FID Score....
[INFO] 2021-01-16 04:04:48 > Calculating Inception Score....
[INFO] 2021-01-16 04:05:01 > Calculate F_beta Score....
[INFO] 2021-01-16 04:05:39 > F_8 score (Step: 64000, Using valid images): 0.7069214382499514
[INFO] 2021-01-16 04:05:39 > F_1/8 score (Step: 64000, Using valid images): 0.8825172840220789
[INFO] 2021-01-16 04:05:39 > FID score (Step: 64000, Using valid moments): 47.73149133639521
[INFO] 2021-01-16 04:05:39 > Inception score (Step: 64000, 10000 generated images): 8.92397403717041
[INFO] 2021-01-16 04:05:39 > Best FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 04:05:40 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 04:07:06 > Step:   64100 Progress: 64.1% Elapsed: 16:07:03 temperature: no ada_p: No Discriminator_loss: 0.0179562 Generator_loss: 310.319 
[INFO] 2021-01-16 04:08:33 > Step:   64200 Progress: 64.2% Elapsed: 16:08:29 temperature: no ada_p: No Discriminator_loss: -0.151824 Generator_loss: 314.519 
[INFO] 2021-01-16 04:09:59 > Step:   64300 Progress: 64.3% Elapsed: 16:09:56 temperature: no ada_p: No Discriminator_loss: -0.358839 Generator_loss: 318.573 
[INFO] 2021-01-16 04:11:27 > Step:   64400 Progress: 64.4% Elapsed: 16:11:23 temperature: no ada_p: No Discriminator_loss: -0.276513 Generator_loss: 324.902 
[INFO] 2021-01-16 04:12:53 > Step:   64500 Progress: 64.5% Elapsed: 16:12:50 temperature: no ada_p: No Discriminator_loss: -0.249056 Generator_loss: 303.674 
[INFO] 2021-01-16 04:14:20 > Step:   64600 Progress: 64.6% Elapsed: 16:14:17 temperature: no ada_p: No Discriminator_loss: -0.381262 Generator_loss: 318.325 
[INFO] 2021-01-16 04:15:47 > Step:   64700 Progress: 64.7% Elapsed: 16:15:43 temperature: no ada_p: No Discriminator_loss: -0.66707 Generator_loss: 315.037 
[INFO] 2021-01-16 04:17:14 > Step:   64800 Progress: 64.8% Elapsed: 16:17:11 temperature: no ada_p: No Discriminator_loss: -0.514603 Generator_loss: 322.509 
[INFO] 2021-01-16 04:18:40 > Step:   64900 Progress: 64.9% Elapsed: 16:18:37 temperature: no ada_p: No Discriminator_loss: -0.745633 Generator_loss: 313.453 
[INFO] 2021-01-16 04:20:07 > Step:   65000 Progress: 65.0% Elapsed: 16:20:04 temperature: no ada_p: No Discriminator_loss: -0.642195 Generator_loss: 294.505 
[INFO] 2021-01-16 04:21:33 > Step:   65100 Progress: 65.1% Elapsed: 16:21:30 temperature: no ada_p: No Discriminator_loss: -0.721787 Generator_loss: 291.18 
[INFO] 2021-01-16 04:23:01 > Step:   65200 Progress: 65.2% Elapsed: 16:22:58 temperature: no ada_p: No Discriminator_loss: -0.726563 Generator_loss: 290.746 
[INFO] 2021-01-16 04:24:27 > Step:   65300 Progress: 65.3% Elapsed: 16:24:24 temperature: no ada_p: No Discriminator_loss: -0.724405 Generator_loss: 285.034 
[INFO] 2021-01-16 04:25:54 > Step:   65400 Progress: 65.4% Elapsed: 16:25:51 temperature: no ada_p: No Discriminator_loss: -0.858848 Generator_loss: 268.8 
[INFO] 2021-01-16 04:27:21 > Step:   65500 Progress: 65.5% Elapsed: 16:27:18 temperature: no ada_p: No Discriminator_loss: -1.18953 Generator_loss: 266.092 
[INFO] 2021-01-16 04:28:48 > Step:   65600 Progress: 65.6% Elapsed: 16:28:45 temperature: no ada_p: No Discriminator_loss: -1.16556 Generator_loss: 260.374 
[INFO] 2021-01-16 04:30:15 > Step:   65700 Progress: 65.7% Elapsed: 16:30:12 temperature: no ada_p: No Discriminator_loss: -0.79905 Generator_loss: 306.613 
[INFO] 2021-01-16 04:31:41 > Step:   65800 Progress: 65.8% Elapsed: 16:31:38 temperature: no ada_p: No Discriminator_loss: -0.965726 Generator_loss: 286.183 
[INFO] 2021-01-16 04:33:08 > Step:   65900 Progress: 65.9% Elapsed: 16:33:05 temperature: no ada_p: No Discriminator_loss: -2.24635 Generator_loss: 222.368 
[INFO] 2021-01-16 04:34:35 > Step:   66000 Progress: 66.0% Elapsed: 16:34:32 temperature: no ada_p: No Discriminator_loss: -0.402269 Generator_loss: 208.16 
[INFO] 2021-01-16 04:34:35 > Start Evaluation (66000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 04:34:35 > Calculating FID Score....
[INFO] 2021-01-16 04:34:55 > Calculating Inception Score....
[INFO] 2021-01-16 04:35:08 > Calculate F_beta Score....
[INFO] 2021-01-16 04:35:46 > F_8 score (Step: 66000, Using valid images): 0.714431209041914
[INFO] 2021-01-16 04:35:46 > F_1/8 score (Step: 66000, Using valid images): 0.9010273218601597
[INFO] 2021-01-16 04:35:46 > FID score (Step: 66000, Using valid moments): 49.36964857798904
[INFO] 2021-01-16 04:35:46 > Inception score (Step: 66000, 10000 generated images): 8.786614418029785
[INFO] 2021-01-16 04:35:46 > Best FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 04:35:47 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 04:37:13 > Step:   66100 Progress: 66.1% Elapsed: 16:37:10 temperature: no ada_p: No Discriminator_loss: -1.1686 Generator_loss: 208.633 
[INFO] 2021-01-16 04:38:40 > Step:   66200 Progress: 66.2% Elapsed: 16:38:37 temperature: no ada_p: No Discriminator_loss: -1.7024 Generator_loss: 179.552 
[INFO] 2021-01-16 04:40:06 > Step:   66300 Progress: 66.3% Elapsed: 16:40:03 temperature: no ada_p: No Discriminator_loss: -1.57845 Generator_loss: 153.507 
[INFO] 2021-01-16 04:41:34 > Step:   66400 Progress: 66.4% Elapsed: 16:41:31 temperature: no ada_p: No Discriminator_loss: -0.400159 Generator_loss: 70.0332 
[INFO] 2021-01-16 04:43:01 > Step:   66500 Progress: 66.5% Elapsed: 16:42:58 temperature: no ada_p: No Discriminator_loss: -0.43718 Generator_loss: 93.3798 
[INFO] 2021-01-16 04:44:27 > Step:   66600 Progress: 66.6% Elapsed: 16:44:24 temperature: no ada_p: No Discriminator_loss: -0.467296 Generator_loss: 129.397 
[INFO] 2021-01-16 04:45:55 > Step:   66700 Progress: 66.7% Elapsed: 16:45:52 temperature: no ada_p: No Discriminator_loss: -0.87181 Generator_loss: 175.008 
[INFO] 2021-01-16 04:47:21 > Step:   66800 Progress: 66.8% Elapsed: 16:47:18 temperature: no ada_p: No Discriminator_loss: -0.843555 Generator_loss: 153.119 
[INFO] 2021-01-16 04:48:48 > Step:   66900 Progress: 66.9% Elapsed: 16:48:45 temperature: no ada_p: No Discriminator_loss: -0.136769 Generator_loss: 74.4562 
[INFO] 2021-01-16 04:50:14 > Step:   67000 Progress: 67.0% Elapsed: 16:50:11 temperature: no ada_p: No Discriminator_loss: -0.365988 Generator_loss: 79.6986 
[INFO] 2021-01-16 04:51:42 > Step:   67100 Progress: 67.1% Elapsed: 16:51:39 temperature: no ada_p: No Discriminator_loss: -0.262658 Generator_loss: 129.694 
[INFO] 2021-01-16 04:53:08 > Step:   67200 Progress: 67.2% Elapsed: 16:53:05 temperature: no ada_p: No Discriminator_loss: -0.296993 Generator_loss: 175.32 
[INFO] 2021-01-16 04:54:35 > Step:   67300 Progress: 67.3% Elapsed: 16:54:32 temperature: no ada_p: No Discriminator_loss: -0.481384 Generator_loss: 210.616 
[INFO] 2021-01-16 04:56:02 > Step:   67400 Progress: 67.4% Elapsed: 16:55:59 temperature: no ada_p: No Discriminator_loss: -1.02507 Generator_loss: 245.378 
[INFO] 2021-01-16 04:57:29 > Step:   67500 Progress: 67.5% Elapsed: 16:57:26 temperature: no ada_p: No Discriminator_loss: -0.927018 Generator_loss: 217.436 
[INFO] 2021-01-16 04:58:56 > Step:   67600 Progress: 67.6% Elapsed: 16:58:53 temperature: no ada_p: No Discriminator_loss: -1.04668 Generator_loss: 211.602 
[INFO] 2021-01-16 05:00:22 > Step:   67700 Progress: 67.7% Elapsed: 17:00:19 temperature: no ada_p: No Discriminator_loss: -1.2645 Generator_loss: 204.326 
[INFO] 2021-01-16 05:01:49 > Step:   67800 Progress: 67.8% Elapsed: 17:01:46 temperature: no ada_p: No Discriminator_loss: -1.16161 Generator_loss: 203.109 
[INFO] 2021-01-16 05:03:16 > Step:   67900 Progress: 67.9% Elapsed: 17:03:13 temperature: no ada_p: No Discriminator_loss: -0.603323 Generator_loss: 285.155 
[INFO] 2021-01-16 05:04:43 > Step:   68000 Progress: 68.0% Elapsed: 17:04:40 temperature: no ada_p: No Discriminator_loss: -0.244329 Generator_loss: 254.42 
[INFO] 2021-01-16 05:04:43 > Start Evaluation (68000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 05:04:43 > Calculating FID Score....
[INFO] 2021-01-16 05:05:03 > Calculating Inception Score....
[INFO] 2021-01-16 05:05:16 > Calculate F_beta Score....
[INFO] 2021-01-16 05:05:54 > F_8 score (Step: 68000, Using valid images): 0.7298415966806087
[INFO] 2021-01-16 05:05:54 > F_1/8 score (Step: 68000, Using valid images): 0.928829866616114
[INFO] 2021-01-16 05:05:54 > FID score (Step: 68000, Using valid moments): 44.97158795453612
[INFO] 2021-01-16 05:05:54 > Inception score (Step: 68000, 10000 generated images): 9.43033218383789
[INFO] 2021-01-16 05:05:54 > Best FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 05:05:55 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 05:07:21 > Step:   68100 Progress: 68.1% Elapsed: 17:07:18 temperature: no ada_p: No Discriminator_loss: -1.48155 Generator_loss: 93.1325 
[INFO] 2021-01-16 05:08:48 > Step:   68200 Progress: 68.2% Elapsed: 17:08:45 temperature: no ada_p: No Discriminator_loss: -1.50417 Generator_loss: 165.034 
[INFO] 2021-01-16 05:10:15 > Step:   68300 Progress: 68.3% Elapsed: 17:10:12 temperature: no ada_p: No Discriminator_loss: -0.864314 Generator_loss: 131.399 
[INFO] 2021-01-16 05:11:41 > Step:   68400 Progress: 68.4% Elapsed: 17:11:38 temperature: no ada_p: No Discriminator_loss: -0.665286 Generator_loss: 155.207 
[INFO] 2021-01-16 05:13:08 > Step:   68500 Progress: 68.5% Elapsed: 17:13:05 temperature: no ada_p: No Discriminator_loss: -1.18962 Generator_loss: 133.945 
[INFO] 2021-01-16 05:14:35 > Step:   68600 Progress: 68.6% Elapsed: 17:14:32 temperature: no ada_p: No Discriminator_loss: 0.377454 Generator_loss: 136.471 
[INFO] 2021-01-16 05:16:02 > Step:   68700 Progress: 68.7% Elapsed: 17:15:59 temperature: no ada_p: No Discriminator_loss: 0.144808 Generator_loss: -38.1916 
[INFO] 2021-01-16 05:17:29 > Step:   68800 Progress: 68.8% Elapsed: 17:17:26 temperature: no ada_p: No Discriminator_loss: -0.125625 Generator_loss: -124.331 
[INFO] 2021-01-16 05:18:55 > Step:   68900 Progress: 68.9% Elapsed: 17:18:52 temperature: no ada_p: No Discriminator_loss: -0.180307 Generator_loss: -186.373 
[INFO] 2021-01-16 05:20:22 > Step:   69000 Progress: 69.0% Elapsed: 17:20:19 temperature: no ada_p: No Discriminator_loss: -0.31914 Generator_loss: -187.418 
[INFO] 2021-01-16 05:21:49 > Step:   69100 Progress: 69.1% Elapsed: 17:21:46 temperature: no ada_p: No Discriminator_loss: -0.469869 Generator_loss: -209.918 
[INFO] 2021-01-16 05:23:16 > Step:   69200 Progress: 69.2% Elapsed: 17:23:13 temperature: no ada_p: No Discriminator_loss: -0.0351377 Generator_loss: -188.855 
[INFO] 2021-01-16 05:24:42 > Step:   69300 Progress: 69.3% Elapsed: 17:24:39 temperature: no ada_p: No Discriminator_loss: -0.765905 Generator_loss: -159.814 
[INFO] 2021-01-16 05:26:09 > Step:   69400 Progress: 69.4% Elapsed: 17:26:06 temperature: no ada_p: No Discriminator_loss: -0.358751 Generator_loss: -134.88 
[INFO] 2021-01-16 05:27:36 > Step:   69500 Progress: 69.5% Elapsed: 17:27:33 temperature: no ada_p: No Discriminator_loss: -0.382798 Generator_loss: -96.5018 
[INFO] 2021-01-16 05:29:03 > Step:   69600 Progress: 69.6% Elapsed: 17:29:00 temperature: no ada_p: No Discriminator_loss: -0.47087 Generator_loss: -79.7805 
[INFO] 2021-01-16 05:30:30 > Step:   69700 Progress: 69.7% Elapsed: 17:30:26 temperature: no ada_p: No Discriminator_loss: -0.613357 Generator_loss: -62.6191 
[INFO] 2021-01-16 05:31:56 > Step:   69800 Progress: 69.8% Elapsed: 17:31:53 temperature: no ada_p: No Discriminator_loss: -0.676017 Generator_loss: -44.6499 
[INFO] 2021-01-16 05:33:23 > Step:   69900 Progress: 69.9% Elapsed: 17:33:20 temperature: no ada_p: No Discriminator_loss: -0.905666 Generator_loss: -10.8287 
[INFO] 2021-01-16 05:34:50 > Step:   70000 Progress: 70.0% Elapsed: 17:34:47 temperature: no ada_p: No Discriminator_loss: -0.77436 Generator_loss: 14.0081 
[INFO] 2021-01-16 05:34:50 > Start Evaluation (70000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 05:34:50 > Calculating FID Score....
[INFO] 2021-01-16 05:35:10 > Calculating Inception Score....
[INFO] 2021-01-16 05:35:23 > Calculate F_beta Score....
[INFO] 2021-01-16 05:36:01 > F_8 score (Step: 70000, Using valid images): 0.7102053630995325
[INFO] 2021-01-16 05:36:01 > F_1/8 score (Step: 70000, Using valid images): 0.9181031674452291
[INFO] 2021-01-16 05:36:01 > FID score (Step: 70000, Using valid moments): 44.75778238109564
[INFO] 2021-01-16 05:36:01 > Inception score (Step: 70000, 10000 generated images): 9.233002662658691
[INFO] 2021-01-16 05:36:01 > Best FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 05:36:02 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 05:37:28 > Step:   70100 Progress: 70.1% Elapsed: 17:37:25 temperature: no ada_p: No Discriminator_loss: -0.708823 Generator_loss: 33.3507 
[INFO] 2021-01-16 05:38:55 > Step:   70200 Progress: 70.2% Elapsed: 17:38:52 temperature: no ada_p: No Discriminator_loss: -0.690573 Generator_loss: 66.7884 
[INFO] 2021-01-16 05:40:22 > Step:   70300 Progress: 70.3% Elapsed: 17:40:19 temperature: no ada_p: No Discriminator_loss: -0.869466 Generator_loss: 74.5762 
[INFO] 2021-01-16 05:41:49 > Step:   70400 Progress: 70.4% Elapsed: 17:41:46 temperature: no ada_p: No Discriminator_loss: -0.873026 Generator_loss: 98.4429 
[INFO] 2021-01-16 05:43:16 > Step:   70500 Progress: 70.5% Elapsed: 17:43:13 temperature: no ada_p: No Discriminator_loss: -0.968226 Generator_loss: 106.841 
[INFO] 2021-01-16 05:44:43 > Step:   70600 Progress: 70.6% Elapsed: 17:44:40 temperature: no ada_p: No Discriminator_loss: -1.02816 Generator_loss: 120.926 
[INFO] 2021-01-16 05:46:10 > Step:   70700 Progress: 70.7% Elapsed: 17:46:07 temperature: no ada_p: No Discriminator_loss: -0.841455 Generator_loss: 137.755 
[INFO] 2021-01-16 05:47:36 > Step:   70800 Progress: 70.8% Elapsed: 17:47:33 temperature: no ada_p: No Discriminator_loss: -1.00435 Generator_loss: 165.07 
[INFO] 2021-01-16 05:49:03 > Step:   70900 Progress: 70.9% Elapsed: 17:49:00 temperature: no ada_p: No Discriminator_loss: -0.941348 Generator_loss: 175.815 
[INFO] 2021-01-16 05:50:30 > Step:   71000 Progress: 71.0% Elapsed: 17:50:27 temperature: no ada_p: No Discriminator_loss: -1.06204 Generator_loss: 174.781 
[INFO] 2021-01-16 05:51:57 > Step:   71100 Progress: 71.1% Elapsed: 17:51:54 temperature: no ada_p: No Discriminator_loss: -1.13195 Generator_loss: 182.913 
[INFO] 2021-01-16 05:53:23 > Step:   71200 Progress: 71.2% Elapsed: 17:53:20 temperature: no ada_p: No Discriminator_loss: -0.889277 Generator_loss: 170.374 
[INFO] 2021-01-16 05:54:50 > Step:   71300 Progress: 71.3% Elapsed: 17:54:47 temperature: no ada_p: No Discriminator_loss: -1.36355 Generator_loss: 182.605 
[INFO] 2021-01-16 05:56:17 > Step:   71400 Progress: 71.4% Elapsed: 17:56:14 temperature: no ada_p: No Discriminator_loss: -0.810733 Generator_loss: 183.438 
[INFO] 2021-01-16 05:57:44 > Step:   71500 Progress: 71.5% Elapsed: 17:57:41 temperature: no ada_p: No Discriminator_loss: -1.25683 Generator_loss: 188.908 
[INFO] 2021-01-16 05:59:11 > Step:   71600 Progress: 71.6% Elapsed: 17:59:08 temperature: no ada_p: No Discriminator_loss: -1.63823 Generator_loss: 188.349 
[INFO] 2021-01-16 06:00:37 > Step:   71700 Progress: 71.7% Elapsed: 18:00:34 temperature: no ada_p: No Discriminator_loss: -0.747375 Generator_loss: 170.331 
[INFO] 2021-01-16 06:02:05 > Step:   71800 Progress: 71.8% Elapsed: 18:02:02 temperature: no ada_p: No Discriminator_loss: 51.6139 Generator_loss: 237.168 
[INFO] 2021-01-16 06:03:31 > Step:   71900 Progress: 71.9% Elapsed: 18:03:28 temperature: no ada_p: No Discriminator_loss: -0.171679 Generator_loss: 156.561 
[INFO] 2021-01-16 06:04:58 > Step:   72000 Progress: 72.0% Elapsed: 18:04:55 temperature: no ada_p: No Discriminator_loss: -0.895508 Generator_loss: 152.049 
[INFO] 2021-01-16 06:04:58 > Start Evaluation (72000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 06:04:58 > Calculating FID Score....
[INFO] 2021-01-16 06:05:18 > Calculating Inception Score....
[INFO] 2021-01-16 06:05:31 > Calculate F_beta Score....
[INFO] 2021-01-16 06:06:09 > F_8 score (Step: 72000, Using valid images): 0.7211503676739893
[INFO] 2021-01-16 06:06:09 > F_1/8 score (Step: 72000, Using valid images): 0.9234950171871459
[INFO] 2021-01-16 06:06:09 > FID score (Step: 72000, Using valid moments): 43.41284177437137
[INFO] 2021-01-16 06:06:09 > Inception score (Step: 72000, 10000 generated images): 9.566983222961426
[INFO] 2021-01-16 06:06:09 > Best FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 06:06:10 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 06:07:37 > Step:   72100 Progress: 72.1% Elapsed: 18:07:33 temperature: no ada_p: No Discriminator_loss: -0.890317 Generator_loss: 154.302 
[INFO] 2021-01-16 06:09:04 > Step:   72200 Progress: 72.2% Elapsed: 18:09:01 temperature: no ada_p: No Discriminator_loss: -1.04967 Generator_loss: 154.254 
[INFO] 2021-01-16 06:10:30 > Step:   72300 Progress: 72.3% Elapsed: 18:10:27 temperature: no ada_p: No Discriminator_loss: -1.64664 Generator_loss: 157.758 
[INFO] 2021-01-16 06:11:57 > Step:   72400 Progress: 72.4% Elapsed: 18:11:54 temperature: no ada_p: No Discriminator_loss: 0.260538 Generator_loss: 293.679 
[INFO] 2021-01-16 06:13:24 > Step:   72500 Progress: 72.5% Elapsed: 18:13:21 temperature: no ada_p: No Discriminator_loss: -0.590947 Generator_loss: 353.236 
[INFO] 2021-01-16 06:14:51 > Step:   72600 Progress: 72.6% Elapsed: 18:14:48 temperature: no ada_p: No Discriminator_loss: 0.158989 Generator_loss: 340.962 
[INFO] 2021-01-16 06:16:17 > Step:   72700 Progress: 72.7% Elapsed: 18:16:14 temperature: no ada_p: No Discriminator_loss: -0.290849 Generator_loss: 324.078 
[INFO] 2021-01-16 06:17:44 > Step:   72800 Progress: 72.8% Elapsed: 18:17:41 temperature: no ada_p: No Discriminator_loss: -0.281574 Generator_loss: 300.88 
[INFO] 2021-01-16 06:19:11 > Step:   72900 Progress: 72.9% Elapsed: 18:19:08 temperature: no ada_p: No Discriminator_loss: -0.401748 Generator_loss: 300.483 
[INFO] 2021-01-16 06:20:38 > Step:   73000 Progress: 73.0% Elapsed: 18:20:35 temperature: no ada_p: No Discriminator_loss: -0.301912 Generator_loss: 290.299 
[INFO] 2021-01-16 06:22:04 > Step:   73100 Progress: 73.1% Elapsed: 18:22:01 temperature: no ada_p: No Discriminator_loss: -0.742028 Generator_loss: 289.353 
[INFO] 2021-01-16 06:23:31 > Step:   73200 Progress: 73.2% Elapsed: 18:23:28 temperature: no ada_p: No Discriminator_loss: -0.591688 Generator_loss: 274.335 
[INFO] 2021-01-16 06:24:58 > Step:   73300 Progress: 73.3% Elapsed: 18:24:55 temperature: no ada_p: No Discriminator_loss: -0.880029 Generator_loss: 267.32 
[INFO] 2021-01-16 06:26:25 > Step:   73400 Progress: 73.4% Elapsed: 18:26:22 temperature: no ada_p: No Discriminator_loss: -0.797174 Generator_loss: 257.598 
[INFO] 2021-01-16 06:27:52 > Step:   73500 Progress: 73.5% Elapsed: 18:27:49 temperature: no ada_p: No Discriminator_loss: -0.903373 Generator_loss: 265.704 
[INFO] 2021-01-16 06:29:18 > Step:   73600 Progress: 73.6% Elapsed: 18:29:15 temperature: no ada_p: No Discriminator_loss: -1.04476 Generator_loss: 264.078 
[INFO] 2021-01-16 06:30:45 > Step:   73700 Progress: 73.7% Elapsed: 18:30:42 temperature: no ada_p: No Discriminator_loss: -1.00013 Generator_loss: 244.491 
[INFO] 2021-01-16 06:32:12 > Step:   73800 Progress: 73.8% Elapsed: 18:32:09 temperature: no ada_p: No Discriminator_loss: -1.07896 Generator_loss: 257.607 
[INFO] 2021-01-16 06:33:39 > Step:   73900 Progress: 73.9% Elapsed: 18:33:36 temperature: no ada_p: No Discriminator_loss: -0.767691 Generator_loss: 260.598 
[INFO] 2021-01-16 06:35:05 > Step:   74000 Progress: 74.0% Elapsed: 18:35:02 temperature: no ada_p: No Discriminator_loss: -1.03822 Generator_loss: 252.741 
[INFO] 2021-01-16 06:35:05 > Start Evaluation (74000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 06:35:05 > Calculating FID Score....
[INFO] 2021-01-16 06:35:26 > Calculating Inception Score....
[INFO] 2021-01-16 06:35:39 > Calculate F_beta Score....
[INFO] 2021-01-16 06:36:17 > F_8 score (Step: 74000, Using valid images): 0.7270513196685707
[INFO] 2021-01-16 06:36:17 > F_1/8 score (Step: 74000, Using valid images): 0.9235005065428321
[INFO] 2021-01-16 06:36:17 > FID score (Step: 74000, Using valid moments): 41.72677122084747
[INFO] 2021-01-16 06:36:17 > Inception score (Step: 74000, 10000 generated images): 9.396719932556152
[INFO] 2021-01-16 06:36:17 > Best FID score (Step: 54000, Using valid moments): 40.84949150144109
[INFO] 2021-01-16 06:36:18 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 06:37:45 > Step:   74100 Progress: 74.1% Elapsed: 18:37:42 temperature: no ada_p: No Discriminator_loss: -1.32093 Generator_loss: 248.671 
[INFO] 2021-01-16 06:39:12 > Step:   74200 Progress: 74.2% Elapsed: 18:39:09 temperature: no ada_p: No Discriminator_loss: -0.952531 Generator_loss: 252.302 
[INFO] 2021-01-16 06:40:39 > Step:   74300 Progress: 74.3% Elapsed: 18:40:36 temperature: no ada_p: No Discriminator_loss: -1.34004 Generator_loss: 216.415 
[INFO] 2021-01-16 06:42:06 > Step:   74400 Progress: 74.4% Elapsed: 18:42:03 temperature: no ada_p: No Discriminator_loss: -3.1867 Generator_loss: 194.196 
[INFO] 2021-01-16 06:43:33 > Step:   74500 Progress: 74.5% Elapsed: 18:43:30 temperature: no ada_p: No Discriminator_loss: -2.72465 Generator_loss: 165.696 
[INFO] 2021-01-16 06:45:00 > Step:   74600 Progress: 74.6% Elapsed: 18:44:57 temperature: no ada_p: No Discriminator_loss: -0.191938 Generator_loss: 223.525 
[INFO] 2021-01-16 06:46:26 > Step:   74700 Progress: 74.7% Elapsed: 18:46:23 temperature: no ada_p: No Discriminator_loss: -1.14346 Generator_loss: 193.537 
[INFO] 2021-01-16 06:47:53 > Step:   74800 Progress: 74.8% Elapsed: 18:47:50 temperature: no ada_p: No Discriminator_loss: -0.514325 Generator_loss: 266.728 
[INFO] 2021-01-16 06:49:20 > Step:   74900 Progress: 74.9% Elapsed: 18:49:17 temperature: no ada_p: No Discriminator_loss: -2.31692 Generator_loss: 244.797 
[INFO] 2021-01-16 06:50:46 > Step:   75000 Progress: 75.0% Elapsed: 18:50:43 temperature: no ada_p: No Discriminator_loss: -7.88286 Generator_loss: 148.255 
[INFO] 2021-01-16 06:52:13 > Step:   75100 Progress: 75.1% Elapsed: 18:52:10 temperature: no ada_p: No Discriminator_loss: -0.0939756 Generator_loss: 91.4281 
[INFO] 2021-01-16 06:53:40 > Step:   75200 Progress: 75.2% Elapsed: 18:53:37 temperature: no ada_p: No Discriminator_loss: -0.302857 Generator_loss: 141.904 
[INFO] 2021-01-16 06:55:07 > Step:   75300 Progress: 75.3% Elapsed: 18:55:04 temperature: no ada_p: No Discriminator_loss: -0.520041 Generator_loss: 157.458 
[INFO] 2021-01-16 06:56:34 > Step:   75400 Progress: 75.4% Elapsed: 18:56:31 temperature: no ada_p: No Discriminator_loss: -0.423255 Generator_loss: 177.599 
[INFO] 2021-01-16 06:58:00 > Step:   75500 Progress: 75.5% Elapsed: 18:57:57 temperature: no ada_p: No Discriminator_loss: -0.19544 Generator_loss: 181.034 
[INFO] 2021-01-16 06:59:27 > Step:   75600 Progress: 75.6% Elapsed: 18:59:24 temperature: no ada_p: No Discriminator_loss: -0.230554 Generator_loss: 186.185 
[INFO] 2021-01-16 07:00:54 > Step:   75700 Progress: 75.7% Elapsed: 19:00:51 temperature: no ada_p: No Discriminator_loss: -0.524447 Generator_loss: 204.885 
[INFO] 2021-01-16 07:02:21 > Step:   75800 Progress: 75.8% Elapsed: 19:02:18 temperature: no ada_p: No Discriminator_loss: -0.571131 Generator_loss: 213.046 
[INFO] 2021-01-16 07:03:47 > Step:   75900 Progress: 75.9% Elapsed: 19:03:44 temperature: no ada_p: No Discriminator_loss: -0.887877 Generator_loss: 216.769 
[INFO] 2021-01-16 07:05:14 > Step:   76000 Progress: 76.0% Elapsed: 19:05:11 temperature: no ada_p: No Discriminator_loss: -0.392174 Generator_loss: 212.984 
[INFO] 2021-01-16 07:05:14 > Start Evaluation (76000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 07:05:14 > Calculating FID Score....
[INFO] 2021-01-16 07:05:34 > Calculating Inception Score....
[INFO] 2021-01-16 07:05:47 > Calculate F_beta Score....
[INFO] 2021-01-16 07:06:25 > F_8 score (Step: 76000, Using valid images): 0.7235691855321563
[INFO] 2021-01-16 07:06:25 > F_1/8 score (Step: 76000, Using valid images): 0.9377632964362532
[INFO] 2021-01-16 07:06:25 > FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 07:06:25 > Inception score (Step: 76000, 10000 generated images): 9.56368350982666
[INFO] 2021-01-16 07:06:25 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 07:06:27 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 07:07:55 > Step:   76100 Progress: 76.1% Elapsed: 19:07:52 temperature: no ada_p: No Discriminator_loss: -0.520434 Generator_loss: 204.658 
[INFO] 2021-01-16 07:09:21 > Step:   76200 Progress: 76.2% Elapsed: 19:09:18 temperature: no ada_p: No Discriminator_loss: -0.645222 Generator_loss: 231.272 
[INFO] 2021-01-16 07:10:48 > Step:   76300 Progress: 76.3% Elapsed: 19:10:45 temperature: no ada_p: No Discriminator_loss: -0.976869 Generator_loss: 206.992 
[INFO] 2021-01-16 07:12:14 > Step:   76400 Progress: 76.4% Elapsed: 19:12:11 temperature: no ada_p: No Discriminator_loss: -1.06016 Generator_loss: 211.961 
[INFO] 2021-01-16 07:13:42 > Step:   76500 Progress: 76.5% Elapsed: 19:13:39 temperature: no ada_p: No Discriminator_loss: 0.0326123 Generator_loss: 201.184 
[INFO] 2021-01-16 07:15:09 > Step:   76600 Progress: 76.6% Elapsed: 19:15:05 temperature: no ada_p: No Discriminator_loss: -0.568156 Generator_loss: 198.721 
[INFO] 2021-01-16 07:16:35 > Step:   76700 Progress: 76.7% Elapsed: 19:16:32 temperature: no ada_p: No Discriminator_loss: -0.677742 Generator_loss: 217.992 
[INFO] 2021-01-16 07:18:02 > Step:   76800 Progress: 76.8% Elapsed: 19:17:59 temperature: no ada_p: No Discriminator_loss: -0.803408 Generator_loss: 217.496 
[INFO] 2021-01-16 07:19:29 > Step:   76900 Progress: 76.9% Elapsed: 19:19:26 temperature: no ada_p: No Discriminator_loss: -0.855315 Generator_loss: 218.017 
[INFO] 2021-01-16 07:20:56 > Step:   77000 Progress: 77.0% Elapsed: 19:20:53 temperature: no ada_p: No Discriminator_loss: -1.066 Generator_loss: 220.566 
[INFO] 2021-01-16 07:22:22 > Step:   77100 Progress: 77.1% Elapsed: 19:22:19 temperature: no ada_p: No Discriminator_loss: -1.02111 Generator_loss: 200.28 
[INFO] 2021-01-16 07:23:49 > Step:   77200 Progress: 77.2% Elapsed: 19:23:46 temperature: no ada_p: No Discriminator_loss: -1.18122 Generator_loss: 195.963 
[INFO] 2021-01-16 07:25:16 > Step:   77300 Progress: 77.3% Elapsed: 19:25:13 temperature: no ada_p: No Discriminator_loss: -0.356275 Generator_loss: 155.655 
[INFO] 2021-01-16 07:26:43 > Step:   77400 Progress: 77.4% Elapsed: 19:26:40 temperature: no ada_p: No Discriminator_loss: -0.980576 Generator_loss: 163.523 
[INFO] 2021-01-16 07:28:10 > Step:   77500 Progress: 77.5% Elapsed: 19:28:07 temperature: no ada_p: No Discriminator_loss: -0.668579 Generator_loss: 145.844 
[INFO] 2021-01-16 07:29:36 > Step:   77600 Progress: 77.6% Elapsed: 19:29:33 temperature: no ada_p: No Discriminator_loss: -0.126818 Generator_loss: 21.5139 
[INFO] 2021-01-16 07:31:03 > Step:   77700 Progress: 77.7% Elapsed: 19:31:00 temperature: no ada_p: No Discriminator_loss: 0.325271 Generator_loss: 25.7755 
[INFO] 2021-01-16 07:32:30 > Step:   77800 Progress: 77.8% Elapsed: 19:32:27 temperature: no ada_p: No Discriminator_loss: 0.0835939 Generator_loss: 27.8732 
[INFO] 2021-01-16 07:33:57 > Step:   77900 Progress: 77.9% Elapsed: 19:33:54 temperature: no ada_p: No Discriminator_loss: -0.103313 Generator_loss: 48.3388 
[INFO] 2021-01-16 07:35:23 > Step:   78000 Progress: 78.0% Elapsed: 19:35:20 temperature: no ada_p: No Discriminator_loss: -0.242976 Generator_loss: 60.4903 
[INFO] 2021-01-16 07:35:23 > Start Evaluation (78000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 07:35:23 > Calculating FID Score....
[INFO] 2021-01-16 07:35:44 > Calculating Inception Score....
[INFO] 2021-01-16 07:35:56 > Calculate F_beta Score....
[INFO] 2021-01-16 07:36:34 > F_8 score (Step: 78000, Using valid images): 0.7035921064124532
[INFO] 2021-01-16 07:36:35 > F_1/8 score (Step: 78000, Using valid images): 0.916282958413242
[INFO] 2021-01-16 07:36:35 > FID score (Step: 78000, Using valid moments): 45.73142484277565
[INFO] 2021-01-16 07:36:35 > Inception score (Step: 78000, 10000 generated images): 9.068561553955078
[INFO] 2021-01-16 07:36:35 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 07:36:36 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 07:38:03 > Step:   78100 Progress: 78.1% Elapsed: 19:38:00 temperature: no ada_p: No Discriminator_loss: -0.368333 Generator_loss: 89.8132 
[INFO] 2021-01-16 07:39:30 > Step:   78200 Progress: 78.2% Elapsed: 19:39:27 temperature: no ada_p: No Discriminator_loss: -0.620763 Generator_loss: 102.634 
[INFO] 2021-01-16 07:40:56 > Step:   78300 Progress: 78.3% Elapsed: 19:40:53 temperature: no ada_p: No Discriminator_loss: -0.704505 Generator_loss: 120.473 
[INFO] 2021-01-16 07:42:24 > Step:   78400 Progress: 78.4% Elapsed: 19:42:21 temperature: no ada_p: No Discriminator_loss: -1.04188 Generator_loss: 136.424 
[INFO] 2021-01-16 07:43:50 > Step:   78500 Progress: 78.5% Elapsed: 19:43:47 temperature: no ada_p: No Discriminator_loss: -1.89742 Generator_loss: 185.85 
[INFO] 2021-01-16 07:45:17 > Step:   78600 Progress: 78.6% Elapsed: 19:45:14 temperature: no ada_p: No Discriminator_loss: -1.04606 Generator_loss: 157.254 
[INFO] 2021-01-16 07:46:43 > Step:   78700 Progress: 78.7% Elapsed: 19:46:40 temperature: no ada_p: No Discriminator_loss: 0.0978456 Generator_loss: 199.509 
[INFO] 2021-01-16 07:48:11 > Step:   78800 Progress: 78.8% Elapsed: 19:48:07 temperature: no ada_p: No Discriminator_loss: -0.458794 Generator_loss: 223.861 
[INFO] 2021-01-16 07:49:37 > Step:   78900 Progress: 78.9% Elapsed: 19:49:34 temperature: no ada_p: No Discriminator_loss: -2.80333 Generator_loss: 187.107 
[INFO] 2021-01-16 07:51:04 > Step:   79000 Progress: 79.0% Elapsed: 19:51:01 temperature: no ada_p: No Discriminator_loss: -1.47159 Generator_loss: 153.1 
[INFO] 2021-01-16 07:52:30 > Step:   79100 Progress: 79.1% Elapsed: 19:52:27 temperature: no ada_p: No Discriminator_loss: 0.109999 Generator_loss: 90.6074 
[INFO] 2021-01-16 07:53:58 > Step:   79200 Progress: 79.2% Elapsed: 19:53:55 temperature: no ada_p: No Discriminator_loss: -0.0749978 Generator_loss: 101.766 
[INFO] 2021-01-16 07:55:24 > Step:   79300 Progress: 79.3% Elapsed: 19:55:21 temperature: no ada_p: No Discriminator_loss: 0.0454254 Generator_loss: 94.1013 
[INFO] 2021-01-16 07:56:51 > Step:   79400 Progress: 79.4% Elapsed: 19:56:48 temperature: no ada_p: No Discriminator_loss: 0.142864 Generator_loss: 103.715 
[INFO] 2021-01-16 07:58:18 > Step:   79500 Progress: 79.5% Elapsed: 19:58:15 temperature: no ada_p: No Discriminator_loss: -0.0562347 Generator_loss: 105.866 
[INFO] 2021-01-16 07:59:45 > Step:   79600 Progress: 79.6% Elapsed: 19:59:42 temperature: no ada_p: No Discriminator_loss: -0.448267 Generator_loss: 115.401 
[INFO] 2021-01-16 08:01:12 > Step:   79700 Progress: 79.7% Elapsed: 20:01:09 temperature: no ada_p: No Discriminator_loss: 0.113882 Generator_loss: 128.486 
[INFO] 2021-01-16 08:02:38 > Step:   79800 Progress: 79.8% Elapsed: 20:02:35 temperature: no ada_p: No Discriminator_loss: -0.252991 Generator_loss: 139.059 
[INFO] 2021-01-16 08:04:05 > Step:   79900 Progress: 79.9% Elapsed: 20:04:02 temperature: no ada_p: No Discriminator_loss: -0.318473 Generator_loss: 151.944 
[INFO] 2021-01-16 08:05:32 > Step:   80000 Progress: 80.0% Elapsed: 20:05:29 temperature: no ada_p: No Discriminator_loss: -0.230721 Generator_loss: 159.968 
[INFO] 2021-01-16 08:05:32 > Start Evaluation (80000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 08:05:32 > Calculating FID Score....
[INFO] 2021-01-16 08:05:53 > Calculating Inception Score....
[INFO] 2021-01-16 08:06:05 > Calculate F_beta Score....
[INFO] 2021-01-16 08:06:43 > F_8 score (Step: 80000, Using valid images): 0.6796776974935289
[INFO] 2021-01-16 08:06:43 > F_1/8 score (Step: 80000, Using valid images): 0.899768137490484
[INFO] 2021-01-16 08:06:43 > FID score (Step: 80000, Using valid moments): 49.62070781559936
[INFO] 2021-01-16 08:06:43 > Inception score (Step: 80000, 10000 generated images): 8.51470947265625
[INFO] 2021-01-16 08:06:43 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 08:06:44 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 08:08:11 > Step:   80100 Progress: 80.1% Elapsed: 20:08:08 temperature: no ada_p: No Discriminator_loss: -0.194252 Generator_loss: 169.568 
[INFO] 2021-01-16 08:09:37 > Step:   80200 Progress: 80.2% Elapsed: 20:09:34 temperature: no ada_p: No Discriminator_loss: -0.310428 Generator_loss: 187.838 
[INFO] 2021-01-16 08:11:04 > Step:   80300 Progress: 80.3% Elapsed: 20:11:01 temperature: no ada_p: No Discriminator_loss: -0.347457 Generator_loss: 203.381 
[INFO] 2021-01-16 08:12:31 > Step:   80400 Progress: 80.4% Elapsed: 20:12:28 temperature: no ada_p: No Discriminator_loss: -0.137304 Generator_loss: 215.894 
[INFO] 2021-01-16 08:13:58 > Step:   80500 Progress: 80.5% Elapsed: 20:13:55 temperature: no ada_p: No Discriminator_loss: -0.574703 Generator_loss: 226.462 
[INFO] 2021-01-16 08:15:24 > Step:   80600 Progress: 80.6% Elapsed: 20:15:21 temperature: no ada_p: No Discriminator_loss: -0.392369 Generator_loss: 234.728 
[INFO] 2021-01-16 08:16:51 > Step:   80700 Progress: 80.7% Elapsed: 20:16:48 temperature: no ada_p: No Discriminator_loss: -0.418381 Generator_loss: 237.465 
[INFO] 2021-01-16 08:18:18 > Step:   80800 Progress: 80.8% Elapsed: 20:18:15 temperature: no ada_p: No Discriminator_loss: -0.901134 Generator_loss: 246.476 
[INFO] 2021-01-16 08:19:45 > Step:   80900 Progress: 80.9% Elapsed: 20:19:42 temperature: no ada_p: No Discriminator_loss: -0.710524 Generator_loss: 242.463 
[INFO] 2021-01-16 08:21:11 > Step:   81000 Progress: 81.0% Elapsed: 20:21:08 temperature: no ada_p: No Discriminator_loss: -0.587108 Generator_loss: 256.247 
[INFO] 2021-01-16 08:22:38 > Step:   81100 Progress: 81.1% Elapsed: 20:22:35 temperature: no ada_p: No Discriminator_loss: -0.631924 Generator_loss: 258.735 
[INFO] 2021-01-16 08:24:05 > Step:   81200 Progress: 81.2% Elapsed: 20:24:02 temperature: no ada_p: No Discriminator_loss: -0.720133 Generator_loss: 254.457 
[INFO] 2021-01-16 08:25:32 > Step:   81300 Progress: 81.3% Elapsed: 20:25:29 temperature: no ada_p: No Discriminator_loss: -0.829014 Generator_loss: 245.155 
[INFO] 2021-01-16 08:26:59 > Step:   81400 Progress: 81.4% Elapsed: 20:26:56 temperature: no ada_p: No Discriminator_loss: -1.13122 Generator_loss: 249.701 
[INFO] 2021-01-16 08:28:25 > Step:   81500 Progress: 81.5% Elapsed: 20:28:22 temperature: no ada_p: No Discriminator_loss: -0.914216 Generator_loss: 234.882 
[INFO] 2021-01-16 08:29:53 > Step:   81600 Progress: 81.6% Elapsed: 20:29:49 temperature: no ada_p: No Discriminator_loss: -0.833791 Generator_loss: 236.648 
[INFO] 2021-01-16 08:31:19 > Step:   81700 Progress: 81.7% Elapsed: 20:31:16 temperature: no ada_p: No Discriminator_loss: -1.24874 Generator_loss: 228.008 
[INFO] 2021-01-16 08:32:46 > Step:   81800 Progress: 81.8% Elapsed: 20:32:43 temperature: no ada_p: No Discriminator_loss: -1.83415 Generator_loss: 208.676 
[INFO] 2021-01-16 08:34:12 > Step:   81900 Progress: 81.9% Elapsed: 20:34:09 temperature: no ada_p: No Discriminator_loss: -0.883474 Generator_loss: 202.926 
[INFO] 2021-01-16 08:35:40 > Step:   82000 Progress: 82.0% Elapsed: 20:35:37 temperature: no ada_p: No Discriminator_loss: -0.0865363 Generator_loss: 228.738 
[INFO] 2021-01-16 08:35:40 > Start Evaluation (82000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 08:35:40 > Calculating FID Score....
[INFO] 2021-01-16 08:36:00 > Calculating Inception Score....
[INFO] 2021-01-16 08:36:13 > Calculate F_beta Score....
[INFO] 2021-01-16 08:36:51 > F_8 score (Step: 82000, Using valid images): 0.713486431274068
[INFO] 2021-01-16 08:36:51 > F_1/8 score (Step: 82000, Using valid images): 0.9080426586892483
[INFO] 2021-01-16 08:36:51 > FID score (Step: 82000, Using valid moments): 46.36526578859906
[INFO] 2021-01-16 08:36:51 > Inception score (Step: 82000, 10000 generated images): 9.089049339294434
[INFO] 2021-01-16 08:36:51 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 08:36:52 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 08:38:19 > Step:   82100 Progress: 82.1% Elapsed: 20:38:16 temperature: no ada_p: No Discriminator_loss: -0.897954 Generator_loss: 260.712 
[INFO] 2021-01-16 08:39:46 > Step:   82200 Progress: 82.2% Elapsed: 20:39:43 temperature: no ada_p: No Discriminator_loss: -1.86612 Generator_loss: 200.053 
[INFO] 2021-01-16 08:41:13 > Step:   82300 Progress: 82.3% Elapsed: 20:41:10 temperature: no ada_p: No Discriminator_loss: -1.10507 Generator_loss: 177.143 
[INFO] 2021-01-16 08:42:40 > Step:   82400 Progress: 82.4% Elapsed: 20:42:36 temperature: no ada_p: No Discriminator_loss: 0.00933622 Generator_loss: 166.841 
[INFO] 2021-01-16 08:44:06 > Step:   82500 Progress: 82.5% Elapsed: 20:44:03 temperature: no ada_p: No Discriminator_loss: -0.492545 Generator_loss: 184.722 
[INFO] 2021-01-16 08:45:33 > Step:   82600 Progress: 82.6% Elapsed: 20:45:30 temperature: no ada_p: No Discriminator_loss: -0.744681 Generator_loss: 196.039 
[INFO] 2021-01-16 08:47:00 > Step:   82700 Progress: 82.7% Elapsed: 20:46:57 temperature: no ada_p: No Discriminator_loss: -0.935442 Generator_loss: 203.956 
[INFO] 2021-01-16 08:48:26 > Step:   82800 Progress: 82.8% Elapsed: 20:48:23 temperature: no ada_p: No Discriminator_loss: -0.985664 Generator_loss: 198.823 
[INFO] 2021-01-16 08:49:53 > Step:   82900 Progress: 82.9% Elapsed: 20:49:50 temperature: no ada_p: No Discriminator_loss: -1.20726 Generator_loss: 187.11 
[INFO] 2021-01-16 08:51:20 > Step:   83000 Progress: 83.0% Elapsed: 20:51:17 temperature: no ada_p: No Discriminator_loss: -0.678121 Generator_loss: 180.091 
[INFO] 2021-01-16 08:52:47 > Step:   83100 Progress: 83.1% Elapsed: 20:52:44 temperature: no ada_p: No Discriminator_loss: -2.3694 Generator_loss: 176.479 
[INFO] 2021-01-16 08:54:14 > Step:   83200 Progress: 83.2% Elapsed: 20:54:11 temperature: no ada_p: No Discriminator_loss: -2.31941 Generator_loss: 174.847 
[INFO] 2021-01-16 08:55:40 > Step:   83300 Progress: 83.3% Elapsed: 20:55:37 temperature: no ada_p: No Discriminator_loss: -0.0665654 Generator_loss: 84.3839 
[INFO] 2021-01-16 08:57:07 > Step:   83400 Progress: 83.4% Elapsed: 20:57:04 temperature: no ada_p: No Discriminator_loss: -0.372272 Generator_loss: 158.32 
[INFO] 2021-01-16 08:58:34 > Step:   83500 Progress: 83.5% Elapsed: 20:58:31 temperature: no ada_p: No Discriminator_loss: -0.647723 Generator_loss: 180.64 
[INFO] 2021-01-16 09:00:01 > Step:   83600 Progress: 83.6% Elapsed: 20:59:58 temperature: no ada_p: No Discriminator_loss: -0.757491 Generator_loss: 174.621 
[INFO] 2021-01-16 09:01:27 > Step:   83700 Progress: 83.7% Elapsed: 21:01:24 temperature: no ada_p: No Discriminator_loss: -1.44423 Generator_loss: 174.132 
[INFO] 2021-01-16 09:02:54 > Step:   83800 Progress: 83.8% Elapsed: 21:02:51 temperature: no ada_p: No Discriminator_loss: -2.32608 Generator_loss: 169.773 
[INFO] 2021-01-16 09:04:21 > Step:   83900 Progress: 83.9% Elapsed: 21:04:18 temperature: no ada_p: No Discriminator_loss: -6.37917 Generator_loss: 117.354 
[INFO] 2021-01-16 09:05:48 > Step:   84000 Progress: 84.0% Elapsed: 21:05:45 temperature: no ada_p: No Discriminator_loss: -1.1723 Generator_loss: 213.605 
[INFO] 2021-01-16 09:05:48 > Start Evaluation (84000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 09:05:48 > Calculating FID Score....
[INFO] 2021-01-16 09:06:08 > Calculating Inception Score....
[INFO] 2021-01-16 09:06:21 > Calculate F_beta Score....
[INFO] 2021-01-16 09:06:59 > F_8 score (Step: 84000, Using valid images): 0.7172043942543225
[INFO] 2021-01-16 09:06:59 > F_1/8 score (Step: 84000, Using valid images): 0.9069719610300987
[INFO] 2021-01-16 09:06:59 > FID score (Step: 84000, Using valid moments): 43.91713601443837
[INFO] 2021-01-16 09:06:59 > Inception score (Step: 84000, 10000 generated images): 8.879117965698242
[INFO] 2021-01-16 09:06:59 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 09:07:00 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 09:08:27 > Step:   84100 Progress: 84.1% Elapsed: 21:08:24 temperature: no ada_p: No Discriminator_loss: -8.13302 Generator_loss: 144.25 
[INFO] 2021-01-16 09:09:53 > Step:   84200 Progress: 84.2% Elapsed: 21:09:50 temperature: no ada_p: No Discriminator_loss: -1.2826 Generator_loss: 141.117 
[INFO] 2021-01-16 09:11:21 > Step:   84300 Progress: 84.3% Elapsed: 21:11:17 temperature: no ada_p: No Discriminator_loss: -1.98574 Generator_loss: 185.801 
[INFO] 2021-01-16 09:12:47 > Step:   84400 Progress: 84.4% Elapsed: 21:12:44 temperature: no ada_p: No Discriminator_loss: -1.00308 Generator_loss: 47.203 
[INFO] 2021-01-16 09:14:14 > Step:   84500 Progress: 84.5% Elapsed: 21:14:11 temperature: no ada_p: No Discriminator_loss: -20.7292 Generator_loss: -65.6415 
[INFO] 2021-01-16 09:15:40 > Step:   84600 Progress: 84.6% Elapsed: 21:15:37 temperature: no ada_p: No Discriminator_loss: -0.109853 Generator_loss: 180.103 
[INFO] 2021-01-16 09:17:08 > Step:   84700 Progress: 84.7% Elapsed: 21:17:04 temperature: no ada_p: No Discriminator_loss: -0.402335 Generator_loss: 202.432 
[INFO] 2021-01-16 09:18:34 > Step:   84800 Progress: 84.8% Elapsed: 21:18:31 temperature: no ada_p: No Discriminator_loss: -0.706684 Generator_loss: 198.05 
[INFO] 2021-01-16 09:20:01 > Step:   84900 Progress: 84.9% Elapsed: 21:19:58 temperature: no ada_p: No Discriminator_loss: -0.8951 Generator_loss: 211.642 
[INFO] 2021-01-16 09:21:27 > Step:   85000 Progress: 85.0% Elapsed: 21:21:24 temperature: no ada_p: No Discriminator_loss: -0.665318 Generator_loss: 226.493 
[INFO] 2021-01-16 09:22:54 > Step:   85100 Progress: 85.1% Elapsed: 21:22:51 temperature: no ada_p: No Discriminator_loss: -0.831374 Generator_loss: 237.889 
[INFO] 2021-01-16 09:24:21 > Step:   85200 Progress: 85.2% Elapsed: 21:24:18 temperature: no ada_p: No Discriminator_loss: -1.09608 Generator_loss: 238.054 
[INFO] 2021-01-16 09:25:48 > Step:   85300 Progress: 85.3% Elapsed: 21:25:45 temperature: no ada_p: No Discriminator_loss: -1.14955 Generator_loss: 234.108 
[INFO] 2021-01-16 09:27:14 > Step:   85400 Progress: 85.4% Elapsed: 21:27:11 temperature: no ada_p: No Discriminator_loss: -1.08743 Generator_loss: 243.98 
[INFO] 2021-01-16 09:28:42 > Step:   85500 Progress: 85.5% Elapsed: 21:28:38 temperature: no ada_p: No Discriminator_loss: -1.11576 Generator_loss: 250.335 
[INFO] 2021-01-16 09:30:08 > Step:   85600 Progress: 85.6% Elapsed: 21:30:05 temperature: no ada_p: No Discriminator_loss: -1.1184 Generator_loss: 258.71 
[INFO] 2021-01-16 09:31:35 > Step:   85700 Progress: 85.7% Elapsed: 21:31:32 temperature: no ada_p: No Discriminator_loss: -1.56593 Generator_loss: 260.267 
[INFO] 2021-01-16 09:33:01 > Step:   85800 Progress: 85.8% Elapsed: 21:32:58 temperature: no ada_p: No Discriminator_loss: -1.71473 Generator_loss: 251.489 
[INFO] 2021-01-16 09:34:29 > Step:   85900 Progress: 85.9% Elapsed: 21:34:26 temperature: no ada_p: No Discriminator_loss: 0.0122325 Generator_loss: 170.749 
[INFO] 2021-01-16 09:35:55 > Step:   86000 Progress: 86.0% Elapsed: 21:35:52 temperature: no ada_p: No Discriminator_loss: -0.0431483 Generator_loss: 192.309 
[INFO] 2021-01-16 09:35:55 > Start Evaluation (86000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 09:35:55 > Calculating FID Score....
[INFO] 2021-01-16 09:36:16 > Calculating Inception Score....
[INFO] 2021-01-16 09:36:28 > Calculate F_beta Score....
[INFO] 2021-01-16 09:37:07 > F_8 score (Step: 86000, Using valid images): 0.7109154017786948
[INFO] 2021-01-16 09:37:07 > F_1/8 score (Step: 86000, Using valid images): 0.8846585508095309
[INFO] 2021-01-16 09:37:07 > FID score (Step: 86000, Using valid moments): 45.90818473014531
[INFO] 2021-01-16 09:37:07 > Inception score (Step: 86000, 10000 generated images): 9.100259780883789
[INFO] 2021-01-16 09:37:07 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 09:37:08 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 09:38:35 > Step:   86100 Progress: 86.1% Elapsed: 21:38:32 temperature: no ada_p: No Discriminator_loss: -0.00899357 Generator_loss: 224.093 
[INFO] 2021-01-16 09:40:02 > Step:   86200 Progress: 86.2% Elapsed: 21:39:59 temperature: no ada_p: No Discriminator_loss: -0.0880767 Generator_loss: 245.449 
[INFO] 2021-01-16 09:41:29 > Step:   86300 Progress: 86.3% Elapsed: 21:41:25 temperature: no ada_p: No Discriminator_loss: -0.0281619 Generator_loss: 257.758 
[INFO] 2021-01-16 09:42:55 > Step:   86400 Progress: 86.4% Elapsed: 21:42:52 temperature: no ada_p: No Discriminator_loss: -0.4731 Generator_loss: 291.0 
[INFO] 2021-01-16 09:44:22 > Step:   86500 Progress: 86.5% Elapsed: 21:44:19 temperature: no ada_p: No Discriminator_loss: -0.239294 Generator_loss: 308.991 
[INFO] 2021-01-16 09:45:49 > Step:   86600 Progress: 86.6% Elapsed: 21:45:46 temperature: no ada_p: No Discriminator_loss: -0.661729 Generator_loss: 323.217 
[INFO] 2021-01-16 09:47:15 > Step:   86700 Progress: 86.7% Elapsed: 21:47:12 temperature: no ada_p: No Discriminator_loss: -0.401137 Generator_loss: 330.04 
[INFO] 2021-01-16 09:48:42 > Step:   86800 Progress: 86.8% Elapsed: 21:48:39 temperature: no ada_p: No Discriminator_loss: -0.627646 Generator_loss: 338.867 
[INFO] 2021-01-16 09:50:09 > Step:   86900 Progress: 86.9% Elapsed: 21:50:06 temperature: no ada_p: No Discriminator_loss: -0.702086 Generator_loss: 320.574 
[INFO] 2021-01-16 09:51:36 > Step:   87000 Progress: 87.0% Elapsed: 21:51:33 temperature: no ada_p: No Discriminator_loss: -0.630531 Generator_loss: 319.96 
[INFO] 2021-01-16 09:53:02 > Step:   87100 Progress: 87.1% Elapsed: 21:52:59 temperature: no ada_p: No Discriminator_loss: -0.936703 Generator_loss: 321.711 
[INFO] 2021-01-16 09:54:29 > Step:   87200 Progress: 87.2% Elapsed: 21:54:26 temperature: no ada_p: No Discriminator_loss: 5.12432 Generator_loss: 189.709 
[INFO] 2021-01-16 09:55:56 > Step:   87300 Progress: 87.3% Elapsed: 21:55:53 temperature: no ada_p: No Discriminator_loss: -2.31758 Generator_loss: 202.497 
[INFO] 2021-01-16 09:57:23 > Step:   87400 Progress: 87.4% Elapsed: 21:57:20 temperature: no ada_p: No Discriminator_loss: -1.92309 Generator_loss: 233.381 
[INFO] 2021-01-16 09:58:50 > Step:   87500 Progress: 87.5% Elapsed: 21:58:47 temperature: no ada_p: No Discriminator_loss: -1.40579 Generator_loss: 236.313 
[INFO] 2021-01-16 10:00:16 > Step:   87600 Progress: 87.6% Elapsed: 22:00:13 temperature: no ada_p: No Discriminator_loss: -1.7856 Generator_loss: 246.004 
[INFO] 2021-01-16 10:01:43 > Step:   87700 Progress: 87.7% Elapsed: 22:01:40 temperature: no ada_p: No Discriminator_loss: -1.52968 Generator_loss: 236.945 
[INFO] 2021-01-16 10:03:10 > Step:   87800 Progress: 87.8% Elapsed: 22:03:07 temperature: no ada_p: No Discriminator_loss: 0.27944 Generator_loss: 211.298 
[INFO] 2021-01-16 10:04:37 > Step:   87900 Progress: 87.9% Elapsed: 22:04:34 temperature: no ada_p: No Discriminator_loss: 0.846211 Generator_loss: 217.243 
[INFO] 2021-01-16 10:06:03 > Step:   88000 Progress: 88.0% Elapsed: 22:06:00 temperature: no ada_p: No Discriminator_loss: 0.404826 Generator_loss: 236.5 
[INFO] 2021-01-16 10:06:03 > Start Evaluation (88000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 10:06:03 > Calculating FID Score....
[INFO] 2021-01-16 10:06:24 > Calculating Inception Score....
[INFO] 2021-01-16 10:06:37 > Calculate F_beta Score....
[INFO] 2021-01-16 10:07:15 > F_8 score (Step: 88000, Using valid images): 0.6956214210394208
[INFO] 2021-01-16 10:07:15 > F_1/8 score (Step: 88000, Using valid images): 0.8889654366236109
[INFO] 2021-01-16 10:07:15 > FID score (Step: 88000, Using valid moments): 49.64585788941429
[INFO] 2021-01-16 10:07:15 > Inception score (Step: 88000, 10000 generated images): 8.718863487243652
[INFO] 2021-01-16 10:07:15 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 10:07:16 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 10:08:43 > Step:   88100 Progress: 88.1% Elapsed: 22:08:40 temperature: no ada_p: No Discriminator_loss: 0.285659 Generator_loss: 255.057 
[INFO] 2021-01-16 10:10:10 > Step:   88200 Progress: 88.2% Elapsed: 22:10:07 temperature: no ada_p: No Discriminator_loss: -0.2346 Generator_loss: 298.122 
[INFO] 2021-01-16 10:11:36 > Step:   88300 Progress: 88.3% Elapsed: 22:11:33 temperature: no ada_p: No Discriminator_loss: -0.254504 Generator_loss: 298.781 
[INFO] 2021-01-16 10:13:03 > Step:   88400 Progress: 88.4% Elapsed: 22:13:00 temperature: no ada_p: No Discriminator_loss: -0.0570676 Generator_loss: 305.306 
[INFO] 2021-01-16 10:14:30 > Step:   88500 Progress: 88.5% Elapsed: 22:14:27 temperature: no ada_p: No Discriminator_loss: -0.395106 Generator_loss: 309.606 
[INFO] 2021-01-16 10:15:57 > Step:   88600 Progress: 88.6% Elapsed: 22:15:54 temperature: no ada_p: No Discriminator_loss: -0.0804628 Generator_loss: 310.208 
[INFO] 2021-01-16 10:17:24 > Step:   88700 Progress: 88.7% Elapsed: 22:17:21 temperature: no ada_p: No Discriminator_loss: -0.363447 Generator_loss: 321.994 
[INFO] 2021-01-16 10:18:50 > Step:   88800 Progress: 88.8% Elapsed: 22:18:47 temperature: no ada_p: No Discriminator_loss: 0.164666 Generator_loss: 322.291 
[INFO] 2021-01-16 10:20:17 > Step:   88900 Progress: 88.9% Elapsed: 22:20:14 temperature: no ada_p: No Discriminator_loss: -0.119564 Generator_loss: 338.119 
[INFO] 2021-01-16 10:21:44 > Step:   89000 Progress: 89.0% Elapsed: 22:21:41 temperature: no ada_p: No Discriminator_loss: -0.236792 Generator_loss: 360.121 
[INFO] 2021-01-16 10:23:11 > Step:   89100 Progress: 89.1% Elapsed: 22:23:07 temperature: no ada_p: No Discriminator_loss: -0.104246 Generator_loss: 349.203 
[INFO] 2021-01-16 10:24:37 > Step:   89200 Progress: 89.2% Elapsed: 22:24:34 temperature: no ada_p: No Discriminator_loss: -0.361058 Generator_loss: 362.015 
[INFO] 2021-01-16 10:26:04 > Step:   89300 Progress: 89.3% Elapsed: 22:26:01 temperature: no ada_p: No Discriminator_loss: 0.0900091 Generator_loss: 342.012 
[INFO] 2021-01-16 10:27:31 > Step:   89400 Progress: 89.4% Elapsed: 22:27:28 temperature: no ada_p: No Discriminator_loss: -0.726405 Generator_loss: 350.877 
[INFO] 2021-01-16 10:28:58 > Step:   89500 Progress: 89.5% Elapsed: 22:28:55 temperature: no ada_p: No Discriminator_loss: -0.417354 Generator_loss: 356.88 
[INFO] 2021-01-16 10:30:24 > Step:   89600 Progress: 89.6% Elapsed: 22:30:21 temperature: no ada_p: No Discriminator_loss: -0.52518 Generator_loss: 330.935 
[INFO] 2021-01-16 10:31:51 > Step:   89700 Progress: 89.7% Elapsed: 22:31:48 temperature: no ada_p: No Discriminator_loss: -0.503941 Generator_loss: 319.977 
[INFO] 2021-01-16 10:33:18 > Step:   89800 Progress: 89.8% Elapsed: 22:33:15 temperature: no ada_p: No Discriminator_loss: -0.754383 Generator_loss: 332.379 
[INFO] 2021-01-16 10:34:45 > Step:   89900 Progress: 89.9% Elapsed: 22:34:42 temperature: no ada_p: No Discriminator_loss: -0.913847 Generator_loss: 333.463 
[INFO] 2021-01-16 10:36:11 > Step:   90000 Progress: 90.0% Elapsed: 22:36:08 temperature: no ada_p: No Discriminator_loss: -0.868847 Generator_loss: 330.137 
[INFO] 2021-01-16 10:36:11 > Start Evaluation (90000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 10:36:11 > Calculating FID Score....
[INFO] 2021-01-16 10:36:32 > Calculating Inception Score....
[INFO] 2021-01-16 10:36:44 > Calculate F_beta Score....
[INFO] 2021-01-16 10:37:23 > F_8 score (Step: 90000, Using valid images): 0.7363767487815004
[INFO] 2021-01-16 10:37:23 > F_1/8 score (Step: 90000, Using valid images): 0.9221008693051918
[INFO] 2021-01-16 10:37:23 > FID score (Step: 90000, Using valid moments): 41.701360873116755
[INFO] 2021-01-16 10:37:23 > Inception score (Step: 90000, 10000 generated images): 9.461559295654297
[INFO] 2021-01-16 10:37:23 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 10:37:24 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 10:38:51 > Step:   90100 Progress: 90.1% Elapsed: 22:38:48 temperature: no ada_p: No Discriminator_loss: -0.863588 Generator_loss: 315.329 
[INFO] 2021-01-16 10:40:18 > Step:   90200 Progress: 90.2% Elapsed: 22:40:15 temperature: no ada_p: No Discriminator_loss: -0.864857 Generator_loss: 310.449 
[INFO] 2021-01-16 10:41:45 > Step:   90300 Progress: 90.3% Elapsed: 22:41:41 temperature: no ada_p: No Discriminator_loss: -0.793121 Generator_loss: 309.313 
[INFO] 2021-01-16 10:43:11 > Step:   90400 Progress: 90.4% Elapsed: 22:43:08 temperature: no ada_p: No Discriminator_loss: -1.02904 Generator_loss: 293.718 
[INFO] 2021-01-16 10:44:38 > Step:   90500 Progress: 90.5% Elapsed: 22:44:35 temperature: no ada_p: No Discriminator_loss: -1.13294 Generator_loss: 291.59 
[INFO] 2021-01-16 10:46:05 > Step:   90600 Progress: 90.6% Elapsed: 22:46:02 temperature: no ada_p: No Discriminator_loss: -1.45615 Generator_loss: 263.692 
[INFO] 2021-01-16 10:47:32 > Step:   90700 Progress: 90.7% Elapsed: 22:47:29 temperature: no ada_p: No Discriminator_loss: -1.64062 Generator_loss: 252.093 
[INFO] 2021-01-16 10:48:58 > Step:   90800 Progress: 90.8% Elapsed: 22:48:55 temperature: no ada_p: No Discriminator_loss: -0.110456 Generator_loss: 176.321 
[INFO] 2021-01-16 10:50:26 > Step:   90900 Progress: 90.9% Elapsed: 22:50:23 temperature: no ada_p: No Discriminator_loss: -0.685135 Generator_loss: 207.686 
[INFO] 2021-01-16 10:51:52 > Step:   91000 Progress: 91.0% Elapsed: 22:51:49 temperature: no ada_p: No Discriminator_loss: -0.175184 Generator_loss: 184.441 
[INFO] 2021-01-16 10:53:19 > Step:   91100 Progress: 91.1% Elapsed: 22:53:16 temperature: no ada_p: No Discriminator_loss: -1.04665 Generator_loss: 218.127 
[INFO] 2021-01-16 10:54:45 > Step:   91200 Progress: 91.2% Elapsed: 22:54:42 temperature: no ada_p: No Discriminator_loss: 0.14097 Generator_loss: 119.278 
[INFO] 2021-01-16 10:56:13 > Step:   91300 Progress: 91.3% Elapsed: 22:56:10 temperature: no ada_p: No Discriminator_loss: -0.593264 Generator_loss: 128.47 
[INFO] 2021-01-16 10:57:39 > Step:   91400 Progress: 91.4% Elapsed: 22:57:36 temperature: no ada_p: No Discriminator_loss: -0.659759 Generator_loss: 160.509 
[INFO] 2021-01-16 10:59:06 > Step:   91500 Progress: 91.5% Elapsed: 22:59:03 temperature: no ada_p: No Discriminator_loss: -0.86074 Generator_loss: 187.761 
[INFO] 2021-01-16 11:00:32 > Step:   91600 Progress: 91.6% Elapsed: 23:00:29 temperature: no ada_p: No Discriminator_loss: -1.81708 Generator_loss: 196.322 
[INFO] 2021-01-16 11:02:00 > Step:   91700 Progress: 91.7% Elapsed: 23:01:57 temperature: no ada_p: No Discriminator_loss: 0.402246 Generator_loss: 164.44 
[INFO] 2021-01-16 11:03:26 > Step:   91800 Progress: 91.8% Elapsed: 23:03:23 temperature: no ada_p: No Discriminator_loss: 0.401372 Generator_loss: 215.275 
[INFO] 2021-01-16 11:04:53 > Step:   91900 Progress: 91.9% Elapsed: 23:04:50 temperature: no ada_p: No Discriminator_loss: 6.17851 Generator_loss: 155.153 
[INFO] 2021-01-16 11:06:19 > Step:   92000 Progress: 92.0% Elapsed: 23:06:16 temperature: no ada_p: No Discriminator_loss: -1.12924 Generator_loss: 198.873 
[INFO] 2021-01-16 11:06:19 > Start Evaluation (92000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 11:06:19 > Calculating FID Score....
[INFO] 2021-01-16 11:06:40 > Calculating Inception Score....
[INFO] 2021-01-16 11:06:52 > Calculate F_beta Score....
[INFO] 2021-01-16 11:07:30 > F_8 score (Step: 92000, Using valid images): 0.6932128026491632
[INFO] 2021-01-16 11:07:30 > F_1/8 score (Step: 92000, Using valid images): 0.9111312640544612
[INFO] 2021-01-16 11:07:30 > FID score (Step: 92000, Using valid moments): 47.83412721495375
[INFO] 2021-01-16 11:07:30 > Inception score (Step: 92000, 10000 generated images): 8.602356910705566
[INFO] 2021-01-16 11:07:30 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 11:07:31 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 11:08:58 > Step:   92100 Progress: 92.1% Elapsed: 23:08:55 temperature: no ada_p: No Discriminator_loss: -0.597945 Generator_loss: 128.587 
[INFO] 2021-01-16 11:10:25 > Step:   92200 Progress: 92.2% Elapsed: 23:10:22 temperature: no ada_p: No Discriminator_loss: -0.681287 Generator_loss: 175.247 
[INFO] 2021-01-16 11:11:52 > Step:   92300 Progress: 92.3% Elapsed: 23:11:49 temperature: no ada_p: No Discriminator_loss: -2.32732 Generator_loss: 189.75 
[INFO] 2021-01-16 11:13:18 > Step:   92400 Progress: 92.4% Elapsed: 23:13:15 temperature: no ada_p: No Discriminator_loss: 0.568043 Generator_loss: -60.1705 
[INFO] 2021-01-16 11:14:46 > Step:   92500 Progress: 92.5% Elapsed: 23:14:43 temperature: no ada_p: No Discriminator_loss: 0.0912756 Generator_loss: -115.31 
[INFO] 2021-01-16 11:16:12 > Step:   92600 Progress: 92.6% Elapsed: 23:16:09 temperature: no ada_p: No Discriminator_loss: 0.171913 Generator_loss: -118.644 
[INFO] 2021-01-16 11:17:39 > Step:   92700 Progress: 92.7% Elapsed: 23:17:36 temperature: no ada_p: No Discriminator_loss: -0.0584868 Generator_loss: -144.507 
[INFO] 2021-01-16 11:19:05 > Step:   92800 Progress: 92.8% Elapsed: 23:19:02 temperature: no ada_p: No Discriminator_loss: -0.166348 Generator_loss: -157.204 
[INFO] 2021-01-16 11:20:32 > Step:   92900 Progress: 92.9% Elapsed: 23:20:29 temperature: no ada_p: No Discriminator_loss: -0.167931 Generator_loss: -151.639 
[INFO] 2021-01-16 11:21:59 > Step:   93000 Progress: 93.0% Elapsed: 23:21:56 temperature: no ada_p: No Discriminator_loss: -0.166743 Generator_loss: -151.948 
[INFO] 2021-01-16 11:23:26 > Step:   93100 Progress: 93.1% Elapsed: 23:23:22 temperature: no ada_p: No Discriminator_loss: -0.536009 Generator_loss: -132.655 
[INFO] 2021-01-16 11:24:52 > Step:   93200 Progress: 93.2% Elapsed: 23:24:49 temperature: no ada_p: No Discriminator_loss: -0.629553 Generator_loss: -122.105 
[INFO] 2021-01-16 11:26:19 > Step:   93300 Progress: 93.3% Elapsed: 23:26:16 temperature: no ada_p: No Discriminator_loss: -0.455171 Generator_loss: -87.7342 
[INFO] 2021-01-16 11:27:46 > Step:   93400 Progress: 93.4% Elapsed: 23:27:43 temperature: no ada_p: No Discriminator_loss: -0.641174 Generator_loss: -54.4549 
[INFO] 2021-01-16 11:29:13 > Step:   93500 Progress: 93.5% Elapsed: 23:29:10 temperature: no ada_p: No Discriminator_loss: -0.872873 Generator_loss: -15.275 
[INFO] 2021-01-16 11:30:39 > Step:   93600 Progress: 93.6% Elapsed: 23:30:36 temperature: no ada_p: No Discriminator_loss: -0.682313 Generator_loss: 22.8417 
[INFO] 2021-01-16 11:32:07 > Step:   93700 Progress: 93.7% Elapsed: 23:32:04 temperature: no ada_p: No Discriminator_loss: -0.977247 Generator_loss: 46.4871 
[INFO] 2021-01-16 11:33:33 > Step:   93800 Progress: 93.8% Elapsed: 23:33:30 temperature: no ada_p: No Discriminator_loss: -1.01278 Generator_loss: 82.5343 
[INFO] 2021-01-16 11:35:00 > Step:   93900 Progress: 93.9% Elapsed: 23:34:57 temperature: no ada_p: No Discriminator_loss: -0.945634 Generator_loss: 115.102 
[INFO] 2021-01-16 11:36:27 > Step:   94000 Progress: 94.0% Elapsed: 23:36:24 temperature: no ada_p: No Discriminator_loss: -1.53081 Generator_loss: 112.931 
[INFO] 2021-01-16 11:36:27 > Start Evaluation (94000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 11:36:27 > Calculating FID Score....
[INFO] 2021-01-16 11:36:48 > Calculating Inception Score....
[INFO] 2021-01-16 11:37:00 > Calculate F_beta Score....
[INFO] 2021-01-16 11:37:39 > F_8 score (Step: 94000, Using valid images): 0.7246676465109017
[INFO] 2021-01-16 11:37:39 > F_1/8 score (Step: 94000, Using valid images): 0.9251779262184885
[INFO] 2021-01-16 11:37:39 > FID score (Step: 94000, Using valid moments): 42.814147230130686
[INFO] 2021-01-16 11:37:39 > Inception score (Step: 94000, 10000 generated images): 9.568769454956055
[INFO] 2021-01-16 11:37:39 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 11:37:40 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 11:39:07 > Step:   94100 Progress: 94.1% Elapsed: 23:39:04 temperature: no ada_p: No Discriminator_loss: -0.672807 Generator_loss: 138.05 
[INFO] 2021-01-16 11:40:33 > Step:   94200 Progress: 94.2% Elapsed: 23:40:30 temperature: no ada_p: No Discriminator_loss: -1.26064 Generator_loss: 148.981 
[INFO] 2021-01-16 11:42:00 > Step:   94300 Progress: 94.3% Elapsed: 23:41:57 temperature: no ada_p: No Discriminator_loss: -0.84521 Generator_loss: 139.602 
[INFO] 2021-01-16 11:43:27 > Step:   94400 Progress: 94.4% Elapsed: 23:43:24 temperature: no ada_p: No Discriminator_loss: -0.433139 Generator_loss: 212.633 
[INFO] 2021-01-16 11:44:53 > Step:   94500 Progress: 94.5% Elapsed: 23:44:50 temperature: no ada_p: No Discriminator_loss: 3.7481 Generator_loss: 218.705 
[INFO] 2021-01-16 11:46:20 > Step:   94600 Progress: 94.6% Elapsed: 23:46:17 temperature: no ada_p: No Discriminator_loss: -0.928355 Generator_loss: 0.331098 
[INFO] 2021-01-16 11:47:47 > Step:   94700 Progress: 94.7% Elapsed: 23:47:43 temperature: no ada_p: No Discriminator_loss: -0.865457 Generator_loss: 10.7139 
[INFO] 2021-01-16 11:49:14 > Step:   94800 Progress: 94.8% Elapsed: 23:49:11 temperature: no ada_p: No Discriminator_loss: -1.17226 Generator_loss: 27.0904 
[INFO] 2021-01-16 11:50:40 > Step:   94900 Progress: 94.9% Elapsed: 23:50:37 temperature: no ada_p: No Discriminator_loss: -2.6118 Generator_loss: 72.1585 
[INFO] 2021-01-16 11:52:07 > Step:   95000 Progress: 95.0% Elapsed: 23:52:04 temperature: no ada_p: No Discriminator_loss: -8.32842 Generator_loss: 186.018 
[INFO] 2021-01-16 11:53:34 > Step:   95100 Progress: 95.1% Elapsed: 23:53:31 temperature: no ada_p: No Discriminator_loss: 2.1772 Generator_loss: 208.109 
[INFO] 2021-01-16 11:55:02 > Step:   95200 Progress: 95.2% Elapsed: 23:54:59 temperature: no ada_p: No Discriminator_loss: -0.475331 Generator_loss: 181.81 
[INFO] 2021-01-16 11:56:29 > Step:   95300 Progress: 95.3% Elapsed: 23:56:26 temperature: no ada_p: No Discriminator_loss: -0.794998 Generator_loss: 176.614 
[INFO] 2021-01-16 11:57:56 > Step:   95400 Progress: 95.4% Elapsed: 23:57:53 temperature: no ada_p: No Discriminator_loss: -1.39622 Generator_loss: 183.339 
[INFO] 2021-01-16 11:59:23 > Step:   95500 Progress: 95.5% Elapsed: 23:59:20 temperature: no ada_p: No Discriminator_loss: -0.443849 Generator_loss: 208.467 
[INFO] 2021-01-16 12:00:50 > Step:   95600 Progress: 95.6% Elapsed: 1 day, 0:00:47 temperature: no ada_p: No Discriminator_loss: -0.560061 Generator_loss: 206.704 
[INFO] 2021-01-16 12:02:18 > Step:   95700 Progress: 95.7% Elapsed: 1 day, 0:02:14 temperature: no ada_p: No Discriminator_loss: -1.15049 Generator_loss: 207.888 
[INFO] 2021-01-16 12:03:44 > Step:   95800 Progress: 95.8% Elapsed: 1 day, 0:03:41 temperature: no ada_p: No Discriminator_loss: -1.0997 Generator_loss: 215.45 
[INFO] 2021-01-16 12:05:11 > Step:   95900 Progress: 95.9% Elapsed: 1 day, 0:05:08 temperature: no ada_p: No Discriminator_loss: -1.36833 Generator_loss: 214.806 
[INFO] 2021-01-16 12:06:39 > Step:   96000 Progress: 96.0% Elapsed: 1 day, 0:06:36 temperature: no ada_p: No Discriminator_loss: -0.395539 Generator_loss: 177.635 
[INFO] 2021-01-16 12:06:39 > Start Evaluation (96000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 12:06:39 > Calculating FID Score....
[INFO] 2021-01-16 12:07:00 > Calculating Inception Score....
[INFO] 2021-01-16 12:07:12 > Calculate F_beta Score....
[INFO] 2021-01-16 12:07:52 > F_8 score (Step: 96000, Using valid images): 0.7404641820802824
[INFO] 2021-01-16 12:07:52 > F_1/8 score (Step: 96000, Using valid images): 0.9182889945317055
[INFO] 2021-01-16 12:07:52 > FID score (Step: 96000, Using valid moments): 44.454770301391704
[INFO] 2021-01-16 12:07:52 > Inception score (Step: 96000, 10000 generated images): 9.228951454162598
[INFO] 2021-01-16 12:07:52 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 12:07:53 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 12:09:20 > Step:   96100 Progress: 96.1% Elapsed: 1 day, 0:09:17 temperature: no ada_p: No Discriminator_loss: -1.73522 Generator_loss: 175.723 
[INFO] 2021-01-16 12:10:47 > Step:   96200 Progress: 96.2% Elapsed: 1 day, 0:10:44 temperature: no ada_p: No Discriminator_loss: -0.446631 Generator_loss: 120.761 
[INFO] 2021-01-16 12:12:14 > Step:   96300 Progress: 96.3% Elapsed: 1 day, 0:12:11 temperature: no ada_p: No Discriminator_loss: -0.934573 Generator_loss: 86.6551 
[INFO] 2021-01-16 12:13:42 > Step:   96400 Progress: 96.4% Elapsed: 1 day, 0:13:39 temperature: no ada_p: No Discriminator_loss: -0.688756 Generator_loss: 103.68 
[INFO] 2021-01-16 12:15:09 > Step:   96500 Progress: 96.5% Elapsed: 1 day, 0:15:05 temperature: no ada_p: No Discriminator_loss: -0.691549 Generator_loss: 134.396 
[INFO] 2021-01-16 12:16:35 > Step:   96600 Progress: 96.6% Elapsed: 1 day, 0:16:32 temperature: no ada_p: No Discriminator_loss: -0.838945 Generator_loss: 137.236 
[INFO] 2021-01-16 12:18:02 > Step:   96700 Progress: 96.7% Elapsed: 1 day, 0:17:59 temperature: no ada_p: No Discriminator_loss: -0.72873 Generator_loss: 143.264 
[INFO] 2021-01-16 12:19:30 > Step:   96800 Progress: 96.8% Elapsed: 1 day, 0:19:27 temperature: no ada_p: No Discriminator_loss: -1.0957 Generator_loss: 152.585 
[INFO] 2021-01-16 12:20:57 > Step:   96900 Progress: 96.9% Elapsed: 1 day, 0:20:54 temperature: no ada_p: No Discriminator_loss: -2.21346 Generator_loss: 155.975 
[INFO] 2021-01-16 12:22:24 > Step:   97000 Progress: 97.0% Elapsed: 1 day, 0:22:21 temperature: no ada_p: No Discriminator_loss: -0.643373 Generator_loss: 222.053 
[INFO] 2021-01-16 12:23:51 > Step:   97100 Progress: 97.1% Elapsed: 1 day, 0:23:48 temperature: no ada_p: No Discriminator_loss: 0.146527 Generator_loss: 164.882 
[INFO] 2021-01-16 12:25:19 > Step:   97200 Progress: 97.2% Elapsed: 1 day, 0:25:16 temperature: no ada_p: No Discriminator_loss: 0.252342 Generator_loss: 145.505 
[INFO] 2021-01-16 12:26:46 > Step:   97300 Progress: 97.3% Elapsed: 1 day, 0:26:43 temperature: no ada_p: No Discriminator_loss: 0.0923894 Generator_loss: 135.683 
[INFO] 2021-01-16 12:28:13 > Step:   97400 Progress: 97.4% Elapsed: 1 day, 0:28:10 temperature: no ada_p: No Discriminator_loss: -0.35897 Generator_loss: 109.793 
[INFO] 2021-01-16 12:29:40 > Step:   97500 Progress: 97.5% Elapsed: 1 day, 0:29:37 temperature: no ada_p: No Discriminator_loss: -0.58143 Generator_loss: 124.399 
[INFO] 2021-01-16 12:31:08 > Step:   97600 Progress: 97.6% Elapsed: 1 day, 0:31:05 temperature: no ada_p: No Discriminator_loss: -0.476692 Generator_loss: 111.965 
[INFO] 2021-01-16 12:32:35 > Step:   97700 Progress: 97.7% Elapsed: 1 day, 0:32:32 temperature: no ada_p: No Discriminator_loss: -0.464294 Generator_loss: 110.926 
[INFO] 2021-01-16 12:34:02 > Step:   97800 Progress: 97.8% Elapsed: 1 day, 0:33:59 temperature: no ada_p: No Discriminator_loss: -0.452681 Generator_loss: 112.796 
[INFO] 2021-01-16 12:35:30 > Step:   97900 Progress: 97.9% Elapsed: 1 day, 0:35:27 temperature: no ada_p: No Discriminator_loss: -0.814177 Generator_loss: 116.342 
[INFO] 2021-01-16 12:36:57 > Step:   98000 Progress: 98.0% Elapsed: 1 day, 0:36:54 temperature: no ada_p: No Discriminator_loss: -0.87828 Generator_loss: 119.275 
[INFO] 2021-01-16 12:36:57 > Start Evaluation (98000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 12:36:57 > Calculating FID Score....
[INFO] 2021-01-16 12:37:17 > Calculating Inception Score....
[INFO] 2021-01-16 12:37:30 > Calculate F_beta Score....
[INFO] 2021-01-16 12:38:08 > F_8 score (Step: 98000, Using valid images): 0.7135062117835328
[INFO] 2021-01-16 12:38:09 > F_1/8 score (Step: 98000, Using valid images): 0.9164810991579541
[INFO] 2021-01-16 12:38:09 > FID score (Step: 98000, Using valid moments): 45.01174177029583
[INFO] 2021-01-16 12:38:09 > Inception score (Step: 98000, 10000 generated images): 9.139193534851074
[INFO] 2021-01-16 12:38:09 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 12:38:10 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 12:39:37 > Step:   98100 Progress: 98.1% Elapsed: 1 day, 0:39:34 temperature: no ada_p: No Discriminator_loss: -0.835023 Generator_loss: 125.031 
[INFO] 2021-01-16 12:41:04 > Step:   98200 Progress: 98.2% Elapsed: 1 day, 0:41:01 temperature: no ada_p: No Discriminator_loss: -1.18604 Generator_loss: 125.59 
[INFO] 2021-01-16 12:42:32 > Step:   98300 Progress: 98.3% Elapsed: 1 day, 0:42:28 temperature: no ada_p: No Discriminator_loss: -1.65188 Generator_loss: 127.369 
[INFO] 2021-01-16 12:43:58 > Step:   98400 Progress: 98.4% Elapsed: 1 day, 0:43:55 temperature: no ada_p: No Discriminator_loss: -0.0768196 Generator_loss: 187.105 
[INFO] 2021-01-16 12:45:25 > Step:   98500 Progress: 98.5% Elapsed: 1 day, 0:45:22 temperature: no ada_p: No Discriminator_loss: -1.73413 Generator_loss: 157.275 
[INFO] 2021-01-16 12:46:52 > Step:   98600 Progress: 98.6% Elapsed: 1 day, 0:46:49 temperature: no ada_p: No Discriminator_loss: -0.122634 Generator_loss: 219.876 
[INFO] 2021-01-16 12:48:20 > Step:   98700 Progress: 98.7% Elapsed: 1 day, 0:48:17 temperature: no ada_p: No Discriminator_loss: -0.427824 Generator_loss: 209.882 
[INFO] 2021-01-16 12:49:47 > Step:   98800 Progress: 98.8% Elapsed: 1 day, 0:49:44 temperature: no ada_p: No Discriminator_loss: -0.608921 Generator_loss: 201.993 
[INFO] 2021-01-16 12:51:14 > Step:   98900 Progress: 98.9% Elapsed: 1 day, 0:51:11 temperature: no ada_p: No Discriminator_loss: -1.57306 Generator_loss: 198.226 
[INFO] 2021-01-16 12:52:41 > Step:   99000 Progress: 99.0% Elapsed: 1 day, 0:52:38 temperature: no ada_p: No Discriminator_loss: 0.0432246 Generator_loss: 181.746 
[INFO] 2021-01-16 12:54:09 > Step:   99100 Progress: 99.1% Elapsed: 1 day, 0:54:06 temperature: no ada_p: No Discriminator_loss: -0.762048 Generator_loss: 188.721 
[INFO] 2021-01-16 12:55:36 > Step:   99200 Progress: 99.2% Elapsed: 1 day, 0:55:33 temperature: no ada_p: No Discriminator_loss: -1.20533 Generator_loss: 189.327 
[INFO] 2021-01-16 12:57:03 > Step:   99300 Progress: 99.3% Elapsed: 1 day, 0:57:00 temperature: no ada_p: No Discriminator_loss: -2.27673 Generator_loss: 177.856 
[INFO] 2021-01-16 12:58:31 > Step:   99400 Progress: 99.4% Elapsed: 1 day, 0:58:28 temperature: no ada_p: No Discriminator_loss: -0.611104 Generator_loss: 148.567 
[INFO] 2021-01-16 12:59:59 > Step:   99500 Progress: 99.5% Elapsed: 1 day, 0:59:56 temperature: no ada_p: No Discriminator_loss: -0.756453 Generator_loss: 171.727 
[INFO] 2021-01-16 13:01:26 > Step:   99600 Progress: 99.6% Elapsed: 1 day, 1:01:23 temperature: no ada_p: No Discriminator_loss: -0.876045 Generator_loss: 177.474 
[INFO] 2021-01-16 13:02:52 > Step:   99700 Progress: 99.7% Elapsed: 1 day, 1:02:49 temperature: no ada_p: No Discriminator_loss: -1.00487 Generator_loss: 172.848 
[INFO] 2021-01-16 13:04:20 > Step:   99800 Progress: 99.8% Elapsed: 1 day, 1:04:17 temperature: no ada_p: No Discriminator_loss: -1.46801 Generator_loss: 168.269 
[INFO] 2021-01-16 13:05:48 > Step:   99900 Progress: 99.9% Elapsed: 1 day, 1:05:45 temperature: no ada_p: No Discriminator_loss: -19.92 Generator_loss: 224.632 
[INFO] 2021-01-16 13:07:15 > Step:  100000 Progress: 100.0% Elapsed: 1 day, 1:07:12 temperature: no ada_p: No Discriminator_loss: 0.185222 Generator_loss: 55.7125 
[INFO] 2021-01-16 13:07:15 > Start Evaluation (100000 Step): WGAN-DRA-train-2021_01_15_11_59_46
[INFO] 2021-01-16 13:07:15 > Calculating FID Score....
[INFO] 2021-01-16 13:07:35 > Calculating Inception Score....
[INFO] 2021-01-16 13:07:48 > Calculate F_beta Score....
[INFO] 2021-01-16 13:08:26 > F_8 score (Step: 100000, Using valid images): 0.6093355762437817
[INFO] 2021-01-16 13:08:26 > F_1/8 score (Step: 100000, Using valid images): 0.8237930990132406
[INFO] 2021-01-16 13:08:26 > FID score (Step: 100000, Using valid moments): 70.731482577225
[INFO] 2021-01-16 13:08:26 > Inception score (Step: 100000, 10000 generated images): 7.287627696990967
[INFO] 2021-01-16 13:08:26 > Best FID score (Step: 76000, Using valid moments): 40.655238300923656
[INFO] 2021-01-16 13:08:27 > Save model to checkpoints/WGAN-DRA-train-2021_01_15_11_59_46