WGAN-DRA-train-2020_09_16_05_18_22.log

[INFO] 2020-09-16 05:18:22 > Run name : WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 05:18:22 > {'config_path': './configs/CIFAR10/WGAN-DRA.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': 82624, 'num_workers': 8, 'synchronized_bn': False, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'k_nearest_neighbor': False, 'interpolation': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'test'}
[INFO] 2020-09-16 05:18:22 > {'model': {'architecture': 'resnet', 'conditional_strategy': 'no', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': False, 'd_spectral_norm': False, 'activation_fn': 'ReLU', 'attention': False, 'attention_after_nth_gen_block': 'N/A', 'attention_after_nth_dis_block': 'N/A', 'z_dim': 128, 'shared_dim': 'N/A', 'g_conv_dim': 64, 'd_conv_dim': 64, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 64, 'accumulation_steps': 1, 'd_lr': 0.0002, 'g_lr': 0.0002, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.5, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 5, 'total_step': 100000}, 'loss_function': {'adv_loss': 'wasserstein', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': 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] 2020-09-16 05:18:22 > Loading train datasets...
[INFO] 2020-09-16 05:18:22 > Train dataset size : 50000
[INFO] 2020-09-16 05:18:22 > Loading test datasets...
[INFO] 2020-09-16 05:18:23 > Eval dataset size : 10000
[INFO] 2020-09-16 05:18:23 > Building model...
[INFO] 2020-09-16 05:18:23 > Modules are located on models.resnet
[INFO] 2020-09-16 05:18:26 > Number of parameters: 4276739
[INFO] 2020-09-16 05:18:26 > Generator(
  (linear0): Linear(in_features=128, out_features=4096, bias=True)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(256, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2020-09-16 05:18:26 > Number of parameters: 1055879
[INFO] 2020-09-16 05:18:26 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(3, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (1): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(128, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=128, out_features=1, bias=True)
)
[INFO] 2020-09-16 05:18:30 > Start training....
[INFO] 2020-09-16 05:19:10 > Step:     100 Progress: 0.1% Elapsed: 0:00:39 temperature: no ada_p: No Discriminator_loss: -2.05269 Generator_loss: 10.1426 
[INFO] 2020-09-16 05:19:49 > Step:     200 Progress: 0.2% Elapsed: 0:01:18 temperature: no ada_p: No Discriminator_loss: -2.77624 Generator_loss: -10.1767 
[INFO] 2020-09-16 05:20:28 > Step:     300 Progress: 0.3% Elapsed: 0:01:57 temperature: no ada_p: No Discriminator_loss: -3.72585 Generator_loss: 10.7507 
[INFO] 2020-09-16 05:21:08 > Step:     400 Progress: 0.4% Elapsed: 0:02:38 temperature: no ada_p: No Discriminator_loss: -1.603 Generator_loss: 4.97053 
[INFO] 2020-09-16 05:21:50 > Step:     500 Progress: 0.5% Elapsed: 0:03:19 temperature: no ada_p: No Discriminator_loss: -4.49383 Generator_loss: 16.2638 
[INFO] 2020-09-16 05:22:31 > Step:     600 Progress: 0.6% Elapsed: 0:04:01 temperature: no ada_p: No Discriminator_loss: -2.4763 Generator_loss: 3.23142 
[INFO] 2020-09-16 05:23:14 > Step:     700 Progress: 0.7% Elapsed: 0:04:43 temperature: no ada_p: No Discriminator_loss: -2.66608 Generator_loss: 12.345 
[INFO] 2020-09-16 05:23:56 > Step:     800 Progress: 0.8% Elapsed: 0:05:25 temperature: no ada_p: No Discriminator_loss: -2.99747 Generator_loss: 20.5568 
[INFO] 2020-09-16 05:24:38 > Step:     900 Progress: 0.9% Elapsed: 0:06:07 temperature: no ada_p: No Discriminator_loss: -2.56386 Generator_loss: 18.0382 
[INFO] 2020-09-16 05:25:20 > Step:    1000 Progress: 1.0% Elapsed: 0:06:49 temperature: no ada_p: No Discriminator_loss: -2.88194 Generator_loss: 3.25057 
[INFO] 2020-09-16 05:26:02 > Step:    1100 Progress: 1.1% Elapsed: 0:07:31 temperature: no ada_p: No Discriminator_loss: -1.84623 Generator_loss: 21.1225 
[INFO] 2020-09-16 05:26:43 > Step:    1200 Progress: 1.2% Elapsed: 0:08:12 temperature: no ada_p: No Discriminator_loss: -2.60222 Generator_loss: 18.1375 
[INFO] 2020-09-16 05:27:25 > Step:    1300 Progress: 1.3% Elapsed: 0:08:55 temperature: no ada_p: No Discriminator_loss: -3.32257 Generator_loss: 22.7836 
[INFO] 2020-09-16 05:28:07 > Step:    1400 Progress: 1.4% Elapsed: 0:09:36 temperature: no ada_p: No Discriminator_loss: -3.25901 Generator_loss: 25.7771 
[INFO] 2020-09-16 05:28:49 > Step:    1500 Progress: 1.5% Elapsed: 0:10:18 temperature: no ada_p: No Discriminator_loss: -2.12839 Generator_loss: 22.6287 
[INFO] 2020-09-16 05:29:31 > Step:    1600 Progress: 1.6% Elapsed: 0:11:00 temperature: no ada_p: No Discriminator_loss: -1.84153 Generator_loss: 15.5071 
[INFO] 2020-09-16 05:30:12 > Step:    1700 Progress: 1.7% Elapsed: 0:11:42 temperature: no ada_p: No Discriminator_loss: -3.16613 Generator_loss: 21.4863 
[INFO] 2020-09-16 05:30:55 > Step:    1800 Progress: 1.8% Elapsed: 0:12:24 temperature: no ada_p: No Discriminator_loss: -1.8606 Generator_loss: 21.0634 
[INFO] 2020-09-16 05:31:37 > Step:    1900 Progress: 1.9% Elapsed: 0:13:06 temperature: no ada_p: No Discriminator_loss: -2.06968 Generator_loss: 23.7467 
[INFO] 2020-09-16 05:32:18 > Step:    2000 Progress: 2.0% Elapsed: 0:13:47 temperature: no ada_p: No Discriminator_loss: -2.63736 Generator_loss: 17.179 
[INFO] 2020-09-16 05:32:18 > Start Evaluation (2000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 05:33:58 > F_8 score (Step: 2000, Using test images): 0.6316738705639607
[INFO] 2020-09-16 05:33:58 > F_1/8 score (Step: 2000, Using test images): 0.7270955668117155
[INFO] 2020-09-16 05:33:58 > FID score (Step: 2000, Using test moments): 68.76782347271325
[INFO] 2020-09-16 05:33:58 > Inception score (Step: 2000, 10000 generated images): 5.080255031585693
[INFO] 2020-09-16 05:33:58 > Best FID score (Step: 2000, Using test moments): 68.76782347271325
[INFO] 2020-09-16 05:33:59 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 05:34:40 > Step:    2100 Progress: 2.1% Elapsed: 0:16:09 temperature: no ada_p: No Discriminator_loss: -2.52531 Generator_loss: 17.435 
[INFO] 2020-09-16 05:35:22 > Step:    2200 Progress: 2.2% Elapsed: 0:16:52 temperature: no ada_p: No Discriminator_loss: -2.25874 Generator_loss: 15.0534 
[INFO] 2020-09-16 05:36:04 > Step:    2300 Progress: 2.3% Elapsed: 0:17:33 temperature: no ada_p: No Discriminator_loss: -1.99498 Generator_loss: 26.3252 
[INFO] 2020-09-16 05:36:46 > Step:    2400 Progress: 2.4% Elapsed: 0:18:16 temperature: no ada_p: No Discriminator_loss: -1.96048 Generator_loss: 18.6843 
[INFO] 2020-09-16 05:37:29 > Step:    2500 Progress: 2.5% Elapsed: 0:18:58 temperature: no ada_p: No Discriminator_loss: -3.02939 Generator_loss: 23.9351 
[INFO] 2020-09-16 05:38:10 > Step:    2600 Progress: 2.6% Elapsed: 0:19:40 temperature: no ada_p: No Discriminator_loss: -2.81984 Generator_loss: 27.9154 
[INFO] 2020-09-16 05:38:53 > Step:    2700 Progress: 2.7% Elapsed: 0:20:22 temperature: no ada_p: No Discriminator_loss: -2.25154 Generator_loss: 23.0598 
[INFO] 2020-09-16 05:39:34 > Step:    2800 Progress: 2.8% Elapsed: 0:21:03 temperature: no ada_p: No Discriminator_loss: -1.48818 Generator_loss: 28.005 
[INFO] 2020-09-16 05:40:16 > Step:    2900 Progress: 2.9% Elapsed: 0:21:45 temperature: no ada_p: No Discriminator_loss: -2.55428 Generator_loss: 28.2218 
[INFO] 2020-09-16 05:40:58 > Step:    3000 Progress: 3.0% Elapsed: 0:22:28 temperature: no ada_p: No Discriminator_loss: -1.86186 Generator_loss: 24.4044 
[INFO] 2020-09-16 05:41:40 > Step:    3100 Progress: 3.1% Elapsed: 0:23:09 temperature: no ada_p: No Discriminator_loss: -1.60028 Generator_loss: 36.2601 
[INFO] 2020-09-16 05:42:22 > Step:    3200 Progress: 3.2% Elapsed: 0:23:51 temperature: no ada_p: No Discriminator_loss: -1.26402 Generator_loss: 16.0485 
[INFO] 2020-09-16 05:43:04 > Step:    3300 Progress: 3.3% Elapsed: 0:24:33 temperature: no ada_p: No Discriminator_loss: -2.9651 Generator_loss: 16.4472 
[INFO] 2020-09-16 05:43:45 > Step:    3400 Progress: 3.4% Elapsed: 0:25:15 temperature: no ada_p: No Discriminator_loss: -2.05031 Generator_loss: 24.5427 
[INFO] 2020-09-16 05:44:28 > Step:    3500 Progress: 3.5% Elapsed: 0:25:57 temperature: no ada_p: No Discriminator_loss: -2.42793 Generator_loss: 19.2781 
[INFO] 2020-09-16 05:45:10 > Step:    3600 Progress: 3.6% Elapsed: 0:26:39 temperature: no ada_p: No Discriminator_loss: -1.46971 Generator_loss: 26.0638 
[INFO] 2020-09-16 05:45:51 > Step:    3700 Progress: 3.7% Elapsed: 0:27:20 temperature: no ada_p: No Discriminator_loss: -3.73411 Generator_loss: 21.4552 
[INFO] 2020-09-16 05:46:33 > Step:    3800 Progress: 3.8% Elapsed: 0:28:03 temperature: no ada_p: No Discriminator_loss: -2.04851 Generator_loss: 27.7893 
[INFO] 2020-09-16 05:47:15 > Step:    3900 Progress: 3.9% Elapsed: 0:28:44 temperature: no ada_p: No Discriminator_loss: -1.56402 Generator_loss: 28.3192 
[INFO] 2020-09-16 05:47:57 > Step:    4000 Progress: 4.0% Elapsed: 0:29:26 temperature: no ada_p: No Discriminator_loss: -3.59785 Generator_loss: 29.4785 
[INFO] 2020-09-16 05:47:57 > Start Evaluation (4000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 05:49:37 > F_8 score (Step: 4000, Using test images): 0.7704704516617001
[INFO] 2020-09-16 05:49:37 > F_1/8 score (Step: 4000, Using test images): 0.8874954007262612
[INFO] 2020-09-16 05:49:37 > FID score (Step: 4000, Using test moments): 53.205333300617326
[INFO] 2020-09-16 05:49:37 > Inception score (Step: 4000, 10000 generated images): 5.762975215911865
[INFO] 2020-09-16 05:49:37 > Best FID score (Step: 4000, Using test moments): 53.205333300617326
[INFO] 2020-09-16 05:49:38 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 05:50:19 > Step:    4100 Progress: 4.1% Elapsed: 0:31:48 temperature: no ada_p: No Discriminator_loss: -3.11628 Generator_loss: 32.4398 
[INFO] 2020-09-16 05:51:01 > Step:    4200 Progress: 4.2% Elapsed: 0:32:30 temperature: no ada_p: No Discriminator_loss: -1.23202 Generator_loss: 27.2783 
[INFO] 2020-09-16 05:51:43 > Step:    4300 Progress: 4.3% Elapsed: 0:33:12 temperature: no ada_p: No Discriminator_loss: -0.776735 Generator_loss: 20.775 
[INFO] 2020-09-16 05:52:25 > Step:    4400 Progress: 4.4% Elapsed: 0:33:55 temperature: no ada_p: No Discriminator_loss: -2.11793 Generator_loss: 36.7272 
[INFO] 2020-09-16 05:53:07 > Step:    4500 Progress: 4.5% Elapsed: 0:34:36 temperature: no ada_p: No Discriminator_loss: -0.245926 Generator_loss: 31.0447 
[INFO] 2020-09-16 05:53:49 > Step:    4600 Progress: 4.6% Elapsed: 0:35:19 temperature: no ada_p: No Discriminator_loss: -1.33887 Generator_loss: 49.102 
[INFO] 2020-09-16 05:54:32 > Step:    4700 Progress: 4.7% Elapsed: 0:36:01 temperature: no ada_p: No Discriminator_loss: -2.08619 Generator_loss: 32.0028 
[INFO] 2020-09-16 05:55:13 > Step:    4800 Progress: 4.8% Elapsed: 0:36:42 temperature: no ada_p: No Discriminator_loss: -2.1068 Generator_loss: 24.1472 
[INFO] 2020-09-16 05:55:55 > Step:    4900 Progress: 4.9% Elapsed: 0:37:24 temperature: no ada_p: No Discriminator_loss: -0.792828 Generator_loss: 37.0037 
[INFO] 2020-09-16 05:56:37 > Step:    5000 Progress: 5.0% Elapsed: 0:38:07 temperature: no ada_p: No Discriminator_loss: 2.78927 Generator_loss: 41.4464 
[INFO] 2020-09-16 05:57:19 > Step:    5100 Progress: 5.1% Elapsed: 0:38:48 temperature: no ada_p: No Discriminator_loss: -1.51856 Generator_loss: 30.6055 
[INFO] 2020-09-16 05:58:01 > Step:    5200 Progress: 5.2% Elapsed: 0:39:30 temperature: no ada_p: No Discriminator_loss: 0.0955457 Generator_loss: 35.6531 
[INFO] 2020-09-16 05:58:42 > Step:    5300 Progress: 5.3% Elapsed: 0:40:12 temperature: no ada_p: No Discriminator_loss: -1.38312 Generator_loss: 43.9082 
[INFO] 2020-09-16 05:59:25 > Step:    5400 Progress: 5.4% Elapsed: 0:40:54 temperature: no ada_p: No Discriminator_loss: -0.706219 Generator_loss: 26.6088 
[INFO] 2020-09-16 06:00:07 > Step:    5500 Progress: 5.5% Elapsed: 0:41:36 temperature: no ada_p: No Discriminator_loss: -1.76096 Generator_loss: 32.0288 
[INFO] 2020-09-16 06:00:48 > Step:    5600 Progress: 5.6% Elapsed: 0:42:18 temperature: no ada_p: No Discriminator_loss: -1.5583 Generator_loss: 32.3788 
[INFO] 2020-09-16 06:01:31 > Step:    5700 Progress: 5.7% Elapsed: 0:43:00 temperature: no ada_p: No Discriminator_loss: -2.66322 Generator_loss: 42.4268 
[INFO] 2020-09-16 06:02:13 > Step:    5800 Progress: 5.8% Elapsed: 0:43:42 temperature: no ada_p: No Discriminator_loss: -1.92023 Generator_loss: 40.2056 
[INFO] 2020-09-16 06:02:55 > Step:    5900 Progress: 5.9% Elapsed: 0:44:24 temperature: no ada_p: No Discriminator_loss: -2.3081 Generator_loss: 45.6476 
[INFO] 2020-09-16 06:03:37 > Step:    6000 Progress: 6.0% Elapsed: 0:45:06 temperature: no ada_p: No Discriminator_loss: -0.85865 Generator_loss: 45.4704 
[INFO] 2020-09-16 06:03:37 > Start Evaluation (6000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 06:05:15 > F_8 score (Step: 6000, Using test images): 0.8182432305806936
[INFO] 2020-09-16 06:05:15 > F_1/8 score (Step: 6000, Using test images): 0.9132501292068573
[INFO] 2020-09-16 06:05:15 > FID score (Step: 6000, Using test moments): 47.8124672921175
[INFO] 2020-09-16 06:05:15 > Inception score (Step: 6000, 10000 generated images): 5.897833824157715
[INFO] 2020-09-16 06:05:15 > Best FID score (Step: 6000, Using test moments): 47.8124672921175
[INFO] 2020-09-16 06:05:16 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 06:05:57 > Step:    6100 Progress: 6.1% Elapsed: 0:47:26 temperature: no ada_p: No Discriminator_loss: -2.22421 Generator_loss: 57.3007 
[INFO] 2020-09-16 06:06:39 > Step:    6200 Progress: 6.2% Elapsed: 0:48:08 temperature: no ada_p: No Discriminator_loss: -0.400646 Generator_loss: 45.536 
[INFO] 2020-09-16 06:07:21 > Step:    6300 Progress: 6.3% Elapsed: 0:48:50 temperature: no ada_p: No Discriminator_loss: -0.746885 Generator_loss: 54.2709 
[INFO] 2020-09-16 06:08:02 > Step:    6400 Progress: 6.4% Elapsed: 0:49:32 temperature: no ada_p: No Discriminator_loss: -2.31445 Generator_loss: 47.8569 
[INFO] 2020-09-16 06:08:45 > Step:    6500 Progress: 6.5% Elapsed: 0:50:14 temperature: no ada_p: No Discriminator_loss: -0.173589 Generator_loss: 12.7678 
[INFO] 2020-09-16 06:09:27 > Step:    6600 Progress: 6.6% Elapsed: 0:50:56 temperature: no ada_p: No Discriminator_loss: -1.07659 Generator_loss: 36.3159 
[INFO] 2020-09-16 06:10:08 > Step:    6700 Progress: 6.7% Elapsed: 0:51:38 temperature: no ada_p: No Discriminator_loss: -0.768321 Generator_loss: 45.2139 
[INFO] 2020-09-16 06:10:50 > Step:    6800 Progress: 6.8% Elapsed: 0:52:20 temperature: no ada_p: No Discriminator_loss: -1.56546 Generator_loss: 41.2582 
[INFO] 2020-09-16 06:11:33 > Step:    6900 Progress: 6.9% Elapsed: 0:53:02 temperature: no ada_p: No Discriminator_loss: -3.86779 Generator_loss: 53.4373 
[INFO] 2020-09-16 06:12:14 > Step:    7000 Progress: 7.0% Elapsed: 0:53:43 temperature: no ada_p: No Discriminator_loss: -2.47251 Generator_loss: 49.191 
[INFO] 2020-09-16 06:12:56 > Step:    7100 Progress: 7.1% Elapsed: 0:54:25 temperature: no ada_p: No Discriminator_loss: -1.1717 Generator_loss: 45.5823 
[INFO] 2020-09-16 06:13:39 > Step:    7200 Progress: 7.2% Elapsed: 0:55:08 temperature: no ada_p: No Discriminator_loss: -1.52595 Generator_loss: 36.7515 
[INFO] 2020-09-16 06:14:20 > Step:    7300 Progress: 7.3% Elapsed: 0:55:49 temperature: no ada_p: No Discriminator_loss: -2.40425 Generator_loss: 52.093 
[INFO] 2020-09-16 06:15:02 > Step:    7400 Progress: 7.4% Elapsed: 0:56:32 temperature: no ada_p: No Discriminator_loss: -0.578609 Generator_loss: 42.2546 
[INFO] 2020-09-16 06:15:45 > Step:    7500 Progress: 7.5% Elapsed: 0:57:14 temperature: no ada_p: No Discriminator_loss: -1.63978 Generator_loss: 39.1225 
[INFO] 2020-09-16 06:16:26 > Step:    7600 Progress: 7.6% Elapsed: 0:57:55 temperature: no ada_p: No Discriminator_loss: -2.64613 Generator_loss: 61.9646 
[INFO] 2020-09-16 06:17:08 > Step:    7700 Progress: 7.7% Elapsed: 0:58:38 temperature: no ada_p: No Discriminator_loss: -4.37268 Generator_loss: 52.5906 
[INFO] 2020-09-16 06:17:50 > Step:    7800 Progress: 7.8% Elapsed: 0:59:19 temperature: no ada_p: No Discriminator_loss: -0.793303 Generator_loss: 39.6763 
[INFO] 2020-09-16 06:18:32 > Step:    7900 Progress: 7.9% Elapsed: 1:00:01 temperature: no ada_p: No Discriminator_loss: -1.70486 Generator_loss: 48.7215 
[INFO] 2020-09-16 06:19:14 > Step:    8000 Progress: 8.0% Elapsed: 1:00:44 temperature: no ada_p: No Discriminator_loss: -2.76898 Generator_loss: 65.1069 
[INFO] 2020-09-16 06:19:14 > Start Evaluation (8000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 06:20:54 > F_8 score (Step: 8000, Using test images): 0.8179765287275393
[INFO] 2020-09-16 06:20:54 > F_1/8 score (Step: 8000, Using test images): 0.9112344674298621
[INFO] 2020-09-16 06:20:54 > FID score (Step: 8000, Using test moments): 44.9844439395298
[INFO] 2020-09-16 06:20:54 > Inception score (Step: 8000, 10000 generated images): 6.092350006103516
[INFO] 2020-09-16 06:20:54 > Best FID score (Step: 8000, Using test moments): 44.9844439395298
[INFO] 2020-09-16 06:20:54 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 06:21:34 > Step:    8100 Progress: 8.1% Elapsed: 1:03:03 temperature: no ada_p: No Discriminator_loss: -0.891681 Generator_loss: 1.66053 
[INFO] 2020-09-16 06:22:16 > Step:    8200 Progress: 8.2% Elapsed: 1:03:46 temperature: no ada_p: No Discriminator_loss: -0.577842 Generator_loss: -24.2165 
[INFO] 2020-09-16 06:22:59 > Step:    8300 Progress: 8.3% Elapsed: 1:04:28 temperature: no ada_p: No Discriminator_loss: -1.85785 Generator_loss: 31.0734 
[INFO] 2020-09-16 06:23:41 > Step:    8400 Progress: 8.4% Elapsed: 1:05:10 temperature: no ada_p: No Discriminator_loss: -1.44314 Generator_loss: 48.9626 
[INFO] 2020-09-16 06:24:23 > Step:    8500 Progress: 8.5% Elapsed: 1:05:52 temperature: no ada_p: No Discriminator_loss: -1.01855 Generator_loss: 52.0779 
[INFO] 2020-09-16 06:25:05 > Step:    8600 Progress: 8.6% Elapsed: 1:06:35 temperature: no ada_p: No Discriminator_loss: -2.58812 Generator_loss: 53.8084 
[INFO] 2020-09-16 06:25:47 > Step:    8700 Progress: 8.7% Elapsed: 1:07:16 temperature: no ada_p: No Discriminator_loss: -2.43765 Generator_loss: 36.8563 
[INFO] 2020-09-16 06:26:29 > Step:    8800 Progress: 8.8% Elapsed: 1:07:58 temperature: no ada_p: No Discriminator_loss: -2.16375 Generator_loss: 65.697 
[INFO] 2020-09-16 06:27:10 > Step:    8900 Progress: 8.9% Elapsed: 1:08:40 temperature: no ada_p: No Discriminator_loss: -1.27997 Generator_loss: 54.7038 
[INFO] 2020-09-16 06:27:52 > Step:    9000 Progress: 9.0% Elapsed: 1:09:22 temperature: no ada_p: No Discriminator_loss: -1.27292 Generator_loss: 52.0305 
[INFO] 2020-09-16 06:28:34 > Step:    9100 Progress: 9.1% Elapsed: 1:10:04 temperature: no ada_p: No Discriminator_loss: -1.50522 Generator_loss: 52.2915 
[INFO] 2020-09-16 06:29:16 > Step:    9200 Progress: 9.2% Elapsed: 1:10:45 temperature: no ada_p: No Discriminator_loss: -1.69688 Generator_loss: 53.0172 
[INFO] 2020-09-16 06:29:58 > Step:    9300 Progress: 9.3% Elapsed: 1:11:27 temperature: no ada_p: No Discriminator_loss: -0.958624 Generator_loss: 63.1588 
[INFO] 2020-09-16 06:30:40 > Step:    9400 Progress: 9.4% Elapsed: 1:12:09 temperature: no ada_p: No Discriminator_loss: -0.265179 Generator_loss: -42.8715 
[INFO] 2020-09-16 06:31:21 > Step:    9500 Progress: 9.5% Elapsed: 1:12:51 temperature: no ada_p: No Discriminator_loss: -0.445945 Generator_loss: -35.3153 
[INFO] 2020-09-16 06:32:03 > Step:    9600 Progress: 9.6% Elapsed: 1:13:33 temperature: no ada_p: No Discriminator_loss: -1.29895 Generator_loss: 16.0682 
[INFO] 2020-09-16 06:32:45 > Step:    9700 Progress: 9.7% Elapsed: 1:14:15 temperature: no ada_p: No Discriminator_loss: -1.00138 Generator_loss: 29.6741 
[INFO] 2020-09-16 06:33:27 > Step:    9800 Progress: 9.8% Elapsed: 1:14:56 temperature: no ada_p: No Discriminator_loss: -0.814669 Generator_loss: 49.9696 
[INFO] 2020-09-16 06:34:09 > Step:    9900 Progress: 9.9% Elapsed: 1:15:38 temperature: no ada_p: No Discriminator_loss: -1.40899 Generator_loss: 47.6879 
[INFO] 2020-09-16 06:34:51 > Step:   10000 Progress: 10.0% Elapsed: 1:16:21 temperature: no ada_p: No Discriminator_loss: -1.94218 Generator_loss: 55.6811 
[INFO] 2020-09-16 06:34:51 > Start Evaluation (10000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 06:36:31 > F_8 score (Step: 10000, Using test images): 0.8304742083593246
[INFO] 2020-09-16 06:36:31 > F_1/8 score (Step: 10000, Using test images): 0.9176026506715209
[INFO] 2020-09-16 06:36:31 > FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 06:36:31 > Inception score (Step: 10000, 10000 generated images): 6.301375865936279
[INFO] 2020-09-16 06:36:31 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 06:36:32 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 06:37:12 > Step:   10100 Progress: 10.1% Elapsed: 1:18:41 temperature: no ada_p: No Discriminator_loss: -3.16516 Generator_loss: 48.8332 
[INFO] 2020-09-16 06:37:55 > Step:   10200 Progress: 10.2% Elapsed: 1:19:24 temperature: no ada_p: No Discriminator_loss: -0.793448 Generator_loss: 48.7798 
[INFO] 2020-09-16 06:38:36 > Step:   10300 Progress: 10.3% Elapsed: 1:20:06 temperature: no ada_p: No Discriminator_loss: -2.48105 Generator_loss: 50.8524 
[INFO] 2020-09-16 06:39:19 > Step:   10400 Progress: 10.4% Elapsed: 1:20:48 temperature: no ada_p: No Discriminator_loss: 0.175135 Generator_loss: 28.234 
[INFO] 2020-09-16 06:40:01 > Step:   10500 Progress: 10.5% Elapsed: 1:21:31 temperature: no ada_p: No Discriminator_loss: -1.1173 Generator_loss: 41.2742 
[INFO] 2020-09-16 06:40:43 > Step:   10600 Progress: 10.6% Elapsed: 1:22:12 temperature: no ada_p: No Discriminator_loss: -0.727556 Generator_loss: -78.5267 
[INFO] 2020-09-16 06:41:25 > Step:   10700 Progress: 10.7% Elapsed: 1:22:55 temperature: no ada_p: No Discriminator_loss: 0.170152 Generator_loss: -91.9485 
[INFO] 2020-09-16 06:42:08 > Step:   10800 Progress: 10.8% Elapsed: 1:23:37 temperature: no ada_p: No Discriminator_loss: -2.31813 Generator_loss: -62.9653 
[INFO] 2020-09-16 06:42:49 > Step:   10900 Progress: 10.9% Elapsed: 1:24:18 temperature: no ada_p: No Discriminator_loss: -0.865449 Generator_loss: -37.2588 
[INFO] 2020-09-16 06:43:31 > Step:   11000 Progress: 11.0% Elapsed: 1:25:00 temperature: no ada_p: No Discriminator_loss: -0.676264 Generator_loss: -30.6199 
[INFO] 2020-09-16 06:44:13 > Step:   11100 Progress: 11.1% Elapsed: 1:25:43 temperature: no ada_p: No Discriminator_loss: -0.384616 Generator_loss: -24.5516 
[INFO] 2020-09-16 06:44:55 > Step:   11200 Progress: 11.2% Elapsed: 1:26:24 temperature: no ada_p: No Discriminator_loss: -0.076819 Generator_loss: -7.0172 
[INFO] 2020-09-16 06:45:37 > Step:   11300 Progress: 11.3% Elapsed: 1:27:06 temperature: no ada_p: No Discriminator_loss: -0.309985 Generator_loss: 6.12946 
[INFO] 2020-09-16 06:46:19 > Step:   11400 Progress: 11.4% Elapsed: 1:27:48 temperature: no ada_p: No Discriminator_loss: -0.785385 Generator_loss: 4.54979 
[INFO] 2020-09-16 06:47:01 > Step:   11500 Progress: 11.5% Elapsed: 1:28:30 temperature: no ada_p: No Discriminator_loss: -0.387046 Generator_loss: -12.788 
[INFO] 2020-09-16 06:47:43 > Step:   11600 Progress: 11.6% Elapsed: 1:29:12 temperature: no ada_p: No Discriminator_loss: -2.76446 Generator_loss: 21.6043 
[INFO] 2020-09-16 06:48:25 > Step:   11700 Progress: 11.7% Elapsed: 1:29:54 temperature: no ada_p: No Discriminator_loss: -0.608783 Generator_loss: 16.4757 
[INFO] 2020-09-16 06:49:07 > Step:   11800 Progress: 11.8% Elapsed: 1:30:36 temperature: no ada_p: No Discriminator_loss: -2.22607 Generator_loss: 41.419 
[INFO] 2020-09-16 06:49:49 > Step:   11900 Progress: 11.9% Elapsed: 1:31:18 temperature: no ada_p: No Discriminator_loss: -0.852547 Generator_loss: 41.4673 
[INFO] 2020-09-16 06:50:31 > Step:   12000 Progress: 12.0% Elapsed: 1:32:00 temperature: no ada_p: No Discriminator_loss: -0.222323 Generator_loss: -6.23576 
[INFO] 2020-09-16 06:50:31 > Start Evaluation (12000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 06:52:08 > F_8 score (Step: 12000, Using test images): 0.7976538189909772
[INFO] 2020-09-16 06:52:08 > F_1/8 score (Step: 12000, Using test images): 0.8819130028239699
[INFO] 2020-09-16 06:52:08 > FID score (Step: 12000, Using test moments): 49.45530656516502
[INFO] 2020-09-16 06:52:08 > Inception score (Step: 12000, 10000 generated images): 5.8748955726623535
[INFO] 2020-09-16 06:52:08 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 06:52:08 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 06:52:49 > Step:   12100 Progress: 12.1% Elapsed: 1:34:19 temperature: no ada_p: No Discriminator_loss: 0.0194802 Generator_loss: -3.29245 
[INFO] 2020-09-16 06:53:32 > Step:   12200 Progress: 12.2% Elapsed: 1:35:01 temperature: no ada_p: No Discriminator_loss: -0.268424 Generator_loss: -69.9637 
[INFO] 2020-09-16 06:54:14 > Step:   12300 Progress: 12.3% Elapsed: 1:35:43 temperature: no ada_p: No Discriminator_loss: -0.126416 Generator_loss: 23.825 
[INFO] 2020-09-16 06:54:56 > Step:   12400 Progress: 12.4% Elapsed: 1:36:25 temperature: no ada_p: No Discriminator_loss: -0.427394 Generator_loss: -27.7035 
[INFO] 2020-09-16 06:55:38 > Step:   12500 Progress: 12.5% Elapsed: 1:37:08 temperature: no ada_p: No Discriminator_loss: -0.314651 Generator_loss: 23.5518 
[INFO] 2020-09-16 06:56:20 > Step:   12600 Progress: 12.6% Elapsed: 1:37:49 temperature: no ada_p: No Discriminator_loss: 0.31457 Generator_loss: -6.38435 
[INFO] 2020-09-16 06:57:02 > Step:   12700 Progress: 12.7% Elapsed: 1:38:31 temperature: no ada_p: No Discriminator_loss: -1.0747 Generator_loss: -16.0532 
[INFO] 2020-09-16 06:57:43 > Step:   12800 Progress: 12.8% Elapsed: 1:39:13 temperature: no ada_p: No Discriminator_loss: -1.37446 Generator_loss: -33.176 
[INFO] 2020-09-16 06:58:26 > Step:   12900 Progress: 12.9% Elapsed: 1:39:55 temperature: no ada_p: No Discriminator_loss: -0.0393781 Generator_loss: -15.1016 
[INFO] 2020-09-16 06:59:08 > Step:   13000 Progress: 13.0% Elapsed: 1:40:37 temperature: no ada_p: No Discriminator_loss: -0.310336 Generator_loss: 13.3906 
[INFO] 2020-09-16 06:59:49 > Step:   13100 Progress: 13.1% Elapsed: 1:41:18 temperature: no ada_p: No Discriminator_loss: -1.48417 Generator_loss: -34.9675 
[INFO] 2020-09-16 07:00:31 > Step:   13200 Progress: 13.2% Elapsed: 1:42:01 temperature: no ada_p: No Discriminator_loss: -0.0461518 Generator_loss: 10.3581 
[INFO] 2020-09-16 07:01:13 > Step:   13300 Progress: 13.3% Elapsed: 1:42:43 temperature: no ada_p: No Discriminator_loss: -1.2494 Generator_loss: -3.15332 
[INFO] 2020-09-16 07:01:55 > Step:   13400 Progress: 13.4% Elapsed: 1:43:24 temperature: no ada_p: No Discriminator_loss: -1.38108 Generator_loss: 50.7966 
[INFO] 2020-09-16 07:02:37 > Step:   13500 Progress: 13.5% Elapsed: 1:44:06 temperature: no ada_p: No Discriminator_loss: -1.28476 Generator_loss: 22.3034 
[INFO] 2020-09-16 07:03:19 > Step:   13600 Progress: 13.6% Elapsed: 1:44:48 temperature: no ada_p: No Discriminator_loss: -0.424368 Generator_loss: -26.7045 
[INFO] 2020-09-16 07:04:00 > Step:   13700 Progress: 13.7% Elapsed: 1:45:30 temperature: no ada_p: No Discriminator_loss: -0.348206 Generator_loss: -38.9922 
[INFO] 2020-09-16 07:04:42 > Step:   13800 Progress: 13.8% Elapsed: 1:46:12 temperature: no ada_p: No Discriminator_loss: 0.184079 Generator_loss: 6.11765 
[INFO] 2020-09-16 07:05:24 > Step:   13900 Progress: 13.9% Elapsed: 1:46:53 temperature: no ada_p: No Discriminator_loss: -0.503033 Generator_loss: -109.687 
[INFO] 2020-09-16 07:06:06 > Step:   14000 Progress: 14.0% Elapsed: 1:47:35 temperature: no ada_p: No Discriminator_loss: -1.67666 Generator_loss: -8.11292 
[INFO] 2020-09-16 07:06:06 > Start Evaluation (14000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 07:07:41 > F_8 score (Step: 14000, Using test images): 0.765457503689603
[INFO] 2020-09-16 07:07:41 > F_1/8 score (Step: 14000, Using test images): 0.8906668905818025
[INFO] 2020-09-16 07:07:41 > FID score (Step: 14000, Using test moments): 52.42863641199216
[INFO] 2020-09-16 07:07:41 > Inception score (Step: 14000, 10000 generated images): 5.879949569702148
[INFO] 2020-09-16 07:07:41 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 07:07:41 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 07:08:23 > Step:   14100 Progress: 14.1% Elapsed: 1:49:52 temperature: no ada_p: No Discriminator_loss: -0.333986 Generator_loss: -2.8903 
[INFO] 2020-09-16 07:09:04 > Step:   14200 Progress: 14.2% Elapsed: 1:50:33 temperature: no ada_p: No Discriminator_loss: 0.35474 Generator_loss: 35.826 
[INFO] 2020-09-16 07:09:46 > Step:   14300 Progress: 14.3% Elapsed: 1:51:16 temperature: no ada_p: No Discriminator_loss: -0.781284 Generator_loss: 37.379 
[INFO] 2020-09-16 07:10:29 > Step:   14400 Progress: 14.4% Elapsed: 1:51:58 temperature: no ada_p: No Discriminator_loss: -1.06963 Generator_loss: 44.7845 
[INFO] 2020-09-16 07:11:11 > Step:   14500 Progress: 14.5% Elapsed: 1:52:40 temperature: no ada_p: No Discriminator_loss: -1.23075 Generator_loss: 9.71853 
[INFO] 2020-09-16 07:11:53 > Step:   14600 Progress: 14.6% Elapsed: 1:53:22 temperature: no ada_p: No Discriminator_loss: 0.0640862 Generator_loss: -26.073 
[INFO] 2020-09-16 07:12:35 > Step:   14700 Progress: 14.7% Elapsed: 1:54:05 temperature: no ada_p: No Discriminator_loss: 0.208501 Generator_loss: -49.2407 
[INFO] 2020-09-16 07:13:17 > Step:   14800 Progress: 14.8% Elapsed: 1:54:46 temperature: no ada_p: No Discriminator_loss: -1.44193 Generator_loss: 24.4339 
[INFO] 2020-09-16 07:13:59 > Step:   14900 Progress: 14.9% Elapsed: 1:55:28 temperature: no ada_p: No Discriminator_loss: 0.134499 Generator_loss: 67.4984 
[INFO] 2020-09-16 07:14:41 > Step:   15000 Progress: 15.0% Elapsed: 1:56:10 temperature: no ada_p: No Discriminator_loss: -0.625439 Generator_loss: 72.1275 
[INFO] 2020-09-16 07:15:23 > Step:   15100 Progress: 15.1% Elapsed: 1:56:52 temperature: no ada_p: No Discriminator_loss: -0.679946 Generator_loss: -67.8441 
[INFO] 2020-09-16 07:16:05 > Step:   15200 Progress: 15.2% Elapsed: 1:57:34 temperature: no ada_p: No Discriminator_loss: -0.342515 Generator_loss: -48.4151 
[INFO] 2020-09-16 07:16:46 > Step:   15300 Progress: 15.3% Elapsed: 1:58:16 temperature: no ada_p: No Discriminator_loss: -1.73245 Generator_loss: 17.3961 
[INFO] 2020-09-16 07:17:28 > Step:   15400 Progress: 15.4% Elapsed: 1:58:58 temperature: no ada_p: No Discriminator_loss: 0.140911 Generator_loss: -22.8816 
[INFO] 2020-09-16 07:18:11 > Step:   15500 Progress: 15.5% Elapsed: 1:59:40 temperature: no ada_p: No Discriminator_loss: -0.902841 Generator_loss: 30.3864 
[INFO] 2020-09-16 07:18:52 > Step:   15600 Progress: 15.6% Elapsed: 2:00:21 temperature: no ada_p: No Discriminator_loss: -0.20627 Generator_loss: 27.0969 
[INFO] 2020-09-16 07:19:34 > Step:   15700 Progress: 15.7% Elapsed: 2:01:04 temperature: no ada_p: No Discriminator_loss: -0.458481 Generator_loss: -122.046 
[INFO] 2020-09-16 07:20:17 > Step:   15800 Progress: 15.8% Elapsed: 2:01:46 temperature: no ada_p: No Discriminator_loss: 0.00490133 Generator_loss: 53.1324 
[INFO] 2020-09-16 07:20:58 > Step:   15900 Progress: 15.9% Elapsed: 2:02:27 temperature: no ada_p: No Discriminator_loss: 0.460315 Generator_loss: 66.7438 
[INFO] 2020-09-16 07:21:40 > Step:   16000 Progress: 16.0% Elapsed: 2:03:10 temperature: no ada_p: No Discriminator_loss: 0.0401185 Generator_loss: 79.8021 
[INFO] 2020-09-16 07:21:40 > Start Evaluation (16000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 07:23:15 > F_8 score (Step: 16000, Using test images): 0.7456528852605108
[INFO] 2020-09-16 07:23:15 > F_1/8 score (Step: 16000, Using test images): 0.8740619281851495
[INFO] 2020-09-16 07:23:15 > FID score (Step: 16000, Using test moments): 55.837501085467125
[INFO] 2020-09-16 07:23:15 > Inception score (Step: 16000, 10000 generated images): 5.858816146850586
[INFO] 2020-09-16 07:23:15 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 07:23:15 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 07:23:57 > Step:   16100 Progress: 16.1% Elapsed: 2:05:26 temperature: no ada_p: No Discriminator_loss: -0.0895142 Generator_loss: 60.3228 
[INFO] 2020-09-16 07:24:38 > Step:   16200 Progress: 16.2% Elapsed: 2:06:07 temperature: no ada_p: No Discriminator_loss: -0.242797 Generator_loss: 153.979 
[INFO] 2020-09-16 07:25:20 > Step:   16300 Progress: 16.3% Elapsed: 2:06:50 temperature: no ada_p: No Discriminator_loss: -0.758636 Generator_loss: 85.7397 
[INFO] 2020-09-16 07:26:02 > Step:   16400 Progress: 16.4% Elapsed: 2:07:31 temperature: no ada_p: No Discriminator_loss: -1.87633 Generator_loss: 21.0179 
[INFO] 2020-09-16 07:26:44 > Step:   16500 Progress: 16.5% Elapsed: 2:08:14 temperature: no ada_p: No Discriminator_loss: 0.242509 Generator_loss: 85.1974 
[INFO] 2020-09-16 07:27:27 > Step:   16600 Progress: 16.6% Elapsed: 2:08:56 temperature: no ada_p: No Discriminator_loss: -0.81833 Generator_loss: -28.6107 
[INFO] 2020-09-16 07:28:08 > Step:   16700 Progress: 16.7% Elapsed: 2:09:38 temperature: no ada_p: No Discriminator_loss: -0.878005 Generator_loss: 107.168 
[INFO] 2020-09-16 07:28:51 > Step:   16800 Progress: 16.8% Elapsed: 2:10:20 temperature: no ada_p: No Discriminator_loss: -0.570297 Generator_loss: 41.2119 
[INFO] 2020-09-16 07:29:33 > Step:   16900 Progress: 16.9% Elapsed: 2:11:03 temperature: no ada_p: No Discriminator_loss: -2.01115 Generator_loss: 54.1832 
[INFO] 2020-09-16 07:30:15 > Step:   17000 Progress: 17.0% Elapsed: 2:11:44 temperature: no ada_p: No Discriminator_loss: 0.207103 Generator_loss: 77.2571 
[INFO] 2020-09-16 07:30:57 > Step:   17100 Progress: 17.1% Elapsed: 2:12:27 temperature: no ada_p: No Discriminator_loss: -1.47641 Generator_loss: -12.2172 
[INFO] 2020-09-16 07:31:40 > Step:   17200 Progress: 17.2% Elapsed: 2:13:09 temperature: no ada_p: No Discriminator_loss: -0.552385 Generator_loss: 54.8139 
[INFO] 2020-09-16 07:32:21 > Step:   17300 Progress: 17.3% Elapsed: 2:13:51 temperature: no ada_p: No Discriminator_loss: -0.14627 Generator_loss: -50.5847 
[INFO] 2020-09-16 07:33:04 > Step:   17400 Progress: 17.4% Elapsed: 2:14:33 temperature: no ada_p: No Discriminator_loss: 1.27499 Generator_loss: -140.073 
[INFO] 2020-09-16 07:33:46 > Step:   17500 Progress: 17.5% Elapsed: 2:15:15 temperature: no ada_p: No Discriminator_loss: 0.267551 Generator_loss: 80.7864 
[INFO] 2020-09-16 07:34:27 > Step:   17600 Progress: 17.6% Elapsed: 2:15:57 temperature: no ada_p: No Discriminator_loss: -0.269758 Generator_loss: -36.1863 
[INFO] 2020-09-16 07:35:10 > Step:   17700 Progress: 17.7% Elapsed: 2:16:39 temperature: no ada_p: No Discriminator_loss: -0.334914 Generator_loss: -72.1086 
[INFO] 2020-09-16 07:35:51 > Step:   17800 Progress: 17.8% Elapsed: 2:17:21 temperature: no ada_p: No Discriminator_loss: -1.56936 Generator_loss: 43.0795 
[INFO] 2020-09-16 07:36:33 > Step:   17900 Progress: 17.9% Elapsed: 2:18:03 temperature: no ada_p: No Discriminator_loss: -1.15793 Generator_loss: 6.71686 
[INFO] 2020-09-16 07:37:16 > Step:   18000 Progress: 18.0% Elapsed: 2:18:45 temperature: no ada_p: No Discriminator_loss: -0.338509 Generator_loss: 10.48 
[INFO] 2020-09-16 07:37:16 > Start Evaluation (18000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 07:38:51 > F_8 score (Step: 18000, Using test images): 0.6872735519020476
[INFO] 2020-09-16 07:38:51 > F_1/8 score (Step: 18000, Using test images): 0.8798111826475606
[INFO] 2020-09-16 07:38:51 > FID score (Step: 18000, Using test moments): 58.284461788594456
[INFO] 2020-09-16 07:38:51 > Inception score (Step: 18000, 10000 generated images): 5.306293964385986
[INFO] 2020-09-16 07:38:51 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 07:38:51 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 07:39:32 > Step:   18100 Progress: 18.1% Elapsed: 2:21:01 temperature: no ada_p: No Discriminator_loss: -0.644459 Generator_loss: -50.6227 
[INFO] 2020-09-16 07:40:14 > Step:   18200 Progress: 18.2% Elapsed: 2:21:43 temperature: no ada_p: No Discriminator_loss: -1.10523 Generator_loss: 37.1171 
[INFO] 2020-09-16 07:40:56 > Step:   18300 Progress: 18.3% Elapsed: 2:22:26 temperature: no ada_p: No Discriminator_loss: -0.0336313 Generator_loss: 54.0004 
[INFO] 2020-09-16 07:41:38 > Step:   18400 Progress: 18.4% Elapsed: 2:23:07 temperature: no ada_p: No Discriminator_loss: -0.63561 Generator_loss: -17.4599 
[INFO] 2020-09-16 07:42:20 > Step:   18500 Progress: 18.5% Elapsed: 2:23:49 temperature: no ada_p: No Discriminator_loss: 0.91876 Generator_loss: 86.8879 
[INFO] 2020-09-16 07:43:03 > Step:   18600 Progress: 18.6% Elapsed: 2:24:32 temperature: no ada_p: No Discriminator_loss: -0.194609 Generator_loss: -187.576 
[INFO] 2020-09-16 07:43:44 > Step:   18700 Progress: 18.7% Elapsed: 2:25:13 temperature: no ada_p: No Discriminator_loss: -1.38785 Generator_loss: 146.055 
[INFO] 2020-09-16 07:44:26 > Step:   18800 Progress: 18.8% Elapsed: 2:25:56 temperature: no ada_p: No Discriminator_loss: 0.517809 Generator_loss: 5.55131 
[INFO] 2020-09-16 07:45:08 > Step:   18900 Progress: 18.9% Elapsed: 2:26:37 temperature: no ada_p: No Discriminator_loss: -0.175285 Generator_loss: 59.0698 
[INFO] 2020-09-16 07:45:50 > Step:   19000 Progress: 19.0% Elapsed: 2:27:20 temperature: no ada_p: No Discriminator_loss: -0.747067 Generator_loss: -13.1941 
[INFO] 2020-09-16 07:46:33 > Step:   19100 Progress: 19.1% Elapsed: 2:28:02 temperature: no ada_p: No Discriminator_loss: 1.46859 Generator_loss: -66.0011 
[INFO] 2020-09-16 07:47:14 > Step:   19200 Progress: 19.2% Elapsed: 2:28:44 temperature: no ada_p: No Discriminator_loss: 0.185314 Generator_loss: -133.731 
[INFO] 2020-09-16 07:47:57 > Step:   19300 Progress: 19.3% Elapsed: 2:29:26 temperature: no ada_p: No Discriminator_loss: 1.23004 Generator_loss: -4.06791 
[INFO] 2020-09-16 07:48:39 > Step:   19400 Progress: 19.4% Elapsed: 2:30:08 temperature: no ada_p: No Discriminator_loss: -0.0858054 Generator_loss: -29.455 
[INFO] 2020-09-16 07:49:20 > Step:   19500 Progress: 19.5% Elapsed: 2:30:50 temperature: no ada_p: No Discriminator_loss: -1.77231 Generator_loss: -47.8272 
[INFO] 2020-09-16 07:50:03 > Step:   19600 Progress: 19.6% Elapsed: 2:31:32 temperature: no ada_p: No Discriminator_loss: -0.213681 Generator_loss: -25.3625 
[INFO] 2020-09-16 07:50:45 > Step:   19700 Progress: 19.7% Elapsed: 2:32:14 temperature: no ada_p: No Discriminator_loss: -0.615782 Generator_loss: -77.73 
[INFO] 2020-09-16 07:51:26 > Step:   19800 Progress: 19.8% Elapsed: 2:32:56 temperature: no ada_p: No Discriminator_loss: -0.716628 Generator_loss: -128.109 
[INFO] 2020-09-16 07:52:09 > Step:   19900 Progress: 19.9% Elapsed: 2:33:38 temperature: no ada_p: No Discriminator_loss: -0.410897 Generator_loss: -162.532 
[INFO] 2020-09-16 07:52:51 > Step:   20000 Progress: 20.0% Elapsed: 2:34:20 temperature: no ada_p: No Discriminator_loss: -0.825483 Generator_loss: -130.683 
[INFO] 2020-09-16 07:52:51 > Start Evaluation (20000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 07:54:25 > F_8 score (Step: 20000, Using test images): 0.6841422211630683
[INFO] 2020-09-16 07:54:25 > F_1/8 score (Step: 20000, Using test images): 0.8609684277556336
[INFO] 2020-09-16 07:54:25 > FID score (Step: 20000, Using test moments): 57.37991530256903
[INFO] 2020-09-16 07:54:25 > Inception score (Step: 20000, 10000 generated images): 5.259505748748779
[INFO] 2020-09-16 07:54:25 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 07:54:25 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 07:55:06 > Step:   20100 Progress: 20.1% Elapsed: 2:36:35 temperature: no ada_p: No Discriminator_loss: -0.0736898 Generator_loss: 26.1682 
[INFO] 2020-09-16 07:55:48 > Step:   20200 Progress: 20.2% Elapsed: 2:37:18 temperature: no ada_p: No Discriminator_loss: 0.935786 Generator_loss: -198.368 
[INFO] 2020-09-16 07:56:30 > Step:   20300 Progress: 20.3% Elapsed: 2:37:59 temperature: no ada_p: No Discriminator_loss: 0.599485 Generator_loss: -77.9979 
[INFO] 2020-09-16 07:57:13 > Step:   20400 Progress: 20.4% Elapsed: 2:38:42 temperature: no ada_p: No Discriminator_loss: -0.663481 Generator_loss: 80.2552 
[INFO] 2020-09-16 07:57:55 > Step:   20500 Progress: 20.5% Elapsed: 2:39:24 temperature: no ada_p: No Discriminator_loss: 0.201049 Generator_loss: -11.6858 
[INFO] 2020-09-16 07:58:37 > Step:   20600 Progress: 20.6% Elapsed: 2:40:06 temperature: no ada_p: No Discriminator_loss: -1.0218 Generator_loss: 28.2279 
[INFO] 2020-09-16 07:59:19 > Step:   20700 Progress: 20.7% Elapsed: 2:40:48 temperature: no ada_p: No Discriminator_loss: -1.27083 Generator_loss: 22.5026 
[INFO] 2020-09-16 08:00:01 > Step:   20800 Progress: 20.8% Elapsed: 2:41:31 temperature: no ada_p: No Discriminator_loss: -1.08704 Generator_loss: 15.3261 
[INFO] 2020-09-16 08:00:43 > Step:   20900 Progress: 20.9% Elapsed: 2:42:12 temperature: no ada_p: No Discriminator_loss: -0.68165 Generator_loss: -70.5073 
[INFO] 2020-09-16 08:01:25 > Step:   21000 Progress: 21.0% Elapsed: 2:42:55 temperature: no ada_p: No Discriminator_loss: 0.357645 Generator_loss: -6.60879 
[INFO] 2020-09-16 08:02:08 > Step:   21100 Progress: 21.1% Elapsed: 2:43:37 temperature: no ada_p: No Discriminator_loss: 0.365503 Generator_loss: -31.4926 
[INFO] 2020-09-16 08:02:49 > Step:   21200 Progress: 21.2% Elapsed: 2:44:18 temperature: no ada_p: No Discriminator_loss: 0.79215 Generator_loss: 134.527 
[INFO] 2020-09-16 08:03:31 > Step:   21300 Progress: 21.3% Elapsed: 2:45:00 temperature: no ada_p: No Discriminator_loss: -0.388335 Generator_loss: 57.1334 
[INFO] 2020-09-16 08:04:13 > Step:   21400 Progress: 21.4% Elapsed: 2:45:43 temperature: no ada_p: No Discriminator_loss: -0.602873 Generator_loss: -8.73265 
[INFO] 2020-09-16 08:04:55 > Step:   21500 Progress: 21.5% Elapsed: 2:46:24 temperature: no ada_p: No Discriminator_loss: -0.0351654 Generator_loss: -39.4368 
[INFO] 2020-09-16 08:05:37 > Step:   21600 Progress: 21.6% Elapsed: 2:47:06 temperature: no ada_p: No Discriminator_loss: -0.0691946 Generator_loss: -74.5481 
[INFO] 2020-09-16 08:06:19 > Step:   21700 Progress: 21.7% Elapsed: 2:47:48 temperature: no ada_p: No Discriminator_loss: 0.394295 Generator_loss: 129.93 
[INFO] 2020-09-16 08:07:01 > Step:   21800 Progress: 21.8% Elapsed: 2:48:30 temperature: no ada_p: No Discriminator_loss: 1.47255 Generator_loss: -62.0459 
[INFO] 2020-09-16 08:07:43 > Step:   21900 Progress: 21.9% Elapsed: 2:49:13 temperature: no ada_p: No Discriminator_loss: -0.601559 Generator_loss: 106.21 
[INFO] 2020-09-16 08:08:25 > Step:   22000 Progress: 22.0% Elapsed: 2:49:54 temperature: no ada_p: No Discriminator_loss: 0.346592 Generator_loss: 94.3867 
[INFO] 2020-09-16 08:08:25 > Start Evaluation (22000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 08:10:01 > F_8 score (Step: 22000, Using test images): 0.7105846570951909
[INFO] 2020-09-16 08:10:01 > F_1/8 score (Step: 22000, Using test images): 0.8555822032533814
[INFO] 2020-09-16 08:10:01 > FID score (Step: 22000, Using test moments): 58.70904505617318
[INFO] 2020-09-16 08:10:01 > Inception score (Step: 22000, 10000 generated images): 5.4186625480651855
[INFO] 2020-09-16 08:10:01 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 08:10:01 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 08:10:42 > Step:   22100 Progress: 22.1% Elapsed: 2:52:12 temperature: no ada_p: No Discriminator_loss: -1.15573 Generator_loss: 16.7571 
[INFO] 2020-09-16 08:11:25 > Step:   22200 Progress: 22.2% Elapsed: 2:52:54 temperature: no ada_p: No Discriminator_loss: 0.46253 Generator_loss: -3.16658 
[INFO] 2020-09-16 08:12:06 > Step:   22300 Progress: 22.3% Elapsed: 2:53:36 temperature: no ada_p: No Discriminator_loss: -0.00422052 Generator_loss: 120.223 
[INFO] 2020-09-16 08:12:49 > Step:   22400 Progress: 22.4% Elapsed: 2:54:18 temperature: no ada_p: No Discriminator_loss: -0.335085 Generator_loss: 73.1514 
[INFO] 2020-09-16 08:13:31 > Step:   22500 Progress: 22.5% Elapsed: 2:55:01 temperature: no ada_p: No Discriminator_loss: -0.32222 Generator_loss: -203.112 
[INFO] 2020-09-16 08:14:13 > Step:   22600 Progress: 22.6% Elapsed: 2:55:42 temperature: no ada_p: No Discriminator_loss: -0.931864 Generator_loss: -87.3658 
[INFO] 2020-09-16 08:14:55 > Step:   22700 Progress: 22.7% Elapsed: 2:56:25 temperature: no ada_p: No Discriminator_loss: -1.11032 Generator_loss: -243.3 
[INFO] 2020-09-16 08:15:37 > Step:   22800 Progress: 22.8% Elapsed: 2:57:06 temperature: no ada_p: No Discriminator_loss: -2.34745 Generator_loss: 106.424 
[INFO] 2020-09-16 08:16:19 > Step:   22900 Progress: 22.9% Elapsed: 2:57:49 temperature: no ada_p: No Discriminator_loss: -0.720692 Generator_loss: 25.8299 
[INFO] 2020-09-16 08:17:02 > Step:   23000 Progress: 23.0% Elapsed: 2:58:31 temperature: no ada_p: No Discriminator_loss: -1.05944 Generator_loss: -129.337 
[INFO] 2020-09-16 08:17:43 > Step:   23100 Progress: 23.1% Elapsed: 2:59:13 temperature: no ada_p: No Discriminator_loss: -0.423314 Generator_loss: -141.207 
[INFO] 2020-09-16 08:18:26 > Step:   23200 Progress: 23.2% Elapsed: 2:59:55 temperature: no ada_p: No Discriminator_loss: -1.50402 Generator_loss: -124.753 
[INFO] 2020-09-16 08:19:08 > Step:   23300 Progress: 23.3% Elapsed: 3:00:37 temperature: no ada_p: No Discriminator_loss: -1.55071 Generator_loss: 75.8072 
[INFO] 2020-09-16 08:19:49 > Step:   23400 Progress: 23.4% Elapsed: 3:01:19 temperature: no ada_p: No Discriminator_loss: -0.291147 Generator_loss: -24.9353 
[INFO] 2020-09-16 08:20:32 > Step:   23500 Progress: 23.5% Elapsed: 3:02:01 temperature: no ada_p: No Discriminator_loss: -0.140608 Generator_loss: -57.27 
[INFO] 2020-09-16 08:21:14 > Step:   23600 Progress: 23.6% Elapsed: 3:02:43 temperature: no ada_p: No Discriminator_loss: -1.12858 Generator_loss: -4.40874 
[INFO] 2020-09-16 08:21:55 > Step:   23700 Progress: 23.7% Elapsed: 3:03:25 temperature: no ada_p: No Discriminator_loss: 0.595436 Generator_loss: 28.823 
[INFO] 2020-09-16 08:22:38 > Step:   23800 Progress: 23.8% Elapsed: 3:04:07 temperature: no ada_p: No Discriminator_loss: -1.06791 Generator_loss: -130.944 
[INFO] 2020-09-16 08:23:20 > Step:   23900 Progress: 23.9% Elapsed: 3:04:49 temperature: no ada_p: No Discriminator_loss: -0.186005 Generator_loss: 24.5129 
[INFO] 2020-09-16 08:24:01 > Step:   24000 Progress: 24.0% Elapsed: 3:05:31 temperature: no ada_p: No Discriminator_loss: -0.900166 Generator_loss: -34.8204 
[INFO] 2020-09-16 08:24:01 > Start Evaluation (24000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 08:25:38 > F_8 score (Step: 24000, Using test images): 0.6858300554554511
[INFO] 2020-09-16 08:25:39 > F_1/8 score (Step: 24000, Using test images): 0.869422069362075
[INFO] 2020-09-16 08:25:39 > FID score (Step: 24000, Using test moments): 58.15879848928756
[INFO] 2020-09-16 08:25:39 > Inception score (Step: 24000, 10000 generated images): 5.159984111785889
[INFO] 2020-09-16 08:25:39 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 08:25:39 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 08:26:20 > Step:   24100 Progress: 24.1% Elapsed: 3:07:49 temperature: no ada_p: No Discriminator_loss: -0.564513 Generator_loss: 118.488 
[INFO] 2020-09-16 08:27:02 > Step:   24200 Progress: 24.2% Elapsed: 3:08:31 temperature: no ada_p: No Discriminator_loss: -0.56677 Generator_loss: -254.574 
[INFO] 2020-09-16 08:27:44 > Step:   24300 Progress: 24.3% Elapsed: 3:09:13 temperature: no ada_p: No Discriminator_loss: -0.0780053 Generator_loss: 19.8489 
[INFO] 2020-09-16 08:28:26 > Step:   24400 Progress: 24.4% Elapsed: 3:09:56 temperature: no ada_p: No Discriminator_loss: -1.02568 Generator_loss: -68.3652 
[INFO] 2020-09-16 08:29:08 > Step:   24500 Progress: 24.5% Elapsed: 3:10:37 temperature: no ada_p: No Discriminator_loss: -0.396136 Generator_loss: 18.4303 
[INFO] 2020-09-16 08:29:51 > Step:   24600 Progress: 24.6% Elapsed: 3:11:20 temperature: no ada_p: No Discriminator_loss: -0.636737 Generator_loss: 122.707 
[INFO] 2020-09-16 08:30:33 > Step:   24700 Progress: 24.7% Elapsed: 3:12:02 temperature: no ada_p: No Discriminator_loss: 0.285385 Generator_loss: -15.7982 
[INFO] 2020-09-16 08:31:15 > Step:   24800 Progress: 24.8% Elapsed: 3:12:44 temperature: no ada_p: No Discriminator_loss: -0.361544 Generator_loss: -21.893 
[INFO] 2020-09-16 08:31:57 > Step:   24900 Progress: 24.9% Elapsed: 3:13:27 temperature: no ada_p: No Discriminator_loss: -0.887532 Generator_loss: -184.935 
[INFO] 2020-09-16 08:32:40 > Step:   25000 Progress: 25.0% Elapsed: 3:14:09 temperature: no ada_p: No Discriminator_loss: -0.664905 Generator_loss: -72.0452 
[INFO] 2020-09-16 08:33:21 > Step:   25100 Progress: 25.1% Elapsed: 3:14:50 temperature: no ada_p: No Discriminator_loss: 0.0812545 Generator_loss: -7.77123 
[INFO] 2020-09-16 08:34:03 > Step:   25200 Progress: 25.2% Elapsed: 3:15:33 temperature: no ada_p: No Discriminator_loss: -0.202265 Generator_loss: -99.9389 
[INFO] 2020-09-16 08:34:45 > Step:   25300 Progress: 25.3% Elapsed: 3:16:14 temperature: no ada_p: No Discriminator_loss: 0.151866 Generator_loss: -11.3652 
[INFO] 2020-09-16 08:35:27 > Step:   25400 Progress: 25.4% Elapsed: 3:16:57 temperature: no ada_p: No Discriminator_loss: 0.258681 Generator_loss: -103.104 
[INFO] 2020-09-16 08:36:10 > Step:   25500 Progress: 25.5% Elapsed: 3:17:39 temperature: no ada_p: No Discriminator_loss: -0.414897 Generator_loss: -199.515 
[INFO] 2020-09-16 08:36:51 > Step:   25600 Progress: 25.6% Elapsed: 3:18:20 temperature: no ada_p: No Discriminator_loss: 0.587121 Generator_loss: -35.9167 
[INFO] 2020-09-16 08:37:33 > Step:   25700 Progress: 25.7% Elapsed: 3:19:03 temperature: no ada_p: No Discriminator_loss: -0.192871 Generator_loss: -20.9558 
[INFO] 2020-09-16 08:38:15 > Step:   25800 Progress: 25.8% Elapsed: 3:19:45 temperature: no ada_p: No Discriminator_loss: -0.338536 Generator_loss: -85.6832 
[INFO] 2020-09-16 08:38:57 > Step:   25900 Progress: 25.9% Elapsed: 3:20:26 temperature: no ada_p: No Discriminator_loss: -0.975012 Generator_loss: 29.5119 
[INFO] 2020-09-16 08:39:39 > Step:   26000 Progress: 26.0% Elapsed: 3:21:08 temperature: no ada_p: No Discriminator_loss: 0.532622 Generator_loss: 120.53 
[INFO] 2020-09-16 08:39:39 > Start Evaluation (26000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 08:41:14 > F_8 score (Step: 26000, Using test images): 0.6836062123495095
[INFO] 2020-09-16 08:41:14 > F_1/8 score (Step: 26000, Using test images): 0.8581726676407018
[INFO] 2020-09-16 08:41:14 > FID score (Step: 26000, Using test moments): 58.151588310901616
[INFO] 2020-09-16 08:41:14 > Inception score (Step: 26000, 10000 generated images): 5.294826984405518
[INFO] 2020-09-16 08:41:14 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 08:41:14 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 08:41:56 > Step:   26100 Progress: 26.1% Elapsed: 3:23:25 temperature: no ada_p: No Discriminator_loss: -0.559472 Generator_loss: -57.2323 
[INFO] 2020-09-16 08:42:37 > Step:   26200 Progress: 26.2% Elapsed: 3:24:06 temperature: no ada_p: No Discriminator_loss: 0.314221 Generator_loss: -202.689 
[INFO] 2020-09-16 08:43:19 > Step:   26300 Progress: 26.3% Elapsed: 3:24:49 temperature: no ada_p: No Discriminator_loss: -0.336429 Generator_loss: -166.117 
[INFO] 2020-09-16 08:44:02 > Step:   26400 Progress: 26.4% Elapsed: 3:25:31 temperature: no ada_p: No Discriminator_loss: 0.0170647 Generator_loss: -38.334 
[INFO] 2020-09-16 08:44:43 > Step:   26500 Progress: 26.5% Elapsed: 3:26:13 temperature: no ada_p: No Discriminator_loss: -0.234391 Generator_loss: 93.9462 
[INFO] 2020-09-16 08:45:26 > Step:   26600 Progress: 26.6% Elapsed: 3:26:55 temperature: no ada_p: No Discriminator_loss: -1.2889 Generator_loss: 225.255 
[INFO] 2020-09-16 08:46:07 > Step:   26700 Progress: 26.7% Elapsed: 3:27:36 temperature: no ada_p: No Discriminator_loss: 0.273709 Generator_loss: 159.243 
[INFO] 2020-09-16 08:46:50 > Step:   26800 Progress: 26.8% Elapsed: 3:28:19 temperature: no ada_p: No Discriminator_loss: 0.159103 Generator_loss: 97.5948 
[INFO] 2020-09-16 08:47:32 > Step:   26900 Progress: 26.9% Elapsed: 3:29:01 temperature: no ada_p: No Discriminator_loss: -0.920692 Generator_loss: 39.7901 
[INFO] 2020-09-16 08:48:13 > Step:   27000 Progress: 27.0% Elapsed: 3:29:43 temperature: no ada_p: No Discriminator_loss: -0.423095 Generator_loss: 256.397 
[INFO] 2020-09-16 08:48:56 > Step:   27100 Progress: 27.1% Elapsed: 3:30:25 temperature: no ada_p: No Discriminator_loss: 0.223855 Generator_loss: 154.044 
[INFO] 2020-09-16 08:49:38 > Step:   27200 Progress: 27.2% Elapsed: 3:31:07 temperature: no ada_p: No Discriminator_loss: 0.290505 Generator_loss: 170.023 
[INFO] 2020-09-16 08:50:19 > Step:   27300 Progress: 27.3% Elapsed: 3:31:49 temperature: no ada_p: No Discriminator_loss: -0.435961 Generator_loss: -118.684 
[INFO] 2020-09-16 08:51:01 > Step:   27400 Progress: 27.4% Elapsed: 3:32:31 temperature: no ada_p: No Discriminator_loss: -1.92002 Generator_loss: 24.2133 
[INFO] 2020-09-16 08:51:44 > Step:   27500 Progress: 27.5% Elapsed: 3:33:13 temperature: no ada_p: No Discriminator_loss: -0.385832 Generator_loss: -31.443 
[INFO] 2020-09-16 08:52:25 > Step:   27600 Progress: 27.6% Elapsed: 3:33:54 temperature: no ada_p: No Discriminator_loss: -0.0550319 Generator_loss: -11.2168 
[INFO] 2020-09-16 08:53:07 > Step:   27700 Progress: 27.7% Elapsed: 3:34:36 temperature: no ada_p: No Discriminator_loss: -1.71357 Generator_loss: 15.405 
[INFO] 2020-09-16 08:53:49 > Step:   27800 Progress: 27.8% Elapsed: 3:35:18 temperature: no ada_p: No Discriminator_loss: -0.723868 Generator_loss: 74.957 
[INFO] 2020-09-16 08:54:31 > Step:   27900 Progress: 27.9% Elapsed: 3:36:00 temperature: no ada_p: No Discriminator_loss: 0.129824 Generator_loss: 23.8931 
[INFO] 2020-09-16 08:55:13 > Step:   28000 Progress: 28.0% Elapsed: 3:36:42 temperature: no ada_p: No Discriminator_loss: -0.243637 Generator_loss: 46.8447 
[INFO] 2020-09-16 08:55:13 > Start Evaluation (28000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 08:56:49 > F_8 score (Step: 28000, Using test images): 0.6389531744996265
[INFO] 2020-09-16 08:56:49 > F_1/8 score (Step: 28000, Using test images): 0.8207745774261924
[INFO] 2020-09-16 08:56:49 > FID score (Step: 28000, Using test moments): 63.75654471393392
[INFO] 2020-09-16 08:56:49 > Inception score (Step: 28000, 10000 generated images): 4.823317527770996
[INFO] 2020-09-16 08:56:49 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 08:56:49 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 08:57:29 > Step:   28100 Progress: 28.1% Elapsed: 3:38:59 temperature: no ada_p: No Discriminator_loss: -0.127226 Generator_loss: -115.011 
[INFO] 2020-09-16 08:58:12 > Step:   28200 Progress: 28.2% Elapsed: 3:39:41 temperature: no ada_p: No Discriminator_loss: 0.970377 Generator_loss: -35.4825 
[INFO] 2020-09-16 08:58:54 > Step:   28300 Progress: 28.3% Elapsed: 3:40:23 temperature: no ada_p: No Discriminator_loss: -0.434258 Generator_loss: 120.694 
[INFO] 2020-09-16 08:59:36 > Step:   28400 Progress: 28.4% Elapsed: 3:41:05 temperature: no ada_p: No Discriminator_loss: -0.940141 Generator_loss: 139.962 
[INFO] 2020-09-16 09:00:18 > Step:   28500 Progress: 28.5% Elapsed: 3:41:47 temperature: no ada_p: No Discriminator_loss: 0.407674 Generator_loss: -57.0216 
[INFO] 2020-09-16 09:01:00 > Step:   28600 Progress: 28.6% Elapsed: 3:42:30 temperature: no ada_p: No Discriminator_loss: -0.279023 Generator_loss: 84.2177 
[INFO] 2020-09-16 09:01:42 > Step:   28700 Progress: 28.7% Elapsed: 3:43:11 temperature: no ada_p: No Discriminator_loss: -0.725901 Generator_loss: 48.5075 
[INFO] 2020-09-16 09:02:24 > Step:   28800 Progress: 28.8% Elapsed: 3:43:54 temperature: no ada_p: No Discriminator_loss: -0.067681 Generator_loss: 30.4923 
[INFO] 2020-09-16 09:03:07 > Step:   28900 Progress: 28.9% Elapsed: 3:44:36 temperature: no ada_p: No Discriminator_loss: -0.727344 Generator_loss: -57.1897 
[INFO] 2020-09-16 09:03:48 > Step:   29000 Progress: 29.0% Elapsed: 3:45:18 temperature: no ada_p: No Discriminator_loss: -1.09273 Generator_loss: -318.676 
[INFO] 2020-09-16 09:04:31 > Step:   29100 Progress: 29.1% Elapsed: 3:46:00 temperature: no ada_p: No Discriminator_loss: 0.92312 Generator_loss: -193.738 
[INFO] 2020-09-16 09:05:12 > Step:   29200 Progress: 29.2% Elapsed: 3:46:42 temperature: no ada_p: No Discriminator_loss: -0.156154 Generator_loss: -15.6275 
[INFO] 2020-09-16 09:05:55 > Step:   29300 Progress: 29.3% Elapsed: 3:47:24 temperature: no ada_p: No Discriminator_loss: -0.548858 Generator_loss: 185.84 
[INFO] 2020-09-16 09:06:37 > Step:   29400 Progress: 29.4% Elapsed: 3:48:06 temperature: no ada_p: No Discriminator_loss: -0.710165 Generator_loss: -126.66 
[INFO] 2020-09-16 09:07:18 > Step:   29500 Progress: 29.5% Elapsed: 3:48:48 temperature: no ada_p: No Discriminator_loss: 0.14651 Generator_loss: -102.401 
[INFO] 2020-09-16 09:08:01 > Step:   29600 Progress: 29.6% Elapsed: 3:49:30 temperature: no ada_p: No Discriminator_loss: -0.812367 Generator_loss: 39.9721 
[INFO] 2020-09-16 09:08:43 > Step:   29700 Progress: 29.7% Elapsed: 3:50:12 temperature: no ada_p: No Discriminator_loss: 0.298613 Generator_loss: 80.1872 
[INFO] 2020-09-16 09:09:25 > Step:   29800 Progress: 29.8% Elapsed: 3:50:54 temperature: no ada_p: No Discriminator_loss: -1.22193 Generator_loss: -83.4062 
[INFO] 2020-09-16 09:10:07 > Step:   29900 Progress: 29.9% Elapsed: 3:51:36 temperature: no ada_p: No Discriminator_loss: 0.0296449 Generator_loss: -91.3919 
[INFO] 2020-09-16 09:10:49 > Step:   30000 Progress: 30.0% Elapsed: 3:52:18 temperature: no ada_p: No Discriminator_loss: -1.45655 Generator_loss: -71.1304 
[INFO] 2020-09-16 09:10:49 > Start Evaluation (30000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 09:12:26 > F_8 score (Step: 30000, Using test images): 0.6872638073064468
[INFO] 2020-09-16 09:12:26 > F_1/8 score (Step: 30000, Using test images): 0.8875894023084008
[INFO] 2020-09-16 09:12:26 > FID score (Step: 30000, Using test moments): 59.284494966898194
[INFO] 2020-09-16 09:12:26 > Inception score (Step: 30000, 10000 generated images): 5.189192295074463
[INFO] 2020-09-16 09:12:26 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 09:12:26 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 09:13:07 > Step:   30100 Progress: 30.1% Elapsed: 3:54:36 temperature: no ada_p: No Discriminator_loss: 0.893343 Generator_loss: 12.4115 
[INFO] 2020-09-16 09:13:49 > Step:   30200 Progress: 30.2% Elapsed: 3:55:19 temperature: no ada_p: No Discriminator_loss: 1.40767 Generator_loss: -28.1221 
[INFO] 2020-09-16 09:14:31 > Step:   30300 Progress: 30.3% Elapsed: 3:56:00 temperature: no ada_p: No Discriminator_loss: -0.941637 Generator_loss: -170.696 
[INFO] 2020-09-16 09:15:14 > Step:   30400 Progress: 30.4% Elapsed: 3:56:43 temperature: no ada_p: No Discriminator_loss: 0.251538 Generator_loss: -76.1967 
[INFO] 2020-09-16 09:15:56 > Step:   30500 Progress: 30.5% Elapsed: 3:57:25 temperature: no ada_p: No Discriminator_loss: -1.23977 Generator_loss: 58.6764 
[INFO] 2020-09-16 09:16:37 > Step:   30600 Progress: 30.6% Elapsed: 3:58:07 temperature: no ada_p: No Discriminator_loss: 0.59007 Generator_loss: 9.66918 
[INFO] 2020-09-16 09:17:20 > Step:   30700 Progress: 30.7% Elapsed: 3:58:49 temperature: no ada_p: No Discriminator_loss: -1.04052 Generator_loss: 149.314 
[INFO] 2020-09-16 09:18:02 > Step:   30800 Progress: 30.8% Elapsed: 3:59:31 temperature: no ada_p: No Discriminator_loss: -0.567104 Generator_loss: -72.0979 
[INFO] 2020-09-16 09:18:43 > Step:   30900 Progress: 30.9% Elapsed: 4:00:13 temperature: no ada_p: No Discriminator_loss: 0.00413477 Generator_loss: -76.8344 
[INFO] 2020-09-16 09:19:26 > Step:   31000 Progress: 31.0% Elapsed: 4:00:55 temperature: no ada_p: No Discriminator_loss: -0.564364 Generator_loss: 168.314 
[INFO] 2020-09-16 09:20:08 > Step:   31100 Progress: 31.1% Elapsed: 4:01:37 temperature: no ada_p: No Discriminator_loss: -0.0751765 Generator_loss: 153.046 
[INFO] 2020-09-16 09:20:49 > Step:   31200 Progress: 31.2% Elapsed: 4:02:18 temperature: no ada_p: No Discriminator_loss: -1.04909 Generator_loss: 3.24268 
[INFO] 2020-09-16 09:21:31 > Step:   31300 Progress: 31.3% Elapsed: 4:03:00 temperature: no ada_p: No Discriminator_loss: -0.455724 Generator_loss: -156.299 
[INFO] 2020-09-16 09:22:13 > Step:   31400 Progress: 31.4% Elapsed: 4:03:43 temperature: no ada_p: No Discriminator_loss: -0.474662 Generator_loss: 71.9086 
[INFO] 2020-09-16 09:22:55 > Step:   31500 Progress: 31.5% Elapsed: 4:04:24 temperature: no ada_p: No Discriminator_loss: -0.318435 Generator_loss: 8.41963 
[INFO] 2020-09-16 09:23:37 > Step:   31600 Progress: 31.6% Elapsed: 4:05:06 temperature: no ada_p: No Discriminator_loss: -0.895942 Generator_loss: 234.859 
[INFO] 2020-09-16 09:24:18 > Step:   31700 Progress: 31.7% Elapsed: 4:05:47 temperature: no ada_p: No Discriminator_loss: -0.371893 Generator_loss: 174.459 
[INFO] 2020-09-16 09:25:00 > Step:   31800 Progress: 31.8% Elapsed: 4:06:29 temperature: no ada_p: No Discriminator_loss: -0.412822 Generator_loss: -125.14 
[INFO] 2020-09-16 09:25:42 > Step:   31900 Progress: 31.9% Elapsed: 4:07:11 temperature: no ada_p: No Discriminator_loss: -0.47749 Generator_loss: -67.0405 
[INFO] 2020-09-16 09:26:23 > Step:   32000 Progress: 32.0% Elapsed: 4:07:53 temperature: no ada_p: No Discriminator_loss: -0.194466 Generator_loss: 181.183 
[INFO] 2020-09-16 09:26:23 > Start Evaluation (32000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 09:28:03 > F_8 score (Step: 32000, Using test images): 0.6762087631411484
[INFO] 2020-09-16 09:28:03 > F_1/8 score (Step: 32000, Using test images): 0.87973096882327
[INFO] 2020-09-16 09:28:03 > FID score (Step: 32000, Using test moments): 56.62360778659564
[INFO] 2020-09-16 09:28:03 > Inception score (Step: 32000, 10000 generated images): 5.364384174346924
[INFO] 2020-09-16 09:28:03 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 09:28:03 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 09:28:44 > Step:   32100 Progress: 32.1% Elapsed: 4:10:13 temperature: no ada_p: No Discriminator_loss: -0.611904 Generator_loss: -40.9096 
[INFO] 2020-09-16 09:29:27 > Step:   32200 Progress: 32.2% Elapsed: 4:10:56 temperature: no ada_p: No Discriminator_loss: 0.929446 Generator_loss: 86.6429 
[INFO] 2020-09-16 09:30:08 > Step:   32300 Progress: 32.3% Elapsed: 4:11:38 temperature: no ada_p: No Discriminator_loss: 0.224127 Generator_loss: 185.001 
[INFO] 2020-09-16 09:30:51 > Step:   32400 Progress: 32.4% Elapsed: 4:12:20 temperature: no ada_p: No Discriminator_loss: -1.56424 Generator_loss: 77.7608 
[INFO] 2020-09-16 09:31:33 > Step:   32500 Progress: 32.5% Elapsed: 4:13:02 temperature: no ada_p: No Discriminator_loss: -1.10407 Generator_loss: 94.866 
[INFO] 2020-09-16 09:32:15 > Step:   32600 Progress: 32.6% Elapsed: 4:13:44 temperature: no ada_p: No Discriminator_loss: -0.719489 Generator_loss: 51.82 
[INFO] 2020-09-16 09:32:57 > Step:   32700 Progress: 32.7% Elapsed: 4:14:26 temperature: no ada_p: No Discriminator_loss: -0.414714 Generator_loss: 24.4428 
[INFO] 2020-09-16 09:33:38 > Step:   32800 Progress: 32.8% Elapsed: 4:15:08 temperature: no ada_p: No Discriminator_loss: -0.163846 Generator_loss: 128.07 
[INFO] 2020-09-16 09:34:20 > Step:   32900 Progress: 32.9% Elapsed: 4:15:50 temperature: no ada_p: No Discriminator_loss: -0.661463 Generator_loss: 91.856 
[INFO] 2020-09-16 09:35:03 > Step:   33000 Progress: 33.0% Elapsed: 4:16:32 temperature: no ada_p: No Discriminator_loss: 0.440137 Generator_loss: -5.28288 
[INFO] 2020-09-16 09:35:44 > Step:   33100 Progress: 33.1% Elapsed: 4:17:13 temperature: no ada_p: No Discriminator_loss: -1.38603 Generator_loss: 15.8289 
[INFO] 2020-09-16 09:36:26 > Step:   33200 Progress: 33.2% Elapsed: 4:17:56 temperature: no ada_p: No Discriminator_loss: -0.662229 Generator_loss: -27.0228 
[INFO] 2020-09-16 09:37:09 > Step:   33300 Progress: 33.3% Elapsed: 4:18:38 temperature: no ada_p: No Discriminator_loss: 0.320649 Generator_loss: -201.928 
[INFO] 2020-09-16 09:37:50 > Step:   33400 Progress: 33.4% Elapsed: 4:19:19 temperature: no ada_p: No Discriminator_loss: 0.93015 Generator_loss: 18.2826 
[INFO] 2020-09-16 09:38:32 > Step:   33500 Progress: 33.5% Elapsed: 4:20:01 temperature: no ada_p: No Discriminator_loss: -0.88412 Generator_loss: -44.7797 
[INFO] 2020-09-16 09:39:14 > Step:   33600 Progress: 33.6% Elapsed: 4:20:44 temperature: no ada_p: No Discriminator_loss: 0.673268 Generator_loss: -60.8936 
[INFO] 2020-09-16 09:39:56 > Step:   33700 Progress: 33.7% Elapsed: 4:21:25 temperature: no ada_p: No Discriminator_loss: -0.563741 Generator_loss: -15.6778 
[INFO] 2020-09-16 09:40:38 > Step:   33800 Progress: 33.8% Elapsed: 4:22:07 temperature: no ada_p: No Discriminator_loss: 0.25063 Generator_loss: 1.0497 
[INFO] 2020-09-16 09:41:20 > Step:   33900 Progress: 33.9% Elapsed: 4:22:49 temperature: no ada_p: No Discriminator_loss: 0.154676 Generator_loss: -16.7918 
[INFO] 2020-09-16 09:42:02 > Step:   34000 Progress: 34.0% Elapsed: 4:23:31 temperature: no ada_p: No Discriminator_loss: 0.395136 Generator_loss: 2.22074 
[INFO] 2020-09-16 09:42:02 > Start Evaluation (34000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 09:43:40 > F_8 score (Step: 34000, Using test images): 0.672753186251339
[INFO] 2020-09-16 09:43:40 > F_1/8 score (Step: 34000, Using test images): 0.881746914612817
[INFO] 2020-09-16 09:43:40 > FID score (Step: 34000, Using test moments): 57.51563596190567
[INFO] 2020-09-16 09:43:40 > Inception score (Step: 34000, 10000 generated images): 5.246834754943848
[INFO] 2020-09-16 09:43:40 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 09:43:40 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 09:44:21 > Step:   34100 Progress: 34.1% Elapsed: 4:25:50 temperature: no ada_p: No Discriminator_loss: 1.13129 Generator_loss: -120.056 
[INFO] 2020-09-16 09:45:03 > Step:   34200 Progress: 34.2% Elapsed: 4:26:32 temperature: no ada_p: No Discriminator_loss: -1.65214 Generator_loss: -59.244 
[INFO] 2020-09-16 09:45:45 > Step:   34300 Progress: 34.3% Elapsed: 4:27:15 temperature: no ada_p: No Discriminator_loss: 0.191019 Generator_loss: -83.9246 
[INFO] 2020-09-16 09:46:28 > Step:   34400 Progress: 34.4% Elapsed: 4:27:57 temperature: no ada_p: No Discriminator_loss: -0.154627 Generator_loss: 154.092 
[INFO] 2020-09-16 09:47:09 > Step:   34500 Progress: 34.5% Elapsed: 4:28:39 temperature: no ada_p: No Discriminator_loss: -0.292488 Generator_loss: 139.199 
[INFO] 2020-09-16 09:47:52 > Step:   34600 Progress: 34.6% Elapsed: 4:29:21 temperature: no ada_p: No Discriminator_loss: -1.09061 Generator_loss: 164.851 
[INFO] 2020-09-16 09:48:34 > Step:   34700 Progress: 34.7% Elapsed: 4:30:03 temperature: no ada_p: No Discriminator_loss: 0.128069 Generator_loss: -26.9564 
[INFO] 2020-09-16 09:49:16 > Step:   34800 Progress: 34.8% Elapsed: 4:30:45 temperature: no ada_p: No Discriminator_loss: -0.249104 Generator_loss: -97.4175 
[INFO] 2020-09-16 09:49:58 > Step:   34900 Progress: 34.9% Elapsed: 4:31:27 temperature: no ada_p: No Discriminator_loss: 0.623995 Generator_loss: -149.939 
[INFO] 2020-09-16 09:50:40 > Step:   35000 Progress: 35.0% Elapsed: 4:32:09 temperature: no ada_p: No Discriminator_loss: -0.591316 Generator_loss: -82.0444 
[INFO] 2020-09-16 09:51:22 > Step:   35100 Progress: 35.1% Elapsed: 4:32:51 temperature: no ada_p: No Discriminator_loss: -0.423062 Generator_loss: -98.873 
[INFO] 2020-09-16 09:52:04 > Step:   35200 Progress: 35.2% Elapsed: 4:33:33 temperature: no ada_p: No Discriminator_loss: -0.372647 Generator_loss: -28.422 
[INFO] 2020-09-16 09:52:45 > Step:   35300 Progress: 35.3% Elapsed: 4:34:15 temperature: no ada_p: No Discriminator_loss: -1.17227 Generator_loss: -36.3178 
[INFO] 2020-09-16 09:53:27 > Step:   35400 Progress: 35.4% Elapsed: 4:34:57 temperature: no ada_p: No Discriminator_loss: -0.244058 Generator_loss: -197.762 
[INFO] 2020-09-16 09:54:10 > Step:   35500 Progress: 35.5% Elapsed: 4:35:39 temperature: no ada_p: No Discriminator_loss: -0.721913 Generator_loss: -164.278 
[INFO] 2020-09-16 09:54:51 > Step:   35600 Progress: 35.6% Elapsed: 4:36:20 temperature: no ada_p: No Discriminator_loss: 0.635776 Generator_loss: -41.0424 
[INFO] 2020-09-16 09:55:33 > Step:   35700 Progress: 35.7% Elapsed: 4:37:02 temperature: no ada_p: No Discriminator_loss: 0.108693 Generator_loss: -204.761 
[INFO] 2020-09-16 09:56:15 > Step:   35800 Progress: 35.8% Elapsed: 4:37:45 temperature: no ada_p: No Discriminator_loss: 0.0765106 Generator_loss: -93.2919 
[INFO] 2020-09-16 09:56:57 > Step:   35900 Progress: 35.9% Elapsed: 4:38:26 temperature: no ada_p: No Discriminator_loss: -1.28312 Generator_loss: 127.135 
[INFO] 2020-09-16 09:57:39 > Step:   36000 Progress: 36.0% Elapsed: 4:39:08 temperature: no ada_p: No Discriminator_loss: 0.448291 Generator_loss: -146.806 
[INFO] 2020-09-16 09:57:39 > Start Evaluation (36000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 09:59:22 > F_8 score (Step: 36000, Using test images): 0.7091799576485609
[INFO] 2020-09-16 09:59:22 > F_1/8 score (Step: 36000, Using test images): 0.8602496358856524
[INFO] 2020-09-16 09:59:22 > FID score (Step: 36000, Using test moments): 56.75499081266503
[INFO] 2020-09-16 09:59:22 > Inception score (Step: 36000, 10000 generated images): 5.161088943481445
[INFO] 2020-09-16 09:59:22 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 09:59:22 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 10:00:03 > Step:   36100 Progress: 36.1% Elapsed: 4:41:32 temperature: no ada_p: No Discriminator_loss: -0.406901 Generator_loss: 118.426 
[INFO] 2020-09-16 10:00:45 > Step:   36200 Progress: 36.2% Elapsed: 4:42:14 temperature: no ada_p: No Discriminator_loss: -1.07494 Generator_loss: 50.4544 
[INFO] 2020-09-16 10:01:27 > Step:   36300 Progress: 36.3% Elapsed: 4:42:57 temperature: no ada_p: No Discriminator_loss: 0.0669476 Generator_loss: 72.3453 
[INFO] 2020-09-16 10:02:10 > Step:   36400 Progress: 36.4% Elapsed: 4:43:39 temperature: no ada_p: No Discriminator_loss: -0.875191 Generator_loss: 112.715 
[INFO] 2020-09-16 10:02:51 > Step:   36500 Progress: 36.5% Elapsed: 4:44:21 temperature: no ada_p: No Discriminator_loss: -1.49327 Generator_loss: 276.003 
[INFO] 2020-09-16 10:03:34 > Step:   36600 Progress: 36.6% Elapsed: 4:45:03 temperature: no ada_p: No Discriminator_loss: -0.925442 Generator_loss: -72.818 
[INFO] 2020-09-16 10:04:15 > Step:   36700 Progress: 36.7% Elapsed: 4:45:45 temperature: no ada_p: No Discriminator_loss: -0.803826 Generator_loss: 220.465 
[INFO] 2020-09-16 10:04:58 > Step:   36800 Progress: 36.8% Elapsed: 4:46:27 temperature: no ada_p: No Discriminator_loss: -0.637064 Generator_loss: -49.1052 
[INFO] 2020-09-16 10:05:40 > Step:   36900 Progress: 36.9% Elapsed: 4:47:09 temperature: no ada_p: No Discriminator_loss: 0.787889 Generator_loss: 189.487 
[INFO] 2020-09-16 10:06:22 > Step:   37000 Progress: 37.0% Elapsed: 4:47:51 temperature: no ada_p: No Discriminator_loss: -0.625174 Generator_loss: -178.764 
[INFO] 2020-09-16 10:07:04 > Step:   37100 Progress: 37.1% Elapsed: 4:48:33 temperature: no ada_p: No Discriminator_loss: 0.661851 Generator_loss: -96.0414 
[INFO] 2020-09-16 10:07:46 > Step:   37200 Progress: 37.2% Elapsed: 4:49:15 temperature: no ada_p: No Discriminator_loss: -1.25212 Generator_loss: -37.0691 
[INFO] 2020-09-16 10:08:27 > Step:   37300 Progress: 37.3% Elapsed: 4:49:57 temperature: no ada_p: No Discriminator_loss: -2.04678 Generator_loss: 57.5261 
[INFO] 2020-09-16 10:09:10 > Step:   37400 Progress: 37.4% Elapsed: 4:50:39 temperature: no ada_p: No Discriminator_loss: 0.235586 Generator_loss: 268.926 
[INFO] 2020-09-16 10:09:52 > Step:   37500 Progress: 37.5% Elapsed: 4:51:21 temperature: no ada_p: No Discriminator_loss: -0.598619 Generator_loss: -55.3661 
[INFO] 2020-09-16 10:10:33 > Step:   37600 Progress: 37.6% Elapsed: 4:52:03 temperature: no ada_p: No Discriminator_loss: -1.3032 Generator_loss: -168.59 
[INFO] 2020-09-16 10:11:16 > Step:   37700 Progress: 37.7% Elapsed: 4:52:45 temperature: no ada_p: No Discriminator_loss: -0.217535 Generator_loss: -92.7254 
[INFO] 2020-09-16 10:11:57 > Step:   37800 Progress: 37.8% Elapsed: 4:53:26 temperature: no ada_p: No Discriminator_loss: 0.613173 Generator_loss: 13.2676 
[INFO] 2020-09-16 10:12:39 > Step:   37900 Progress: 37.9% Elapsed: 4:54:09 temperature: no ada_p: No Discriminator_loss: -0.236996 Generator_loss: 77.1331 
[INFO] 2020-09-16 10:13:22 > Step:   38000 Progress: 38.0% Elapsed: 4:54:51 temperature: no ada_p: No Discriminator_loss: 0.28874 Generator_loss: -206.613 
[INFO] 2020-09-16 10:13:22 > Start Evaluation (38000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 10:15:06 > F_8 score (Step: 38000, Using test images): 0.6916808004135651
[INFO] 2020-09-16 10:15:06 > F_1/8 score (Step: 38000, Using test images): 0.8517450619942297
[INFO] 2020-09-16 10:15:06 > FID score (Step: 38000, Using test moments): 60.109221246118125
[INFO] 2020-09-16 10:15:06 > Inception score (Step: 38000, 10000 generated images): 5.2312445640563965
[INFO] 2020-09-16 10:15:06 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 10:15:06 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 10:15:46 > Step:   38100 Progress: 38.1% Elapsed: 4:57:16 temperature: no ada_p: No Discriminator_loss: -0.655025 Generator_loss: -49.829 
[INFO] 2020-09-16 10:16:29 > Step:   38200 Progress: 38.2% Elapsed: 4:57:58 temperature: no ada_p: No Discriminator_loss: 0.328156 Generator_loss: -203.902 
[INFO] 2020-09-16 10:17:11 > Step:   38300 Progress: 38.3% Elapsed: 4:58:41 temperature: no ada_p: No Discriminator_loss: -0.264037 Generator_loss: -146.932 
[INFO] 2020-09-16 10:17:53 > Step:   38400 Progress: 38.4% Elapsed: 4:59:22 temperature: no ada_p: No Discriminator_loss: 1.64015 Generator_loss: 20.4997 
[INFO] 2020-09-16 10:18:35 > Step:   38500 Progress: 38.5% Elapsed: 5:00:04 temperature: no ada_p: No Discriminator_loss: -0.769871 Generator_loss: -185.518 
[INFO] 2020-09-16 10:19:18 > Step:   38600 Progress: 38.6% Elapsed: 5:00:47 temperature: no ada_p: No Discriminator_loss: -0.700578 Generator_loss: 21.417 
[INFO] 2020-09-16 10:19:59 > Step:   38700 Progress: 38.7% Elapsed: 5:01:28 temperature: no ada_p: No Discriminator_loss: -0.32186 Generator_loss: 93.3655 
[INFO] 2020-09-16 10:20:41 > Step:   38800 Progress: 38.8% Elapsed: 5:02:10 temperature: no ada_p: No Discriminator_loss: 0.46792 Generator_loss: 161.506 
[INFO] 2020-09-16 10:21:23 > Step:   38900 Progress: 38.9% Elapsed: 5:02:53 temperature: no ada_p: No Discriminator_loss: -0.17663 Generator_loss: -23.3073 
[INFO] 2020-09-16 10:22:05 > Step:   39000 Progress: 39.0% Elapsed: 5:03:34 temperature: no ada_p: No Discriminator_loss: -0.253489 Generator_loss: 159.791 
[INFO] 2020-09-16 10:22:47 > Step:   39100 Progress: 39.1% Elapsed: 5:04:16 temperature: no ada_p: No Discriminator_loss: -0.553778 Generator_loss: 22.7511 
[INFO] 2020-09-16 10:23:28 > Step:   39200 Progress: 39.2% Elapsed: 5:04:58 temperature: no ada_p: No Discriminator_loss: 0.486573 Generator_loss: -199.757 
[INFO] 2020-09-16 10:24:11 > Step:   39300 Progress: 39.3% Elapsed: 5:05:40 temperature: no ada_p: No Discriminator_loss: -0.435564 Generator_loss: -27.2469 
[INFO] 2020-09-16 10:24:53 > Step:   39400 Progress: 39.4% Elapsed: 5:06:22 temperature: no ada_p: No Discriminator_loss: -1.34855 Generator_loss: -197.845 
[INFO] 2020-09-16 10:25:34 > Step:   39500 Progress: 39.5% Elapsed: 5:07:04 temperature: no ada_p: No Discriminator_loss: 0.00372574 Generator_loss: -49.473 
[INFO] 2020-09-16 10:26:16 > Step:   39600 Progress: 39.6% Elapsed: 5:07:46 temperature: no ada_p: No Discriminator_loss: 1.1236 Generator_loss: 88.8117 
[INFO] 2020-09-16 10:26:59 > Step:   39700 Progress: 39.7% Elapsed: 5:08:28 temperature: no ada_p: No Discriminator_loss: -0.0289434 Generator_loss: -87.0303 
[INFO] 2020-09-16 10:27:40 > Step:   39800 Progress: 39.8% Elapsed: 5:09:10 temperature: no ada_p: No Discriminator_loss: 0.073807 Generator_loss: -83.0912 
[INFO] 2020-09-16 10:28:23 > Step:   39900 Progress: 39.9% Elapsed: 5:09:52 temperature: no ada_p: No Discriminator_loss: -0.331934 Generator_loss: 91.5339 
[INFO] 2020-09-16 10:29:05 > Step:   40000 Progress: 40.0% Elapsed: 5:10:34 temperature: no ada_p: No Discriminator_loss: -0.273199 Generator_loss: -97.8528 
[INFO] 2020-09-16 10:29:05 > Start Evaluation (40000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 10:30:43 > F_8 score (Step: 40000, Using test images): 0.6626450352859355
[INFO] 2020-09-16 10:30:43 > F_1/8 score (Step: 40000, Using test images): 0.8581826009058706
[INFO] 2020-09-16 10:30:43 > FID score (Step: 40000, Using test moments): 59.77728124355019
[INFO] 2020-09-16 10:30:43 > Inception score (Step: 40000, 10000 generated images): 5.287419319152832
[INFO] 2020-09-16 10:30:43 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 10:30:43 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 10:31:24 > Step:   40100 Progress: 40.1% Elapsed: 5:12:53 temperature: no ada_p: No Discriminator_loss: -0.465649 Generator_loss: 15.1191 
[INFO] 2020-09-16 10:32:06 > Step:   40200 Progress: 40.2% Elapsed: 5:13:35 temperature: no ada_p: No Discriminator_loss: -1.198 Generator_loss: -98.7678 
[INFO] 2020-09-16 10:32:49 > Step:   40300 Progress: 40.3% Elapsed: 5:14:18 temperature: no ada_p: No Discriminator_loss: -0.257625 Generator_loss: -177.342 
[INFO] 2020-09-16 10:33:30 > Step:   40400 Progress: 40.4% Elapsed: 5:14:59 temperature: no ada_p: No Discriminator_loss: -0.467515 Generator_loss: 33.6802 
[INFO] 2020-09-16 10:34:12 > Step:   40500 Progress: 40.5% Elapsed: 5:15:42 temperature: no ada_p: No Discriminator_loss: 0.637324 Generator_loss: -36.9962 
[INFO] 2020-09-16 10:34:54 > Step:   40600 Progress: 40.6% Elapsed: 5:16:23 temperature: no ada_p: No Discriminator_loss: -0.0987809 Generator_loss: -74.1253 
[INFO] 2020-09-16 10:35:36 > Step:   40700 Progress: 40.7% Elapsed: 5:17:05 temperature: no ada_p: No Discriminator_loss: 0.831006 Generator_loss: 203.852 
[INFO] 2020-09-16 10:36:18 > Step:   40800 Progress: 40.8% Elapsed: 5:17:48 temperature: no ada_p: No Discriminator_loss: 1.84043 Generator_loss: -4.60121 
[INFO] 2020-09-16 10:37:00 > Step:   40900 Progress: 40.9% Elapsed: 5:18:29 temperature: no ada_p: No Discriminator_loss: -1.34804 Generator_loss: 164.782 
[INFO] 2020-09-16 10:37:42 > Step:   41000 Progress: 41.0% Elapsed: 5:19:11 temperature: no ada_p: No Discriminator_loss: -1.07623 Generator_loss: -199.157 
[INFO] 2020-09-16 10:38:24 > Step:   41100 Progress: 41.1% Elapsed: 5:19:53 temperature: no ada_p: No Discriminator_loss: 0.0972409 Generator_loss: 30.0521 
[INFO] 2020-09-16 10:39:05 > Step:   41200 Progress: 41.2% Elapsed: 5:20:35 temperature: no ada_p: No Discriminator_loss: 0.605354 Generator_loss: -146.579 
[INFO] 2020-09-16 10:39:47 > Step:   41300 Progress: 41.3% Elapsed: 5:21:17 temperature: no ada_p: No Discriminator_loss: 0.526488 Generator_loss: 80.0593 
[INFO] 2020-09-16 10:40:30 > Step:   41400 Progress: 41.4% Elapsed: 5:21:59 temperature: no ada_p: No Discriminator_loss: -1.29018 Generator_loss: -8.8232 
[INFO] 2020-09-16 10:41:11 > Step:   41500 Progress: 41.5% Elapsed: 5:22:40 temperature: no ada_p: No Discriminator_loss: -1.1539 Generator_loss: -83.3235 
[INFO] 2020-09-16 10:41:53 > Step:   41600 Progress: 41.6% Elapsed: 5:23:23 temperature: no ada_p: No Discriminator_loss: -0.9099 Generator_loss: -68.7179 
[INFO] 2020-09-16 10:42:35 > Step:   41700 Progress: 41.7% Elapsed: 5:24:04 temperature: no ada_p: No Discriminator_loss: -0.496016 Generator_loss: 29.7019 
[INFO] 2020-09-16 10:43:17 > Step:   41800 Progress: 41.8% Elapsed: 5:24:46 temperature: no ada_p: No Discriminator_loss: -1.55441 Generator_loss: -29.3983 
[INFO] 2020-09-16 10:43:59 > Step:   41900 Progress: 41.9% Elapsed: 5:25:29 temperature: no ada_p: No Discriminator_loss: 0.0784857 Generator_loss: 221.331 
[INFO] 2020-09-16 10:44:41 > Step:   42000 Progress: 42.0% Elapsed: 5:26:10 temperature: no ada_p: No Discriminator_loss: -1.36204 Generator_loss: 114.432 
[INFO] 2020-09-16 10:44:41 > Start Evaluation (42000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 10:46:18 > F_8 score (Step: 42000, Using test images): 0.6971626460835202
[INFO] 2020-09-16 10:46:18 > F_1/8 score (Step: 42000, Using test images): 0.8744984079668714
[INFO] 2020-09-16 10:46:18 > FID score (Step: 42000, Using test moments): 56.53694366651615
[INFO] 2020-09-16 10:46:18 > Inception score (Step: 42000, 10000 generated images): 5.473261833190918
[INFO] 2020-09-16 10:46:18 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 10:46:18 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 10:46:59 > Step:   42100 Progress: 42.1% Elapsed: 5:28:28 temperature: no ada_p: No Discriminator_loss: -0.769783 Generator_loss: 10.7047 
[INFO] 2020-09-16 10:47:41 > Step:   42200 Progress: 42.2% Elapsed: 5:29:11 temperature: no ada_p: No Discriminator_loss: 0.104277 Generator_loss: -19.1035 
[INFO] 2020-09-16 10:48:23 > Step:   42300 Progress: 42.3% Elapsed: 5:29:52 temperature: no ada_p: No Discriminator_loss: -0.463114 Generator_loss: 12.5544 
[INFO] 2020-09-16 10:49:05 > Step:   42400 Progress: 42.4% Elapsed: 5:30:35 temperature: no ada_p: No Discriminator_loss: -0.233552 Generator_loss: 204.324 
[INFO] 2020-09-16 10:49:48 > Step:   42500 Progress: 42.5% Elapsed: 5:31:17 temperature: no ada_p: No Discriminator_loss: -0.492289 Generator_loss: 47.0571 
[INFO] 2020-09-16 10:50:29 > Step:   42600 Progress: 42.6% Elapsed: 5:31:59 temperature: no ada_p: No Discriminator_loss: -0.0218139 Generator_loss: 169.993 
[INFO] 2020-09-16 10:51:12 > Step:   42700 Progress: 42.7% Elapsed: 5:32:41 temperature: no ada_p: No Discriminator_loss: -1.57674 Generator_loss: -97.6656 
[INFO] 2020-09-16 10:51:54 > Step:   42800 Progress: 42.8% Elapsed: 5:33:23 temperature: no ada_p: No Discriminator_loss: 0.334184 Generator_loss: 20.4715 
[INFO] 2020-09-16 10:52:36 > Step:   42900 Progress: 42.9% Elapsed: 5:34:05 temperature: no ada_p: No Discriminator_loss: -0.289191 Generator_loss: 143.438 
[INFO] 2020-09-16 10:53:18 > Step:   43000 Progress: 43.0% Elapsed: 5:34:47 temperature: no ada_p: No Discriminator_loss: -0.201582 Generator_loss: 274.395 
[INFO] 2020-09-16 10:53:59 > Step:   43100 Progress: 43.1% Elapsed: 5:35:29 temperature: no ada_p: No Discriminator_loss: -0.834438 Generator_loss: 18.7493 
[INFO] 2020-09-16 10:54:41 > Step:   43200 Progress: 43.2% Elapsed: 5:36:11 temperature: no ada_p: No Discriminator_loss: 0.717379 Generator_loss: 224.867 
[INFO] 2020-09-16 10:55:24 > Step:   43300 Progress: 43.3% Elapsed: 5:36:53 temperature: no ada_p: No Discriminator_loss: -0.260447 Generator_loss: -27.7051 
[INFO] 2020-09-16 10:56:05 > Step:   43400 Progress: 43.4% Elapsed: 5:37:34 temperature: no ada_p: No Discriminator_loss: -0.880273 Generator_loss: 4.49926 
[INFO] 2020-09-16 10:56:47 > Step:   43500 Progress: 43.5% Elapsed: 5:38:16 temperature: no ada_p: No Discriminator_loss: -1.75963 Generator_loss: 80.4934 
[INFO] 2020-09-16 10:57:29 > Step:   43600 Progress: 43.6% Elapsed: 5:38:59 temperature: no ada_p: No Discriminator_loss: -0.309008 Generator_loss: -19.7366 
[INFO] 2020-09-16 10:58:11 > Step:   43700 Progress: 43.7% Elapsed: 5:39:40 temperature: no ada_p: No Discriminator_loss: -0.0272843 Generator_loss: -25.0119 
[INFO] 2020-09-16 10:58:53 > Step:   43800 Progress: 43.8% Elapsed: 5:40:22 temperature: no ada_p: No Discriminator_loss: -0.159601 Generator_loss: -6.22215 
[INFO] 2020-09-16 10:59:35 > Step:   43900 Progress: 43.9% Elapsed: 5:41:05 temperature: no ada_p: No Discriminator_loss: -1.77088 Generator_loss: 168.757 
[INFO] 2020-09-16 11:00:17 > Step:   44000 Progress: 44.0% Elapsed: 5:41:46 temperature: no ada_p: No Discriminator_loss: -0.4255 Generator_loss: 28.7139 
[INFO] 2020-09-16 11:00:17 > Start Evaluation (44000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 11:01:53 > F_8 score (Step: 44000, Using test images): 0.6716300159312604
[INFO] 2020-09-16 11:01:53 > F_1/8 score (Step: 44000, Using test images): 0.8581882196797173
[INFO] 2020-09-16 11:01:53 > FID score (Step: 44000, Using test moments): 57.295317682689415
[INFO] 2020-09-16 11:01:53 > Inception score (Step: 44000, 10000 generated images): 5.241547584533691
[INFO] 2020-09-16 11:01:53 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 11:01:53 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 11:02:35 > Step:   44100 Progress: 44.1% Elapsed: 5:44:04 temperature: no ada_p: No Discriminator_loss: -1.14144 Generator_loss: 178.11 
[INFO] 2020-09-16 11:03:16 > Step:   44200 Progress: 44.2% Elapsed: 5:44:46 temperature: no ada_p: No Discriminator_loss: -0.475947 Generator_loss: 36.2656 
[INFO] 2020-09-16 11:03:59 > Step:   44300 Progress: 44.3% Elapsed: 5:45:28 temperature: no ada_p: No Discriminator_loss: -0.11221 Generator_loss: 116.747 
[INFO] 2020-09-16 11:04:41 > Step:   44400 Progress: 44.4% Elapsed: 5:46:10 temperature: no ada_p: No Discriminator_loss: 0.745861 Generator_loss: 178.465 
[INFO] 2020-09-16 11:05:22 > Step:   44500 Progress: 44.5% Elapsed: 5:46:52 temperature: no ada_p: No Discriminator_loss: -0.0515266 Generator_loss: 101.488 
[INFO] 2020-09-16 11:06:04 > Step:   44600 Progress: 44.6% Elapsed: 5:47:34 temperature: no ada_p: No Discriminator_loss: 0.439479 Generator_loss: 156.267 
[INFO] 2020-09-16 11:06:47 > Step:   44700 Progress: 44.7% Elapsed: 5:48:16 temperature: no ada_p: No Discriminator_loss: 0.799781 Generator_loss: 44.8888 
[INFO] 2020-09-16 11:07:28 > Step:   44800 Progress: 44.8% Elapsed: 5:48:57 temperature: no ada_p: No Discriminator_loss: 0.660743 Generator_loss: -193.72 
[INFO] 2020-09-16 11:08:10 > Step:   44900 Progress: 44.9% Elapsed: 5:49:39 temperature: no ada_p: No Discriminator_loss: 0.500229 Generator_loss: -1.02111 
[INFO] 2020-09-16 11:08:52 > Step:   45000 Progress: 45.0% Elapsed: 5:50:21 temperature: no ada_p: No Discriminator_loss: 0.0312104 Generator_loss: 165.824 
[INFO] 2020-09-16 11:09:33 > Step:   45100 Progress: 45.1% Elapsed: 5:51:03 temperature: no ada_p: No Discriminator_loss: 0.24275 Generator_loss: 77.7484 
[INFO] 2020-09-16 11:10:15 > Step:   45200 Progress: 45.2% Elapsed: 5:51:45 temperature: no ada_p: No Discriminator_loss: -0.731525 Generator_loss: 41.0268 
[INFO] 2020-09-16 11:10:58 > Step:   45300 Progress: 45.3% Elapsed: 5:52:27 temperature: no ada_p: No Discriminator_loss: 0.287725 Generator_loss: 56.6658 
[INFO] 2020-09-16 11:11:39 > Step:   45400 Progress: 45.4% Elapsed: 5:53:08 temperature: no ada_p: No Discriminator_loss: 0.0838606 Generator_loss: 43.6439 
[INFO] 2020-09-16 11:12:21 > Step:   45500 Progress: 45.5% Elapsed: 5:53:50 temperature: no ada_p: No Discriminator_loss: -0.418824 Generator_loss: 149.265 
[INFO] 2020-09-16 11:13:03 > Step:   45600 Progress: 45.6% Elapsed: 5:54:32 temperature: no ada_p: No Discriminator_loss: -0.309991 Generator_loss: 118.096 
[INFO] 2020-09-16 11:13:45 > Step:   45700 Progress: 45.7% Elapsed: 5:55:14 temperature: no ada_p: No Discriminator_loss: -0.603056 Generator_loss: 133.261 
[INFO] 2020-09-16 11:14:27 > Step:   45800 Progress: 45.8% Elapsed: 5:55:56 temperature: no ada_p: No Discriminator_loss: -0.486175 Generator_loss: 100.369 
[INFO] 2020-09-16 11:15:08 > Step:   45900 Progress: 45.9% Elapsed: 5:56:37 temperature: no ada_p: No Discriminator_loss: 0.531146 Generator_loss: -168.836 
[INFO] 2020-09-16 11:15:51 > Step:   46000 Progress: 46.0% Elapsed: 5:57:20 temperature: no ada_p: No Discriminator_loss: -1.19698 Generator_loss: -10.639 
[INFO] 2020-09-16 11:15:51 > Start Evaluation (46000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 11:17:27 > F_8 score (Step: 46000, Using test images): 0.6888836030198069
[INFO] 2020-09-16 11:17:27 > F_1/8 score (Step: 46000, Using test images): 0.8811345424474778
[INFO] 2020-09-16 11:17:27 > FID score (Step: 46000, Using test moments): 57.55173478776874
[INFO] 2020-09-16 11:17:27 > Inception score (Step: 46000, 10000 generated images): 5.425296306610107
[INFO] 2020-09-16 11:17:27 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 11:17:27 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 11:18:08 > Step:   46100 Progress: 46.1% Elapsed: 5:59:37 temperature: no ada_p: No Discriminator_loss: -0.452821 Generator_loss: 128.949 
[INFO] 2020-09-16 11:18:49 > Step:   46200 Progress: 46.2% Elapsed: 6:00:19 temperature: no ada_p: No Discriminator_loss: -1.29728 Generator_loss: 27.7536 
[INFO] 2020-09-16 11:19:32 > Step:   46300 Progress: 46.3% Elapsed: 6:01:01 temperature: no ada_p: No Discriminator_loss: 0.467499 Generator_loss: 221.65 
[INFO] 2020-09-16 11:20:15 > Step:   46400 Progress: 46.4% Elapsed: 6:01:44 temperature: no ada_p: No Discriminator_loss: 0.387975 Generator_loss: 131.263 
[INFO] 2020-09-16 11:20:56 > Step:   46500 Progress: 46.5% Elapsed: 6:02:25 temperature: no ada_p: No Discriminator_loss: 0.645243 Generator_loss: -68.6398 
[INFO] 2020-09-16 11:21:38 > Step:   46600 Progress: 46.6% Elapsed: 6:03:08 temperature: no ada_p: No Discriminator_loss: -1.17209 Generator_loss: 102.992 
[INFO] 2020-09-16 11:22:20 > Step:   46700 Progress: 46.7% Elapsed: 6:03:49 temperature: no ada_p: No Discriminator_loss: -1.6689 Generator_loss: 29.0236 
[INFO] 2020-09-16 11:23:02 > Step:   46800 Progress: 46.8% Elapsed: 6:04:32 temperature: no ada_p: No Discriminator_loss: 0.413007 Generator_loss: 207.431 
[INFO] 2020-09-16 11:23:45 > Step:   46900 Progress: 46.9% Elapsed: 6:05:14 temperature: no ada_p: No Discriminator_loss: -1.26484 Generator_loss: 157.694 
[INFO] 2020-09-16 11:24:26 > Step:   47000 Progress: 47.0% Elapsed: 6:05:55 temperature: no ada_p: No Discriminator_loss: -0.067148 Generator_loss: -59.0072 
[INFO] 2020-09-16 11:25:08 > Step:   47100 Progress: 47.1% Elapsed: 6:06:38 temperature: no ada_p: No Discriminator_loss: -0.976911 Generator_loss: 194.235 
[INFO] 2020-09-16 11:25:51 > Step:   47200 Progress: 47.2% Elapsed: 6:07:20 temperature: no ada_p: No Discriminator_loss: -0.577615 Generator_loss: 113.295 
[INFO] 2020-09-16 11:26:32 > Step:   47300 Progress: 47.3% Elapsed: 6:08:01 temperature: no ada_p: No Discriminator_loss: 0.148204 Generator_loss: 120.956 
[INFO] 2020-09-16 11:27:14 > Step:   47400 Progress: 47.4% Elapsed: 6:08:44 temperature: no ada_p: No Discriminator_loss: -1.30863 Generator_loss: 49.3862 
[INFO] 2020-09-16 11:27:57 > Step:   47500 Progress: 47.5% Elapsed: 6:09:26 temperature: no ada_p: No Discriminator_loss: 0.0414563 Generator_loss: -76.1476 
[INFO] 2020-09-16 11:28:38 > Step:   47600 Progress: 47.6% Elapsed: 6:10:07 temperature: no ada_p: No Discriminator_loss: -0.700829 Generator_loss: 29.5672 
[INFO] 2020-09-16 11:29:20 > Step:   47700 Progress: 47.7% Elapsed: 6:10:50 temperature: no ada_p: No Discriminator_loss: -0.488071 Generator_loss: 53.4111 
[INFO] 2020-09-16 11:30:03 > Step:   47800 Progress: 47.8% Elapsed: 6:11:32 temperature: no ada_p: No Discriminator_loss: -0.0528898 Generator_loss: 142.696 
[INFO] 2020-09-16 11:30:44 > Step:   47900 Progress: 47.9% Elapsed: 6:12:14 temperature: no ada_p: No Discriminator_loss: -0.955541 Generator_loss: 132.593 
[INFO] 2020-09-16 11:31:27 > Step:   48000 Progress: 48.0% Elapsed: 6:12:56 temperature: no ada_p: No Discriminator_loss: -0.445736 Generator_loss: 239.922 
[INFO] 2020-09-16 11:31:27 > Start Evaluation (48000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 11:33:07 > F_8 score (Step: 48000, Using test images): 0.710806247279625
[INFO] 2020-09-16 11:33:07 > F_1/8 score (Step: 48000, Using test images): 0.8771436334153369
[INFO] 2020-09-16 11:33:07 > FID score (Step: 48000, Using test moments): 57.198443084873475
[INFO] 2020-09-16 11:33:07 > Inception score (Step: 48000, 10000 generated images): 5.375438690185547
[INFO] 2020-09-16 11:33:07 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 11:33:07 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 11:33:47 > Step:   48100 Progress: 48.1% Elapsed: 6:15:16 temperature: no ada_p: No Discriminator_loss: -0.0176306 Generator_loss: 174.348 
[INFO] 2020-09-16 11:34:30 > Step:   48200 Progress: 48.2% Elapsed: 6:15:59 temperature: no ada_p: No Discriminator_loss: 0.42321 Generator_loss: 283.073 
[INFO] 2020-09-16 11:35:12 > Step:   48300 Progress: 48.3% Elapsed: 6:16:41 temperature: no ada_p: No Discriminator_loss: 0.82239 Generator_loss: 285.428 
[INFO] 2020-09-16 11:35:54 > Step:   48400 Progress: 48.4% Elapsed: 6:17:23 temperature: no ada_p: No Discriminator_loss: 0.282507 Generator_loss: 171.424 
[INFO] 2020-09-16 11:36:36 > Step:   48500 Progress: 48.5% Elapsed: 6:18:05 temperature: no ada_p: No Discriminator_loss: -0.539148 Generator_loss: 387.125 
[INFO] 2020-09-16 11:37:19 > Step:   48600 Progress: 48.6% Elapsed: 6:18:48 temperature: no ada_p: No Discriminator_loss: -0.704472 Generator_loss: 78.9668 
[INFO] 2020-09-16 11:38:00 > Step:   48700 Progress: 48.7% Elapsed: 6:19:29 temperature: no ada_p: No Discriminator_loss: 0.0409582 Generator_loss: 436.927 
[INFO] 2020-09-16 11:38:42 > Step:   48800 Progress: 48.8% Elapsed: 6:20:12 temperature: no ada_p: No Discriminator_loss: 0.100922 Generator_loss: 216.953 
[INFO] 2020-09-16 11:39:25 > Step:   48900 Progress: 48.9% Elapsed: 6:20:54 temperature: no ada_p: No Discriminator_loss: -0.617377 Generator_loss: 232.505 
[INFO] 2020-09-16 11:40:06 > Step:   49000 Progress: 49.0% Elapsed: 6:21:36 temperature: no ada_p: No Discriminator_loss: 0.341011 Generator_loss: -137.77 
[INFO] 2020-09-16 11:40:49 > Step:   49100 Progress: 49.1% Elapsed: 6:22:18 temperature: no ada_p: No Discriminator_loss: -0.432049 Generator_loss: -25.3311 
[INFO] 2020-09-16 11:41:30 > Step:   49200 Progress: 49.2% Elapsed: 6:23:00 temperature: no ada_p: No Discriminator_loss: -1.22433 Generator_loss: 8.27424 
[INFO] 2020-09-16 11:42:13 > Step:   49300 Progress: 49.3% Elapsed: 6:23:42 temperature: no ada_p: No Discriminator_loss: -0.991359 Generator_loss: -3.53244 
[INFO] 2020-09-16 11:42:55 > Step:   49400 Progress: 49.4% Elapsed: 6:24:24 temperature: no ada_p: No Discriminator_loss: -1.15664 Generator_loss: -39.1015 
[INFO] 2020-09-16 11:43:36 > Step:   49500 Progress: 49.5% Elapsed: 6:25:06 temperature: no ada_p: No Discriminator_loss: -0.0905324 Generator_loss: 99.254 
[INFO] 2020-09-16 11:44:19 > Step:   49600 Progress: 49.6% Elapsed: 6:25:48 temperature: no ada_p: No Discriminator_loss: -0.489434 Generator_loss: 160.849 
[INFO] 2020-09-16 11:45:01 > Step:   49700 Progress: 49.7% Elapsed: 6:26:31 temperature: no ada_p: No Discriminator_loss: -0.589243 Generator_loss: 161.87 
[INFO] 2020-09-16 11:45:43 > Step:   49800 Progress: 49.8% Elapsed: 6:27:12 temperature: no ada_p: No Discriminator_loss: -0.561354 Generator_loss: 170.0 
[INFO] 2020-09-16 11:46:25 > Step:   49900 Progress: 49.9% Elapsed: 6:27:54 temperature: no ada_p: No Discriminator_loss: -0.825894 Generator_loss: 22.8787 
[INFO] 2020-09-16 11:47:07 > Step:   50000 Progress: 50.0% Elapsed: 6:28:37 temperature: no ada_p: No Discriminator_loss: 0.371169 Generator_loss: -92.2184 
[INFO] 2020-09-16 11:47:07 > Start Evaluation (50000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 11:48:44 > F_8 score (Step: 50000, Using test images): 0.6857518540255753
[INFO] 2020-09-16 11:48:44 > F_1/8 score (Step: 50000, Using test images): 0.8724213886420066
[INFO] 2020-09-16 11:48:44 > FID score (Step: 50000, Using test moments): 55.93419282984479
[INFO] 2020-09-16 11:48:44 > Inception score (Step: 50000, 10000 generated images): 5.429912567138672
[INFO] 2020-09-16 11:48:44 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 11:48:44 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 11:49:24 > Step:   50100 Progress: 50.1% Elapsed: 6:30:54 temperature: no ada_p: No Discriminator_loss: -1.24842 Generator_loss: -134.363 
[INFO] 2020-09-16 11:50:07 > Step:   50200 Progress: 50.2% Elapsed: 6:31:36 temperature: no ada_p: No Discriminator_loss: -1.24807 Generator_loss: -51.9646 
[INFO] 2020-09-16 11:50:49 > Step:   50300 Progress: 50.3% Elapsed: 6:32:18 temperature: no ada_p: No Discriminator_loss: -0.505192 Generator_loss: -58.4682 
[INFO] 2020-09-16 11:51:31 > Step:   50400 Progress: 50.4% Elapsed: 6:33:00 temperature: no ada_p: No Discriminator_loss: 0.722161 Generator_loss: -105.153 
[INFO] 2020-09-16 11:52:13 > Step:   50500 Progress: 50.5% Elapsed: 6:33:42 temperature: no ada_p: No Discriminator_loss: -0.553034 Generator_loss: -16.2946 
[INFO] 2020-09-16 11:52:54 > Step:   50600 Progress: 50.6% Elapsed: 6:34:24 temperature: no ada_p: No Discriminator_loss: 0.281866 Generator_loss: -84.3758 
[INFO] 2020-09-16 11:53:37 > Step:   50700 Progress: 50.7% Elapsed: 6:35:06 temperature: no ada_p: No Discriminator_loss: -0.932554 Generator_loss: 104.191 
[INFO] 2020-09-16 11:54:19 > Step:   50800 Progress: 50.8% Elapsed: 6:35:48 temperature: no ada_p: No Discriminator_loss: 0.18344 Generator_loss: 31.8087 
[INFO] 2020-09-16 11:55:00 > Step:   50900 Progress: 50.9% Elapsed: 6:36:30 temperature: no ada_p: No Discriminator_loss: -0.670207 Generator_loss: -36.2806 
[INFO] 2020-09-16 11:55:43 > Step:   51000 Progress: 51.0% Elapsed: 6:37:12 temperature: no ada_p: No Discriminator_loss: 0.265451 Generator_loss: 39.0622 
[INFO] 2020-09-16 11:56:25 > Step:   51100 Progress: 51.1% Elapsed: 6:37:54 temperature: no ada_p: No Discriminator_loss: -1.41976 Generator_loss: -113.174 
[INFO] 2020-09-16 11:57:06 > Step:   51200 Progress: 51.2% Elapsed: 6:38:36 temperature: no ada_p: No Discriminator_loss: 0.0117463 Generator_loss: 266.996 
[INFO] 2020-09-16 11:57:49 > Step:   51300 Progress: 51.3% Elapsed: 6:39:18 temperature: no ada_p: No Discriminator_loss: -0.891807 Generator_loss: -5.2572 
[INFO] 2020-09-16 11:58:31 > Step:   51400 Progress: 51.4% Elapsed: 6:40:00 temperature: no ada_p: No Discriminator_loss: -1.26858 Generator_loss: -234.649 
[INFO] 2020-09-16 11:59:12 > Step:   51500 Progress: 51.5% Elapsed: 6:40:42 temperature: no ada_p: No Discriminator_loss: -0.392962 Generator_loss: 9.33521 
[INFO] 2020-09-16 11:59:55 > Step:   51600 Progress: 51.6% Elapsed: 6:41:24 temperature: no ada_p: No Discriminator_loss: 0.301561 Generator_loss: -104.755 
[INFO] 2020-09-16 12:00:36 > Step:   51700 Progress: 51.7% Elapsed: 6:42:05 temperature: no ada_p: No Discriminator_loss: -0.934158 Generator_loss: -45.7701 
[INFO] 2020-09-16 12:01:18 > Step:   51800 Progress: 51.8% Elapsed: 6:42:48 temperature: no ada_p: No Discriminator_loss: 0.885429 Generator_loss: 9.38144 
[INFO] 2020-09-16 12:02:01 > Step:   51900 Progress: 51.9% Elapsed: 6:43:30 temperature: no ada_p: No Discriminator_loss: 0.164529 Generator_loss: -113.485 
[INFO] 2020-09-16 12:02:42 > Step:   52000 Progress: 52.0% Elapsed: 6:44:11 temperature: no ada_p: No Discriminator_loss: 1.55341 Generator_loss: -80.441 
[INFO] 2020-09-16 12:02:42 > Start Evaluation (52000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 12:04:18 > F_8 score (Step: 52000, Using test images): 0.6938664161645389
[INFO] 2020-09-16 12:04:18 > F_1/8 score (Step: 52000, Using test images): 0.8780212391368318
[INFO] 2020-09-16 12:04:18 > FID score (Step: 52000, Using test moments): 57.7314560707747
[INFO] 2020-09-16 12:04:18 > Inception score (Step: 52000, 10000 generated images): 5.390489101409912
[INFO] 2020-09-16 12:04:18 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 12:04:18 > Saved model to checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 12:04:59 > Step:   52100 Progress: 52.1% Elapsed: 6:46:28 temperature: no ada_p: No Discriminator_loss: 0.380557 Generator_loss: 26.9381 
[INFO] 2020-09-16 12:05:41 > Step:   52200 Progress: 52.2% Elapsed: 6:47:11 temperature: no ada_p: No Discriminator_loss: -0.316499 Generator_loss: 287.386 
[INFO] 2020-09-16 12:06:23 > Step:   52300 Progress: 52.3% Elapsed: 6:47:52 temperature: no ada_p: No Discriminator_loss: -0.146203 Generator_loss: -14.8523 
[INFO] 2020-09-16 12:07:05 > Step:   52400 Progress: 52.4% Elapsed: 6:48:34 temperature: no ada_p: No Discriminator_loss: -1.03458 Generator_loss: 64.536 
[INFO] 2020-09-16 12:07:47 > Step:   52500 Progress: 52.5% Elapsed: 6:49:17 temperature: no ada_p: No Discriminator_loss: -0.390041 Generator_loss: 72.3468 
[INFO] 2020-09-16 12:08:29 > Step:   52600 Progress: 52.6% Elapsed: 6:49:58 temperature: no ada_p: No Discriminator_loss: 0.027858 Generator_loss: -111.828 
[INFO] 2020-09-16 12:09:11 > Step:   52700 Progress: 52.7% Elapsed: 6:50:40 temperature: no ada_p: No Discriminator_loss: -0.00599775 Generator_loss: -105.24 
[INFO] 2020-09-16 12:09:53 > Step:   52800 Progress: 52.8% Elapsed: 6:51:23 temperature: no ada_p: No Discriminator_loss: -1.08836 Generator_loss: 20.2774 
[INFO] 2020-09-16 12:10:35 > Step:   52900 Progress: 52.9% Elapsed: 6:52:04 temperature: no ada_p: No Discriminator_loss: -0.494271 Generator_loss: 50.2763 
[INFO] 2020-09-16 12:11:17 > Step:   53000 Progress: 53.0% Elapsed: 6:52:46 temperature: no ada_p: No Discriminator_loss: -0.66825 Generator_loss: 58.2624 
[INFO] 2020-09-16 12:11:58 > Step:   53100 Progress: 53.1% Elapsed: 6:53:27 temperature: no ada_p: No Discriminator_loss: -0.054484 Generator_loss: 269.167 
[INFO] 2020-09-16 12:12:40 > Step:   53200 Progress: 53.2% Elapsed: 6:54:10 temperature: no ada_p: No Discriminator_loss: -1.60322 Generator_loss: 31.5894 
[INFO] 2020-09-16 12:13:23 > Step:   53300 Progress: 53.3% Elapsed: 6:54:52 temperature: no ada_p: No Discriminator_loss: 1.08604 Generator_loss: -114.858 
[INFO] 2020-09-16 12:14:04 > Step:   53400 Progress: 53.4% Elapsed: 6:55:33 temperature: no ada_p: No Discriminator_loss: -0.869936 Generator_loss: 93.5585 
[INFO] 2020-09-16 14:43:58 > Generator checkpoint is ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22/model=G-best-weights-step=10000.pth
[INFO] 2020-09-16 14:43:58 > Discriminator checkpoint is ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22/model=D-best-weights-step=10000.pth
[INFO] 2020-09-16 14:44:02 > Start Evaluation (10000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 14:45:32 > F_8 score (Step: 10000, Using test images): 0.8213331400949518
[INFO] 2020-09-16 14:45:32 > F_1/8 score (Step: 10000, Using test images): 0.920583443907471
[INFO] 2020-09-16 14:45:32 > FID score (Step: 10000, Using test moments): 43.10691521509983
[INFO] 2020-09-16 14:45:32 > Inception score (Step: 10000, 10000 generated images): 6.4352593421936035
[INFO] 2020-09-16 14:45:32 > Best FID score (Step: 10000, Using test moments): 43.10691521509983
[INFO] 2020-09-16 14:52:35 > Generator checkpoint is ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22/model=G-best-weights-step=10000.pth
[INFO] 2020-09-16 14:52:35 > Discriminator checkpoint is ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22/model=D-best-weights-step=10000.pth
[INFO] 2020-09-16 15:02:27 > Generator checkpoint is ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22/model=G-best-weights-step=10000.pth
[INFO] 2020-09-16 15:02:27 > Discriminator checkpoint is ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22/model=D-best-weights-step=10000.pth
[INFO] 2020-09-16 15:02:31 > Start training....
[INFO] 2020-09-16 15:03:11 > Step:   10100 Progress: 10.1% Elapsed: 0:00:39 temperature: no ada_p: No Discriminator_loss: -2.25995 Generator_loss: 42.5473 
[INFO] 2020-09-16 15:03:50 > Step:   10200 Progress: 10.2% Elapsed: 0:01:18 temperature: no ada_p: No Discriminator_loss: -3.71479 Generator_loss: 68.4343 
[INFO] 2020-09-16 15:04:28 > Step:   10300 Progress: 10.3% Elapsed: 0:01:57 temperature: no ada_p: No Discriminator_loss: -1.56215 Generator_loss: 47.2286 
[INFO] 2020-09-16 15:05:09 > Step:   10400 Progress: 10.4% Elapsed: 0:02:37 temperature: no ada_p: No Discriminator_loss: -3.9449 Generator_loss: 40.741 
[INFO] 2020-09-16 15:05:50 > Step:   10500 Progress: 10.5% Elapsed: 0:03:19 temperature: no ada_p: No Discriminator_loss: -1.24231 Generator_loss: 49.6005 
[INFO] 2020-09-16 15:06:31 > Step:   10600 Progress: 10.6% Elapsed: 0:04:00 temperature: no ada_p: No Discriminator_loss: -0.120922 Generator_loss: 52.2645 
[INFO] 2020-09-16 15:07:13 > Step:   10700 Progress: 10.7% Elapsed: 0:04:41 temperature: no ada_p: No Discriminator_loss: -1.33548 Generator_loss: 20.9238 
[INFO] 2020-09-16 15:07:55 > Step:   10800 Progress: 10.8% Elapsed: 0:05:23 temperature: no ada_p: No Discriminator_loss: 0.052348 Generator_loss: 23.3583 
[INFO] 2020-09-16 15:08:36 > Step:   10900 Progress: 10.9% Elapsed: 0:06:04 temperature: no ada_p: No Discriminator_loss: 0.138511 Generator_loss: 35.4355 
[INFO] 2020-09-16 15:09:17 > Step:   11000 Progress: 11.0% Elapsed: 0:06:46 temperature: no ada_p: No Discriminator_loss: -1.7477 Generator_loss: 37.1856 
[INFO] 2020-09-16 15:09:59 > Step:   11100 Progress: 11.1% Elapsed: 0:07:27 temperature: no ada_p: No Discriminator_loss: -0.195455 Generator_loss: 40.3736 
[INFO] 2020-09-16 15:10:40 > Step:   11200 Progress: 11.2% Elapsed: 0:08:08 temperature: no ada_p: No Discriminator_loss: -1.68415 Generator_loss: 43.4984 
[INFO] 2020-09-16 15:11:21 > Step:   11300 Progress: 11.3% Elapsed: 0:08:50 temperature: no ada_p: No Discriminator_loss: -0.221596 Generator_loss: 44.5906 
[INFO] 2020-09-16 15:12:02 > Step:   11400 Progress: 11.4% Elapsed: 0:09:31 temperature: no ada_p: No Discriminator_loss: -2.27983 Generator_loss: 62.883 
[INFO] 2020-09-16 15:12:44 > Step:   11500 Progress: 11.5% Elapsed: 0:10:12 temperature: no ada_p: No Discriminator_loss: -1.21487 Generator_loss: 51.4528 
[INFO] 2020-09-16 15:13:26 > Step:   11600 Progress: 11.6% Elapsed: 0:10:54 temperature: no ada_p: No Discriminator_loss: -1.16127 Generator_loss: 48.8615 
[INFO] 2020-09-16 15:14:07 > Step:   11700 Progress: 11.7% Elapsed: 0:11:35 temperature: no ada_p: No Discriminator_loss: -3.61895 Generator_loss: 66.3575 
[INFO] 2020-09-16 15:14:48 > Step:   11800 Progress: 11.8% Elapsed: 0:12:17 temperature: no ada_p: No Discriminator_loss: 0.974078 Generator_loss: -62.119 
[INFO] 2020-09-16 15:15:30 > Step:   11900 Progress: 11.9% Elapsed: 0:12:58 temperature: no ada_p: No Discriminator_loss: 0.601315 Generator_loss: -50.247 
[INFO] 2020-09-16 15:16:11 > Step:   12000 Progress: 12.0% Elapsed: 0:13:39 temperature: no ada_p: No Discriminator_loss: -0.858847 Generator_loss: -14.8839 
[INFO] 2020-09-16 15:16:11 > Start Evaluation (12000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 15:17:48 > F_8 score (Step: 12000, Using test images): 0.7385480555645941
[INFO] 2020-09-16 15:17:48 > F_1/8 score (Step: 12000, Using test images): 0.8260146256595414
[INFO] 2020-09-16 15:17:48 > FID score (Step: 12000, Using test moments): 60.43751190390492
[INFO] 2020-09-16 15:17:48 > Inception score (Step: 12000, 10000 generated images): 5.70047664642334
[INFO] 2020-09-16 15:17:48 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 15:17:48 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 15:18:28 > Step:   12100 Progress: 12.1% Elapsed: 0:15:57 temperature: no ada_p: No Discriminator_loss: -0.791967 Generator_loss: 13.6434 
[INFO] 2020-09-16 15:19:10 > Step:   12200 Progress: 12.2% Elapsed: 0:16:38 temperature: no ada_p: No Discriminator_loss: 0.123995 Generator_loss: 10.3302 
[INFO] 2020-09-16 15:19:51 > Step:   12300 Progress: 12.3% Elapsed: 0:17:19 temperature: no ada_p: No Discriminator_loss: -2.13073 Generator_loss: -6.16224 
[INFO] 2020-09-16 15:20:32 > Step:   12400 Progress: 12.4% Elapsed: 0:18:01 temperature: no ada_p: No Discriminator_loss: -0.121403 Generator_loss: 1.21777 
[INFO] 2020-09-16 15:21:14 > Step:   12500 Progress: 12.5% Elapsed: 0:18:42 temperature: no ada_p: No Discriminator_loss: -0.216655 Generator_loss: -3.52428 
[INFO] 2020-09-16 15:21:54 > Step:   12600 Progress: 12.6% Elapsed: 0:19:23 temperature: no ada_p: No Discriminator_loss: -1.63362 Generator_loss: 12.9674 
[INFO] 2020-09-16 15:22:36 > Step:   12700 Progress: 12.7% Elapsed: 0:20:04 temperature: no ada_p: No Discriminator_loss: -0.821959 Generator_loss: -2.28457 
[INFO] 2020-09-16 15:23:17 > Step:   12800 Progress: 12.8% Elapsed: 0:20:45 temperature: no ada_p: No Discriminator_loss: -1.22916 Generator_loss: -14.5427 
[INFO] 2020-09-16 15:23:58 > Step:   12900 Progress: 12.9% Elapsed: 0:21:26 temperature: no ada_p: No Discriminator_loss: -1.96711 Generator_loss: 0.175523 
[INFO] 2020-09-16 15:24:39 > Step:   13000 Progress: 13.0% Elapsed: 0:22:07 temperature: no ada_p: No Discriminator_loss: -1.36953 Generator_loss: 13.3543 
[INFO] 2020-09-16 15:25:20 > Step:   13100 Progress: 13.1% Elapsed: 0:22:48 temperature: no ada_p: No Discriminator_loss: -1.86981 Generator_loss: 19.9049 
[INFO] 2020-09-16 15:26:01 > Step:   13200 Progress: 13.2% Elapsed: 0:23:29 temperature: no ada_p: No Discriminator_loss: -1.34924 Generator_loss: 33.6337 
[INFO] 2020-09-16 15:26:42 > Step:   13300 Progress: 13.3% Elapsed: 0:24:11 temperature: no ada_p: No Discriminator_loss: -1.0892 Generator_loss: 24.116 
[INFO] 2020-09-16 15:27:23 > Step:   13400 Progress: 13.4% Elapsed: 0:24:51 temperature: no ada_p: No Discriminator_loss: -2.16707 Generator_loss: 53.1559 
[INFO] 2020-09-16 15:28:04 > Step:   13500 Progress: 13.5% Elapsed: 0:25:33 temperature: no ada_p: No Discriminator_loss: -1.99148 Generator_loss: 67.4399 
[INFO] 2020-09-16 15:28:46 > Step:   13600 Progress: 13.6% Elapsed: 0:26:14 temperature: no ada_p: No Discriminator_loss: -0.388537 Generator_loss: 59.1461 
[INFO] 2020-09-16 15:29:27 > Step:   13700 Progress: 13.7% Elapsed: 0:26:55 temperature: no ada_p: No Discriminator_loss: -0.392799 Generator_loss: 63.1015 
[INFO] 2020-09-16 15:30:08 > Step:   13800 Progress: 13.8% Elapsed: 0:27:36 temperature: no ada_p: No Discriminator_loss: -1.49813 Generator_loss: 77.8454 
[INFO] 2020-09-16 15:30:49 > Step:   13900 Progress: 13.9% Elapsed: 0:28:17 temperature: no ada_p: No Discriminator_loss: -0.924333 Generator_loss: 76.0136 
[INFO] 2020-09-16 15:31:30 > Step:   14000 Progress: 14.0% Elapsed: 0:28:59 temperature: no ada_p: No Discriminator_loss: -1.30226 Generator_loss: 77.8681 
[INFO] 2020-09-16 15:31:30 > Start Evaluation (14000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 15:33:06 > F_8 score (Step: 14000, Using test images): 0.8219930899017213
[INFO] 2020-09-16 15:33:06 > F_1/8 score (Step: 14000, Using test images): 0.9084705339176748
[INFO] 2020-09-16 15:33:06 > FID score (Step: 14000, Using test moments): 46.85765869135395
[INFO] 2020-09-16 15:33:06 > Inception score (Step: 14000, 10000 generated images): 6.000151634216309
[INFO] 2020-09-16 15:33:06 > Best FID score (Step: 10000, Using test moments): 43.30195579532028
[INFO] 2020-09-16 15:33:07 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 15:33:47 > Step:   14100 Progress: 14.1% Elapsed: 0:31:15 temperature: no ada_p: No Discriminator_loss: -0.543053 Generator_loss: 82.7344 
[INFO] 2020-09-16 15:34:28 > Step:   14200 Progress: 14.2% Elapsed: 0:31:56 temperature: no ada_p: No Discriminator_loss: -1.7279 Generator_loss: 89.2403 
[INFO] 2020-09-16 15:35:09 > Step:   14300 Progress: 14.3% Elapsed: 0:32:38 temperature: no ada_p: No Discriminator_loss: -2.51146 Generator_loss: 84.7315 
[INFO] 2020-09-16 15:35:51 > Step:   14400 Progress: 14.4% Elapsed: 0:33:19 temperature: no ada_p: No Discriminator_loss: -0.842242 Generator_loss: 70.6438 
[INFO] 2020-09-16 15:36:32 > Step:   14500 Progress: 14.5% Elapsed: 0:34:00 temperature: no ada_p: No Discriminator_loss: -1.3528 Generator_loss: 80.0463 
[INFO] 2020-09-16 15:37:13 > Step:   14600 Progress: 14.6% Elapsed: 0:34:41 temperature: no ada_p: No Discriminator_loss: -0.488479 Generator_loss: 64.2393 
[INFO] 2020-09-16 15:37:54 > Step:   14700 Progress: 14.7% Elapsed: 0:35:23 temperature: no ada_p: No Discriminator_loss: -1.63381 Generator_loss: 80.0615 
[INFO] 2020-09-16 15:38:35 > Step:   14800 Progress: 14.8% Elapsed: 0:36:04 temperature: no ada_p: No Discriminator_loss: -1.0728 Generator_loss: 85.2291 
[INFO] 2020-09-16 15:39:17 > Step:   14900 Progress: 14.9% Elapsed: 0:36:45 temperature: no ada_p: No Discriminator_loss: -1.57486 Generator_loss: 87.1525 
[INFO] 2020-09-16 15:39:58 > Step:   15000 Progress: 15.0% Elapsed: 0:37:26 temperature: no ada_p: No Discriminator_loss: -1.99003 Generator_loss: 61.8449 
[INFO] 2020-09-16 15:40:39 > Step:   15100 Progress: 15.1% Elapsed: 0:38:07 temperature: no ada_p: No Discriminator_loss: -0.897292 Generator_loss: 69.6893 
[INFO] 2020-09-16 15:41:20 > Step:   15200 Progress: 15.2% Elapsed: 0:38:49 temperature: no ada_p: No Discriminator_loss: 0.082515 Generator_loss: 92.0413 
[INFO] 2020-09-16 15:42:01 > Step:   15300 Progress: 15.3% Elapsed: 0:39:30 temperature: no ada_p: No Discriminator_loss: -1.82176 Generator_loss: 71.316 
[INFO] 2020-09-16 15:42:43 > Step:   15400 Progress: 15.4% Elapsed: 0:40:11 temperature: no ada_p: No Discriminator_loss: -3.50423 Generator_loss: 94.0846 
[INFO] 2020-09-16 15:43:24 > Step:   15500 Progress: 15.5% Elapsed: 0:40:52 temperature: no ada_p: No Discriminator_loss: -1.42008 Generator_loss: 88.1647 
[INFO] 2020-09-16 15:44:05 > Step:   15600 Progress: 15.6% Elapsed: 0:41:33 temperature: no ada_p: No Discriminator_loss: -0.85568 Generator_loss: 39.138 
[INFO] 2020-09-16 15:44:47 > Step:   15700 Progress: 15.7% Elapsed: 0:42:15 temperature: no ada_p: No Discriminator_loss: -2.2357 Generator_loss: 43.3351 
[INFO] 2020-09-16 15:45:28 > Step:   15800 Progress: 15.8% Elapsed: 0:42:56 temperature: no ada_p: No Discriminator_loss: -1.87173 Generator_loss: 69.4489 
[INFO] 2020-09-16 15:46:09 > Step:   15900 Progress: 15.9% Elapsed: 0:43:37 temperature: no ada_p: No Discriminator_loss: -1.93872 Generator_loss: 52.8521 
[INFO] 2020-09-16 15:46:51 > Step:   16000 Progress: 16.0% Elapsed: 0:44:19 temperature: no ada_p: No Discriminator_loss: -0.919015 Generator_loss: 75.1522 
[INFO] 2020-09-16 15:46:51 > Start Evaluation (16000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 15:48:33 > F_8 score (Step: 16000, Using test images): 0.8632045335933239
[INFO] 2020-09-16 15:48:33 > F_1/8 score (Step: 16000, Using test images): 0.921759707365315
[INFO] 2020-09-16 15:48:33 > FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 15:48:33 > Inception score (Step: 16000, 10000 generated images): 6.432487487792969
[INFO] 2020-09-16 15:48:33 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 15:48:33 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 15:49:14 > Step:   16100 Progress: 16.1% Elapsed: 0:46:42 temperature: no ada_p: No Discriminator_loss: -0.553634 Generator_loss: 64.7943 
[INFO] 2020-09-16 15:49:55 > Step:   16200 Progress: 16.2% Elapsed: 0:47:23 temperature: no ada_p: No Discriminator_loss: 0.20187 Generator_loss: 50.4788 
[INFO] 2020-09-16 15:50:36 > Step:   16300 Progress: 16.3% Elapsed: 0:48:04 temperature: no ada_p: No Discriminator_loss: -2.05985 Generator_loss: 90.8568 
[INFO] 2020-09-16 15:51:17 > Step:   16400 Progress: 16.4% Elapsed: 0:48:45 temperature: no ada_p: No Discriminator_loss: 0.83954 Generator_loss: 41.885 
[INFO] 2020-09-16 15:51:59 > Step:   16500 Progress: 16.5% Elapsed: 0:49:27 temperature: no ada_p: No Discriminator_loss: -1.45846 Generator_loss: 69.1494 
[INFO] 2020-09-16 15:52:40 > Step:   16600 Progress: 16.6% Elapsed: 0:50:08 temperature: no ada_p: No Discriminator_loss: -2.38011 Generator_loss: 134.319 
[INFO] 2020-09-16 15:53:21 > Step:   16700 Progress: 16.7% Elapsed: 0:50:49 temperature: no ada_p: No Discriminator_loss: -1.36223 Generator_loss: 107.406 
[INFO] 2020-09-16 15:54:02 > Step:   16800 Progress: 16.8% Elapsed: 0:51:30 temperature: no ada_p: No Discriminator_loss: -0.777035 Generator_loss: 110.126 
[INFO] 2020-09-16 15:54:43 > Step:   16900 Progress: 16.9% Elapsed: 0:52:12 temperature: no ada_p: No Discriminator_loss: -0.352908 Generator_loss: 123.955 
[INFO] 2020-09-16 15:55:24 > Step:   17000 Progress: 17.0% Elapsed: 0:52:52 temperature: no ada_p: No Discriminator_loss: -2.37714 Generator_loss: 105.072 
[INFO] 2020-09-16 15:56:06 > Step:   17100 Progress: 17.1% Elapsed: 0:53:34 temperature: no ada_p: No Discriminator_loss: -1.24661 Generator_loss: 90.2739 
[INFO] 2020-09-16 15:56:47 > Step:   17200 Progress: 17.2% Elapsed: 0:54:15 temperature: no ada_p: No Discriminator_loss: -0.365461 Generator_loss: 108.381 
[INFO] 2020-09-16 15:57:28 > Step:   17300 Progress: 17.3% Elapsed: 0:54:56 temperature: no ada_p: No Discriminator_loss: -0.058956 Generator_loss: 61.2744 
[INFO] 2020-09-16 15:58:09 > Step:   17400 Progress: 17.4% Elapsed: 0:55:37 temperature: no ada_p: No Discriminator_loss: -2.14677 Generator_loss: 78.3286 
[INFO] 2020-09-16 15:58:50 > Step:   17500 Progress: 17.5% Elapsed: 0:56:19 temperature: no ada_p: No Discriminator_loss: -1.20012 Generator_loss: 98.2722 
[INFO] 2020-09-16 15:59:31 > Step:   17600 Progress: 17.6% Elapsed: 0:57:00 temperature: no ada_p: No Discriminator_loss: -0.54084 Generator_loss: 95.722 
[INFO] 2020-09-16 16:00:13 > Step:   17700 Progress: 17.7% Elapsed: 0:57:41 temperature: no ada_p: No Discriminator_loss: 0.246341 Generator_loss: 96.865 
[INFO] 2020-09-16 16:00:54 > Step:   17800 Progress: 17.8% Elapsed: 0:58:22 temperature: no ada_p: No Discriminator_loss: -1.61567 Generator_loss: 76.0491 
[INFO] 2020-09-16 16:01:35 > Step:   17900 Progress: 17.9% Elapsed: 0:59:04 temperature: no ada_p: No Discriminator_loss: -1.39506 Generator_loss: 98.0162 
[INFO] 2020-09-16 16:02:17 > Step:   18000 Progress: 18.0% Elapsed: 0:59:45 temperature: no ada_p: No Discriminator_loss: -1.02957 Generator_loss: 54.1369 
[INFO] 2020-09-16 16:02:17 > Start Evaluation (18000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 16:03:54 > F_8 score (Step: 18000, Using test images): 0.8444934041798656
[INFO] 2020-09-16 16:03:54 > F_1/8 score (Step: 18000, Using test images): 0.9102206977177492
[INFO] 2020-09-16 16:03:54 > FID score (Step: 18000, Using test moments): 45.67754598170444
[INFO] 2020-09-16 16:03:54 > Inception score (Step: 18000, 10000 generated images): 6.34171199798584
[INFO] 2020-09-16 16:03:54 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 16:03:54 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 16:04:34 > Step:   18100 Progress: 18.1% Elapsed: 1:02:02 temperature: no ada_p: No Discriminator_loss: -0.894569 Generator_loss: 94.2517 
[INFO] 2020-09-16 16:05:16 > Step:   18200 Progress: 18.2% Elapsed: 1:02:44 temperature: no ada_p: No Discriminator_loss: 0.671312 Generator_loss: 102.281 
[INFO] 2020-09-16 16:05:57 > Step:   18300 Progress: 18.3% Elapsed: 1:03:26 temperature: no ada_p: No Discriminator_loss: -3.55241 Generator_loss: 101.281 
[INFO] 2020-09-16 16:06:38 > Step:   18400 Progress: 18.4% Elapsed: 1:04:07 temperature: no ada_p: No Discriminator_loss: -1.12982 Generator_loss: 81.5667 
[INFO] 2020-09-16 16:07:20 > Step:   18500 Progress: 18.5% Elapsed: 1:04:48 temperature: no ada_p: No Discriminator_loss: -0.0561172 Generator_loss: 55.6099 
[INFO] 2020-09-16 16:08:01 > Step:   18600 Progress: 18.6% Elapsed: 1:05:30 temperature: no ada_p: No Discriminator_loss: -1.51851 Generator_loss: 97.205 
[INFO] 2020-09-16 16:08:42 > Step:   18700 Progress: 18.7% Elapsed: 1:06:10 temperature: no ada_p: No Discriminator_loss: -1.10578 Generator_loss: 113.594 
[INFO] 2020-09-16 16:09:23 > Step:   18800 Progress: 18.8% Elapsed: 1:06:52 temperature: no ada_p: No Discriminator_loss: -3.70867 Generator_loss: 97.2979 
[INFO] 2020-09-16 16:10:04 > Step:   18900 Progress: 18.9% Elapsed: 1:07:33 temperature: no ada_p: No Discriminator_loss: 0.292561 Generator_loss: 99.3865 
[INFO] 2020-09-16 16:10:46 > Step:   19000 Progress: 19.0% Elapsed: 1:08:14 temperature: no ada_p: No Discriminator_loss: -0.483787 Generator_loss: 105.67 
[INFO] 2020-09-16 16:11:27 > Step:   19100 Progress: 19.1% Elapsed: 1:08:55 temperature: no ada_p: No Discriminator_loss: 0.104223 Generator_loss: 117.046 
[INFO] 2020-09-16 16:12:08 > Step:   19200 Progress: 19.2% Elapsed: 1:09:36 temperature: no ada_p: No Discriminator_loss: 0.515574 Generator_loss: 124.205 
[INFO] 2020-09-16 16:12:49 > Step:   19300 Progress: 19.3% Elapsed: 1:10:18 temperature: no ada_p: No Discriminator_loss: -1.89357 Generator_loss: 75.5715 
[INFO] 2020-09-16 16:13:31 > Step:   19400 Progress: 19.4% Elapsed: 1:10:59 temperature: no ada_p: No Discriminator_loss: -1.09443 Generator_loss: 106.679 
[INFO] 2020-09-16 16:14:11 > Step:   19500 Progress: 19.5% Elapsed: 1:11:40 temperature: no ada_p: No Discriminator_loss: -1.52581 Generator_loss: 100.894 
[INFO] 2020-09-16 16:14:53 > Step:   19600 Progress: 19.6% Elapsed: 1:12:21 temperature: no ada_p: No Discriminator_loss: -0.985268 Generator_loss: 119.203 
[INFO] 2020-09-16 16:15:34 > Step:   19700 Progress: 19.7% Elapsed: 1:13:02 temperature: no ada_p: No Discriminator_loss: 0.133653 Generator_loss: 133.033 
[INFO] 2020-09-16 16:16:15 > Step:   19800 Progress: 19.8% Elapsed: 1:13:43 temperature: no ada_p: No Discriminator_loss: -0.681737 Generator_loss: 66.3584 
[INFO] 2020-09-16 16:16:56 > Step:   19900 Progress: 19.9% Elapsed: 1:14:25 temperature: no ada_p: No Discriminator_loss: -1.98874 Generator_loss: 72.6836 
[INFO] 2020-09-16 16:17:38 > Step:   20000 Progress: 20.0% Elapsed: 1:15:06 temperature: no ada_p: No Discriminator_loss: -0.059222 Generator_loss: 61.2439 
[INFO] 2020-09-16 16:17:38 > Start Evaluation (20000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 16:19:13 > F_8 score (Step: 20000, Using test images): 0.813975180442544
[INFO] 2020-09-16 16:19:13 > F_1/8 score (Step: 20000, Using test images): 0.9136526720570717
[INFO] 2020-09-16 16:19:13 > FID score (Step: 20000, Using test moments): 46.01211440630544
[INFO] 2020-09-16 16:19:13 > Inception score (Step: 20000, 10000 generated images): 6.187273025512695
[INFO] 2020-09-16 16:19:13 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 16:19:14 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 16:19:53 > Step:   20100 Progress: 20.1% Elapsed: 1:17:22 temperature: no ada_p: No Discriminator_loss: -1.30963 Generator_loss: 63.9479 
[INFO] 2020-09-16 16:20:35 > Step:   20200 Progress: 20.2% Elapsed: 1:18:03 temperature: no ada_p: No Discriminator_loss: 0.394751 Generator_loss: 73.1426 
[INFO] 2020-09-16 16:21:16 > Step:   20300 Progress: 20.3% Elapsed: 1:18:44 temperature: no ada_p: No Discriminator_loss: 0.641868 Generator_loss: 115.648 
[INFO] 2020-09-16 16:21:58 > Step:   20400 Progress: 20.4% Elapsed: 1:19:26 temperature: no ada_p: No Discriminator_loss: -2.37084 Generator_loss: 87.6892 
[INFO] 2020-09-16 16:22:39 > Step:   20500 Progress: 20.5% Elapsed: 1:20:07 temperature: no ada_p: No Discriminator_loss: -0.788913 Generator_loss: 97.5903 
[INFO] 2020-09-16 16:23:20 > Step:   20600 Progress: 20.6% Elapsed: 1:20:48 temperature: no ada_p: No Discriminator_loss: -0.60961 Generator_loss: 77.8882 
[INFO] 2020-09-16 16:24:01 > Step:   20700 Progress: 20.7% Elapsed: 1:21:30 temperature: no ada_p: No Discriminator_loss: -1.26519 Generator_loss: 107.296 
[INFO] 2020-09-16 16:24:43 > Step:   20800 Progress: 20.8% Elapsed: 1:22:11 temperature: no ada_p: No Discriminator_loss: -0.682266 Generator_loss: 111.418 
[INFO] 2020-09-16 16:25:24 > Step:   20900 Progress: 20.9% Elapsed: 1:22:52 temperature: no ada_p: No Discriminator_loss: -0.273389 Generator_loss: 97.9979 
[INFO] 2020-09-16 16:26:05 > Step:   21000 Progress: 21.0% Elapsed: 1:23:33 temperature: no ada_p: No Discriminator_loss: 0.106439 Generator_loss: 74.1964 
[INFO] 2020-09-16 16:26:47 > Step:   21100 Progress: 21.1% Elapsed: 1:24:15 temperature: no ada_p: No Discriminator_loss: -1.6175 Generator_loss: 58.0133 
[INFO] 2020-09-16 16:27:27 > Step:   21200 Progress: 21.2% Elapsed: 1:24:56 temperature: no ada_p: No Discriminator_loss: -3.2369 Generator_loss: 112.717 
[INFO] 2020-09-16 16:28:09 > Step:   21300 Progress: 21.3% Elapsed: 1:25:37 temperature: no ada_p: No Discriminator_loss: -0.968463 Generator_loss: 97.1296 
[INFO] 2020-09-16 16:28:50 > Step:   21400 Progress: 21.4% Elapsed: 1:26:18 temperature: no ada_p: No Discriminator_loss: -0.976029 Generator_loss: 51.9363 
[INFO] 2020-09-16 16:29:31 > Step:   21500 Progress: 21.5% Elapsed: 1:26:59 temperature: no ada_p: No Discriminator_loss: -0.196047 Generator_loss: 106.327 
[INFO] 2020-09-16 16:30:12 > Step:   21600 Progress: 21.6% Elapsed: 1:27:41 temperature: no ada_p: No Discriminator_loss: -0.644997 Generator_loss: 124.473 
[INFO] 2020-09-16 16:30:53 > Step:   21700 Progress: 21.7% Elapsed: 1:28:21 temperature: no ada_p: No Discriminator_loss: -0.32167 Generator_loss: 85.0243 
[INFO] 2020-09-16 16:31:35 > Step:   21800 Progress: 21.8% Elapsed: 1:29:03 temperature: no ada_p: No Discriminator_loss: -0.767263 Generator_loss: 117.513 
[INFO] 2020-09-16 16:32:16 > Step:   21900 Progress: 21.9% Elapsed: 1:29:44 temperature: no ada_p: No Discriminator_loss: -0.133671 Generator_loss: 67.8399 
[INFO] 2020-09-16 16:32:57 > Step:   22000 Progress: 22.0% Elapsed: 1:30:25 temperature: no ada_p: No Discriminator_loss: 0.154172 Generator_loss: 85.0367 
[INFO] 2020-09-16 16:32:57 > Start Evaluation (22000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 16:34:34 > F_8 score (Step: 22000, Using test images): 0.8205356837707972
[INFO] 2020-09-16 16:34:34 > F_1/8 score (Step: 22000, Using test images): 0.9107272643325519
[INFO] 2020-09-16 16:34:34 > FID score (Step: 22000, Using test moments): 46.086979211737
[INFO] 2020-09-16 16:34:34 > Inception score (Step: 22000, 10000 generated images): 6.064134120941162
[INFO] 2020-09-16 16:34:34 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 16:34:34 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 16:35:15 > Step:   22100 Progress: 22.1% Elapsed: 1:32:43 temperature: no ada_p: No Discriminator_loss: -0.430962 Generator_loss: 109.062 
[INFO] 2020-09-16 16:35:56 > Step:   22200 Progress: 22.2% Elapsed: 1:33:25 temperature: no ada_p: No Discriminator_loss: 0.0954921 Generator_loss: 61.7161 
[INFO] 2020-09-16 16:36:37 > Step:   22300 Progress: 22.3% Elapsed: 1:34:06 temperature: no ada_p: No Discriminator_loss: -0.438361 Generator_loss: 110.584 
[INFO] 2020-09-16 16:37:19 > Step:   22400 Progress: 22.4% Elapsed: 1:34:47 temperature: no ada_p: No Discriminator_loss: -0.633198 Generator_loss: -81.371 
[INFO] 2020-09-16 16:38:01 > Step:   22500 Progress: 22.5% Elapsed: 1:35:29 temperature: no ada_p: No Discriminator_loss: -0.224873 Generator_loss: 61.871 
[INFO] 2020-09-16 16:38:42 > Step:   22600 Progress: 22.6% Elapsed: 1:36:10 temperature: no ada_p: No Discriminator_loss: -0.768417 Generator_loss: 77.437 
[INFO] 2020-09-16 16:39:23 > Step:   22700 Progress: 22.7% Elapsed: 1:36:51 temperature: no ada_p: No Discriminator_loss: -1.50278 Generator_loss: 105.037 
[INFO] 2020-09-16 16:40:04 > Step:   22800 Progress: 22.8% Elapsed: 1:37:32 temperature: no ada_p: No Discriminator_loss: -3.24759 Generator_loss: 63.3167 
[INFO] 2020-09-16 16:40:45 > Step:   22900 Progress: 22.9% Elapsed: 1:38:14 temperature: no ada_p: No Discriminator_loss: -0.958993 Generator_loss: 58.9555 
[INFO] 2020-09-16 16:41:27 > Step:   23000 Progress: 23.0% Elapsed: 1:38:55 temperature: no ada_p: No Discriminator_loss: 0.0515675 Generator_loss: 87.7973 
[INFO] 2020-09-16 16:42:08 > Step:   23100 Progress: 23.1% Elapsed: 1:39:36 temperature: no ada_p: No Discriminator_loss: -0.898716 Generator_loss: 40.9144 
[INFO] 2020-09-16 16:42:49 > Step:   23200 Progress: 23.2% Elapsed: 1:40:17 temperature: no ada_p: No Discriminator_loss: -0.802107 Generator_loss: 112.655 
[INFO] 2020-09-16 16:43:30 > Step:   23300 Progress: 23.3% Elapsed: 1:40:59 temperature: no ada_p: No Discriminator_loss: -0.0685182 Generator_loss: 89.6497 
[INFO] 2020-09-16 16:44:11 > Step:   23400 Progress: 23.4% Elapsed: 1:41:39 temperature: no ada_p: No Discriminator_loss: -0.779062 Generator_loss: 84.337 
[INFO] 2020-09-16 16:44:52 > Step:   23500 Progress: 23.5% Elapsed: 1:42:21 temperature: no ada_p: No Discriminator_loss: -0.577426 Generator_loss: 102.88 
[INFO] 2020-09-16 16:45:34 > Step:   23600 Progress: 23.6% Elapsed: 1:43:02 temperature: no ada_p: No Discriminator_loss: -0.511273 Generator_loss: 72.7323 
[INFO] 2020-09-16 16:46:15 > Step:   23700 Progress: 23.7% Elapsed: 1:43:43 temperature: no ada_p: No Discriminator_loss: -0.51735 Generator_loss: 179.662 
[INFO] 2020-09-16 16:46:56 > Step:   23800 Progress: 23.8% Elapsed: 1:44:24 temperature: no ada_p: No Discriminator_loss: 0.598915 Generator_loss: 153.069 
[INFO] 2020-09-16 16:47:37 > Step:   23900 Progress: 23.9% Elapsed: 1:45:05 temperature: no ada_p: No Discriminator_loss: -2.61222 Generator_loss: 99.0134 
[INFO] 2020-09-16 16:48:18 > Step:   24000 Progress: 24.0% Elapsed: 1:45:46 temperature: no ada_p: No Discriminator_loss: -1.02244 Generator_loss: 99.7039 
[INFO] 2020-09-16 16:48:18 > Start Evaluation (24000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 16:50:01 > F_8 score (Step: 24000, Using test images): 0.8188625784537145
[INFO] 2020-09-16 16:50:01 > F_1/8 score (Step: 24000, Using test images): 0.8767801294387317
[INFO] 2020-09-16 16:50:01 > FID score (Step: 24000, Using test moments): 48.81733743498518
[INFO] 2020-09-16 16:50:01 > Inception score (Step: 24000, 10000 generated images): 5.989627838134766
[INFO] 2020-09-16 16:50:01 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 16:50:01 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 16:50:41 > Step:   24100 Progress: 24.1% Elapsed: 1:48:09 temperature: no ada_p: No Discriminator_loss: 0.34647 Generator_loss: 106.273 
[INFO] 2020-09-16 16:51:22 > Step:   24200 Progress: 24.2% Elapsed: 1:48:51 temperature: no ada_p: No Discriminator_loss: 0.841246 Generator_loss: 78.8719 
[INFO] 2020-09-16 16:52:04 > Step:   24300 Progress: 24.3% Elapsed: 1:49:32 temperature: no ada_p: No Discriminator_loss: 0.127328 Generator_loss: 10.4384 
[INFO] 2020-09-16 16:52:46 > Step:   24400 Progress: 24.4% Elapsed: 1:50:14 temperature: no ada_p: No Discriminator_loss: -1.93787 Generator_loss: 47.3246 
[INFO] 2020-09-16 16:53:27 > Step:   24500 Progress: 24.5% Elapsed: 1:50:55 temperature: no ada_p: No Discriminator_loss: -0.0151824 Generator_loss: 10.5889 
[INFO] 2020-09-16 16:54:09 > Step:   24600 Progress: 24.6% Elapsed: 1:51:37 temperature: no ada_p: No Discriminator_loss: 0.630001 Generator_loss: 72.3384 
[INFO] 2020-09-16 16:54:50 > Step:   24700 Progress: 24.7% Elapsed: 1:52:18 temperature: no ada_p: No Discriminator_loss: -0.392905 Generator_loss: 151.049 
[INFO] 2020-09-16 16:55:31 > Step:   24800 Progress: 24.8% Elapsed: 1:52:59 temperature: no ada_p: No Discriminator_loss: -1.45888 Generator_loss: 59.4977 
[INFO] 2020-09-16 16:56:12 > Step:   24900 Progress: 24.9% Elapsed: 1:53:41 temperature: no ada_p: No Discriminator_loss: -1.01007 Generator_loss: 113.961 
[INFO] 2020-09-16 16:56:54 > Step:   25000 Progress: 25.0% Elapsed: 1:54:22 temperature: no ada_p: No Discriminator_loss: -0.69402 Generator_loss: 139.612 
[INFO] 2020-09-16 16:57:34 > Step:   25100 Progress: 25.1% Elapsed: 1:55:03 temperature: no ada_p: No Discriminator_loss: -1.10836 Generator_loss: 114.32 
[INFO] 2020-09-16 16:58:16 > Step:   25200 Progress: 25.2% Elapsed: 1:55:44 temperature: no ada_p: No Discriminator_loss: -0.0905461 Generator_loss: 31.6079 
[INFO] 2020-09-16 16:58:56 > Step:   25300 Progress: 25.3% Elapsed: 1:56:25 temperature: no ada_p: No Discriminator_loss: -1.4546 Generator_loss: -3.60563 
[INFO] 2020-09-16 16:59:38 > Step:   25400 Progress: 25.4% Elapsed: 1:57:06 temperature: no ada_p: No Discriminator_loss: -1.94122 Generator_loss: 95.1169 
[INFO] 2020-09-16 17:00:19 > Step:   25500 Progress: 25.5% Elapsed: 1:57:47 temperature: no ada_p: No Discriminator_loss: -3.7042 Generator_loss: 91.8566 
[INFO] 2020-09-16 17:00:59 > Step:   25600 Progress: 25.6% Elapsed: 1:58:28 temperature: no ada_p: No Discriminator_loss: -4.67043 Generator_loss: 148.412 
[INFO] 2020-09-16 17:01:41 > Step:   25700 Progress: 25.7% Elapsed: 1:59:09 temperature: no ada_p: No Discriminator_loss: 0.746232 Generator_loss: 37.1998 
[INFO] 2020-09-16 17:02:22 > Step:   25800 Progress: 25.8% Elapsed: 1:59:50 temperature: no ada_p: No Discriminator_loss: -2.31632 Generator_loss: 87.8588 
[INFO] 2020-09-16 17:03:03 > Step:   25900 Progress: 25.9% Elapsed: 2:00:31 temperature: no ada_p: No Discriminator_loss: 1.57298 Generator_loss: 137.733 
[INFO] 2020-09-16 17:03:44 > Step:   26000 Progress: 26.0% Elapsed: 2:01:12 temperature: no ada_p: No Discriminator_loss: 0.409227 Generator_loss: 99.1117 
[INFO] 2020-09-16 17:03:44 > Start Evaluation (26000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 17:05:19 > F_8 score (Step: 26000, Using test images): 0.7617761630925216
[INFO] 2020-09-16 17:05:19 > F_1/8 score (Step: 26000, Using test images): 0.8948854124511529
[INFO] 2020-09-16 17:05:19 > FID score (Step: 26000, Using test moments): 52.19092957695881
[INFO] 2020-09-16 17:05:19 > Inception score (Step: 26000, 10000 generated images): 5.771003246307373
[INFO] 2020-09-16 17:05:19 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 17:05:19 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 17:05:59 > Step:   26100 Progress: 26.1% Elapsed: 2:03:28 temperature: no ada_p: No Discriminator_loss: -1.47275 Generator_loss: 154.411 
[INFO] 2020-09-16 17:06:40 > Step:   26200 Progress: 26.2% Elapsed: 2:04:09 temperature: no ada_p: No Discriminator_loss: -1.62497 Generator_loss: 78.9584 
[INFO] 2020-09-16 17:07:22 > Step:   26300 Progress: 26.3% Elapsed: 2:04:50 temperature: no ada_p: No Discriminator_loss: -0.790909 Generator_loss: -10.7895 
[INFO] 2020-09-16 17:08:02 > Step:   26400 Progress: 26.4% Elapsed: 2:05:31 temperature: no ada_p: No Discriminator_loss: -0.964859 Generator_loss: -151.082 
[INFO] 2020-09-16 17:08:44 > Step:   26500 Progress: 26.5% Elapsed: 2:06:12 temperature: no ada_p: No Discriminator_loss: 0.0475127 Generator_loss: -98.6099 
[INFO] 2020-09-16 17:09:25 > Step:   26600 Progress: 26.6% Elapsed: 2:06:53 temperature: no ada_p: No Discriminator_loss: -0.59506 Generator_loss: -75.3609 
[INFO] 2020-09-16 17:10:06 > Step:   26700 Progress: 26.7% Elapsed: 2:07:34 temperature: no ada_p: No Discriminator_loss: -0.709138 Generator_loss: -30.2377 
[INFO] 2020-09-16 17:10:47 > Step:   26800 Progress: 26.8% Elapsed: 2:08:16 temperature: no ada_p: No Discriminator_loss: 0.785724 Generator_loss: -17.0633 
[INFO] 2020-09-16 17:11:29 > Step:   26900 Progress: 26.9% Elapsed: 2:08:57 temperature: no ada_p: No Discriminator_loss: -0.350353 Generator_loss: 48.9448 
[INFO] 2020-09-16 17:12:09 > Step:   27000 Progress: 27.0% Elapsed: 2:09:38 temperature: no ada_p: No Discriminator_loss: -0.612425 Generator_loss: 57.3722 
[INFO] 2020-09-16 17:12:51 > Step:   27100 Progress: 27.1% Elapsed: 2:10:19 temperature: no ada_p: No Discriminator_loss: -0.631996 Generator_loss: 71.0999 
[INFO] 2020-09-16 17:13:32 > Step:   27200 Progress: 27.2% Elapsed: 2:11:00 temperature: no ada_p: No Discriminator_loss: 1.41354 Generator_loss: 122.871 
[INFO] 2020-09-16 17:14:13 > Step:   27300 Progress: 27.3% Elapsed: 2:11:41 temperature: no ada_p: No Discriminator_loss: -2.52161 Generator_loss: 132.51 
[INFO] 2020-09-16 17:14:54 > Step:   27400 Progress: 27.4% Elapsed: 2:12:23 temperature: no ada_p: No Discriminator_loss: 0.281608 Generator_loss: 180.687 
[INFO] 2020-09-16 17:15:36 > Step:   27500 Progress: 27.5% Elapsed: 2:13:04 temperature: no ada_p: No Discriminator_loss: 0.703734 Generator_loss: 149.566 
[INFO] 2020-09-16 17:16:17 > Step:   27600 Progress: 27.6% Elapsed: 2:13:45 temperature: no ada_p: No Discriminator_loss: 0.537833 Generator_loss: 79.2642 
[INFO] 2020-09-16 17:16:58 > Step:   27700 Progress: 27.7% Elapsed: 2:14:27 temperature: no ada_p: No Discriminator_loss: -0.0883433 Generator_loss: 136.344 
[INFO] 2020-09-16 17:17:39 > Step:   27800 Progress: 27.8% Elapsed: 2:15:07 temperature: no ada_p: No Discriminator_loss: -5.19753 Generator_loss: 153.594 
[INFO] 2020-09-16 17:18:20 > Step:   27900 Progress: 27.9% Elapsed: 2:15:49 temperature: no ada_p: No Discriminator_loss: -0.0905502 Generator_loss: 130.385 
[INFO] 2020-09-16 17:19:02 > Step:   28000 Progress: 28.0% Elapsed: 2:16:30 temperature: no ada_p: No Discriminator_loss: -1.05302 Generator_loss: 146.059 
[INFO] 2020-09-16 17:19:02 > Start Evaluation (28000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 17:20:43 > F_8 score (Step: 28000, Using test images): 0.7558230959524139
[INFO] 2020-09-16 17:20:43 > F_1/8 score (Step: 28000, Using test images): 0.8704917986664223
[INFO] 2020-09-16 17:20:43 > FID score (Step: 28000, Using test moments): 57.43167062220391
[INFO] 2020-09-16 17:20:43 > Inception score (Step: 28000, 10000 generated images): 5.548656463623047
[INFO] 2020-09-16 17:20:43 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 17:20:43 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 17:21:23 > Step:   28100 Progress: 28.1% Elapsed: 2:18:52 temperature: no ada_p: No Discriminator_loss: -0.379654 Generator_loss: 135.903 
[INFO] 2020-09-16 17:22:05 > Step:   28200 Progress: 28.2% Elapsed: 2:19:33 temperature: no ada_p: No Discriminator_loss: -1.22601 Generator_loss: 104.42 
[INFO] 2020-09-16 17:22:47 > Step:   28300 Progress: 28.3% Elapsed: 2:20:15 temperature: no ada_p: No Discriminator_loss: -3.49274 Generator_loss: 189.813 
[INFO] 2020-09-16 17:23:28 > Step:   28400 Progress: 28.4% Elapsed: 2:20:56 temperature: no ada_p: No Discriminator_loss: -3.87492 Generator_loss: 149.064 
[INFO] 2020-09-16 17:24:09 > Step:   28500 Progress: 28.5% Elapsed: 2:21:37 temperature: no ada_p: No Discriminator_loss: 0.274841 Generator_loss: 137.286 
[INFO] 2020-09-16 17:24:51 > Step:   28600 Progress: 28.6% Elapsed: 2:22:19 temperature: no ada_p: No Discriminator_loss: 0.0550559 Generator_loss: 64.0211 
[INFO] 2020-09-16 17:25:31 > Step:   28700 Progress: 28.7% Elapsed: 2:23:00 temperature: no ada_p: No Discriminator_loss: 0.478868 Generator_loss: 24.2688 
[INFO] 2020-09-16 17:26:13 > Step:   28800 Progress: 28.8% Elapsed: 2:23:41 temperature: no ada_p: No Discriminator_loss: -1.07433 Generator_loss: 111.22 
[INFO] 2020-09-16 17:26:54 > Step:   28900 Progress: 28.9% Elapsed: 2:24:22 temperature: no ada_p: No Discriminator_loss: 0.303127 Generator_loss: 95.5259 
[INFO] 2020-09-16 17:27:35 > Step:   29000 Progress: 29.0% Elapsed: 2:25:04 temperature: no ada_p: No Discriminator_loss: -3.11219 Generator_loss: 58.6074 
[INFO] 2020-09-16 17:28:17 > Step:   29100 Progress: 29.1% Elapsed: 2:25:45 temperature: no ada_p: No Discriminator_loss: -2.68059 Generator_loss: 83.8094 
[INFO] 2020-09-16 17:28:58 > Step:   29200 Progress: 29.2% Elapsed: 2:26:26 temperature: no ada_p: No Discriminator_loss: -0.180548 Generator_loss: 96.8263 
[INFO] 2020-09-16 17:29:39 > Step:   29300 Progress: 29.3% Elapsed: 2:27:07 temperature: no ada_p: No Discriminator_loss: 0.298672 Generator_loss: -41.2683 
[INFO] 2020-09-16 17:30:20 > Step:   29400 Progress: 29.4% Elapsed: 2:27:48 temperature: no ada_p: No Discriminator_loss: -1.82349 Generator_loss: 94.273 
[INFO] 2020-09-16 17:31:01 > Step:   29500 Progress: 29.5% Elapsed: 2:28:29 temperature: no ada_p: No Discriminator_loss: 0.0764337 Generator_loss: 215.394 
[INFO] 2020-09-16 17:31:42 > Step:   29600 Progress: 29.6% Elapsed: 2:29:10 temperature: no ada_p: No Discriminator_loss: -15.5845 Generator_loss: 143.297 
[INFO] 2020-09-16 17:32:23 > Step:   29700 Progress: 29.7% Elapsed: 2:29:52 temperature: no ada_p: No Discriminator_loss: 0.424759 Generator_loss: -40.982 
[INFO] 2020-09-16 17:33:04 > Step:   29800 Progress: 29.8% Elapsed: 2:30:32 temperature: no ada_p: No Discriminator_loss: -0.445401 Generator_loss: 25.8256 
[INFO] 2020-09-16 17:33:45 > Step:   29900 Progress: 29.9% Elapsed: 2:31:14 temperature: no ada_p: No Discriminator_loss: -2.76042 Generator_loss: 21.7604 
[INFO] 2020-09-16 17:34:27 > Step:   30000 Progress: 30.0% Elapsed: 2:31:55 temperature: no ada_p: No Discriminator_loss: -0.57202 Generator_loss: -95.1534 
[INFO] 2020-09-16 17:34:27 > Start Evaluation (30000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 17:36:05 > F_8 score (Step: 30000, Using test images): 0.706357900848406
[INFO] 2020-09-16 17:36:05 > F_1/8 score (Step: 30000, Using test images): 0.8616077794799867
[INFO] 2020-09-16 17:36:05 > FID score (Step: 30000, Using test moments): 59.598061745881466
[INFO] 2020-09-16 17:36:05 > Inception score (Step: 30000, 10000 generated images): 5.443574905395508
[INFO] 2020-09-16 17:36:05 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 17:36:05 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 17:36:45 > Step:   30100 Progress: 30.1% Elapsed: 2:34:13 temperature: no ada_p: No Discriminator_loss: -2.10708 Generator_loss: 31.8756 
[INFO] 2020-09-16 17:37:26 > Step:   30200 Progress: 30.2% Elapsed: 2:34:55 temperature: no ada_p: No Discriminator_loss: -0.232939 Generator_loss: -29.2769 
[INFO] 2020-09-16 17:38:08 > Step:   30300 Progress: 30.3% Elapsed: 2:35:36 temperature: no ada_p: No Discriminator_loss: -1.52852 Generator_loss: 21.8267 
[INFO] 2020-09-16 17:38:49 > Step:   30400 Progress: 30.4% Elapsed: 2:36:18 temperature: no ada_p: No Discriminator_loss: -0.32323 Generator_loss: 29.7602 
[INFO] 2020-09-16 17:39:31 > Step:   30500 Progress: 30.5% Elapsed: 2:36:59 temperature: no ada_p: No Discriminator_loss: 0.275787 Generator_loss: 58.1562 
[INFO] 2020-09-16 17:40:12 > Step:   30600 Progress: 30.6% Elapsed: 2:37:40 temperature: no ada_p: No Discriminator_loss: 0.26796 Generator_loss: 91.889 
[INFO] 2020-09-16 17:40:53 > Step:   30700 Progress: 30.7% Elapsed: 2:38:22 temperature: no ada_p: No Discriminator_loss: 0.0404847 Generator_loss: 132.222 
[INFO] 2020-09-16 17:41:35 > Step:   30800 Progress: 30.8% Elapsed: 2:39:03 temperature: no ada_p: No Discriminator_loss: -0.37304 Generator_loss: 54.8541 
[INFO] 2020-09-16 17:42:16 > Step:   30900 Progress: 30.9% Elapsed: 2:39:44 temperature: no ada_p: No Discriminator_loss: -4.99097 Generator_loss: -48.4544 
[INFO] 2020-09-16 17:42:57 > Step:   31000 Progress: 31.0% Elapsed: 2:40:25 temperature: no ada_p: No Discriminator_loss: -0.891681 Generator_loss: -11.9642 
[INFO] 2020-09-16 17:43:39 > Step:   31100 Progress: 31.1% Elapsed: 2:41:07 temperature: no ada_p: No Discriminator_loss: -0.921552 Generator_loss: 196.066 
[INFO] 2020-09-16 17:44:20 > Step:   31200 Progress: 31.2% Elapsed: 2:41:48 temperature: no ada_p: No Discriminator_loss: -0.905974 Generator_loss: 208.085 
[INFO] 2020-09-16 17:45:01 > Step:   31300 Progress: 31.3% Elapsed: 2:42:29 temperature: no ada_p: No Discriminator_loss: -0.50136 Generator_loss: 86.1228 
[INFO] 2020-09-16 17:45:43 > Step:   31400 Progress: 31.4% Elapsed: 2:43:11 temperature: no ada_p: No Discriminator_loss: -0.242469 Generator_loss: -40.8156 
[INFO] 2020-09-16 17:46:23 > Step:   31500 Progress: 31.5% Elapsed: 2:43:52 temperature: no ada_p: No Discriminator_loss: -0.456174 Generator_loss: -147.422 
[INFO] 2020-09-16 17:47:05 > Step:   31600 Progress: 31.6% Elapsed: 2:44:33 temperature: no ada_p: No Discriminator_loss: -2.2423 Generator_loss: 41.3294 
[INFO] 2020-09-16 17:47:46 > Step:   31700 Progress: 31.7% Elapsed: 2:45:14 temperature: no ada_p: No Discriminator_loss: 0.0441101 Generator_loss: 17.7954 
[INFO] 2020-09-16 17:48:27 > Step:   31800 Progress: 31.8% Elapsed: 2:45:56 temperature: no ada_p: No Discriminator_loss: -0.0578761 Generator_loss: 80.318 
[INFO] 2020-09-16 17:49:09 > Step:   31900 Progress: 31.9% Elapsed: 2:46:37 temperature: no ada_p: No Discriminator_loss: 1.39153 Generator_loss: 11.0135 
[INFO] 2020-09-16 17:49:50 > Step:   32000 Progress: 32.0% Elapsed: 2:47:18 temperature: no ada_p: No Discriminator_loss: -0.151702 Generator_loss: -39.6379 
[INFO] 2020-09-16 17:49:50 > Start Evaluation (32000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 17:51:30 > F_8 score (Step: 32000, Using test images): 0.7371874538470905
[INFO] 2020-09-16 17:51:30 > F_1/8 score (Step: 32000, Using test images): 0.864850251018728
[INFO] 2020-09-16 17:51:30 > FID score (Step: 32000, Using test moments): 56.793444487968145
[INFO] 2020-09-16 17:51:30 > Inception score (Step: 32000, 10000 generated images): 5.476682186126709
[INFO] 2020-09-16 17:51:30 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 17:51:30 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 17:52:10 > Step:   32100 Progress: 32.1% Elapsed: 2:49:39 temperature: no ada_p: No Discriminator_loss: -0.121428 Generator_loss: -21.3178 
[INFO] 2020-09-16 17:52:52 > Step:   32200 Progress: 32.2% Elapsed: 2:50:20 temperature: no ada_p: No Discriminator_loss: -1.54493 Generator_loss: 33.419 
[INFO] 2020-09-16 17:53:33 > Step:   32300 Progress: 32.3% Elapsed: 2:51:01 temperature: no ada_p: No Discriminator_loss: -4.56477 Generator_loss: 9.97498 
[INFO] 2020-09-16 17:54:15 > Step:   32400 Progress: 32.4% Elapsed: 2:51:43 temperature: no ada_p: No Discriminator_loss: 0.155973 Generator_loss: -12.9955 
[INFO] 2020-09-16 17:54:56 > Step:   32500 Progress: 32.5% Elapsed: 2:52:25 temperature: no ada_p: No Discriminator_loss: -1.07438 Generator_loss: 21.3454 
[INFO] 2020-09-16 17:55:37 > Step:   32600 Progress: 32.6% Elapsed: 2:53:06 temperature: no ada_p: No Discriminator_loss: -1.35309 Generator_loss: 126.227 
[INFO] 2020-09-16 17:56:19 > Step:   32700 Progress: 32.7% Elapsed: 2:53:47 temperature: no ada_p: No Discriminator_loss: -2.86092 Generator_loss: -80.3726 
[INFO] 2020-09-16 17:57:00 > Step:   32800 Progress: 32.8% Elapsed: 2:54:28 temperature: no ada_p: No Discriminator_loss: -2.50995 Generator_loss: -22.4403 
[INFO] 2020-09-16 17:57:42 > Step:   32900 Progress: 32.9% Elapsed: 2:55:10 temperature: no ada_p: No Discriminator_loss: 0.352241 Generator_loss: 62.6199 
[INFO] 2020-09-16 17:58:23 > Step:   33000 Progress: 33.0% Elapsed: 2:55:51 temperature: no ada_p: No Discriminator_loss: -0.736606 Generator_loss: 21.5543 
[INFO] 2020-09-16 17:59:04 > Step:   33100 Progress: 33.1% Elapsed: 2:56:32 temperature: no ada_p: No Discriminator_loss: 0.281313 Generator_loss: 91.847 
[INFO] 2020-09-16 17:59:45 > Step:   33200 Progress: 33.2% Elapsed: 2:57:14 temperature: no ada_p: No Discriminator_loss: -1.67845 Generator_loss: 38.9759 
[INFO] 2020-09-16 18:00:27 > Step:   33300 Progress: 33.3% Elapsed: 2:57:55 temperature: no ada_p: No Discriminator_loss: -1.8619 Generator_loss: -37.7139 
[INFO] 2020-09-16 18:01:08 > Step:   33400 Progress: 33.4% Elapsed: 2:58:36 temperature: no ada_p: No Discriminator_loss: -0.302132 Generator_loss: -9.30984 
[INFO] 2020-09-16 18:01:49 > Step:   33500 Progress: 33.5% Elapsed: 2:59:17 temperature: no ada_p: No Discriminator_loss: -0.232144 Generator_loss: 286.295 
[INFO] 2020-09-16 18:02:31 > Step:   33600 Progress: 33.6% Elapsed: 2:59:59 temperature: no ada_p: No Discriminator_loss: -1.29448 Generator_loss: 337.956 
[INFO] 2020-09-16 18:03:11 > Step:   33700 Progress: 33.7% Elapsed: 3:00:40 temperature: no ada_p: No Discriminator_loss: 0.304789 Generator_loss: 298.813 
[INFO] 2020-09-16 18:03:53 > Step:   33800 Progress: 33.8% Elapsed: 3:01:21 temperature: no ada_p: No Discriminator_loss: -0.696799 Generator_loss: 301.084 
[INFO] 2020-09-16 18:04:34 > Step:   33900 Progress: 33.9% Elapsed: 3:02:03 temperature: no ada_p: No Discriminator_loss: -0.975191 Generator_loss: 322.984 
[INFO] 2020-09-16 18:05:15 > Step:   34000 Progress: 34.0% Elapsed: 3:02:43 temperature: no ada_p: No Discriminator_loss: -0.187867 Generator_loss: 326.497 
[INFO] 2020-09-16 18:05:15 > Start Evaluation (34000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 18:06:54 > F_8 score (Step: 34000, Using test images): 0.7257142145706956
[INFO] 2020-09-16 18:06:54 > F_1/8 score (Step: 34000, Using test images): 0.8877896976361479
[INFO] 2020-09-16 18:06:54 > FID score (Step: 34000, Using test moments): 55.495524418234425
[INFO] 2020-09-16 18:06:54 > Inception score (Step: 34000, 10000 generated images): 5.587209701538086
[INFO] 2020-09-16 18:06:54 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 18:06:54 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 18:07:34 > Step:   34100 Progress: 34.1% Elapsed: 3:05:03 temperature: no ada_p: No Discriminator_loss: -0.368963 Generator_loss: 257.661 
[INFO] 2020-09-16 18:08:16 > Step:   34200 Progress: 34.2% Elapsed: 3:05:44 temperature: no ada_p: No Discriminator_loss: 0.581052 Generator_loss: 341.292 
[INFO] 2020-09-16 18:08:57 > Step:   34300 Progress: 34.3% Elapsed: 3:06:26 temperature: no ada_p: No Discriminator_loss: 0.827939 Generator_loss: 298.723 
[INFO] 2020-09-16 18:09:39 > Step:   34400 Progress: 34.4% Elapsed: 3:07:07 temperature: no ada_p: No Discriminator_loss: -1.50634 Generator_loss: 273.291 
[INFO] 2020-09-16 18:10:20 > Step:   34500 Progress: 34.5% Elapsed: 3:07:48 temperature: no ada_p: No Discriminator_loss: -4.34332 Generator_loss: 279.124 
[INFO] 2020-09-16 18:11:01 > Step:   34600 Progress: 34.6% Elapsed: 3:08:30 temperature: no ada_p: No Discriminator_loss: -0.0408937 Generator_loss: 61.7515 
[INFO] 2020-09-16 18:11:43 > Step:   34700 Progress: 34.7% Elapsed: 3:09:11 temperature: no ada_p: No Discriminator_loss: -0.129922 Generator_loss: 196.944 
[INFO] 2020-09-16 18:12:24 > Step:   34800 Progress: 34.8% Elapsed: 3:09:52 temperature: no ada_p: No Discriminator_loss: -1.35033 Generator_loss: 9.86875 
[INFO] 2020-09-16 18:13:06 > Step:   34900 Progress: 34.9% Elapsed: 3:10:34 temperature: no ada_p: No Discriminator_loss: 0.230669 Generator_loss: 97.2308 
[INFO] 2020-09-16 18:13:47 > Step:   35000 Progress: 35.0% Elapsed: 3:11:15 temperature: no ada_p: No Discriminator_loss: -1.21836 Generator_loss: -53.2473 
[INFO] 2020-09-16 18:14:28 > Step:   35100 Progress: 35.1% Elapsed: 3:11:56 temperature: no ada_p: No Discriminator_loss: -2.98055 Generator_loss: 110.893 
[INFO] 2020-09-16 18:15:09 > Step:   35200 Progress: 35.2% Elapsed: 3:12:38 temperature: no ada_p: No Discriminator_loss: 1.3993 Generator_loss: 33.0266 
[INFO] 2020-09-16 18:15:50 > Step:   35300 Progress: 35.3% Elapsed: 3:13:19 temperature: no ada_p: No Discriminator_loss: -0.87178 Generator_loss: 204.109 
[INFO] 2020-09-16 18:16:32 > Step:   35400 Progress: 35.4% Elapsed: 3:14:00 temperature: no ada_p: No Discriminator_loss: -0.992231 Generator_loss: 191.373 
[INFO] 2020-09-16 18:17:13 > Step:   35500 Progress: 35.5% Elapsed: 3:14:41 temperature: no ada_p: No Discriminator_loss: -0.879611 Generator_loss: 172.556 
[INFO] 2020-09-16 18:17:54 > Step:   35600 Progress: 35.6% Elapsed: 3:15:22 temperature: no ada_p: No Discriminator_loss: -0.264309 Generator_loss: -32.2829 
[INFO] 2020-09-16 18:18:35 > Step:   35700 Progress: 35.7% Elapsed: 3:16:04 temperature: no ada_p: No Discriminator_loss: -0.808915 Generator_loss: -34.0237 
[INFO] 2020-09-16 18:19:17 > Step:   35800 Progress: 35.8% Elapsed: 3:16:45 temperature: no ada_p: No Discriminator_loss: 0.0182073 Generator_loss: 98.0401 
[INFO] 2020-09-16 18:19:58 > Step:   35900 Progress: 35.9% Elapsed: 3:17:26 temperature: no ada_p: No Discriminator_loss: -0.415258 Generator_loss: -28.4425 
[INFO] 2020-09-16 18:20:39 > Step:   36000 Progress: 36.0% Elapsed: 3:18:07 temperature: no ada_p: No Discriminator_loss: -3.36911 Generator_loss: 160.455 
[INFO] 2020-09-16 18:20:39 > Start Evaluation (36000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 18:22:18 > F_8 score (Step: 36000, Using test images): 0.7713943868043434
[INFO] 2020-09-16 18:22:18 > F_1/8 score (Step: 36000, Using test images): 0.8714807590546735
[INFO] 2020-09-16 18:22:18 > FID score (Step: 36000, Using test moments): 56.336462059385326
[INFO] 2020-09-16 18:22:18 > Inception score (Step: 36000, 10000 generated images): 5.4637227058410645
[INFO] 2020-09-16 18:22:18 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 18:22:18 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 18:22:59 > Step:   36100 Progress: 36.1% Elapsed: 3:20:27 temperature: no ada_p: No Discriminator_loss: -1.75482 Generator_loss: -42.5659 
[INFO] 2020-09-16 18:23:40 > Step:   36200 Progress: 36.2% Elapsed: 3:21:08 temperature: no ada_p: No Discriminator_loss: -2.15257 Generator_loss: 16.7233 
[INFO] 2020-09-16 18:24:21 > Step:   36300 Progress: 36.3% Elapsed: 3:21:50 temperature: no ada_p: No Discriminator_loss: -0.201576 Generator_loss: 79.7814 
[INFO] 2020-09-16 18:25:03 > Step:   36400 Progress: 36.4% Elapsed: 3:22:31 temperature: no ada_p: No Discriminator_loss: -0.409019 Generator_loss: 156.125 
[INFO] 2020-09-16 18:25:44 > Step:   36500 Progress: 36.5% Elapsed: 3:23:12 temperature: no ada_p: No Discriminator_loss: -0.362804 Generator_loss: 150.028 
[INFO] 2020-09-16 18:26:25 > Step:   36600 Progress: 36.6% Elapsed: 3:23:54 temperature: no ada_p: No Discriminator_loss: 0.163933 Generator_loss: 143.008 
[INFO] 2020-09-16 18:27:06 > Step:   36700 Progress: 36.7% Elapsed: 3:24:35 temperature: no ada_p: No Discriminator_loss: 0.783008 Generator_loss: -22.3135 
[INFO] 2020-09-16 18:27:48 > Step:   36800 Progress: 36.8% Elapsed: 3:25:16 temperature: no ada_p: No Discriminator_loss: 0.542533 Generator_loss: 231.777 
[INFO] 2020-09-16 18:28:29 > Step:   36900 Progress: 36.9% Elapsed: 3:25:58 temperature: no ada_p: No Discriminator_loss: -1.18721 Generator_loss: -18.6789 
[INFO] 2020-09-16 18:29:10 > Step:   37000 Progress: 37.0% Elapsed: 3:26:38 temperature: no ada_p: No Discriminator_loss: -2.33182 Generator_loss: 5.27622 
[INFO] 2020-09-16 18:29:51 > Step:   37100 Progress: 37.1% Elapsed: 3:27:20 temperature: no ada_p: No Discriminator_loss: 0.466715 Generator_loss: -94.9983 
[INFO] 2020-09-16 18:30:33 > Step:   37200 Progress: 37.2% Elapsed: 3:28:01 temperature: no ada_p: No Discriminator_loss: -0.551852 Generator_loss: 75.8909 
[INFO] 2020-09-16 18:31:14 > Step:   37300 Progress: 37.3% Elapsed: 3:28:42 temperature: no ada_p: No Discriminator_loss: -1.61109 Generator_loss: 76.1044 
[INFO] 2020-09-16 18:31:55 > Step:   37400 Progress: 37.4% Elapsed: 3:29:24 temperature: no ada_p: No Discriminator_loss: 0.589371 Generator_loss: 131.394 
[INFO] 2020-09-16 18:32:37 > Step:   37500 Progress: 37.5% Elapsed: 3:30:05 temperature: no ada_p: No Discriminator_loss: -0.624173 Generator_loss: -0.913439 
[INFO] 2020-09-16 18:33:17 > Step:   37600 Progress: 37.6% Elapsed: 3:30:46 temperature: no ada_p: No Discriminator_loss: -0.938869 Generator_loss: -67.6992 
[INFO] 2020-09-16 18:33:59 > Step:   37700 Progress: 37.7% Elapsed: 3:31:27 temperature: no ada_p: No Discriminator_loss: -1.92743 Generator_loss: -102.448 
[INFO] 2020-09-16 18:34:40 > Step:   37800 Progress: 37.8% Elapsed: 3:32:08 temperature: no ada_p: No Discriminator_loss: -1.22046 Generator_loss: -100.62 
[INFO] 2020-09-16 18:35:21 > Step:   37900 Progress: 37.9% Elapsed: 3:32:49 temperature: no ada_p: No Discriminator_loss: -3.62202 Generator_loss: -27.782 
[INFO] 2020-09-16 18:36:02 > Step:   38000 Progress: 38.0% Elapsed: 3:33:31 temperature: no ada_p: No Discriminator_loss: -0.177885 Generator_loss: 104.534 
[INFO] 2020-09-16 18:36:02 > Start Evaluation (38000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 18:37:38 > F_8 score (Step: 38000, Using test images): 0.6980411738343101
[INFO] 2020-09-16 18:37:38 > F_1/8 score (Step: 38000, Using test images): 0.8479299383009953
[INFO] 2020-09-16 18:37:38 > FID score (Step: 38000, Using test moments): 63.04741512660263
[INFO] 2020-09-16 18:37:38 > Inception score (Step: 38000, 10000 generated images): 5.218059539794922
[INFO] 2020-09-16 18:37:38 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 18:37:38 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 18:38:17 > Step:   38100 Progress: 38.1% Elapsed: 3:35:46 temperature: no ada_p: No Discriminator_loss: -0.0494286 Generator_loss: -107.046 
[INFO] 2020-09-16 18:38:59 > Step:   38200 Progress: 38.2% Elapsed: 3:36:27 temperature: no ada_p: No Discriminator_loss: -1.91339 Generator_loss: -19.6994 
[INFO] 2020-09-16 18:39:41 > Step:   38300 Progress: 38.3% Elapsed: 3:37:09 temperature: no ada_p: No Discriminator_loss: -1.04118 Generator_loss: 2.85988 
[INFO] 2020-09-16 18:40:21 > Step:   38400 Progress: 38.4% Elapsed: 3:37:50 temperature: no ada_p: No Discriminator_loss: -8.47082 Generator_loss: 44.4967 
[INFO] 2020-09-16 18:41:03 > Step:   38500 Progress: 38.5% Elapsed: 3:38:31 temperature: no ada_p: No Discriminator_loss: 1.37254 Generator_loss: 75.461 
[INFO] 2020-09-16 18:41:44 > Step:   38600 Progress: 38.6% Elapsed: 3:39:13 temperature: no ada_p: No Discriminator_loss: -1.51494 Generator_loss: 74.6507 
[INFO] 2020-09-16 18:42:25 > Step:   38700 Progress: 38.7% Elapsed: 3:39:53 temperature: no ada_p: No Discriminator_loss: -0.0404525 Generator_loss: 198.901 
[INFO] 2020-09-16 18:43:06 > Step:   38800 Progress: 38.8% Elapsed: 3:40:35 temperature: no ada_p: No Discriminator_loss: -0.962387 Generator_loss: 238.297 
[INFO] 2020-09-16 18:43:48 > Step:   38900 Progress: 38.9% Elapsed: 3:41:16 temperature: no ada_p: No Discriminator_loss: 0.0519543 Generator_loss: 295.126 
[INFO] 2020-09-16 18:44:28 > Step:   39000 Progress: 39.0% Elapsed: 3:41:57 temperature: no ada_p: No Discriminator_loss: -0.552174 Generator_loss: 240.712 
[INFO] 2020-09-16 18:45:10 > Step:   39100 Progress: 39.1% Elapsed: 3:42:38 temperature: no ada_p: No Discriminator_loss: -0.679315 Generator_loss: 178.893 
[INFO] 2020-09-16 18:45:50 > Step:   39200 Progress: 39.2% Elapsed: 3:43:19 temperature: no ada_p: No Discriminator_loss: 0.0200399 Generator_loss: 130.469 
[INFO] 2020-09-16 18:46:32 > Step:   39300 Progress: 39.3% Elapsed: 3:44:00 temperature: no ada_p: No Discriminator_loss: -1.94903 Generator_loss: 269.987 
[INFO] 2020-09-16 18:47:13 > Step:   39400 Progress: 39.4% Elapsed: 3:44:41 temperature: no ada_p: No Discriminator_loss: -0.105414 Generator_loss: 318.759 
[INFO] 2020-09-16 18:47:54 > Step:   39500 Progress: 39.5% Elapsed: 3:45:22 temperature: no ada_p: No Discriminator_loss: -0.985961 Generator_loss: 210.71 
[INFO] 2020-09-16 18:48:35 > Step:   39600 Progress: 39.6% Elapsed: 3:46:03 temperature: no ada_p: No Discriminator_loss: -1.77614 Generator_loss: 154.056 
[INFO] 2020-09-16 18:49:16 > Step:   39700 Progress: 39.7% Elapsed: 3:46:44 temperature: no ada_p: No Discriminator_loss: 1.03708 Generator_loss: 115.551 
[INFO] 2020-09-16 18:49:57 > Step:   39800 Progress: 39.8% Elapsed: 3:47:25 temperature: no ada_p: No Discriminator_loss: 0.300425 Generator_loss: 92.4779 
[INFO] 2020-09-16 18:50:38 > Step:   39900 Progress: 39.9% Elapsed: 3:48:07 temperature: no ada_p: No Discriminator_loss: -1.04212 Generator_loss: -70.8685 
[INFO] 2020-09-16 18:51:20 > Step:   40000 Progress: 40.0% Elapsed: 3:48:48 temperature: no ada_p: No Discriminator_loss: -1.1634 Generator_loss: 45.398 
[INFO] 2020-09-16 18:51:20 > Start Evaluation (40000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 18:52:59 > F_8 score (Step: 40000, Using test images): 0.7286097749884995
[INFO] 2020-09-16 18:52:59 > F_1/8 score (Step: 40000, Using test images): 0.8761259453027209
[INFO] 2020-09-16 18:52:59 > FID score (Step: 40000, Using test moments): 58.82428743197789
[INFO] 2020-09-16 18:52:59 > Inception score (Step: 40000, 10000 generated images): 5.21767520904541
[INFO] 2020-09-16 18:52:59 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 18:52:59 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 18:53:39 > Step:   40100 Progress: 40.1% Elapsed: 3:51:08 temperature: no ada_p: No Discriminator_loss: -0.886444 Generator_loss: -110.407 
[INFO] 2020-09-16 18:54:21 > Step:   40200 Progress: 40.2% Elapsed: 3:51:49 temperature: no ada_p: No Discriminator_loss: 0.749611 Generator_loss: -60.3051 
[INFO] 2020-09-16 18:55:02 > Step:   40300 Progress: 40.3% Elapsed: 3:52:30 temperature: no ada_p: No Discriminator_loss: 0.279314 Generator_loss: 107.05 
[INFO] 2020-09-16 18:55:43 > Step:   40400 Progress: 40.4% Elapsed: 3:53:12 temperature: no ada_p: No Discriminator_loss: -0.207455 Generator_loss: 46.4866 
[INFO] 2020-09-16 18:56:25 > Step:   40500 Progress: 40.5% Elapsed: 3:53:53 temperature: no ada_p: No Discriminator_loss: -0.424395 Generator_loss: 191.059 
[INFO] 2020-09-16 18:57:06 > Step:   40600 Progress: 40.6% Elapsed: 3:54:34 temperature: no ada_p: No Discriminator_loss: -0.148117 Generator_loss: -49.9254 
[INFO] 2020-09-16 18:57:48 > Step:   40700 Progress: 40.7% Elapsed: 3:55:16 temperature: no ada_p: No Discriminator_loss: -0.879856 Generator_loss: 38.7097 
[INFO] 2020-09-16 18:58:29 > Step:   40800 Progress: 40.8% Elapsed: 3:55:57 temperature: no ada_p: No Discriminator_loss: -1.14397 Generator_loss: -26.7908 
[INFO] 2020-09-16 18:59:10 > Step:   40900 Progress: 40.9% Elapsed: 3:56:38 temperature: no ada_p: No Discriminator_loss: -0.711107 Generator_loss: 60.393 
[INFO] 2020-09-16 18:59:52 > Step:   41000 Progress: 41.0% Elapsed: 3:57:20 temperature: no ada_p: No Discriminator_loss: -0.147313 Generator_loss: -9.04853 
[INFO] 2020-09-16 19:00:33 > Step:   41100 Progress: 41.1% Elapsed: 3:58:02 temperature: no ada_p: No Discriminator_loss: -0.0190504 Generator_loss: -15.9469 
[INFO] 2020-09-16 19:01:14 > Step:   41200 Progress: 41.2% Elapsed: 3:58:43 temperature: no ada_p: No Discriminator_loss: -0.486607 Generator_loss: -69.9009 
[INFO] 2020-09-16 19:01:56 > Step:   41300 Progress: 41.3% Elapsed: 3:59:24 temperature: no ada_p: No Discriminator_loss: -2.60869 Generator_loss: 234.491 
[INFO] 2020-09-16 19:02:37 > Step:   41400 Progress: 41.4% Elapsed: 4:00:06 temperature: no ada_p: No Discriminator_loss: -2.11056 Generator_loss: -76.056 
[INFO] 2020-09-16 19:03:18 > Step:   41500 Progress: 41.5% Elapsed: 4:00:47 temperature: no ada_p: No Discriminator_loss: -1.9743 Generator_loss: 79.4618 
[INFO] 2020-09-16 19:04:00 > Step:   41600 Progress: 41.6% Elapsed: 4:01:28 temperature: no ada_p: No Discriminator_loss: 0.553759 Generator_loss: 130.422 
[INFO] 2020-09-16 19:04:41 > Step:   41700 Progress: 41.7% Elapsed: 4:02:09 temperature: no ada_p: No Discriminator_loss: -0.687657 Generator_loss: -64.1573 
[INFO] 2020-09-16 19:05:22 > Step:   41800 Progress: 41.8% Elapsed: 4:02:51 temperature: no ada_p: No Discriminator_loss: -1.09663 Generator_loss: 9.46268 
[INFO] 2020-09-16 19:06:04 > Step:   41900 Progress: 41.9% Elapsed: 4:03:32 temperature: no ada_p: No Discriminator_loss: -1.61516 Generator_loss: -16.6116 
[INFO] 2020-09-16 19:06:45 > Step:   42000 Progress: 42.0% Elapsed: 4:04:13 temperature: no ada_p: No Discriminator_loss: -1.99954 Generator_loss: 87.0603 
[INFO] 2020-09-16 19:06:45 > Start Evaluation (42000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 19:08:29 > F_8 score (Step: 42000, Using test images): 0.6939090852944104
[INFO] 2020-09-16 19:08:29 > F_1/8 score (Step: 42000, Using test images): 0.8583500845137425
[INFO] 2020-09-16 19:08:29 > FID score (Step: 42000, Using test moments): 62.08745325494016
[INFO] 2020-09-16 19:08:29 > Inception score (Step: 42000, 10000 generated images): 5.395864486694336
[INFO] 2020-09-16 19:08:29 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 19:08:30 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 19:09:10 > Step:   42100 Progress: 42.1% Elapsed: 4:06:38 temperature: no ada_p: No Discriminator_loss: -0.39097 Generator_loss: 13.5965 
[INFO] 2020-09-16 19:09:52 > Step:   42200 Progress: 42.2% Elapsed: 4:07:20 temperature: no ada_p: No Discriminator_loss: 0.325014 Generator_loss: -148.922 
[INFO] 2020-09-16 19:10:33 > Step:   42300 Progress: 42.3% Elapsed: 4:08:01 temperature: no ada_p: No Discriminator_loss: -1.80159 Generator_loss: -65.5809 
[INFO] 2020-09-16 19:11:14 > Step:   42400 Progress: 42.4% Elapsed: 4:08:43 temperature: no ada_p: No Discriminator_loss: -0.386733 Generator_loss: -20.9914 
[INFO] 2020-09-16 19:11:56 > Step:   42500 Progress: 42.5% Elapsed: 4:09:24 temperature: no ada_p: No Discriminator_loss: 0.251306 Generator_loss: 110.512 
[INFO] 2020-09-16 19:12:37 > Step:   42600 Progress: 42.6% Elapsed: 4:10:05 temperature: no ada_p: No Discriminator_loss: -3.32419 Generator_loss: 48.806 
[INFO] 2020-09-16 19:13:19 > Step:   42700 Progress: 42.7% Elapsed: 4:10:47 temperature: no ada_p: No Discriminator_loss: 0.786402 Generator_loss: -117.649 
[INFO] 2020-09-16 19:14:00 > Step:   42800 Progress: 42.8% Elapsed: 4:11:28 temperature: no ada_p: No Discriminator_loss: 0.242309 Generator_loss: 68.7919 
[INFO] 2020-09-16 19:14:41 > Step:   42900 Progress: 42.9% Elapsed: 4:12:09 temperature: no ada_p: No Discriminator_loss: -1.11154 Generator_loss: -65.9312 
[INFO] 2020-09-16 19:15:23 > Step:   43000 Progress: 43.0% Elapsed: 4:12:51 temperature: no ada_p: No Discriminator_loss: -2.22683 Generator_loss: 89.0277 
[INFO] 2020-09-16 19:16:03 > Step:   43100 Progress: 43.1% Elapsed: 4:13:32 temperature: no ada_p: No Discriminator_loss: -0.604298 Generator_loss: -20.7243 
[INFO] 2020-09-16 19:16:45 > Step:   43200 Progress: 43.2% Elapsed: 4:14:13 temperature: no ada_p: No Discriminator_loss: 0.323994 Generator_loss: 115.518 
[INFO] 2020-09-16 19:17:26 > Step:   43300 Progress: 43.3% Elapsed: 4:14:55 temperature: no ada_p: No Discriminator_loss: 0.0654122 Generator_loss: 3.88749 
[INFO] 2020-09-16 19:18:07 > Step:   43400 Progress: 43.4% Elapsed: 4:15:36 temperature: no ada_p: No Discriminator_loss: -1.42567 Generator_loss: -15.3363 
[INFO] 2020-09-16 19:18:49 > Step:   43500 Progress: 43.5% Elapsed: 4:16:17 temperature: no ada_p: No Discriminator_loss: -0.364916 Generator_loss: 85.2441 
[INFO] 2020-09-16 19:19:30 > Step:   43600 Progress: 43.6% Elapsed: 4:16:59 temperature: no ada_p: No Discriminator_loss: -0.00487901 Generator_loss: -23.6769 
[INFO] 2020-09-16 19:20:11 > Step:   43700 Progress: 43.7% Elapsed: 4:17:40 temperature: no ada_p: No Discriminator_loss: -2.69353 Generator_loss: 44.466 
[INFO] 2020-09-16 19:20:53 > Step:   43800 Progress: 43.8% Elapsed: 4:18:21 temperature: no ada_p: No Discriminator_loss: -0.115553 Generator_loss: -55.1428 
[INFO] 2020-09-16 19:21:34 > Step:   43900 Progress: 43.9% Elapsed: 4:19:03 temperature: no ada_p: No Discriminator_loss: -0.445662 Generator_loss: -9.81016 
[INFO] 2020-09-16 19:22:15 > Step:   44000 Progress: 44.0% Elapsed: 4:19:44 temperature: no ada_p: No Discriminator_loss: 0.0543883 Generator_loss: -121.264 
[INFO] 2020-09-16 19:22:15 > Start Evaluation (44000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 19:23:58 > F_8 score (Step: 44000, Using test images): 0.7174904795483107
[INFO] 2020-09-16 19:23:58 > F_1/8 score (Step: 44000, Using test images): 0.879943396279278
[INFO] 2020-09-16 19:23:58 > FID score (Step: 44000, Using test moments): 55.32647075895136
[INFO] 2020-09-16 19:23:58 > Inception score (Step: 44000, 10000 generated images): 5.582050323486328
[INFO] 2020-09-16 19:23:58 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 19:23:58 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 19:24:39 > Step:   44100 Progress: 44.1% Elapsed: 4:22:07 temperature: no ada_p: No Discriminator_loss: -0.713802 Generator_loss: -68.9848 
[INFO] 2020-09-16 19:25:20 > Step:   44200 Progress: 44.2% Elapsed: 4:22:48 temperature: no ada_p: No Discriminator_loss: -0.790366 Generator_loss: -54.6161 
[INFO] 2020-09-16 19:26:01 > Step:   44300 Progress: 44.3% Elapsed: 4:23:30 temperature: no ada_p: No Discriminator_loss: -0.340644 Generator_loss: 24.1074 
[INFO] 2020-09-16 19:26:43 > Step:   44400 Progress: 44.4% Elapsed: 4:24:11 temperature: no ada_p: No Discriminator_loss: 1.42516 Generator_loss: 64.9303 
[INFO] 2020-09-16 19:27:24 > Step:   44500 Progress: 44.5% Elapsed: 4:24:52 temperature: no ada_p: No Discriminator_loss: -2.25531 Generator_loss: -19.2492 
[INFO] 2020-09-16 19:28:06 > Step:   44600 Progress: 44.6% Elapsed: 4:25:34 temperature: no ada_p: No Discriminator_loss: -0.395624 Generator_loss: 41.9775 
[INFO] 2020-09-16 19:28:47 > Step:   44700 Progress: 44.7% Elapsed: 4:26:16 temperature: no ada_p: No Discriminator_loss: -0.644999 Generator_loss: -71.1138 
[INFO] 2020-09-16 19:29:28 > Step:   44800 Progress: 44.8% Elapsed: 4:26:57 temperature: no ada_p: No Discriminator_loss: -1.09573 Generator_loss: -31.3355 
[INFO] 2020-09-16 19:30:10 > Step:   44900 Progress: 44.9% Elapsed: 4:27:38 temperature: no ada_p: No Discriminator_loss: -0.0378847 Generator_loss: 154.467 
[INFO] 2020-09-16 19:30:51 > Step:   45000 Progress: 45.0% Elapsed: 4:28:20 temperature: no ada_p: No Discriminator_loss: -0.243002 Generator_loss: 70.798 
[INFO] 2020-09-16 19:31:32 > Step:   45100 Progress: 45.1% Elapsed: 4:29:01 temperature: no ada_p: No Discriminator_loss: -0.299149 Generator_loss: 32.483 
[INFO] 2020-09-16 19:32:14 > Step:   45200 Progress: 45.2% Elapsed: 4:29:42 temperature: no ada_p: No Discriminator_loss: -0.721191 Generator_loss: 64.0544 
[INFO] 2020-09-16 19:32:54 > Step:   45300 Progress: 45.3% Elapsed: 4:30:23 temperature: no ada_p: No Discriminator_loss: 0.617424 Generator_loss: 10.1026 
[INFO] 2020-09-16 19:33:36 > Step:   45400 Progress: 45.4% Elapsed: 4:31:04 temperature: no ada_p: No Discriminator_loss: -2.52935 Generator_loss: 164.811 
[INFO] 2020-09-16 19:34:17 > Step:   45500 Progress: 45.5% Elapsed: 4:31:46 temperature: no ada_p: No Discriminator_loss: 0.186097 Generator_loss: -29.4854 
[INFO] 2020-09-16 19:34:58 > Step:   45600 Progress: 45.6% Elapsed: 4:32:27 temperature: no ada_p: No Discriminator_loss: -4.58765 Generator_loss: 95.9509 
[INFO] 2020-09-16 19:35:40 > Step:   45700 Progress: 45.7% Elapsed: 4:33:08 temperature: no ada_p: No Discriminator_loss: -0.565298 Generator_loss: 183.052 
[INFO] 2020-09-16 19:36:21 > Step:   45800 Progress: 45.8% Elapsed: 4:33:49 temperature: no ada_p: No Discriminator_loss: -0.07791 Generator_loss: 150.338 
[INFO] 2020-09-16 19:37:02 > Step:   45900 Progress: 45.9% Elapsed: 4:34:30 temperature: no ada_p: No Discriminator_loss: -0.773528 Generator_loss: 209.307 
[INFO] 2020-09-16 19:37:43 > Step:   46000 Progress: 46.0% Elapsed: 4:35:12 temperature: no ada_p: No Discriminator_loss: -0.528588 Generator_loss: 169.373 
[INFO] 2020-09-16 19:37:43 > Start Evaluation (46000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 19:39:26 > F_8 score (Step: 46000, Using test images): 0.7188795691888102
[INFO] 2020-09-16 19:39:26 > F_1/8 score (Step: 46000, Using test images): 0.8843957351998971
[INFO] 2020-09-16 19:39:26 > FID score (Step: 46000, Using test moments): 57.62074150195889
[INFO] 2020-09-16 19:39:26 > Inception score (Step: 46000, 10000 generated images): 5.363125324249268
[INFO] 2020-09-16 19:39:26 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 19:39:26 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 19:40:07 > Step:   46100 Progress: 46.1% Elapsed: 4:37:35 temperature: no ada_p: No Discriminator_loss: -0.95754 Generator_loss: -126.057 
[INFO] 2020-09-16 19:40:48 > Step:   46200 Progress: 46.2% Elapsed: 4:38:16 temperature: no ada_p: No Discriminator_loss: 0.90759 Generator_loss: 45.1262 
[INFO] 2020-09-16 19:41:29 > Step:   46300 Progress: 46.3% Elapsed: 4:38:58 temperature: no ada_p: No Discriminator_loss: 0.505364 Generator_loss: 34.2639 
[INFO] 2020-09-16 19:42:11 > Step:   46400 Progress: 46.4% Elapsed: 4:39:39 temperature: no ada_p: No Discriminator_loss: -0.767281 Generator_loss: 113.422 
[INFO] 2020-09-16 19:42:52 > Step:   46500 Progress: 46.5% Elapsed: 4:40:20 temperature: no ada_p: No Discriminator_loss: -2.24196 Generator_loss: 220.578 
[INFO] 2020-09-16 19:43:34 > Step:   46600 Progress: 46.6% Elapsed: 4:41:02 temperature: no ada_p: No Discriminator_loss: -0.395982 Generator_loss: 42.5622 
[INFO] 2020-09-16 19:44:15 > Step:   46700 Progress: 46.7% Elapsed: 4:41:43 temperature: no ada_p: No Discriminator_loss: -0.485564 Generator_loss: -115.496 
[INFO] 2020-09-16 19:44:56 > Step:   46800 Progress: 46.8% Elapsed: 4:42:25 temperature: no ada_p: No Discriminator_loss: -0.234512 Generator_loss: -70.8198 
[INFO] 2020-09-16 19:45:38 > Step:   46900 Progress: 46.9% Elapsed: 4:43:06 temperature: no ada_p: No Discriminator_loss: -0.409461 Generator_loss: 8.28999 
[INFO] 2020-09-16 19:46:19 > Step:   47000 Progress: 47.0% Elapsed: 4:43:47 temperature: no ada_p: No Discriminator_loss: -0.814291 Generator_loss: -77.3731 
[INFO] 2020-09-16 19:47:00 > Step:   47100 Progress: 47.1% Elapsed: 4:44:29 temperature: no ada_p: No Discriminator_loss: -1.0262 Generator_loss: -96.3971 
[INFO] 2020-09-16 19:47:42 > Step:   47200 Progress: 47.2% Elapsed: 4:45:10 temperature: no ada_p: No Discriminator_loss: -1.65929 Generator_loss: 38.2278 
[INFO] 2020-09-16 19:48:23 > Step:   47300 Progress: 47.3% Elapsed: 4:45:51 temperature: no ada_p: No Discriminator_loss: -2.7353 Generator_loss: 140.772 
[INFO] 2020-09-16 19:49:04 > Step:   47400 Progress: 47.4% Elapsed: 4:46:32 temperature: no ada_p: No Discriminator_loss: -0.875375 Generator_loss: 39.4815 
[INFO] 2020-09-16 19:49:45 > Step:   47500 Progress: 47.5% Elapsed: 4:47:14 temperature: no ada_p: No Discriminator_loss: 0.661566 Generator_loss: 171.526 
[INFO] 2020-09-16 19:50:26 > Step:   47600 Progress: 47.6% Elapsed: 4:47:54 temperature: no ada_p: No Discriminator_loss: -0.492496 Generator_loss: 80.4537 
[INFO] 2020-09-16 19:51:07 > Step:   47700 Progress: 47.7% Elapsed: 4:48:36 temperature: no ada_p: No Discriminator_loss: -1.54859 Generator_loss: 164.343 
[INFO] 2020-09-16 19:51:48 > Step:   47800 Progress: 47.8% Elapsed: 4:49:17 temperature: no ada_p: No Discriminator_loss: -1.47586 Generator_loss: 119.503 
[INFO] 2020-09-16 19:52:30 > Step:   47900 Progress: 47.9% Elapsed: 4:49:58 temperature: no ada_p: No Discriminator_loss: 6.8039 Generator_loss: 48.9483 
[INFO] 2020-09-16 19:53:11 > Step:   48000 Progress: 48.0% Elapsed: 4:50:39 temperature: no ada_p: No Discriminator_loss: 0.701216 Generator_loss: 105.317 
[INFO] 2020-09-16 19:53:11 > Start Evaluation (48000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 19:54:53 > F_8 score (Step: 48000, Using test images): 0.6984172932365259
[INFO] 2020-09-16 19:54:53 > F_1/8 score (Step: 48000, Using test images): 0.8674788161216871
[INFO] 2020-09-16 19:54:53 > FID score (Step: 48000, Using test moments): 61.686219159857956
[INFO] 2020-09-16 19:54:53 > Inception score (Step: 48000, 10000 generated images): 5.1739583015441895
[INFO] 2020-09-16 19:54:53 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 19:54:53 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 19:55:33 > Step:   48100 Progress: 48.1% Elapsed: 4:53:01 temperature: no ada_p: No Discriminator_loss: -0.449786 Generator_loss: 164.797 
[INFO] 2020-09-16 19:56:15 > Step:   48200 Progress: 48.2% Elapsed: 4:53:43 temperature: no ada_p: No Discriminator_loss: -0.63704 Generator_loss: 171.241 
[INFO] 2020-09-16 19:56:56 > Step:   48300 Progress: 48.3% Elapsed: 4:54:24 temperature: no ada_p: No Discriminator_loss: -0.246932 Generator_loss: 27.9325 
[INFO] 2020-09-16 19:57:37 > Step:   48400 Progress: 48.4% Elapsed: 4:55:05 temperature: no ada_p: No Discriminator_loss: -0.798029 Generator_loss: 165.892 
[INFO] 2020-09-16 19:58:19 > Step:   48500 Progress: 48.5% Elapsed: 4:55:47 temperature: no ada_p: No Discriminator_loss: -0.384008 Generator_loss: 174.761 
[INFO] 2020-09-16 19:59:00 > Step:   48600 Progress: 48.6% Elapsed: 4:56:28 temperature: no ada_p: No Discriminator_loss: -0.787101 Generator_loss: 186.334 
[INFO] 2020-09-16 19:59:41 > Step:   48700 Progress: 48.7% Elapsed: 4:57:09 temperature: no ada_p: No Discriminator_loss: 0.272829 Generator_loss: 95.9899 
[INFO] 2020-09-16 20:00:22 > Step:   48800 Progress: 48.8% Elapsed: 4:57:51 temperature: no ada_p: No Discriminator_loss: 0.780333 Generator_loss: 122.544 
[INFO] 2020-09-16 20:01:04 > Step:   48900 Progress: 48.9% Elapsed: 4:58:32 temperature: no ada_p: No Discriminator_loss: 0.218974 Generator_loss: 238.525 
[INFO] 2020-09-16 20:01:45 > Step:   49000 Progress: 49.0% Elapsed: 4:59:13 temperature: no ada_p: No Discriminator_loss: -1.43196 Generator_loss: 14.5777 
[INFO] 2020-09-16 20:02:26 > Step:   49100 Progress: 49.1% Elapsed: 4:59:55 temperature: no ada_p: No Discriminator_loss: 1.26599 Generator_loss: 141.172 
[INFO] 2020-09-16 20:03:07 > Step:   49200 Progress: 49.2% Elapsed: 5:00:35 temperature: no ada_p: No Discriminator_loss: -0.388979 Generator_loss: 92.8051 
[INFO] 2020-09-16 20:03:49 > Step:   49300 Progress: 49.3% Elapsed: 5:01:17 temperature: no ada_p: No Discriminator_loss: 0.442932 Generator_loss: 74.1288 
[INFO] 2020-09-16 20:04:30 > Step:   49400 Progress: 49.4% Elapsed: 5:01:58 temperature: no ada_p: No Discriminator_loss: -0.301037 Generator_loss: 52.6671 
[INFO] 2020-09-16 20:05:11 > Step:   49500 Progress: 49.5% Elapsed: 5:02:39 temperature: no ada_p: No Discriminator_loss: -1.61989 Generator_loss: 98.3341 
[INFO] 2020-09-16 20:05:53 > Step:   49600 Progress: 49.6% Elapsed: 5:03:21 temperature: no ada_p: No Discriminator_loss: -1.04636 Generator_loss: -45.1012 
[INFO] 2020-09-16 20:06:34 > Step:   49700 Progress: 49.7% Elapsed: 5:04:02 temperature: no ada_p: No Discriminator_loss: -1.16704 Generator_loss: 145.939 
[INFO] 2020-09-16 20:07:15 > Step:   49800 Progress: 49.8% Elapsed: 5:04:43 temperature: no ada_p: No Discriminator_loss: -0.949723 Generator_loss: 16.6647 
[INFO] 2020-09-16 20:07:56 > Step:   49900 Progress: 49.9% Elapsed: 5:05:25 temperature: no ada_p: No Discriminator_loss: -0.721698 Generator_loss: 214.076 
[INFO] 2020-09-16 20:08:38 > Step:   50000 Progress: 50.0% Elapsed: 5:06:06 temperature: no ada_p: No Discriminator_loss: -0.71457 Generator_loss: 100.029 
[INFO] 2020-09-16 20:08:38 > Start Evaluation (50000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 20:10:15 > F_8 score (Step: 50000, Using test images): 0.7404896540875922
[INFO] 2020-09-16 20:10:15 > F_1/8 score (Step: 50000, Using test images): 0.883242007135128
[INFO] 2020-09-16 20:10:15 > FID score (Step: 50000, Using test moments): 54.36866512704171
[INFO] 2020-09-16 20:10:15 > Inception score (Step: 50000, 10000 generated images): 5.4736738204956055
[INFO] 2020-09-16 20:10:15 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 20:10:15 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 20:10:55 > Step:   50100 Progress: 50.1% Elapsed: 5:08:23 temperature: no ada_p: No Discriminator_loss: 0.620314 Generator_loss: -38.5646 
[INFO] 2020-09-16 20:11:36 > Step:   50200 Progress: 50.2% Elapsed: 5:09:05 temperature: no ada_p: No Discriminator_loss: -2.80891 Generator_loss: -52.5028 
[INFO] 2020-09-16 20:12:18 > Step:   50300 Progress: 50.3% Elapsed: 5:09:46 temperature: no ada_p: No Discriminator_loss: 0.250193 Generator_loss: -97.8138 
[INFO] 2020-09-16 20:12:59 > Step:   50400 Progress: 50.4% Elapsed: 5:10:27 temperature: no ada_p: No Discriminator_loss: -0.239115 Generator_loss: 110.679 
[INFO] 2020-09-16 20:13:40 > Step:   50500 Progress: 50.5% Elapsed: 5:11:09 temperature: no ada_p: No Discriminator_loss: 0.117477 Generator_loss: 172.58 
[INFO] 2020-09-16 20:14:21 > Step:   50600 Progress: 50.6% Elapsed: 5:11:49 temperature: no ada_p: No Discriminator_loss: 0.0350702 Generator_loss: -11.9441 
[INFO] 2020-09-16 20:15:02 > Step:   50700 Progress: 50.7% Elapsed: 5:12:31 temperature: no ada_p: No Discriminator_loss: -0.0368102 Generator_loss: -21.1104 
[INFO] 2020-09-16 20:15:44 > Step:   50800 Progress: 50.8% Elapsed: 5:13:12 temperature: no ada_p: No Discriminator_loss: 1.52902 Generator_loss: 11.6547 
[INFO] 2020-09-16 20:16:25 > Step:   50900 Progress: 50.9% Elapsed: 5:13:53 temperature: no ada_p: No Discriminator_loss: -1.79203 Generator_loss: -33.539 
[INFO] 2020-09-16 20:17:06 > Step:   51000 Progress: 51.0% Elapsed: 5:14:34 temperature: no ada_p: No Discriminator_loss: -0.07337 Generator_loss: 92.3994 
[INFO] 2020-09-16 20:17:47 > Step:   51100 Progress: 51.1% Elapsed: 5:15:16 temperature: no ada_p: No Discriminator_loss: -0.00619119 Generator_loss: 15.8973 
[INFO] 2020-09-16 20:18:28 > Step:   51200 Progress: 51.2% Elapsed: 5:15:56 temperature: no ada_p: No Discriminator_loss: 0.0288394 Generator_loss: 126.292 
[INFO] 2020-09-16 20:19:09 > Step:   51300 Progress: 51.3% Elapsed: 5:16:38 temperature: no ada_p: No Discriminator_loss: -1.42967 Generator_loss: 123.8 
[INFO] 2020-09-16 20:19:51 > Step:   51400 Progress: 51.4% Elapsed: 5:17:19 temperature: no ada_p: No Discriminator_loss: 1.05428 Generator_loss: 80.9133 
[INFO] 2020-09-16 20:20:32 > Step:   51500 Progress: 51.5% Elapsed: 5:18:00 temperature: no ada_p: No Discriminator_loss: -0.531294 Generator_loss: 242.314 
[INFO] 2020-09-16 20:21:13 > Step:   51600 Progress: 51.6% Elapsed: 5:18:41 temperature: no ada_p: No Discriminator_loss: 0.125095 Generator_loss: 300.964 
[INFO] 2020-09-16 20:21:54 > Step:   51700 Progress: 51.7% Elapsed: 5:19:22 temperature: no ada_p: No Discriminator_loss: -0.988979 Generator_loss: 194.133 
[INFO] 2020-09-16 20:22:35 > Step:   51800 Progress: 51.8% Elapsed: 5:20:04 temperature: no ada_p: No Discriminator_loss: -1.3193 Generator_loss: 81.223 
[INFO] 2020-09-16 20:23:17 > Step:   51900 Progress: 51.9% Elapsed: 5:20:45 temperature: no ada_p: No Discriminator_loss: -0.0868535 Generator_loss: 118.152 
[INFO] 2020-09-16 20:23:58 > Step:   52000 Progress: 52.0% Elapsed: 5:21:26 temperature: no ada_p: No Discriminator_loss: 0.0170148 Generator_loss: 63.4947 
[INFO] 2020-09-16 20:23:58 > Start Evaluation (52000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 20:25:32 > F_8 score (Step: 52000, Using test images): 0.7439519958611679
[INFO] 2020-09-16 20:25:32 > F_1/8 score (Step: 52000, Using test images): 0.8523719321090013
[INFO] 2020-09-16 20:25:32 > FID score (Step: 52000, Using test moments): 57.262970487490236
[INFO] 2020-09-16 20:25:32 > Inception score (Step: 52000, 10000 generated images): 5.284677982330322
[INFO] 2020-09-16 20:25:32 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 20:25:32 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 20:26:13 > Step:   52100 Progress: 52.1% Elapsed: 5:23:41 temperature: no ada_p: No Discriminator_loss: -0.790629 Generator_loss: 160.932 
[INFO] 2020-09-16 20:26:54 > Step:   52200 Progress: 52.2% Elapsed: 5:24:22 temperature: no ada_p: No Discriminator_loss: -2.30569 Generator_loss: 132.277 
[INFO] 2020-09-16 20:27:35 > Step:   52300 Progress: 52.3% Elapsed: 5:25:03 temperature: no ada_p: No Discriminator_loss: -0.415976 Generator_loss: 2.25842 
[INFO] 2020-09-16 20:28:17 > Step:   52400 Progress: 52.4% Elapsed: 5:25:45 temperature: no ada_p: No Discriminator_loss: 0.212509 Generator_loss: 118.972 
[INFO] 2020-09-16 20:28:58 > Step:   52500 Progress: 52.5% Elapsed: 5:26:26 temperature: no ada_p: No Discriminator_loss: -0.439141 Generator_loss: 134.842 
[INFO] 2020-09-16 20:29:39 > Step:   52600 Progress: 52.6% Elapsed: 5:27:07 temperature: no ada_p: No Discriminator_loss: -1.36502 Generator_loss: 127.329 
[INFO] 2020-09-16 20:30:20 > Step:   52700 Progress: 52.7% Elapsed: 5:27:49 temperature: no ada_p: No Discriminator_loss: -0.588655 Generator_loss: 348.63 
[INFO] 2020-09-16 20:31:02 > Step:   52800 Progress: 52.8% Elapsed: 5:28:30 temperature: no ada_p: No Discriminator_loss: -0.0866396 Generator_loss: -33.462 
[INFO] 2020-09-16 20:31:43 > Step:   52900 Progress: 52.9% Elapsed: 5:29:11 temperature: no ada_p: No Discriminator_loss: -0.233491 Generator_loss: 79.9146 
[INFO] 2020-09-16 20:32:24 > Step:   53000 Progress: 53.0% Elapsed: 5:29:52 temperature: no ada_p: No Discriminator_loss: -0.900238 Generator_loss: 48.9005 
[INFO] 2020-09-16 20:33:05 > Step:   53100 Progress: 53.1% Elapsed: 5:30:33 temperature: no ada_p: No Discriminator_loss: -1.5982 Generator_loss: 197.632 
[INFO] 2020-09-16 20:33:47 > Step:   53200 Progress: 53.2% Elapsed: 5:31:15 temperature: no ada_p: No Discriminator_loss: 0.781582 Generator_loss: 243.504 
[INFO] 2020-09-16 20:34:28 > Step:   53300 Progress: 53.3% Elapsed: 5:31:56 temperature: no ada_p: No Discriminator_loss: -0.887339 Generator_loss: 81.444 
[INFO] 2020-09-16 20:35:09 > Step:   53400 Progress: 53.4% Elapsed: 5:32:37 temperature: no ada_p: No Discriminator_loss: -0.785976 Generator_loss: 229.062 
[INFO] 2020-09-16 20:35:50 > Step:   53500 Progress: 53.5% Elapsed: 5:33:18 temperature: no ada_p: No Discriminator_loss: -0.851136 Generator_loss: 194.203 
[INFO] 2020-09-16 20:36:31 > Step:   53600 Progress: 53.6% Elapsed: 5:34:00 temperature: no ada_p: No Discriminator_loss: -0.665799 Generator_loss: 144.922 
[INFO] 2020-09-16 20:37:12 > Step:   53700 Progress: 53.7% Elapsed: 5:34:40 temperature: no ada_p: No Discriminator_loss: 0.484956 Generator_loss: -107.579 
[INFO] 2020-09-16 20:37:53 > Step:   53800 Progress: 53.8% Elapsed: 5:35:22 temperature: no ada_p: No Discriminator_loss: -0.24008 Generator_loss: -88.5234 
[INFO] 2020-09-16 20:38:35 > Step:   53900 Progress: 53.9% Elapsed: 5:36:03 temperature: no ada_p: No Discriminator_loss: -2.61442 Generator_loss: 50.9817 
[INFO] 2020-09-16 20:39:16 > Step:   54000 Progress: 54.0% Elapsed: 5:36:44 temperature: no ada_p: No Discriminator_loss: 0.0688061 Generator_loss: 176.164 
[INFO] 2020-09-16 20:39:16 > Start Evaluation (54000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 20:40:58 > F_8 score (Step: 54000, Using test images): 0.7056254257969088
[INFO] 2020-09-16 20:40:58 > F_1/8 score (Step: 54000, Using test images): 0.8482961038555786
[INFO] 2020-09-16 20:40:58 > FID score (Step: 54000, Using test moments): 61.42715622346509
[INFO] 2020-09-16 20:40:58 > Inception score (Step: 54000, 10000 generated images): 5.31804084777832
[INFO] 2020-09-16 20:40:58 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 20:40:58 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 20:41:39 > Step:   54100 Progress: 54.1% Elapsed: 5:39:07 temperature: no ada_p: No Discriminator_loss: -0.667602 Generator_loss: 72.6945 
[INFO] 2020-09-16 20:42:20 > Step:   54200 Progress: 54.2% Elapsed: 5:39:49 temperature: no ada_p: No Discriminator_loss: -0.723374 Generator_loss: 90.8571 
[INFO] 2020-09-16 20:43:02 > Step:   54300 Progress: 54.3% Elapsed: 5:40:30 temperature: no ada_p: No Discriminator_loss: 0.263404 Generator_loss: 240.278 
[INFO] 2020-09-16 20:43:44 > Step:   54400 Progress: 54.4% Elapsed: 5:41:12 temperature: no ada_p: No Discriminator_loss: -0.488303 Generator_loss: -140.799 
[INFO] 2020-09-16 20:44:25 > Step:   54500 Progress: 54.5% Elapsed: 5:41:53 temperature: no ada_p: No Discriminator_loss: -1.21489 Generator_loss: 104.112 
[INFO] 2020-09-16 20:45:07 > Step:   54600 Progress: 54.6% Elapsed: 5:42:35 temperature: no ada_p: No Discriminator_loss: 0.572744 Generator_loss: 465.842 
[INFO] 2020-09-16 20:45:48 > Step:   54700 Progress: 54.7% Elapsed: 5:43:17 temperature: no ada_p: No Discriminator_loss: -0.16678 Generator_loss: 68.9103 
[INFO] 2020-09-16 20:46:29 > Step:   54800 Progress: 54.8% Elapsed: 5:43:58 temperature: no ada_p: No Discriminator_loss: -2.61414 Generator_loss: -80.6235 
[INFO] 2020-09-16 20:47:11 > Step:   54900 Progress: 54.9% Elapsed: 5:44:39 temperature: no ada_p: No Discriminator_loss: -0.797562 Generator_loss: 217.993 
[INFO] 2020-09-16 20:47:52 > Step:   55000 Progress: 55.0% Elapsed: 5:45:20 temperature: no ada_p: No Discriminator_loss: -0.641253 Generator_loss: 148.9 
[INFO] 2020-09-16 20:48:33 > Step:   55100 Progress: 55.1% Elapsed: 5:46:01 temperature: no ada_p: No Discriminator_loss: -1.446 Generator_loss: 24.306 
[INFO] 2020-09-16 20:49:14 > Step:   55200 Progress: 55.2% Elapsed: 5:46:43 temperature: no ada_p: No Discriminator_loss: 0.0744086 Generator_loss: -74.3011 
[INFO] 2020-09-16 20:49:56 > Step:   55300 Progress: 55.3% Elapsed: 5:47:24 temperature: no ada_p: No Discriminator_loss: -1.56241 Generator_loss: -79.6018 
[INFO] 2020-09-16 20:50:36 > Step:   55400 Progress: 55.4% Elapsed: 5:48:05 temperature: no ada_p: No Discriminator_loss: -0.251848 Generator_loss: 105.142 
[INFO] 2020-09-16 20:51:18 > Step:   55500 Progress: 55.5% Elapsed: 5:48:46 temperature: no ada_p: No Discriminator_loss: -0.176961 Generator_loss: 50.6319 
[INFO] 2020-09-16 20:51:59 > Step:   55600 Progress: 55.6% Elapsed: 5:49:27 temperature: no ada_p: No Discriminator_loss: -0.545567 Generator_loss: -71.9989 
[INFO] 2020-09-16 20:52:40 > Step:   55700 Progress: 55.7% Elapsed: 5:50:08 temperature: no ada_p: No Discriminator_loss: -0.169441 Generator_loss: -112.484 
[INFO] 2020-09-16 20:53:21 > Step:   55800 Progress: 55.8% Elapsed: 5:50:50 temperature: no ada_p: No Discriminator_loss: -0.490212 Generator_loss: 135.006 
[INFO] 2020-09-16 20:54:02 > Step:   55900 Progress: 55.9% Elapsed: 5:51:30 temperature: no ada_p: No Discriminator_loss: 1.1381 Generator_loss: 184.897 
[INFO] 2020-09-16 20:54:43 > Step:   56000 Progress: 56.0% Elapsed: 5:52:12 temperature: no ada_p: No Discriminator_loss: 0.193013 Generator_loss: -29.8356 
[INFO] 2020-09-16 20:54:44 > Start Evaluation (56000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 20:56:22 > F_8 score (Step: 56000, Using test images): 0.7264883113360734
[INFO] 2020-09-16 20:56:22 > F_1/8 score (Step: 56000, Using test images): 0.8980674091600279
[INFO] 2020-09-16 20:56:22 > FID score (Step: 56000, Using test moments): 57.28693534763204
[INFO] 2020-09-16 20:56:22 > Inception score (Step: 56000, 10000 generated images): 5.400319576263428
[INFO] 2020-09-16 20:56:22 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 20:56:22 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 20:57:03 > Step:   56100 Progress: 56.1% Elapsed: 5:54:31 temperature: no ada_p: No Discriminator_loss: -0.396028 Generator_loss: 102.668 
[INFO] 2020-09-16 20:57:44 > Step:   56200 Progress: 56.2% Elapsed: 5:55:12 temperature: no ada_p: No Discriminator_loss: -0.385306 Generator_loss: 26.7678 
[INFO] 2020-09-16 20:58:25 > Step:   56300 Progress: 56.3% Elapsed: 5:55:54 temperature: no ada_p: No Discriminator_loss: 0.0552363 Generator_loss: 72.0968 
[INFO] 2020-09-16 20:59:07 > Step:   56400 Progress: 56.4% Elapsed: 5:56:36 temperature: no ada_p: No Discriminator_loss: 0.116125 Generator_loss: 101.003 
[INFO] 2020-09-16 20:59:48 > Step:   56500 Progress: 56.5% Elapsed: 5:57:17 temperature: no ada_p: No Discriminator_loss: -0.283806 Generator_loss: 137.266 
[INFO] 2020-09-16 21:00:30 > Step:   56600 Progress: 56.6% Elapsed: 5:57:58 temperature: no ada_p: No Discriminator_loss: 0.0670877 Generator_loss: 7.27708 
[INFO] 2020-09-16 21:01:11 > Step:   56700 Progress: 56.7% Elapsed: 5:58:39 temperature: no ada_p: No Discriminator_loss: 0.266529 Generator_loss: 24.3473 
[INFO] 2020-09-16 21:01:52 > Step:   56800 Progress: 56.8% Elapsed: 5:59:21 temperature: no ada_p: No Discriminator_loss: -0.336314 Generator_loss: 6.47922 
[INFO] 2020-09-16 21:02:34 > Step:   56900 Progress: 56.9% Elapsed: 6:00:02 temperature: no ada_p: No Discriminator_loss: -1.02057 Generator_loss: -427.021 
[INFO] 2020-09-16 21:03:15 > Step:   57000 Progress: 57.0% Elapsed: 6:00:43 temperature: no ada_p: No Discriminator_loss: 1.69059 Generator_loss: -235.584 
[INFO] 2020-09-16 21:03:56 > Step:   57100 Progress: 57.1% Elapsed: 6:01:24 temperature: no ada_p: No Discriminator_loss: -0.029814 Generator_loss: -138.922 
[INFO] 2020-09-16 21:04:38 > Step:   57200 Progress: 57.2% Elapsed: 6:02:06 temperature: no ada_p: No Discriminator_loss: 0.303504 Generator_loss: -33.0801 
[INFO] 2020-09-16 21:05:18 > Step:   57300 Progress: 57.3% Elapsed: 6:02:47 temperature: no ada_p: No Discriminator_loss: -0.936101 Generator_loss: -31.2745 
[INFO] 2020-09-16 21:06:00 > Step:   57400 Progress: 57.4% Elapsed: 6:03:28 temperature: no ada_p: No Discriminator_loss: 0.240833 Generator_loss: 81.5158 
[INFO] 2020-09-16 21:06:41 > Step:   57500 Progress: 57.5% Elapsed: 6:04:10 temperature: no ada_p: No Discriminator_loss: -0.107876 Generator_loss: -33.3765 
[INFO] 2020-09-16 21:07:22 > Step:   57600 Progress: 57.6% Elapsed: 6:04:50 temperature: no ada_p: No Discriminator_loss: -0.466746 Generator_loss: 6.82462 
[INFO] 2020-09-16 21:08:03 > Step:   57700 Progress: 57.7% Elapsed: 6:05:32 temperature: no ada_p: No Discriminator_loss: 1.29993 Generator_loss: 57.3019 
[INFO] 2020-09-16 21:08:45 > Step:   57800 Progress: 57.8% Elapsed: 6:06:13 temperature: no ada_p: No Discriminator_loss: -1.11771 Generator_loss: 51.3777 
[INFO] 2020-09-16 21:09:25 > Step:   57900 Progress: 57.9% Elapsed: 6:06:54 temperature: no ada_p: No Discriminator_loss: 2.24225 Generator_loss: 97.1078 
[INFO] 2020-09-16 21:10:07 > Step:   58000 Progress: 58.0% Elapsed: 6:07:35 temperature: no ada_p: No Discriminator_loss: -0.856599 Generator_loss: 18.9899 
[INFO] 2020-09-16 21:10:07 > Start Evaluation (58000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 21:11:52 > F_8 score (Step: 58000, Using test images): 0.7044352738431784
[INFO] 2020-09-16 21:11:52 > F_1/8 score (Step: 58000, Using test images): 0.8726622940847805
[INFO] 2020-09-16 21:11:52 > FID score (Step: 58000, Using test moments): 59.01167656399696
[INFO] 2020-09-16 21:11:52 > Inception score (Step: 58000, 10000 generated images): 5.311393737792969
[INFO] 2020-09-16 21:11:52 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 21:11:52 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 21:12:31 > Step:   58100 Progress: 58.1% Elapsed: 6:10:00 temperature: no ada_p: No Discriminator_loss: -0.436143 Generator_loss: 59.014 
[INFO] 2020-09-16 21:13:13 > Step:   58200 Progress: 58.2% Elapsed: 6:10:41 temperature: no ada_p: No Discriminator_loss: 0.0981757 Generator_loss: 84.4064 
[INFO] 2020-09-16 21:13:55 > Step:   58300 Progress: 58.3% Elapsed: 6:11:23 temperature: no ada_p: No Discriminator_loss: 8.05631e-05 Generator_loss: 72.3981 
[INFO] 2020-09-16 21:14:36 > Step:   58400 Progress: 58.4% Elapsed: 6:12:04 temperature: no ada_p: No Discriminator_loss: -0.286728 Generator_loss: 76.6425 
[INFO] 2020-09-16 21:15:17 > Step:   58500 Progress: 58.5% Elapsed: 6:12:46 temperature: no ada_p: No Discriminator_loss: -0.652238 Generator_loss: -30.7526 
[INFO] 2020-09-16 21:15:59 > Step:   58600 Progress: 58.6% Elapsed: 6:13:27 temperature: no ada_p: No Discriminator_loss: -1.33139 Generator_loss: -62.1101 
[INFO] 2020-09-16 21:16:40 > Step:   58700 Progress: 58.7% Elapsed: 6:14:08 temperature: no ada_p: No Discriminator_loss: -1.12168 Generator_loss: 160.196 
[INFO] 2020-09-16 21:17:21 > Step:   58800 Progress: 58.8% Elapsed: 6:14:50 temperature: no ada_p: No Discriminator_loss: -0.717715 Generator_loss: 70.7202 
[INFO] 2020-09-16 21:18:03 > Step:   58900 Progress: 58.9% Elapsed: 6:15:31 temperature: no ada_p: No Discriminator_loss: 0.461187 Generator_loss: 180.099 
[INFO] 2020-09-16 21:18:44 > Step:   59000 Progress: 59.0% Elapsed: 6:16:12 temperature: no ada_p: No Discriminator_loss: 1.12267 Generator_loss: 186.324 
[INFO] 2020-09-16 21:19:25 > Step:   59100 Progress: 59.1% Elapsed: 6:16:53 temperature: no ada_p: No Discriminator_loss: -0.369997 Generator_loss: 283.281 
[INFO] 2020-09-16 21:20:06 > Step:   59200 Progress: 59.2% Elapsed: 6:17:34 temperature: no ada_p: No Discriminator_loss: -0.696986 Generator_loss: 330.049 
[INFO] 2020-09-16 21:20:47 > Step:   59300 Progress: 59.3% Elapsed: 6:18:15 temperature: no ada_p: No Discriminator_loss: -0.0397473 Generator_loss: -36.3725 
[INFO] 2020-09-16 21:21:29 > Step:   59400 Progress: 59.4% Elapsed: 6:18:57 temperature: no ada_p: No Discriminator_loss: -0.24353 Generator_loss: 90.8028 
[INFO] 2020-09-16 21:22:09 > Step:   59500 Progress: 59.5% Elapsed: 6:19:38 temperature: no ada_p: No Discriminator_loss: -0.48795 Generator_loss: -2.23019 
[INFO] 2020-09-16 21:22:51 > Step:   59600 Progress: 59.6% Elapsed: 6:20:19 temperature: no ada_p: No Discriminator_loss: -0.72357 Generator_loss: -108.623 
[INFO] 2020-09-16 21:23:32 > Step:   59700 Progress: 59.7% Elapsed: 6:21:00 temperature: no ada_p: No Discriminator_loss: -1.96917 Generator_loss: 113.957 
[INFO] 2020-09-16 21:24:13 > Step:   59800 Progress: 59.8% Elapsed: 6:21:41 temperature: no ada_p: No Discriminator_loss: -1.31573 Generator_loss: -49.36 
[INFO] 2020-09-16 21:24:54 > Step:   59900 Progress: 59.9% Elapsed: 6:22:23 temperature: no ada_p: No Discriminator_loss: -0.986812 Generator_loss: -46.7496 
[INFO] 2020-09-16 21:25:36 > Step:   60000 Progress: 60.0% Elapsed: 6:23:04 temperature: no ada_p: No Discriminator_loss: -0.34115 Generator_loss: 141.789 
[INFO] 2020-09-16 21:25:36 > Start Evaluation (60000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 21:27:16 > F_8 score (Step: 60000, Using test images): 0.7023515996436226
[INFO] 2020-09-16 21:27:16 > F_1/8 score (Step: 60000, Using test images): 0.8543530105863603
[INFO] 2020-09-16 21:27:16 > FID score (Step: 60000, Using test moments): 59.261070803225664
[INFO] 2020-09-16 21:27:16 > Inception score (Step: 60000, 10000 generated images): 5.443543434143066
[INFO] 2020-09-16 21:27:16 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 21:27:16 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 21:27:56 > Step:   60100 Progress: 60.1% Elapsed: 6:25:24 temperature: no ada_p: No Discriminator_loss: 0.296072 Generator_loss: -197.308 
[INFO] 2020-09-16 21:28:37 > Step:   60200 Progress: 60.2% Elapsed: 6:26:06 temperature: no ada_p: No Discriminator_loss: -0.401387 Generator_loss: -59.957 
[INFO] 2020-09-16 21:29:19 > Step:   60300 Progress: 60.3% Elapsed: 6:26:47 temperature: no ada_p: No Discriminator_loss: -1.37326 Generator_loss: -35.6776 
[INFO] 2020-09-16 21:30:00 > Step:   60400 Progress: 60.4% Elapsed: 6:27:28 temperature: no ada_p: No Discriminator_loss: -0.557381 Generator_loss: -40.1752 
[INFO] 2020-09-16 21:30:42 > Step:   60500 Progress: 60.5% Elapsed: 6:28:10 temperature: no ada_p: No Discriminator_loss: -0.207304 Generator_loss: -60.9933 
[INFO] 2020-09-16 21:31:23 > Step:   60600 Progress: 60.6% Elapsed: 6:28:51 temperature: no ada_p: No Discriminator_loss: 0.0180197 Generator_loss: -106.63 
[INFO] 2020-09-16 21:32:04 > Step:   60700 Progress: 60.7% Elapsed: 6:29:33 temperature: no ada_p: No Discriminator_loss: -0.0548947 Generator_loss: 105.497 
[INFO] 2020-09-16 21:32:46 > Step:   60800 Progress: 60.8% Elapsed: 6:30:14 temperature: no ada_p: No Discriminator_loss: -0.500395 Generator_loss: 367.523 
[INFO] 2020-09-16 21:33:27 > Step:   60900 Progress: 60.9% Elapsed: 6:30:55 temperature: no ada_p: No Discriminator_loss: -0.661598 Generator_loss: 208.604 
[INFO] 2020-09-16 21:34:08 > Step:   61000 Progress: 61.0% Elapsed: 6:31:37 temperature: no ada_p: No Discriminator_loss: -1.03365 Generator_loss: 57.4677 
[INFO] 2020-09-16 21:34:50 > Step:   61100 Progress: 61.1% Elapsed: 6:32:18 temperature: no ada_p: No Discriminator_loss: 0.881532 Generator_loss: 18.4467 
[INFO] 2020-09-16 21:35:31 > Step:   61200 Progress: 61.2% Elapsed: 6:32:59 temperature: no ada_p: No Discriminator_loss: -0.05639 Generator_loss: 87.9939 
[INFO] 2020-09-16 21:36:12 > Step:   61300 Progress: 61.3% Elapsed: 6:33:41 temperature: no ada_p: No Discriminator_loss: -0.557399 Generator_loss: 21.075 
[INFO] 2020-09-16 21:36:54 > Step:   61400 Progress: 61.4% Elapsed: 6:34:22 temperature: no ada_p: No Discriminator_loss: 0.336213 Generator_loss: -1.5518 
[INFO] 2020-09-16 21:37:35 > Step:   61500 Progress: 61.5% Elapsed: 6:35:03 temperature: no ada_p: No Discriminator_loss: 2.56923 Generator_loss: 69.7216 
[INFO] 2020-09-16 21:38:16 > Step:   61600 Progress: 61.6% Elapsed: 6:35:44 temperature: no ada_p: No Discriminator_loss: 0.34287 Generator_loss: 148.369 
[INFO] 2020-09-16 21:38:57 > Step:   61700 Progress: 61.7% Elapsed: 6:36:25 temperature: no ada_p: No Discriminator_loss: 0.964311 Generator_loss: -60.9363 
[INFO] 2020-09-16 21:39:38 > Step:   61800 Progress: 61.8% Elapsed: 6:37:07 temperature: no ada_p: No Discriminator_loss: 0.715479 Generator_loss: 312.469 
[INFO] 2020-09-16 21:40:20 > Step:   61900 Progress: 61.9% Elapsed: 6:37:48 temperature: no ada_p: No Discriminator_loss: 0.065876 Generator_loss: 201.988 
[INFO] 2020-09-16 21:41:01 > Step:   62000 Progress: 62.0% Elapsed: 6:38:29 temperature: no ada_p: No Discriminator_loss: -1.5399 Generator_loss: -67.8736 
[INFO] 2020-09-16 21:41:01 > Start Evaluation (62000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 21:42:36 > F_8 score (Step: 62000, Using test images): 0.7315683423947416
[INFO] 2020-09-16 21:42:36 > F_1/8 score (Step: 62000, Using test images): 0.8635276506742489
[INFO] 2020-09-16 21:42:36 > FID score (Step: 62000, Using test moments): 60.03940688491048
[INFO] 2020-09-16 21:42:36 > Inception score (Step: 62000, 10000 generated images): 5.508357048034668
[INFO] 2020-09-16 21:42:36 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 21:42:36 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 21:43:17 > Step:   62100 Progress: 62.1% Elapsed: 6:40:45 temperature: no ada_p: No Discriminator_loss: -4.30926 Generator_loss: 199.002 
[INFO] 2020-09-16 21:43:58 > Step:   62200 Progress: 62.2% Elapsed: 6:41:27 temperature: no ada_p: No Discriminator_loss: -0.442797 Generator_loss: 275.457 
[INFO] 2020-09-16 21:44:39 > Step:   62300 Progress: 62.3% Elapsed: 6:42:08 temperature: no ada_p: No Discriminator_loss: 0.480502 Generator_loss: 181.676 
[INFO] 2020-09-16 21:45:21 > Step:   62400 Progress: 62.4% Elapsed: 6:42:49 temperature: no ada_p: No Discriminator_loss: -1.83609 Generator_loss: 49.1512 
[INFO] 2020-09-16 21:46:02 > Step:   62500 Progress: 62.5% Elapsed: 6:43:31 temperature: no ada_p: No Discriminator_loss: 0.421259 Generator_loss: 252.029 
[INFO] 2020-09-16 21:46:43 > Step:   62600 Progress: 62.6% Elapsed: 6:44:12 temperature: no ada_p: No Discriminator_loss: 0.257653 Generator_loss: 92.2021 
[INFO] 2020-09-16 21:47:25 > Step:   62700 Progress: 62.7% Elapsed: 6:44:53 temperature: no ada_p: No Discriminator_loss: 0.0802179 Generator_loss: 218.603 
[INFO] 2020-09-16 21:48:06 > Step:   62800 Progress: 62.8% Elapsed: 6:45:35 temperature: no ada_p: No Discriminator_loss: -1.26145 Generator_loss: 200.993 
[INFO] 2020-09-16 21:48:47 > Step:   62900 Progress: 62.9% Elapsed: 6:46:15 temperature: no ada_p: No Discriminator_loss: -0.611911 Generator_loss: 63.0965 
[INFO] 2020-09-16 21:49:28 > Step:   63000 Progress: 63.0% Elapsed: 6:46:57 temperature: no ada_p: No Discriminator_loss: -0.596448 Generator_loss: -33.3383 
[INFO] 2020-09-16 21:50:09 > Step:   63100 Progress: 63.1% Elapsed: 6:47:37 temperature: no ada_p: No Discriminator_loss: -0.191712 Generator_loss: -55.1917 
[INFO] 2020-09-16 21:50:51 > Step:   63200 Progress: 63.2% Elapsed: 6:48:19 temperature: no ada_p: No Discriminator_loss: -2.79758 Generator_loss: -15.662 
[INFO] 2020-09-16 21:51:32 > Step:   63300 Progress: 63.3% Elapsed: 6:49:00 temperature: no ada_p: No Discriminator_loss: 1.0591 Generator_loss: -46.7729 
[INFO] 2020-09-16 21:52:12 > Step:   63400 Progress: 63.4% Elapsed: 6:49:41 temperature: no ada_p: No Discriminator_loss: -0.184146 Generator_loss: 288.492 
[INFO] 2020-09-16 21:52:54 > Step:   63500 Progress: 63.5% Elapsed: 6:50:22 temperature: no ada_p: No Discriminator_loss: 1.76333 Generator_loss: 161.188 
[INFO] 2020-09-16 21:53:35 > Step:   63600 Progress: 63.6% Elapsed: 6:51:03 temperature: no ada_p: No Discriminator_loss: -0.385843 Generator_loss: 179.75 
[INFO] 2020-09-16 21:54:16 > Step:   63700 Progress: 63.7% Elapsed: 6:51:44 temperature: no ada_p: No Discriminator_loss: 0.331965 Generator_loss: 242.1 
[INFO] 2020-09-16 21:54:57 > Step:   63800 Progress: 63.8% Elapsed: 6:52:25 temperature: no ada_p: No Discriminator_loss: -0.612238 Generator_loss: 42.0037 
[INFO] 2020-09-16 21:55:38 > Step:   63900 Progress: 63.9% Elapsed: 6:53:07 temperature: no ada_p: No Discriminator_loss: 1.62311 Generator_loss: 144.708 
[INFO] 2020-09-16 21:56:19 > Step:   64000 Progress: 64.0% Elapsed: 6:53:47 temperature: no ada_p: No Discriminator_loss: -1.14718 Generator_loss: 407.963 
[INFO] 2020-09-16 21:56:19 > Start Evaluation (64000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 21:57:56 > F_8 score (Step: 64000, Using test images): 0.6741715297240167
[INFO] 2020-09-16 21:57:56 > F_1/8 score (Step: 64000, Using test images): 0.8451367070535233
[INFO] 2020-09-16 21:57:56 > FID score (Step: 64000, Using test moments): 66.06497531528993
[INFO] 2020-09-16 21:57:56 > Inception score (Step: 64000, 10000 generated images): 5.430032253265381
[INFO] 2020-09-16 21:57:56 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 21:57:57 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 21:58:37 > Step:   64100 Progress: 64.1% Elapsed: 6:56:05 temperature: no ada_p: No Discriminator_loss: 0.769855 Generator_loss: 90.7015 
[INFO] 2020-09-16 21:59:18 > Step:   64200 Progress: 64.2% Elapsed: 6:56:46 temperature: no ada_p: No Discriminator_loss: 1.0669 Generator_loss: 208.187 
[INFO] 2020-09-16 22:00:00 > Step:   64300 Progress: 64.3% Elapsed: 6:57:28 temperature: no ada_p: No Discriminator_loss: -0.323914 Generator_loss: 201.799 
[INFO] 2020-09-16 22:00:41 > Step:   64400 Progress: 64.4% Elapsed: 6:58:10 temperature: no ada_p: No Discriminator_loss: 0.836354 Generator_loss: 265.702 
[INFO] 2020-09-16 22:01:22 > Step:   64500 Progress: 64.5% Elapsed: 6:58:51 temperature: no ada_p: No Discriminator_loss: -0.648204 Generator_loss: 221.105 
[INFO] 2020-09-16 22:02:04 > Step:   64600 Progress: 64.6% Elapsed: 6:59:32 temperature: no ada_p: No Discriminator_loss: -0.277307 Generator_loss: -6.85205 
[INFO] 2020-09-16 22:02:45 > Step:   64700 Progress: 64.7% Elapsed: 7:00:14 temperature: no ada_p: No Discriminator_loss: -0.426342 Generator_loss: 252.626 
[INFO] 2020-09-16 22:03:26 > Step:   64800 Progress: 64.8% Elapsed: 7:00:54 temperature: no ada_p: No Discriminator_loss: 1.9257 Generator_loss: 336.052 
[INFO] 2020-09-16 22:04:08 > Step:   64900 Progress: 64.9% Elapsed: 7:01:36 temperature: no ada_p: No Discriminator_loss: -1.11766 Generator_loss: 145.858 
[INFO] 2020-09-16 22:04:49 > Step:   65000 Progress: 65.0% Elapsed: 7:02:17 temperature: no ada_p: No Discriminator_loss: 0.280428 Generator_loss: 266.662 
[INFO] 2020-09-16 22:05:30 > Step:   65100 Progress: 65.1% Elapsed: 7:02:58 temperature: no ada_p: No Discriminator_loss: -0.265784 Generator_loss: 98.889 
[INFO] 2020-09-16 22:06:12 > Step:   65200 Progress: 65.2% Elapsed: 7:03:40 temperature: no ada_p: No Discriminator_loss: 1.48385 Generator_loss: -151.997 
[INFO] 2020-09-16 22:06:53 > Step:   65300 Progress: 65.3% Elapsed: 7:04:21 temperature: no ada_p: No Discriminator_loss: 0.881443 Generator_loss: 165.437 
[INFO] 2020-09-16 22:07:34 > Step:   65400 Progress: 65.4% Elapsed: 7:05:02 temperature: no ada_p: No Discriminator_loss: -2.21635 Generator_loss: -6.84126 
[INFO] 2020-09-16 22:08:15 > Step:   65500 Progress: 65.5% Elapsed: 7:05:44 temperature: no ada_p: No Discriminator_loss: -2.59745 Generator_loss: 158.737 
[INFO] 2020-09-16 22:08:56 > Step:   65600 Progress: 65.6% Elapsed: 7:06:24 temperature: no ada_p: No Discriminator_loss: -0.818949 Generator_loss: -330.857 
[INFO] 2020-09-16 22:09:38 > Step:   65700 Progress: 65.7% Elapsed: 7:07:06 temperature: no ada_p: No Discriminator_loss: 0.306506 Generator_loss: -38.0848 
[INFO] 2020-09-16 22:10:19 > Step:   65800 Progress: 65.8% Elapsed: 7:07:47 temperature: no ada_p: No Discriminator_loss: -1.0908 Generator_loss: 5.45441 
[INFO] 2020-09-16 22:11:00 > Step:   65900 Progress: 65.9% Elapsed: 7:08:28 temperature: no ada_p: No Discriminator_loss: -0.285803 Generator_loss: -27.3091 
[INFO] 2020-09-16 22:11:41 > Step:   66000 Progress: 66.0% Elapsed: 7:09:09 temperature: no ada_p: No Discriminator_loss: 0.0845651 Generator_loss: 176.114 
[INFO] 2020-09-16 22:11:41 > Start Evaluation (66000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 22:13:18 > F_8 score (Step: 66000, Using test images): 0.6568237752839102
[INFO] 2020-09-16 22:13:18 > F_1/8 score (Step: 66000, Using test images): 0.808017466077334
[INFO] 2020-09-16 22:13:18 > FID score (Step: 66000, Using test moments): 68.08908907802117
[INFO] 2020-09-16 22:13:18 > Inception score (Step: 66000, 10000 generated images): 5.006983757019043
[INFO] 2020-09-16 22:13:18 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 22:13:18 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 22:13:58 > Step:   66100 Progress: 66.1% Elapsed: 7:11:27 temperature: no ada_p: No Discriminator_loss: -0.882357 Generator_loss: 324.33 
[INFO] 2020-09-16 22:14:39 > Step:   66200 Progress: 66.2% Elapsed: 7:12:08 temperature: no ada_p: No Discriminator_loss: 0.0599888 Generator_loss: 153.906 
[INFO] 2020-09-16 22:15:21 > Step:   66300 Progress: 66.3% Elapsed: 7:12:49 temperature: no ada_p: No Discriminator_loss: 1.26376 Generator_loss: 199.411 
[INFO] 2020-09-16 22:16:03 > Step:   66400 Progress: 66.4% Elapsed: 7:13:31 temperature: no ada_p: No Discriminator_loss: 0.416872 Generator_loss: -123.102 
[INFO] 2020-09-16 22:16:44 > Step:   66500 Progress: 66.5% Elapsed: 7:14:12 temperature: no ada_p: No Discriminator_loss: 0.570388 Generator_loss: 91.5085 
[INFO] 2020-09-16 22:17:25 > Step:   66600 Progress: 66.6% Elapsed: 7:14:54 temperature: no ada_p: No Discriminator_loss: 0.887601 Generator_loss: 117.932 
[INFO] 2020-09-16 22:18:06 > Step:   66700 Progress: 66.7% Elapsed: 7:15:35 temperature: no ada_p: No Discriminator_loss: -0.886492 Generator_loss: 125.841 
[INFO] 2020-09-16 22:18:48 > Step:   66800 Progress: 66.8% Elapsed: 7:16:16 temperature: no ada_p: No Discriminator_loss: -0.585607 Generator_loss: 107.062 
[INFO] 2020-09-16 22:19:30 > Step:   66900 Progress: 66.9% Elapsed: 7:16:58 temperature: no ada_p: No Discriminator_loss: -0.453848 Generator_loss: 370.14 
[INFO] 2020-09-16 22:20:11 > Step:   67000 Progress: 67.0% Elapsed: 7:17:39 temperature: no ada_p: No Discriminator_loss: -0.107425 Generator_loss: 255.431 
[INFO] 2020-09-16 22:20:52 > Step:   67100 Progress: 67.1% Elapsed: 7:18:20 temperature: no ada_p: No Discriminator_loss: 1.28777 Generator_loss: -51.5637 
[INFO] 2020-09-16 22:21:33 > Step:   67200 Progress: 67.2% Elapsed: 7:19:02 temperature: no ada_p: No Discriminator_loss: -1.20159 Generator_loss: 75.1304 
[INFO] 2020-09-16 22:22:14 > Step:   67300 Progress: 67.3% Elapsed: 7:19:43 temperature: no ada_p: No Discriminator_loss: 2.16368 Generator_loss: 112.884 
[INFO] 2020-09-16 22:22:56 > Step:   67400 Progress: 67.4% Elapsed: 7:20:24 temperature: no ada_p: No Discriminator_loss: 1.05092 Generator_loss: 198.567 
[INFO] 2020-09-16 22:23:37 > Step:   67500 Progress: 67.5% Elapsed: 7:21:05 temperature: no ada_p: No Discriminator_loss: -1.46403 Generator_loss: 176.878 
[INFO] 2020-09-16 22:24:18 > Step:   67600 Progress: 67.6% Elapsed: 7:21:46 temperature: no ada_p: No Discriminator_loss: 1.63742 Generator_loss: 234.103 
[INFO] 2020-09-16 22:24:59 > Step:   67700 Progress: 67.7% Elapsed: 7:22:27 temperature: no ada_p: No Discriminator_loss: 0.581482 Generator_loss: 174.832 
[INFO] 2020-09-16 22:25:40 > Step:   67800 Progress: 67.8% Elapsed: 7:23:08 temperature: no ada_p: No Discriminator_loss: 0.796395 Generator_loss: 81.0993 
[INFO] 2020-09-16 22:26:21 > Step:   67900 Progress: 67.9% Elapsed: 7:23:49 temperature: no ada_p: No Discriminator_loss: -0.264443 Generator_loss: 165.833 
[INFO] 2020-09-16 22:27:02 > Step:   68000 Progress: 68.0% Elapsed: 7:24:31 temperature: no ada_p: No Discriminator_loss: -0.773764 Generator_loss: 319.444 
[INFO] 2020-09-16 22:27:02 > Start Evaluation (68000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 22:28:41 > F_8 score (Step: 68000, Using test images): 0.7322053709239827
[INFO] 2020-09-16 22:28:41 > F_1/8 score (Step: 68000, Using test images): 0.8638183257677917
[INFO] 2020-09-16 22:28:41 > FID score (Step: 68000, Using test moments): 57.29298025910168
[INFO] 2020-09-16 22:28:41 > Inception score (Step: 68000, 10000 generated images): 5.4459733963012695
[INFO] 2020-09-16 22:28:41 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 22:28:41 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 22:29:21 > Step:   68100 Progress: 68.1% Elapsed: 7:26:49 temperature: no ada_p: No Discriminator_loss: -1.89487 Generator_loss: 224.514 
[INFO] 2020-09-16 22:30:03 > Step:   68200 Progress: 68.2% Elapsed: 7:27:31 temperature: no ada_p: No Discriminator_loss: -1.90389 Generator_loss: 54.241 
[INFO] 2020-09-16 22:30:44 > Step:   68300 Progress: 68.3% Elapsed: 7:28:13 temperature: no ada_p: No Discriminator_loss: -2.05678 Generator_loss: 257.897 
[INFO] 2020-09-16 22:31:26 > Step:   68400 Progress: 68.4% Elapsed: 7:28:54 temperature: no ada_p: No Discriminator_loss: 0.424442 Generator_loss: 195.029 
[INFO] 2020-09-16 22:32:07 > Step:   68500 Progress: 68.5% Elapsed: 7:29:35 temperature: no ada_p: No Discriminator_loss: -0.6469 Generator_loss: 148.336 
[INFO] 2020-09-16 22:32:49 > Step:   68600 Progress: 68.6% Elapsed: 7:30:17 temperature: no ada_p: No Discriminator_loss: -0.527774 Generator_loss: 185.727 
[INFO] 2020-09-16 22:33:29 > Step:   68700 Progress: 68.7% Elapsed: 7:30:58 temperature: no ada_p: No Discriminator_loss: -0.473478 Generator_loss: 323.672 
[INFO] 2020-09-16 22:34:11 > Step:   68800 Progress: 68.8% Elapsed: 7:31:39 temperature: no ada_p: No Discriminator_loss: -1.68512 Generator_loss: 362.55 
[INFO] 2020-09-16 22:34:52 > Step:   68900 Progress: 68.9% Elapsed: 7:32:21 temperature: no ada_p: No Discriminator_loss: -0.226039 Generator_loss: 216.379 
[INFO] 2020-09-16 22:35:33 > Step:   69000 Progress: 69.0% Elapsed: 7:33:02 temperature: no ada_p: No Discriminator_loss: 0.131817 Generator_loss: 168.373 
[INFO] 2020-09-16 22:36:15 > Step:   69100 Progress: 69.1% Elapsed: 7:33:43 temperature: no ada_p: No Discriminator_loss: 1.78536 Generator_loss: 205.663 
[INFO] 2020-09-16 22:36:56 > Step:   69200 Progress: 69.2% Elapsed: 7:34:24 temperature: no ada_p: No Discriminator_loss: -1.24216 Generator_loss: 66.8221 
[INFO] 2020-09-16 22:37:37 > Step:   69300 Progress: 69.3% Elapsed: 7:35:05 temperature: no ada_p: No Discriminator_loss: -1.1265 Generator_loss: 80.6686 
[INFO] 2020-09-16 22:38:18 > Step:   69400 Progress: 69.4% Elapsed: 7:35:47 temperature: no ada_p: No Discriminator_loss: 0.61019 Generator_loss: 158.465 
[INFO] 2020-09-16 22:38:59 > Step:   69500 Progress: 69.5% Elapsed: 7:36:27 temperature: no ada_p: No Discriminator_loss: -1.00481 Generator_loss: 249.058 
[INFO] 2020-09-16 22:39:40 > Step:   69600 Progress: 69.6% Elapsed: 7:37:09 temperature: no ada_p: No Discriminator_loss: 3.47409 Generator_loss: 328.925 
[INFO] 2020-09-16 22:40:22 > Step:   69700 Progress: 69.7% Elapsed: 7:37:50 temperature: no ada_p: No Discriminator_loss: -1.30996 Generator_loss: 151.936 
[INFO] 2020-09-16 22:41:03 > Step:   69800 Progress: 69.8% Elapsed: 7:38:31 temperature: no ada_p: No Discriminator_loss: -0.676152 Generator_loss: 94.6701 
[INFO] 2020-09-16 22:41:44 > Step:   69900 Progress: 69.9% Elapsed: 7:39:12 temperature: no ada_p: No Discriminator_loss: 0.142758 Generator_loss: 223.808 
[INFO] 2020-09-16 22:42:26 > Step:   70000 Progress: 70.0% Elapsed: 7:39:54 temperature: no ada_p: No Discriminator_loss: -1.46992 Generator_loss: 308.133 
[INFO] 2020-09-16 22:42:26 > Start Evaluation (70000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 22:44:06 > F_8 score (Step: 70000, Using test images): 0.7210067573598508
[INFO] 2020-09-16 22:44:06 > F_1/8 score (Step: 70000, Using test images): 0.859553790160787
[INFO] 2020-09-16 22:44:06 > FID score (Step: 70000, Using test moments): 60.72846366737173
[INFO] 2020-09-16 22:44:06 > Inception score (Step: 70000, 10000 generated images): 5.468136310577393
[INFO] 2020-09-16 22:44:06 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 22:44:07 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 22:44:46 > Step:   70100 Progress: 70.1% Elapsed: 7:42:15 temperature: no ada_p: No Discriminator_loss: -1.10561 Generator_loss: 146.432 
[INFO] 2020-09-16 22:45:28 > Step:   70200 Progress: 70.2% Elapsed: 7:42:56 temperature: no ada_p: No Discriminator_loss: 0.0991982 Generator_loss: 245.51 
[INFO] 2020-09-16 22:46:10 > Step:   70300 Progress: 70.3% Elapsed: 7:43:38 temperature: no ada_p: No Discriminator_loss: 0.381499 Generator_loss: 336.625 
[INFO] 2020-09-16 22:46:51 > Step:   70400 Progress: 70.4% Elapsed: 7:44:19 temperature: no ada_p: No Discriminator_loss: 0.140414 Generator_loss: 448.528 
[INFO] 2020-09-16 22:47:33 > Step:   70500 Progress: 70.5% Elapsed: 7:45:01 temperature: no ada_p: No Discriminator_loss: -0.642987 Generator_loss: 199.138 
[INFO] 2020-09-16 22:48:14 > Step:   70600 Progress: 70.6% Elapsed: 7:45:42 temperature: no ada_p: No Discriminator_loss: -1.41233 Generator_loss: 307.981 
[INFO] 2020-09-16 22:48:55 > Step:   70700 Progress: 70.7% Elapsed: 7:46:24 temperature: no ada_p: No Discriminator_loss: 0.479536 Generator_loss: 394.423 
[INFO] 2020-09-16 22:49:37 > Step:   70800 Progress: 70.8% Elapsed: 7:47:05 temperature: no ada_p: No Discriminator_loss: 1.87206 Generator_loss: 483.059 
[INFO] 2020-09-16 22:50:18 > Step:   70900 Progress: 70.9% Elapsed: 7:47:46 temperature: no ada_p: No Discriminator_loss: 1.20418 Generator_loss: -79.5697 
[INFO] 2020-09-16 22:51:00 > Step:   71000 Progress: 71.0% Elapsed: 7:48:28 temperature: no ada_p: No Discriminator_loss: -1.13952 Generator_loss: 48.3467 
[INFO] 2020-09-16 22:51:41 > Step:   71100 Progress: 71.1% Elapsed: 7:49:09 temperature: no ada_p: No Discriminator_loss: -0.842493 Generator_loss: 92.4679 
[INFO] 2020-09-16 22:52:22 > Step:   71200 Progress: 71.2% Elapsed: 7:49:50 temperature: no ada_p: No Discriminator_loss: -0.877383 Generator_loss: 110.818 
[INFO] 2020-09-16 22:53:03 > Step:   71300 Progress: 71.3% Elapsed: 7:50:31 temperature: no ada_p: No Discriminator_loss: -1.10267 Generator_loss: 50.1194 
[INFO] 2020-09-16 22:53:44 > Step:   71400 Progress: 71.4% Elapsed: 7:51:13 temperature: no ada_p: No Discriminator_loss: -1.24694 Generator_loss: 438.325 
[INFO] 2020-09-16 22:54:25 > Step:   71500 Progress: 71.5% Elapsed: 7:51:53 temperature: no ada_p: No Discriminator_loss: 1.32536 Generator_loss: 287.261 
[INFO] 2020-09-16 22:55:07 > Step:   71600 Progress: 71.6% Elapsed: 7:52:35 temperature: no ada_p: No Discriminator_loss: -0.318222 Generator_loss: 258.138 
[INFO] 2020-09-16 22:55:48 > Step:   71700 Progress: 71.7% Elapsed: 7:53:16 temperature: no ada_p: No Discriminator_loss: 1.12264 Generator_loss: 198.205 
[INFO] 2020-09-16 22:56:29 > Step:   71800 Progress: 71.8% Elapsed: 7:53:57 temperature: no ada_p: No Discriminator_loss: 0.19516 Generator_loss: 208.855 
[INFO] 2020-09-16 22:57:10 > Step:   71900 Progress: 71.9% Elapsed: 7:54:38 temperature: no ada_p: No Discriminator_loss: 0.778847 Generator_loss: 261.444 
[INFO] 2020-09-16 22:57:51 > Step:   72000 Progress: 72.0% Elapsed: 7:55:19 temperature: no ada_p: No Discriminator_loss: -0.60873 Generator_loss: 100.68 
[INFO] 2020-09-16 22:57:51 > Start Evaluation (72000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 22:59:34 > F_8 score (Step: 72000, Using test images): 0.6887245131182238
[INFO] 2020-09-16 22:59:34 > F_1/8 score (Step: 72000, Using test images): 0.8604903376192405
[INFO] 2020-09-16 22:59:34 > FID score (Step: 72000, Using test moments): 61.45880884351669
[INFO] 2020-09-16 22:59:34 > Inception score (Step: 72000, 10000 generated images): 5.554708957672119
[INFO] 2020-09-16 22:59:34 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 22:59:34 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 23:00:14 > Step:   72100 Progress: 72.1% Elapsed: 7:57:42 temperature: no ada_p: No Discriminator_loss: 1.15539 Generator_loss: 87.5758 
[INFO] 2020-09-16 23:00:56 > Step:   72200 Progress: 72.2% Elapsed: 7:58:24 temperature: no ada_p: No Discriminator_loss: -0.0162433 Generator_loss: -9.28785 
[INFO] 2020-09-16 23:01:37 > Step:   72300 Progress: 72.3% Elapsed: 7:59:05 temperature: no ada_p: No Discriminator_loss: 0.288314 Generator_loss: -5.27288 
[INFO] 2020-09-16 23:02:18 > Step:   72400 Progress: 72.4% Elapsed: 7:59:47 temperature: no ada_p: No Discriminator_loss: -0.595634 Generator_loss: 348.876 
[INFO] 2020-09-16 23:03:00 > Step:   72500 Progress: 72.5% Elapsed: 8:00:28 temperature: no ada_p: No Discriminator_loss: 0.055235 Generator_loss: -4.38002 
[INFO] 2020-09-16 23:03:41 > Step:   72600 Progress: 72.6% Elapsed: 8:01:09 temperature: no ada_p: No Discriminator_loss: 1.46672 Generator_loss: 102.895 
[INFO] 2020-09-16 23:04:22 > Step:   72700 Progress: 72.7% Elapsed: 8:01:51 temperature: no ada_p: No Discriminator_loss: -0.286411 Generator_loss: 43.2407 
[INFO] 2020-09-16 23:05:04 > Step:   72800 Progress: 72.8% Elapsed: 8:02:32 temperature: no ada_p: No Discriminator_loss: -0.545345 Generator_loss: -80.0904 
[INFO] 2020-09-16 23:05:45 > Step:   72900 Progress: 72.9% Elapsed: 8:03:13 temperature: no ada_p: No Discriminator_loss: -0.364003 Generator_loss: -157.553 
[INFO] 2020-09-16 23:06:26 > Step:   73000 Progress: 73.0% Elapsed: 8:03:55 temperature: no ada_p: No Discriminator_loss: -1.99079 Generator_loss: -11.268 
[INFO] 2020-09-16 23:07:07 > Step:   73100 Progress: 73.1% Elapsed: 8:04:36 temperature: no ada_p: No Discriminator_loss: -3.19656 Generator_loss: 75.9849 
[INFO] 2020-09-16 23:07:49 > Step:   73200 Progress: 73.2% Elapsed: 8:05:17 temperature: no ada_p: No Discriminator_loss: -1.02853 Generator_loss: 175.033 
[INFO] 2020-09-16 23:08:30 > Step:   73300 Progress: 73.3% Elapsed: 8:05:59 temperature: no ada_p: No Discriminator_loss: -0.053209 Generator_loss: -25.3948 
[INFO] 2020-09-16 23:09:11 > Step:   73400 Progress: 73.4% Elapsed: 8:06:39 temperature: no ada_p: No Discriminator_loss: -5.04356 Generator_loss: 209.241 
[INFO] 2020-09-16 23:09:52 > Step:   73500 Progress: 73.5% Elapsed: 8:07:21 temperature: no ada_p: No Discriminator_loss: -2.58845 Generator_loss: 307.501 
[INFO] 2020-09-16 23:10:34 > Step:   73600 Progress: 73.6% Elapsed: 8:08:02 temperature: no ada_p: No Discriminator_loss: -0.72596 Generator_loss: 117.781 
[INFO] 2020-09-16 23:11:15 > Step:   73700 Progress: 73.7% Elapsed: 8:08:43 temperature: no ada_p: No Discriminator_loss: -1.48062 Generator_loss: 57.228 
[INFO] 2020-09-16 23:11:56 > Step:   73800 Progress: 73.8% Elapsed: 8:09:25 temperature: no ada_p: No Discriminator_loss: 1.11734 Generator_loss: -17.1094 
[INFO] 2020-09-16 23:12:38 > Step:   73900 Progress: 73.9% Elapsed: 8:10:06 temperature: no ada_p: No Discriminator_loss: 1.39011 Generator_loss: -99.7436 
[INFO] 2020-09-16 23:13:19 > Step:   74000 Progress: 74.0% Elapsed: 8:10:47 temperature: no ada_p: No Discriminator_loss: -1.14103 Generator_loss: 129.215 
[INFO] 2020-09-16 23:13:19 > Start Evaluation (74000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 23:14:54 > F_8 score (Step: 74000, Using test images): 0.6554471583771186
[INFO] 2020-09-16 23:14:54 > F_1/8 score (Step: 74000, Using test images): 0.8403358422271358
[INFO] 2020-09-16 23:14:54 > FID score (Step: 74000, Using test moments): 65.25130985535765
[INFO] 2020-09-16 23:14:54 > Inception score (Step: 74000, 10000 generated images): 5.188344478607178
[INFO] 2020-09-16 23:14:54 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 23:14:54 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 23:15:35 > Step:   74100 Progress: 74.1% Elapsed: 8:13:03 temperature: no ada_p: No Discriminator_loss: -0.210893 Generator_loss: -32.6832 
[INFO] 2020-09-16 23:16:16 > Step:   74200 Progress: 74.2% Elapsed: 8:13:45 temperature: no ada_p: No Discriminator_loss: -0.289401 Generator_loss: 107.786 
[INFO] 2020-09-16 23:16:58 > Step:   74300 Progress: 74.3% Elapsed: 8:14:26 temperature: no ada_p: No Discriminator_loss: 0.529584 Generator_loss: 290.603 
[INFO] 2020-09-16 23:17:39 > Step:   74400 Progress: 74.4% Elapsed: 8:15:08 temperature: no ada_p: No Discriminator_loss: -0.298937 Generator_loss: 208.364 
[INFO] 2020-09-16 23:18:20 > Step:   74500 Progress: 74.5% Elapsed: 8:15:49 temperature: no ada_p: No Discriminator_loss: -0.567607 Generator_loss: 124.277 
[INFO] 2020-09-16 23:19:02 > Step:   74600 Progress: 74.6% Elapsed: 8:16:30 temperature: no ada_p: No Discriminator_loss: -2.342 Generator_loss: 313.546 
[INFO] 2020-09-16 23:19:43 > Step:   74700 Progress: 74.7% Elapsed: 8:17:12 temperature: no ada_p: No Discriminator_loss: -0.555104 Generator_loss: 234.165 
[INFO] 2020-09-16 23:20:24 > Step:   74800 Progress: 74.8% Elapsed: 8:17:52 temperature: no ada_p: No Discriminator_loss: 1.65626 Generator_loss: 254.28 
[INFO] 2020-09-16 23:21:06 > Step:   74900 Progress: 74.9% Elapsed: 8:18:34 temperature: no ada_p: No Discriminator_loss: -3.14452 Generator_loss: 155.246 
[INFO] 2020-09-16 23:21:47 > Step:   75000 Progress: 75.0% Elapsed: 8:19:15 temperature: no ada_p: No Discriminator_loss: 0.368206 Generator_loss: 107.861 
[INFO] 2020-09-16 23:22:28 > Step:   75100 Progress: 75.1% Elapsed: 8:19:56 temperature: no ada_p: No Discriminator_loss: -0.240042 Generator_loss: 76.1441 
[INFO] 2020-09-16 23:23:09 > Step:   75200 Progress: 75.2% Elapsed: 8:20:37 temperature: no ada_p: No Discriminator_loss: -0.797516 Generator_loss: -60.1438 
[INFO] 2020-09-16 23:23:50 > Step:   75300 Progress: 75.3% Elapsed: 8:21:19 temperature: no ada_p: No Discriminator_loss: -0.708692 Generator_loss: 290.625 
[INFO] 2020-09-16 23:24:31 > Step:   75400 Progress: 75.4% Elapsed: 8:21:59 temperature: no ada_p: No Discriminator_loss: -1.78245 Generator_loss: 324.448 
[INFO] 2020-09-16 23:25:13 > Step:   75500 Progress: 75.5% Elapsed: 8:22:41 temperature: no ada_p: No Discriminator_loss: 2.45951 Generator_loss: 152.553 
[INFO] 2020-09-16 23:25:53 > Step:   75600 Progress: 75.6% Elapsed: 8:23:22 temperature: no ada_p: No Discriminator_loss: 1.73363 Generator_loss: 136.985 
[INFO] 2020-09-16 23:26:35 > Step:   75700 Progress: 75.7% Elapsed: 8:24:03 temperature: no ada_p: No Discriminator_loss: 1.4538 Generator_loss: 215.974 
[INFO] 2020-09-16 23:27:16 > Step:   75800 Progress: 75.8% Elapsed: 8:24:44 temperature: no ada_p: No Discriminator_loss: -1.56784 Generator_loss: 201.649 
[INFO] 2020-09-16 23:27:56 > Step:   75900 Progress: 75.9% Elapsed: 8:25:25 temperature: no ada_p: No Discriminator_loss: -0.815666 Generator_loss: 329.843 
[INFO] 2020-09-16 23:28:38 > Step:   76000 Progress: 76.0% Elapsed: 8:26:06 temperature: no ada_p: No Discriminator_loss: -0.12629 Generator_loss: 315.839 
[INFO] 2020-09-16 23:28:38 > Start Evaluation (76000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 23:30:15 > F_8 score (Step: 76000, Using test images): 0.6772132234411063
[INFO] 2020-09-16 23:30:15 > F_1/8 score (Step: 76000, Using test images): 0.8739258805067157
[INFO] 2020-09-16 23:30:15 > FID score (Step: 76000, Using test moments): 60.16526679264757
[INFO] 2020-09-16 23:30:15 > Inception score (Step: 76000, 10000 generated images): 5.429589748382568
[INFO] 2020-09-16 23:30:15 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 23:30:15 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 23:30:56 > Step:   76100 Progress: 76.1% Elapsed: 8:28:24 temperature: no ada_p: No Discriminator_loss: -0.73402 Generator_loss: 234.828 
[INFO] 2020-09-16 23:31:37 > Step:   76200 Progress: 76.2% Elapsed: 8:29:05 temperature: no ada_p: No Discriminator_loss: -0.0971812 Generator_loss: 251.108 
[INFO] 2020-09-16 23:32:18 > Step:   76300 Progress: 76.3% Elapsed: 8:29:46 temperature: no ada_p: No Discriminator_loss: -0.957346 Generator_loss: 324.077 
[INFO] 2020-09-16 23:33:00 > Step:   76400 Progress: 76.4% Elapsed: 8:30:28 temperature: no ada_p: No Discriminator_loss: 0.0238988 Generator_loss: 166.231 
[INFO] 2020-09-16 23:33:41 > Step:   76500 Progress: 76.5% Elapsed: 8:31:09 temperature: no ada_p: No Discriminator_loss: -0.775843 Generator_loss: -22.8104 
[INFO] 2020-09-16 23:34:22 > Step:   76600 Progress: 76.6% Elapsed: 8:31:50 temperature: no ada_p: No Discriminator_loss: 0.20124 Generator_loss: 207.815 
[INFO] 2020-09-16 23:35:03 > Step:   76700 Progress: 76.7% Elapsed: 8:32:32 temperature: no ada_p: No Discriminator_loss: -0.686893 Generator_loss: 123.254 
[INFO] 2020-09-16 23:35:44 > Step:   76800 Progress: 76.8% Elapsed: 8:33:13 temperature: no ada_p: No Discriminator_loss: 1.34064 Generator_loss: 212.591 
[INFO] 2020-09-16 23:36:26 > Step:   76900 Progress: 76.9% Elapsed: 8:33:54 temperature: no ada_p: No Discriminator_loss: 0.653358 Generator_loss: -12.1314 
[INFO] 2020-09-16 23:37:07 > Step:   77000 Progress: 77.0% Elapsed: 8:34:35 temperature: no ada_p: No Discriminator_loss: 0.116598 Generator_loss: -93.5519 
[INFO] 2020-09-16 23:37:48 > Step:   77100 Progress: 77.1% Elapsed: 8:35:16 temperature: no ada_p: No Discriminator_loss: -2.11409 Generator_loss: -177.355 
[INFO] 2020-09-16 23:38:30 > Step:   77200 Progress: 77.2% Elapsed: 8:35:58 temperature: no ada_p: No Discriminator_loss: -0.369472 Generator_loss: -18.2543 
[INFO] 2020-09-16 23:39:10 > Step:   77300 Progress: 77.3% Elapsed: 8:36:39 temperature: no ada_p: No Discriminator_loss: 0.79834 Generator_loss: -171.415 
[INFO] 2020-09-16 23:39:52 > Step:   77400 Progress: 77.4% Elapsed: 8:37:20 temperature: no ada_p: No Discriminator_loss: 2.78274 Generator_loss: 82.9301 
[INFO] 2020-09-16 23:40:33 > Step:   77500 Progress: 77.5% Elapsed: 8:38:02 temperature: no ada_p: No Discriminator_loss: -0.779391 Generator_loss: 111.383 
[INFO] 2020-09-16 23:41:14 > Step:   77600 Progress: 77.6% Elapsed: 8:38:43 temperature: no ada_p: No Discriminator_loss: -3.54817 Generator_loss: -73.6319 
[INFO] 2020-09-16 23:41:56 > Step:   77700 Progress: 77.7% Elapsed: 8:39:24 temperature: no ada_p: No Discriminator_loss: 1.3313 Generator_loss: -95.9489 
[INFO] 2020-09-16 23:42:37 > Step:   77800 Progress: 77.8% Elapsed: 8:40:05 temperature: no ada_p: No Discriminator_loss: 0.744963 Generator_loss: 110.753 
[INFO] 2020-09-16 23:43:18 > Step:   77900 Progress: 77.9% Elapsed: 8:40:46 temperature: no ada_p: No Discriminator_loss: 0.623003 Generator_loss: 103.402 
[INFO] 2020-09-16 23:43:59 > Step:   78000 Progress: 78.0% Elapsed: 8:41:28 temperature: no ada_p: No Discriminator_loss: 0.427416 Generator_loss: 189.543 
[INFO] 2020-09-16 23:43:59 > Start Evaluation (78000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 23:45:36 > F_8 score (Step: 78000, Using test images): 0.6944763303313347
[INFO] 2020-09-16 23:45:36 > F_1/8 score (Step: 78000, Using test images): 0.8221428455058426
[INFO] 2020-09-16 23:45:36 > FID score (Step: 78000, Using test moments): 66.4652979298163
[INFO] 2020-09-16 23:45:36 > Inception score (Step: 78000, 10000 generated images): 5.0596089363098145
[INFO] 2020-09-16 23:45:36 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-16 23:45:36 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-16 23:46:16 > Step:   78100 Progress: 78.1% Elapsed: 8:43:44 temperature: no ada_p: No Discriminator_loss: -0.222205 Generator_loss: 161.303 
[INFO] 2020-09-16 23:46:57 > Step:   78200 Progress: 78.2% Elapsed: 8:44:26 temperature: no ada_p: No Discriminator_loss: 1.41952 Generator_loss: 106.978 
[INFO] 2020-09-16 23:47:39 > Step:   78300 Progress: 78.3% Elapsed: 8:45:07 temperature: no ada_p: No Discriminator_loss: -0.934206 Generator_loss: 140.107 
[INFO] 2020-09-16 23:48:20 > Step:   78400 Progress: 78.4% Elapsed: 8:45:49 temperature: no ada_p: No Discriminator_loss: -0.254699 Generator_loss: 245.239 
[INFO] 2020-09-16 23:49:02 > Step:   78500 Progress: 78.5% Elapsed: 8:46:30 temperature: no ada_p: No Discriminator_loss: -0.298215 Generator_loss: 152.935 
[INFO] 2020-09-16 23:49:43 > Step:   78600 Progress: 78.6% Elapsed: 8:47:12 temperature: no ada_p: No Discriminator_loss: -0.610996 Generator_loss: 153.841 
[INFO] 2020-09-16 23:50:24 > Step:   78700 Progress: 78.7% Elapsed: 8:47:53 temperature: no ada_p: No Discriminator_loss: -1.1226 Generator_loss: 242.566 
[INFO] 2020-09-16 23:51:06 > Step:   78800 Progress: 78.8% Elapsed: 8:48:34 temperature: no ada_p: No Discriminator_loss: -14.5877 Generator_loss: 285.035 
[INFO] 2020-09-16 23:51:48 > Step:   78900 Progress: 78.9% Elapsed: 8:49:16 temperature: no ada_p: No Discriminator_loss: 0.723529 Generator_loss: 219.104 
[INFO] 2020-09-16 23:52:28 > Step:   79000 Progress: 79.0% Elapsed: 8:49:57 temperature: no ada_p: No Discriminator_loss: 1.13786 Generator_loss: 370.281 
[INFO] 2020-09-16 23:53:10 > Step:   79100 Progress: 79.1% Elapsed: 8:50:38 temperature: no ada_p: No Discriminator_loss: -0.108261 Generator_loss: 462.171 
[INFO] 2020-09-16 23:53:51 > Step:   79200 Progress: 79.2% Elapsed: 8:51:20 temperature: no ada_p: No Discriminator_loss: -1.56747 Generator_loss: 335.589 
[INFO] 2020-09-16 23:54:32 > Step:   79300 Progress: 79.3% Elapsed: 8:52:01 temperature: no ada_p: No Discriminator_loss: -0.235122 Generator_loss: 208.049 
[INFO] 2020-09-16 23:55:14 > Step:   79400 Progress: 79.4% Elapsed: 8:52:42 temperature: no ada_p: No Discriminator_loss: -0.585603 Generator_loss: 170.201 
[INFO] 2020-09-16 23:55:55 > Step:   79500 Progress: 79.5% Elapsed: 8:53:23 temperature: no ada_p: No Discriminator_loss: 1.37648 Generator_loss: 290.826 
[INFO] 2020-09-16 23:56:36 > Step:   79600 Progress: 79.6% Elapsed: 8:54:04 temperature: no ada_p: No Discriminator_loss: -0.506192 Generator_loss: 245.032 
[INFO] 2020-09-16 23:57:17 > Step:   79700 Progress: 79.7% Elapsed: 8:54:46 temperature: no ada_p: No Discriminator_loss: 0.182341 Generator_loss: 124.541 
[INFO] 2020-09-16 23:57:58 > Step:   79800 Progress: 79.8% Elapsed: 8:55:27 temperature: no ada_p: No Discriminator_loss: 3.50517 Generator_loss: 180.589 
[INFO] 2020-09-16 23:58:40 > Step:   79900 Progress: 79.9% Elapsed: 8:56:08 temperature: no ada_p: No Discriminator_loss: 0.120174 Generator_loss: 97.9062 
[INFO] 2020-09-16 23:59:21 > Step:   80000 Progress: 80.0% Elapsed: 8:56:49 temperature: no ada_p: No Discriminator_loss: 0.16184 Generator_loss: 166.785 
[INFO] 2020-09-16 23:59:21 > Start Evaluation (80000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 00:00:56 > F_8 score (Step: 80000, Using test images): 0.6578202409963633
[INFO] 2020-09-17 00:00:56 > F_1/8 score (Step: 80000, Using test images): 0.8544662455622292
[INFO] 2020-09-17 00:00:56 > FID score (Step: 80000, Using test moments): 65.17163012523861
[INFO] 2020-09-17 00:00:56 > Inception score (Step: 80000, 10000 generated images): 5.056042194366455
[INFO] 2020-09-17 00:00:56 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-17 00:00:56 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 00:01:36 > Step:   80100 Progress: 80.1% Elapsed: 8:59:04 temperature: no ada_p: No Discriminator_loss: -1.82441 Generator_loss: 159.77 
[INFO] 2020-09-17 00:02:18 > Step:   80200 Progress: 80.2% Elapsed: 8:59:46 temperature: no ada_p: No Discriminator_loss: -0.442587 Generator_loss: 253.663 
[INFO] 2020-09-17 00:02:59 > Step:   80300 Progress: 80.3% Elapsed: 9:00:28 temperature: no ada_p: No Discriminator_loss: -1.61074 Generator_loss: 108.526 
[INFO] 2020-09-17 00:03:40 > Step:   80400 Progress: 80.4% Elapsed: 9:01:09 temperature: no ada_p: No Discriminator_loss: -0.484022 Generator_loss: 156.52 
[INFO] 2020-09-17 00:04:22 > Step:   80500 Progress: 80.5% Elapsed: 9:01:50 temperature: no ada_p: No Discriminator_loss: -0.480239 Generator_loss: 136.595 
[INFO] 2020-09-17 00:05:03 > Step:   80600 Progress: 80.6% Elapsed: 9:02:31 temperature: no ada_p: No Discriminator_loss: -0.471256 Generator_loss: 75.6117 
[INFO] 2020-09-17 00:05:45 > Step:   80700 Progress: 80.7% Elapsed: 9:03:13 temperature: no ada_p: No Discriminator_loss: -1.52443 Generator_loss: 68.623 
[INFO] 2020-09-17 00:06:26 > Step:   80800 Progress: 80.8% Elapsed: 9:03:54 temperature: no ada_p: No Discriminator_loss: -1.44075 Generator_loss: 483.438 
[INFO] 2020-09-17 00:07:07 > Step:   80900 Progress: 80.9% Elapsed: 9:04:35 temperature: no ada_p: No Discriminator_loss: -0.608618 Generator_loss: 230.515 
[INFO] 2020-09-17 00:07:49 > Step:   81000 Progress: 81.0% Elapsed: 9:05:17 temperature: no ada_p: No Discriminator_loss: -0.103751 Generator_loss: -42.8751 
[INFO] 2020-09-17 00:08:30 > Step:   81100 Progress: 81.1% Elapsed: 9:05:59 temperature: no ada_p: No Discriminator_loss: -0.765635 Generator_loss: -140.741 
[INFO] 2020-09-17 00:09:11 > Step:   81200 Progress: 81.2% Elapsed: 9:06:40 temperature: no ada_p: No Discriminator_loss: 1.00872 Generator_loss: 227.735 
[INFO] 2020-09-17 00:09:53 > Step:   81300 Progress: 81.3% Elapsed: 9:07:21 temperature: no ada_p: No Discriminator_loss: 0.121074 Generator_loss: 248.984 
[INFO] 2020-09-17 00:10:34 > Step:   81400 Progress: 81.4% Elapsed: 9:08:03 temperature: no ada_p: No Discriminator_loss: 0.245809 Generator_loss: 292.14 
[INFO] 2020-09-17 00:11:15 > Step:   81500 Progress: 81.5% Elapsed: 9:08:43 temperature: no ada_p: No Discriminator_loss: 1.45414 Generator_loss: 159.478 
[INFO] 2020-09-17 00:11:57 > Step:   81600 Progress: 81.6% Elapsed: 9:09:25 temperature: no ada_p: No Discriminator_loss: 0.784411 Generator_loss: 23.2387 
[INFO] 2020-09-17 00:12:38 > Step:   81700 Progress: 81.7% Elapsed: 9:10:07 temperature: no ada_p: No Discriminator_loss: -0.407754 Generator_loss: -85.7305 
[INFO] 2020-09-17 00:13:19 > Step:   81800 Progress: 81.8% Elapsed: 9:10:47 temperature: no ada_p: No Discriminator_loss: 0.252404 Generator_loss: 176.154 
[INFO] 2020-09-17 00:14:00 > Step:   81900 Progress: 81.9% Elapsed: 9:11:29 temperature: no ada_p: No Discriminator_loss: -2.91819 Generator_loss: 360.151 
[INFO] 2020-09-17 00:14:41 > Step:   82000 Progress: 82.0% Elapsed: 9:12:09 temperature: no ada_p: No Discriminator_loss: -1.3069 Generator_loss: -6.73614 
[INFO] 2020-09-17 00:14:41 > Start Evaluation (82000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 00:16:18 > F_8 score (Step: 82000, Using test images): 0.6462020637226215
[INFO] 2020-09-17 00:16:18 > F_1/8 score (Step: 82000, Using test images): 0.8679023231765379
[INFO] 2020-09-17 00:16:18 > FID score (Step: 82000, Using test moments): 61.49290594773959
[INFO] 2020-09-17 00:16:18 > Inception score (Step: 82000, 10000 generated images): 5.086627960205078
[INFO] 2020-09-17 00:16:18 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-17 00:16:18 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 00:16:58 > Step:   82100 Progress: 82.1% Elapsed: 9:14:27 temperature: no ada_p: No Discriminator_loss: -0.246946 Generator_loss: 5.57737 
[INFO] 2020-09-17 00:17:40 > Step:   82200 Progress: 82.2% Elapsed: 9:15:08 temperature: no ada_p: No Discriminator_loss: 0.261811 Generator_loss: 114.569 
[INFO] 2020-09-17 00:18:21 > Step:   82300 Progress: 82.3% Elapsed: 9:15:49 temperature: no ada_p: No Discriminator_loss: -3.38396 Generator_loss: 414.807 
[INFO] 2020-09-17 00:19:03 > Step:   82400 Progress: 82.4% Elapsed: 9:16:31 temperature: no ada_p: No Discriminator_loss: 0.0612684 Generator_loss: 232.189 
[INFO] 2020-09-17 00:19:44 > Step:   82500 Progress: 82.5% Elapsed: 9:17:13 temperature: no ada_p: No Discriminator_loss: 0.300206 Generator_loss: -1.07702 
[INFO] 2020-09-17 00:20:25 > Step:   82600 Progress: 82.6% Elapsed: 9:17:54 temperature: no ada_p: No Discriminator_loss: -1.17168 Generator_loss: -304.412 
[INFO] 2020-09-17 00:21:07 > Step:   82700 Progress: 82.7% Elapsed: 9:18:35 temperature: no ada_p: No Discriminator_loss: -0.215212 Generator_loss: 17.0218 
[INFO] 2020-09-17 00:21:48 > Step:   82800 Progress: 82.8% Elapsed: 9:19:17 temperature: no ada_p: No Discriminator_loss: -0.293004 Generator_loss: 23.039 
[INFO] 2020-09-17 00:22:29 > Step:   82900 Progress: 82.9% Elapsed: 9:19:58 temperature: no ada_p: No Discriminator_loss: 1.09242 Generator_loss: 29.749 
[INFO] 2020-09-17 00:23:11 > Step:   83000 Progress: 83.0% Elapsed: 9:20:39 temperature: no ada_p: No Discriminator_loss: -1.52799 Generator_loss: 93.0443 
[INFO] 2020-09-17 00:23:52 > Step:   83100 Progress: 83.1% Elapsed: 9:21:20 temperature: no ada_p: No Discriminator_loss: 0.766117 Generator_loss: -27.7621 
[INFO] 2020-09-17 00:24:33 > Step:   83200 Progress: 83.2% Elapsed: 9:22:01 temperature: no ada_p: No Discriminator_loss: 0.388933 Generator_loss: 187.065 
[INFO] 2020-09-17 00:25:15 > Step:   83300 Progress: 83.3% Elapsed: 9:22:43 temperature: no ada_p: No Discriminator_loss: 0.692753 Generator_loss: 265.672 
[INFO] 2020-09-17 00:25:55 > Step:   83400 Progress: 83.4% Elapsed: 9:23:24 temperature: no ada_p: No Discriminator_loss: 1.99888 Generator_loss: 148.27 
[INFO] 2020-09-17 00:26:37 > Step:   83500 Progress: 83.5% Elapsed: 9:24:05 temperature: no ada_p: No Discriminator_loss: 1.14047 Generator_loss: 306.448 
[INFO] 2020-09-17 00:27:18 > Step:   83600 Progress: 83.6% Elapsed: 9:24:47 temperature: no ada_p: No Discriminator_loss: -2.32926 Generator_loss: 197.991 
[INFO] 2020-09-17 00:27:59 > Step:   83700 Progress: 83.7% Elapsed: 9:25:27 temperature: no ada_p: No Discriminator_loss: 0.39795 Generator_loss: 77.0391 
[INFO] 2020-09-17 00:28:40 > Step:   83800 Progress: 83.8% Elapsed: 9:26:09 temperature: no ada_p: No Discriminator_loss: -0.0443841 Generator_loss: 60.9276 
[INFO] 2020-09-17 00:29:22 > Step:   83900 Progress: 83.9% Elapsed: 9:26:50 temperature: no ada_p: No Discriminator_loss: -0.814148 Generator_loss: -141.019 
[INFO] 2020-09-17 00:30:03 > Step:   84000 Progress: 84.0% Elapsed: 9:27:31 temperature: no ada_p: No Discriminator_loss: -2.10811 Generator_loss: 107.871 
[INFO] 2020-09-17 00:30:03 > Start Evaluation (84000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 00:31:37 > F_8 score (Step: 84000, Using test images): 0.6419181702957654
[INFO] 2020-09-17 00:31:37 > F_1/8 score (Step: 84000, Using test images): 0.838730515189288
[INFO] 2020-09-17 00:31:37 > FID score (Step: 84000, Using test moments): 64.43509140953034
[INFO] 2020-09-17 00:31:37 > Inception score (Step: 84000, 10000 generated images): 5.131675720214844
[INFO] 2020-09-17 00:31:37 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-17 00:31:37 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 00:32:18 > Step:   84100 Progress: 84.1% Elapsed: 9:29:46 temperature: no ada_p: No Discriminator_loss: 1.74564 Generator_loss: -56.8718 
[INFO] 2020-09-17 00:32:59 > Step:   84200 Progress: 84.2% Elapsed: 9:30:27 temperature: no ada_p: No Discriminator_loss: 0.274114 Generator_loss: 88.8701 
[INFO] 2020-09-17 00:33:40 > Step:   84300 Progress: 84.3% Elapsed: 9:31:08 temperature: no ada_p: No Discriminator_loss: 1.0142 Generator_loss: 56.6104 
[INFO] 2020-09-17 00:34:22 > Step:   84400 Progress: 84.4% Elapsed: 9:31:50 temperature: no ada_p: No Discriminator_loss: 0.0798829 Generator_loss: 234.948 
[INFO] 2020-09-17 00:35:03 > Step:   84500 Progress: 84.5% Elapsed: 9:32:31 temperature: no ada_p: No Discriminator_loss: -0.0336 Generator_loss: 55.5011 
[INFO] 2020-09-17 00:35:44 > Step:   84600 Progress: 84.6% Elapsed: 9:33:13 temperature: no ada_p: No Discriminator_loss: -1.08879 Generator_loss: 139.519 
[INFO] 2020-09-17 00:36:26 > Step:   84700 Progress: 84.7% Elapsed: 9:33:54 temperature: no ada_p: No Discriminator_loss: 0.182291 Generator_loss: 10.6076 
[INFO] 2020-09-17 00:37:07 > Step:   84800 Progress: 84.8% Elapsed: 9:34:35 temperature: no ada_p: No Discriminator_loss: -1.64584 Generator_loss: -2.81456 
[INFO] 2020-09-17 00:37:48 > Step:   84900 Progress: 84.9% Elapsed: 9:35:17 temperature: no ada_p: No Discriminator_loss: -1.77662 Generator_loss: -397.522 
[INFO] 2020-09-17 00:38:30 > Step:   85000 Progress: 85.0% Elapsed: 9:35:58 temperature: no ada_p: No Discriminator_loss: -0.591537 Generator_loss: -108.9 
[INFO] 2020-09-17 00:39:11 > Step:   85100 Progress: 85.1% Elapsed: 9:36:39 temperature: no ada_p: No Discriminator_loss: -0.429556 Generator_loss: -205.969 
[INFO] 2020-09-17 00:39:52 > Step:   85200 Progress: 85.2% Elapsed: 9:37:20 temperature: no ada_p: No Discriminator_loss: -0.617463 Generator_loss: 95.3276 
[INFO] 2020-09-17 00:40:33 > Step:   85300 Progress: 85.3% Elapsed: 9:38:01 temperature: no ada_p: No Discriminator_loss: 0.2138 Generator_loss: 145.076 
[INFO] 2020-09-17 00:41:14 > Step:   85400 Progress: 85.4% Elapsed: 9:38:42 temperature: no ada_p: No Discriminator_loss: -1.3483 Generator_loss: 281.757 
[INFO] 2020-09-17 00:41:55 > Step:   85500 Progress: 85.5% Elapsed: 9:39:24 temperature: no ada_p: No Discriminator_loss: 1.29119 Generator_loss: 210.923 
[INFO] 2020-09-17 00:42:36 > Step:   85600 Progress: 85.6% Elapsed: 9:40:04 temperature: no ada_p: No Discriminator_loss: 0.235204 Generator_loss: 183.827 
[INFO] 2020-09-17 00:43:18 > Step:   85700 Progress: 85.7% Elapsed: 9:40:46 temperature: no ada_p: No Discriminator_loss: 1.97584 Generator_loss: 65.6632 
[INFO] 2020-09-17 00:43:59 > Step:   85800 Progress: 85.8% Elapsed: 9:41:27 temperature: no ada_p: No Discriminator_loss: 0.426397 Generator_loss: -51.32 
[INFO] 2020-09-17 00:44:40 > Step:   85900 Progress: 85.9% Elapsed: 9:42:08 temperature: no ada_p: No Discriminator_loss: -0.381834 Generator_loss: -159.037 
[INFO] 2020-09-17 00:45:21 > Step:   86000 Progress: 86.0% Elapsed: 9:42:49 temperature: no ada_p: No Discriminator_loss: 0.865411 Generator_loss: -40.8247 
[INFO] 2020-09-17 00:45:21 > Start Evaluation (86000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 00:46:58 > F_8 score (Step: 86000, Using test images): 0.6815127536242176
[INFO] 2020-09-17 00:46:58 > F_1/8 score (Step: 86000, Using test images): 0.851908328050813
[INFO] 2020-09-17 00:46:58 > FID score (Step: 86000, Using test moments): 61.6164218735521
[INFO] 2020-09-17 00:46:58 > Inception score (Step: 86000, 10000 generated images): 5.238748550415039
[INFO] 2020-09-17 00:46:58 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-17 00:46:58 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 00:47:38 > Step:   86100 Progress: 86.1% Elapsed: 9:45:07 temperature: no ada_p: No Discriminator_loss: 1.49862 Generator_loss: 188.648 
[INFO] 2020-09-17 00:48:19 > Step:   86200 Progress: 86.2% Elapsed: 9:45:48 temperature: no ada_p: No Discriminator_loss: 0.262342 Generator_loss: -176.638 
[INFO] 2020-09-17 00:49:01 > Step:   86300 Progress: 86.3% Elapsed: 9:46:29 temperature: no ada_p: No Discriminator_loss: 1.02381 Generator_loss: 363.452 
[INFO] 2020-09-17 00:49:43 > Step:   86400 Progress: 86.4% Elapsed: 9:47:11 temperature: no ada_p: No Discriminator_loss: 0.582454 Generator_loss: 65.579 
[INFO] 2020-09-17 00:50:24 > Step:   86500 Progress: 86.5% Elapsed: 9:47:52 temperature: no ada_p: No Discriminator_loss: 0.474489 Generator_loss: 69.9158 
[INFO] 2020-09-17 00:51:05 > Step:   86600 Progress: 86.6% Elapsed: 9:48:33 temperature: no ada_p: No Discriminator_loss: 0.380167 Generator_loss: 218.78 
[INFO] 2020-09-17 00:51:46 > Step:   86700 Progress: 86.7% Elapsed: 9:49:15 temperature: no ada_p: No Discriminator_loss: -0.156542 Generator_loss: -20.7281 
[INFO] 2020-09-17 00:52:27 > Step:   86800 Progress: 86.8% Elapsed: 9:49:56 temperature: no ada_p: No Discriminator_loss: -0.80558 Generator_loss: -147.822 
[INFO] 2020-09-17 00:53:09 > Step:   86900 Progress: 86.9% Elapsed: 9:50:37 temperature: no ada_p: No Discriminator_loss: 0.590345 Generator_loss: -21.3562 
[INFO] 2020-09-17 00:53:49 > Step:   87000 Progress: 87.0% Elapsed: 9:51:18 temperature: no ada_p: No Discriminator_loss: -0.389491 Generator_loss: 38.8037 
[INFO] 2020-09-17 00:54:31 > Step:   87100 Progress: 87.1% Elapsed: 9:51:59 temperature: no ada_p: No Discriminator_loss: -0.487067 Generator_loss: -140.125 
[INFO] 2020-09-17 00:55:12 > Step:   87200 Progress: 87.2% Elapsed: 9:52:41 temperature: no ada_p: No Discriminator_loss: -2.13787 Generator_loss: -71.5916 
[INFO] 2020-09-17 00:55:53 > Step:   87300 Progress: 87.3% Elapsed: 9:53:21 temperature: no ada_p: No Discriminator_loss: -1.92887 Generator_loss: 55.8171 
[INFO] 2020-09-17 00:56:34 > Step:   87400 Progress: 87.4% Elapsed: 9:54:03 temperature: no ada_p: No Discriminator_loss: -2.01318 Generator_loss: 121.465 
[INFO] 2020-09-17 00:57:16 > Step:   87500 Progress: 87.5% Elapsed: 9:54:44 temperature: no ada_p: No Discriminator_loss: -1.05434 Generator_loss: -91.2867 
[INFO] 2020-09-17 00:57:56 > Step:   87600 Progress: 87.6% Elapsed: 9:55:24 temperature: no ada_p: No Discriminator_loss: -0.131176 Generator_loss: -8.68462 
[INFO] 2020-09-17 00:58:37 > Step:   87700 Progress: 87.7% Elapsed: 9:56:06 temperature: no ada_p: No Discriminator_loss: -0.262912 Generator_loss: -338.726 
[INFO] 2020-09-17 00:59:19 > Step:   87800 Progress: 87.8% Elapsed: 9:56:47 temperature: no ada_p: No Discriminator_loss: -0.314402 Generator_loss: -204.435 
[INFO] 2020-09-17 00:59:59 > Step:   87900 Progress: 87.9% Elapsed: 9:57:28 temperature: no ada_p: No Discriminator_loss: -2.40237 Generator_loss: -198.931 
[INFO] 2020-09-17 01:00:41 > Step:   88000 Progress: 88.0% Elapsed: 9:58:09 temperature: no ada_p: No Discriminator_loss: -1.40421 Generator_loss: 88.7021 
[INFO] 2020-09-17 01:00:41 > Start Evaluation (88000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 01:02:15 > F_8 score (Step: 88000, Using test images): 0.6122420609216164
[INFO] 2020-09-17 01:02:15 > F_1/8 score (Step: 88000, Using test images): 0.8141142364772088
[INFO] 2020-09-17 01:02:15 > FID score (Step: 88000, Using test moments): 67.78411922438761
[INFO] 2020-09-17 01:02:15 > Inception score (Step: 88000, 10000 generated images): 5.139428615570068
[INFO] 2020-09-17 01:02:15 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-17 01:02:15 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 01:02:55 > Step:   88100 Progress: 88.1% Elapsed: 10:00:23 temperature: no ada_p: No Discriminator_loss: -3.30635 Generator_loss: 402.611 
[INFO] 2020-09-17 01:03:37 > Step:   88200 Progress: 88.2% Elapsed: 10:01:05 temperature: no ada_p: No Discriminator_loss: -0.327202 Generator_loss: 233.145 
[INFO] 2020-09-17 01:04:18 > Step:   88300 Progress: 88.3% Elapsed: 10:01:46 temperature: no ada_p: No Discriminator_loss: -1.85299 Generator_loss: -128.601 
[INFO] 2020-09-17 01:04:59 > Step:   88400 Progress: 88.4% Elapsed: 10:02:27 temperature: no ada_p: No Discriminator_loss: 0.116273 Generator_loss: 33.7395 
[INFO] 2020-09-17 01:05:41 > Step:   88500 Progress: 88.5% Elapsed: 10:03:09 temperature: no ada_p: No Discriminator_loss: -0.591651 Generator_loss: -100.482 
[INFO] 2020-09-17 01:06:22 > Step:   88600 Progress: 88.6% Elapsed: 10:03:50 temperature: no ada_p: No Discriminator_loss: -0.0951963 Generator_loss: 202.283 
[INFO] 2020-09-17 01:07:03 > Step:   88700 Progress: 88.7% Elapsed: 10:04:31 temperature: no ada_p: No Discriminator_loss: 0.956997 Generator_loss: 139.632 
[INFO] 2020-09-17 01:07:44 > Step:   88800 Progress: 88.8% Elapsed: 10:05:12 temperature: no ada_p: No Discriminator_loss: -0.208793 Generator_loss: 140.192 
[INFO] 2020-09-17 01:08:26 > Step:   88900 Progress: 88.9% Elapsed: 10:05:54 temperature: no ada_p: No Discriminator_loss: 1.13762 Generator_loss: 54.4745 
[INFO] 2020-09-17 01:09:06 > Step:   89000 Progress: 89.0% Elapsed: 10:06:35 temperature: no ada_p: No Discriminator_loss: 0.470809 Generator_loss: -138.588 
[INFO] 2020-09-17 01:09:48 > Step:   89100 Progress: 89.1% Elapsed: 10:07:16 temperature: no ada_p: No Discriminator_loss: -0.884156 Generator_loss: -68.0927 
[INFO] 2020-09-17 01:10:29 > Step:   89200 Progress: 89.2% Elapsed: 10:07:57 temperature: no ada_p: No Discriminator_loss: -3.36024 Generator_loss: -131.264 
[INFO] 2020-09-17 01:11:10 > Step:   89300 Progress: 89.3% Elapsed: 10:08:38 temperature: no ada_p: No Discriminator_loss: -2.10286 Generator_loss: -33.2513 
[INFO] 2020-09-17 01:11:51 > Step:   89400 Progress: 89.4% Elapsed: 10:09:19 temperature: no ada_p: No Discriminator_loss: 1.29002 Generator_loss: -109.354 
[INFO] 2020-09-17 01:12:32 > Step:   89500 Progress: 89.5% Elapsed: 10:10:00 temperature: no ada_p: No Discriminator_loss: 2.0723 Generator_loss: -2.552 
[INFO] 2020-09-17 01:13:13 > Step:   89600 Progress: 89.6% Elapsed: 10:10:41 temperature: no ada_p: No Discriminator_loss: 0.206495 Generator_loss: 82.5499 
[INFO] 2020-09-17 01:13:54 > Step:   89700 Progress: 89.7% Elapsed: 10:11:23 temperature: no ada_p: No Discriminator_loss: 0.196773 Generator_loss: 109.326 
[INFO] 2020-09-17 01:14:35 > Step:   89800 Progress: 89.8% Elapsed: 10:12:03 temperature: no ada_p: No Discriminator_loss: -0.167682 Generator_loss: 133.813 
[INFO] 2020-09-17 01:15:16 > Step:   89900 Progress: 89.9% Elapsed: 10:12:45 temperature: no ada_p: No Discriminator_loss: 0.697649 Generator_loss: 94.9681 
[INFO] 2020-09-17 01:15:58 > Step:   90000 Progress: 90.0% Elapsed: 10:13:26 temperature: no ada_p: No Discriminator_loss: -1.98804 Generator_loss: -178.84 
[INFO] 2020-09-17 01:15:58 > Start Evaluation (90000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 01:17:32 > F_8 score (Step: 90000, Using test images): 0.670380770216713
[INFO] 2020-09-17 01:17:32 > F_1/8 score (Step: 90000, Using test images): 0.8475813524080213
[INFO] 2020-09-17 01:17:32 > FID score (Step: 90000, Using test moments): 62.43991151307728
[INFO] 2020-09-17 01:17:32 > Inception score (Step: 90000, 10000 generated images): 5.431751728057861
[INFO] 2020-09-17 01:17:32 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-17 01:17:32 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 01:18:12 > Step:   90100 Progress: 90.1% Elapsed: 10:15:41 temperature: no ada_p: No Discriminator_loss: -1.58503 Generator_loss: -328.2 
[INFO] 2020-09-17 01:18:54 > Step:   90200 Progress: 90.2% Elapsed: 10:16:22 temperature: no ada_p: No Discriminator_loss: -0.450484 Generator_loss: -3.69121 
[INFO] 2020-09-17 01:19:35 > Step:   90300 Progress: 90.3% Elapsed: 10:17:04 temperature: no ada_p: No Discriminator_loss: 0.67692 Generator_loss: 135.062 
[INFO] 2020-09-17 01:20:16 > Step:   90400 Progress: 90.4% Elapsed: 10:17:45 temperature: no ada_p: No Discriminator_loss: 0.626646 Generator_loss: 95.8124 
[INFO] 2020-09-17 01:20:58 > Step:   90500 Progress: 90.5% Elapsed: 10:18:26 temperature: no ada_p: No Discriminator_loss: 0.370603 Generator_loss: 161.636 
[INFO] 2020-09-17 01:21:40 > Step:   90600 Progress: 90.6% Elapsed: 10:19:08 temperature: no ada_p: No Discriminator_loss: -1.67932 Generator_loss: 34.6205 
[INFO] 2020-09-17 01:22:20 > Step:   90700 Progress: 90.7% Elapsed: 10:19:49 temperature: no ada_p: No Discriminator_loss: -3.0114 Generator_loss: -52.6621 
[INFO] 2020-09-17 01:23:02 > Step:   90800 Progress: 90.8% Elapsed: 10:20:30 temperature: no ada_p: No Discriminator_loss: 0.84954 Generator_loss: 182.342 
[INFO] 2020-09-17 01:23:43 > Step:   90900 Progress: 90.9% Elapsed: 10:21:11 temperature: no ada_p: No Discriminator_loss: -1.25485 Generator_loss: 75.4477 
[INFO] 2020-09-17 01:24:24 > Step:   91000 Progress: 91.0% Elapsed: 10:21:53 temperature: no ada_p: No Discriminator_loss: 0.145824 Generator_loss: 194.992 
[INFO] 2020-09-17 01:25:06 > Step:   91100 Progress: 91.1% Elapsed: 10:22:34 temperature: no ada_p: No Discriminator_loss: -1.0176 Generator_loss: 149.238 
[INFO] 2020-09-17 01:25:47 > Step:   91200 Progress: 91.2% Elapsed: 10:23:15 temperature: no ada_p: No Discriminator_loss: 0.23699 Generator_loss: 0.67825 
[INFO] 2020-09-17 01:26:28 > Step:   91300 Progress: 91.3% Elapsed: 10:23:56 temperature: no ada_p: No Discriminator_loss: 0.386199 Generator_loss: 119.018 
[INFO] 2020-09-17 01:27:10 > Step:   91400 Progress: 91.4% Elapsed: 10:24:38 temperature: no ada_p: No Discriminator_loss: 0.300132 Generator_loss: -55.6762 
[INFO] 2020-09-17 01:27:50 > Step:   91500 Progress: 91.5% Elapsed: 10:25:19 temperature: no ada_p: No Discriminator_loss: -0.905592 Generator_loss: -175.742 
[INFO] 2020-09-17 01:28:32 > Step:   91600 Progress: 91.6% Elapsed: 10:26:00 temperature: no ada_p: No Discriminator_loss: -1.64415 Generator_loss: 195.936 
[INFO] 2020-09-17 01:29:13 > Step:   91700 Progress: 91.7% Elapsed: 10:26:42 temperature: no ada_p: No Discriminator_loss: 1.39877 Generator_loss: -33.6379 
[INFO] 2020-09-17 01:29:54 > Step:   91800 Progress: 91.8% Elapsed: 10:27:22 temperature: no ada_p: No Discriminator_loss: -0.280699 Generator_loss: 89.1574 
[INFO] 2020-09-17 01:30:36 > Step:   91900 Progress: 91.9% Elapsed: 10:28:04 temperature: no ada_p: No Discriminator_loss: -0.679505 Generator_loss: 18.5758 
[INFO] 2020-09-17 01:31:16 > Step:   92000 Progress: 92.0% Elapsed: 10:28:45 temperature: no ada_p: No Discriminator_loss: 0.381612 Generator_loss: 20.5819 
[INFO] 2020-09-17 01:31:16 > Start Evaluation (92000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 01:32:55 > F_8 score (Step: 92000, Using test images): 0.638479634437117
[INFO] 2020-09-17 01:32:55 > F_1/8 score (Step: 92000, Using test images): 0.857703316052794
[INFO] 2020-09-17 01:32:55 > FID score (Step: 92000, Using test moments): 62.19195458845934
[INFO] 2020-09-17 01:32:55 > Inception score (Step: 92000, 10000 generated images): 5.192986488342285
[INFO] 2020-09-17 01:32:55 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-17 01:32:56 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 01:33:36 > Step:   92100 Progress: 92.1% Elapsed: 10:31:04 temperature: no ada_p: No Discriminator_loss: -0.961739 Generator_loss: -128.356 
[INFO] 2020-09-17 01:34:17 > Step:   92200 Progress: 92.2% Elapsed: 10:31:46 temperature: no ada_p: No Discriminator_loss: -0.819954 Generator_loss: 137.759 
[INFO] 2020-09-17 01:34:59 > Step:   92300 Progress: 92.3% Elapsed: 10:32:27 temperature: no ada_p: No Discriminator_loss: -1.19541 Generator_loss: 172.111 
[INFO] 2020-09-17 01:35:40 > Step:   92400 Progress: 92.4% Elapsed: 10:33:09 temperature: no ada_p: No Discriminator_loss: 0.678458 Generator_loss: 28.7168 
[INFO] 2020-09-17 01:36:22 > Step:   92500 Progress: 92.5% Elapsed: 10:33:50 temperature: no ada_p: No Discriminator_loss: 1.71191 Generator_loss: 58.1708 
[INFO] 2020-09-17 01:37:03 > Step:   92600 Progress: 92.6% Elapsed: 10:34:31 temperature: no ada_p: No Discriminator_loss: 0.00526702 Generator_loss: -18.8738 
[INFO] 2020-09-17 01:37:44 > Step:   92700 Progress: 92.7% Elapsed: 10:35:13 temperature: no ada_p: No Discriminator_loss: 1.15936 Generator_loss: 75.7624 
[INFO] 2020-09-17 01:38:26 > Step:   92800 Progress: 92.8% Elapsed: 10:35:54 temperature: no ada_p: No Discriminator_loss: -0.927459 Generator_loss: 170.376 
[INFO] 2020-09-17 01:39:07 > Step:   92900 Progress: 92.9% Elapsed: 10:36:35 temperature: no ada_p: No Discriminator_loss: -0.699806 Generator_loss: 166.955 
[INFO] 2020-09-17 01:39:48 > Step:   93000 Progress: 93.0% Elapsed: 10:37:16 temperature: no ada_p: No Discriminator_loss: 0.587559 Generator_loss: 64.343 
[INFO] 2020-09-17 01:40:29 > Step:   93100 Progress: 93.1% Elapsed: 10:37:58 temperature: no ada_p: No Discriminator_loss: 1.44786 Generator_loss: 12.7311 
[INFO] 2020-09-17 01:41:10 > Step:   93200 Progress: 93.2% Elapsed: 10:38:38 temperature: no ada_p: No Discriminator_loss: 0.603656 Generator_loss: 33.0232 
[INFO] 2020-09-17 01:41:51 > Step:   93300 Progress: 93.3% Elapsed: 10:39:20 temperature: no ada_p: No Discriminator_loss: -0.59029 Generator_loss: 79.9987 
[INFO] 2020-09-17 01:42:32 > Step:   93400 Progress: 93.4% Elapsed: 10:40:01 temperature: no ada_p: No Discriminator_loss: -1.44766 Generator_loss: 151.993 
[INFO] 2020-09-17 01:43:14 > Step:   93500 Progress: 93.5% Elapsed: 10:40:42 temperature: no ada_p: No Discriminator_loss: -1.90777 Generator_loss: -168.407 
[INFO] 2020-09-17 01:43:55 > Step:   93600 Progress: 93.6% Elapsed: 10:41:23 temperature: no ada_p: No Discriminator_loss: 1.08793 Generator_loss: 82.6955 
[INFO] 2020-09-17 01:44:36 > Step:   93700 Progress: 93.7% Elapsed: 10:42:04 temperature: no ada_p: No Discriminator_loss: 1.88174 Generator_loss: -162.347 
[INFO] 2020-09-17 01:45:17 > Step:   93800 Progress: 93.8% Elapsed: 10:42:45 temperature: no ada_p: No Discriminator_loss: 0.688848 Generator_loss: -189.728 
[INFO] 2020-09-17 01:45:59 > Step:   93900 Progress: 93.9% Elapsed: 10:43:27 temperature: no ada_p: No Discriminator_loss: -1.04508 Generator_loss: 69.452 
[INFO] 2020-09-17 01:46:39 > Step:   94000 Progress: 94.0% Elapsed: 10:44:08 temperature: no ada_p: No Discriminator_loss: -0.324854 Generator_loss: -173.351 
[INFO] 2020-09-17 01:46:39 > Start Evaluation (94000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 01:48:18 > F_8 score (Step: 94000, Using test images): 0.6351262133037319
[INFO] 2020-09-17 01:48:18 > F_1/8 score (Step: 94000, Using test images): 0.8434105942146332
[INFO] 2020-09-17 01:48:18 > FID score (Step: 94000, Using test moments): 65.02697574520835
[INFO] 2020-09-17 01:48:18 > Inception score (Step: 94000, 10000 generated images): 5.136849880218506
[INFO] 2020-09-17 01:48:18 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-17 01:48:18 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 01:48:59 > Step:   94100 Progress: 94.1% Elapsed: 10:46:27 temperature: no ada_p: No Discriminator_loss: -0.49455 Generator_loss: -29.823 
[INFO] 2020-09-17 01:49:41 > Step:   94200 Progress: 94.2% Elapsed: 10:47:09 temperature: no ada_p: No Discriminator_loss: 0.755172 Generator_loss: 18.1166 
[INFO] 2020-09-17 01:50:22 > Step:   94300 Progress: 94.3% Elapsed: 10:47:50 temperature: no ada_p: No Discriminator_loss: 0.0102936 Generator_loss: 43.4125 
[INFO] 2020-09-17 01:51:03 > Step:   94400 Progress: 94.4% Elapsed: 10:48:32 temperature: no ada_p: No Discriminator_loss: -1.07564 Generator_loss: -67.3171 
[INFO] 2020-09-17 01:51:44 > Step:   94500 Progress: 94.5% Elapsed: 10:49:13 temperature: no ada_p: No Discriminator_loss: -0.254117 Generator_loss: -68.8122 
[INFO] 2020-09-17 01:52:26 > Step:   94600 Progress: 94.6% Elapsed: 10:49:54 temperature: no ada_p: No Discriminator_loss: 1.87611 Generator_loss: 28.184 
[INFO] 2020-09-17 01:53:08 > Step:   94700 Progress: 94.7% Elapsed: 10:50:36 temperature: no ada_p: No Discriminator_loss: -0.862102 Generator_loss: -43.0885 
[INFO] 2020-09-17 01:53:49 > Step:   94800 Progress: 94.8% Elapsed: 10:51:17 temperature: no ada_p: No Discriminator_loss: 0.659641 Generator_loss: -201.086 
[INFO] 2020-09-17 01:54:30 > Step:   94900 Progress: 94.9% Elapsed: 10:51:58 temperature: no ada_p: No Discriminator_loss: -0.573485 Generator_loss: 38.5985 
[INFO] 2020-09-17 01:55:11 > Step:   95000 Progress: 95.0% Elapsed: 10:52:40 temperature: no ada_p: No Discriminator_loss: 1.72617 Generator_loss: -22.392 
[INFO] 2020-09-17 01:55:52 > Step:   95100 Progress: 95.1% Elapsed: 10:53:21 temperature: no ada_p: No Discriminator_loss: 0.0430394 Generator_loss: 13.978 
[INFO] 2020-09-17 01:56:34 > Step:   95200 Progress: 95.2% Elapsed: 10:54:02 temperature: no ada_p: No Discriminator_loss: 0.896078 Generator_loss: -58.3036 
[INFO] 2020-09-17 01:57:15 > Step:   95300 Progress: 95.3% Elapsed: 10:54:43 temperature: no ada_p: No Discriminator_loss: 0.383724 Generator_loss: -185.617 
[INFO] 2020-09-17 01:57:56 > Step:   95400 Progress: 95.4% Elapsed: 10:55:24 temperature: no ada_p: No Discriminator_loss: 0.674883 Generator_loss: -59.7452 
[INFO] 2020-09-17 01:58:37 > Step:   95500 Progress: 95.5% Elapsed: 10:56:05 temperature: no ada_p: No Discriminator_loss: 1.94096 Generator_loss: -201.059 
[INFO] 2020-09-17 01:59:18 > Step:   95600 Progress: 95.6% Elapsed: 10:56:47 temperature: no ada_p: No Discriminator_loss: -0.724392 Generator_loss: -239.379 
[INFO] 2020-09-17 01:59:59 > Step:   95700 Progress: 95.7% Elapsed: 10:57:27 temperature: no ada_p: No Discriminator_loss: -0.815374 Generator_loss: 62.4944 
[INFO] 2020-09-17 02:00:40 > Step:   95800 Progress: 95.8% Elapsed: 10:58:09 temperature: no ada_p: No Discriminator_loss: 1.01192 Generator_loss: -209.841 
[INFO] 2020-09-17 02:01:21 > Step:   95900 Progress: 95.9% Elapsed: 10:58:49 temperature: no ada_p: No Discriminator_loss: -0.404965 Generator_loss: -27.0155 
[INFO] 2020-09-17 02:02:02 > Step:   96000 Progress: 96.0% Elapsed: 10:59:31 temperature: no ada_p: No Discriminator_loss: -1.31034 Generator_loss: -40.0704 
[INFO] 2020-09-17 02:02:02 > Start Evaluation (96000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 02:03:42 > F_8 score (Step: 96000, Using test images): 0.6176932355915168
[INFO] 2020-09-17 02:03:42 > F_1/8 score (Step: 96000, Using test images): 0.8538118374830167
[INFO] 2020-09-17 02:03:42 > FID score (Step: 96000, Using test moments): 62.877578889336576
[INFO] 2020-09-17 02:03:42 > Inception score (Step: 96000, 10000 generated images): 5.222529888153076
[INFO] 2020-09-17 02:03:42 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-17 02:03:42 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 02:04:22 > Step:   96100 Progress: 96.1% Elapsed: 11:01:51 temperature: no ada_p: No Discriminator_loss: -3.06778 Generator_loss: 83.9272 
[INFO] 2020-09-17 02:05:03 > Step:   96200 Progress: 96.2% Elapsed: 11:02:32 temperature: no ada_p: No Discriminator_loss: 0.503796 Generator_loss: 268.809 
[INFO] 2020-09-17 02:05:45 > Step:   96300 Progress: 96.3% Elapsed: 11:03:13 temperature: no ada_p: No Discriminator_loss: 0.232177 Generator_loss: 322.111 
[INFO] 2020-09-17 02:06:27 > Step:   96400 Progress: 96.4% Elapsed: 11:03:55 temperature: no ada_p: No Discriminator_loss: -1.57292 Generator_loss: 13.7569 
[INFO] 2020-09-17 02:07:08 > Step:   96500 Progress: 96.5% Elapsed: 11:04:36 temperature: no ada_p: No Discriminator_loss: -0.793278 Generator_loss: 188.069 
[INFO] 2020-09-17 02:07:49 > Step:   96600 Progress: 96.6% Elapsed: 11:05:18 temperature: no ada_p: No Discriminator_loss: 0.235999 Generator_loss: 9.82117 
[INFO] 2020-09-17 02:08:31 > Step:   96700 Progress: 96.7% Elapsed: 11:05:59 temperature: no ada_p: No Discriminator_loss: -1.16821 Generator_loss: -323.138 
[INFO] 2020-09-17 02:09:12 > Step:   96800 Progress: 96.8% Elapsed: 11:06:40 temperature: no ada_p: No Discriminator_loss: 1.79252 Generator_loss: 182.817 
[INFO] 2020-09-17 02:09:53 > Step:   96900 Progress: 96.9% Elapsed: 11:07:22 temperature: no ada_p: No Discriminator_loss: -0.488302 Generator_loss: 246.137 
[INFO] 2020-09-17 02:10:34 > Step:   97000 Progress: 97.0% Elapsed: 11:08:03 temperature: no ada_p: No Discriminator_loss: 0.90269 Generator_loss: 262.251 
[INFO] 2020-09-17 02:11:16 > Step:   97100 Progress: 97.1% Elapsed: 11:08:44 temperature: no ada_p: No Discriminator_loss: 0.290016 Generator_loss: 367.161 
[INFO] 2020-09-17 02:11:57 > Step:   97200 Progress: 97.2% Elapsed: 11:09:26 temperature: no ada_p: No Discriminator_loss: 0.634617 Generator_loss: 353.125 
[INFO] 2020-09-17 02:12:38 > Step:   97300 Progress: 97.3% Elapsed: 11:10:07 temperature: no ada_p: No Discriminator_loss: 0.176828 Generator_loss: 99.7546 
[INFO] 2020-09-17 02:13:20 > Step:   97400 Progress: 97.4% Elapsed: 11:10:48 temperature: no ada_p: No Discriminator_loss: -0.0867014 Generator_loss: 232.835 
[INFO] 2020-09-17 02:14:01 > Step:   97500 Progress: 97.5% Elapsed: 11:11:30 temperature: no ada_p: No Discriminator_loss: -0.475161 Generator_loss: 355.865 
[INFO] 2020-09-17 02:14:42 > Step:   97600 Progress: 97.6% Elapsed: 11:12:10 temperature: no ada_p: No Discriminator_loss: 0.411327 Generator_loss: 352.198 
[INFO] 2020-09-17 02:15:24 > Step:   97700 Progress: 97.7% Elapsed: 11:12:52 temperature: no ada_p: No Discriminator_loss: -1.9126 Generator_loss: 388.107 
[INFO] 2020-09-17 02:16:05 > Step:   97800 Progress: 97.8% Elapsed: 11:13:33 temperature: no ada_p: No Discriminator_loss: -1.24485 Generator_loss: 251.0 
[INFO] 2020-09-17 02:16:46 > Step:   97900 Progress: 97.9% Elapsed: 11:14:14 temperature: no ada_p: No Discriminator_loss: 0.915901 Generator_loss: 276.504 
[INFO] 2020-09-17 02:17:27 > Step:   98000 Progress: 98.0% Elapsed: 11:14:55 temperature: no ada_p: No Discriminator_loss: -0.960933 Generator_loss: 514.314 
[INFO] 2020-09-17 02:17:27 > Start Evaluation (98000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 02:19:10 > F_8 score (Step: 98000, Using test images): 0.5947722773473669
[INFO] 2020-09-17 02:19:10 > F_1/8 score (Step: 98000, Using test images): 0.8684041264015971
[INFO] 2020-09-17 02:19:10 > FID score (Step: 98000, Using test moments): 66.03656284093654
[INFO] 2020-09-17 02:19:10 > Inception score (Step: 98000, 10000 generated images): 5.16195011138916
[INFO] 2020-09-17 02:19:10 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-17 02:19:10 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 02:19:50 > Step:   98100 Progress: 98.1% Elapsed: 11:17:18 temperature: no ada_p: No Discriminator_loss: 1.20558 Generator_loss: 321.706 
[INFO] 2020-09-17 02:20:31 > Step:   98200 Progress: 98.2% Elapsed: 11:18:00 temperature: no ada_p: No Discriminator_loss: -3.08361 Generator_loss: 194.037 
[INFO] 2020-09-17 02:21:13 > Step:   98300 Progress: 98.3% Elapsed: 11:18:41 temperature: no ada_p: No Discriminator_loss: -1.2029 Generator_loss: 312.396 
[INFO] 2020-09-17 02:21:54 > Step:   98400 Progress: 98.4% Elapsed: 11:19:22 temperature: no ada_p: No Discriminator_loss: 0.230046 Generator_loss: 219.353 
[INFO] 2020-09-17 02:22:36 > Step:   98500 Progress: 98.5% Elapsed: 11:20:04 temperature: no ada_p: No Discriminator_loss: 2.16719 Generator_loss: 288.758 
[INFO] 2020-09-17 02:23:17 > Step:   98600 Progress: 98.6% Elapsed: 11:20:45 temperature: no ada_p: No Discriminator_loss: 1.58547 Generator_loss: 331.834 
[INFO] 2020-09-17 02:23:58 > Step:   98700 Progress: 98.7% Elapsed: 11:21:26 temperature: no ada_p: No Discriminator_loss: 1.05832 Generator_loss: 228.937 
[INFO] 2020-09-17 02:24:40 > Step:   98800 Progress: 98.8% Elapsed: 11:22:08 temperature: no ada_p: No Discriminator_loss: 1.24051 Generator_loss: -106.517 
[INFO] 2020-09-17 02:25:21 > Step:   98900 Progress: 98.9% Elapsed: 11:22:49 temperature: no ada_p: No Discriminator_loss: 3.1329 Generator_loss: 8.33941 
[INFO] 2020-09-17 02:26:02 > Step:   99000 Progress: 99.0% Elapsed: 11:23:30 temperature: no ada_p: No Discriminator_loss: 2.91861 Generator_loss: -20.2094 
[INFO] 2020-09-17 02:26:43 > Step:   99100 Progress: 99.1% Elapsed: 11:24:11 temperature: no ada_p: No Discriminator_loss: 0.804471 Generator_loss: -78.6505 
[INFO] 2020-09-17 02:27:25 > Step:   99200 Progress: 99.2% Elapsed: 11:24:53 temperature: no ada_p: No Discriminator_loss: -1.7805 Generator_loss: 36.71 
[INFO] 2020-09-17 02:28:05 > Step:   99300 Progress: 99.3% Elapsed: 11:25:34 temperature: no ada_p: No Discriminator_loss: 0.128575 Generator_loss: 120.352 
[INFO] 2020-09-17 02:28:47 > Step:   99400 Progress: 99.4% Elapsed: 11:26:15 temperature: no ada_p: No Discriminator_loss: -0.660777 Generator_loss: 40.686 
[INFO] 2020-09-17 02:29:27 > Step:   99500 Progress: 99.5% Elapsed: 11:26:56 temperature: no ada_p: No Discriminator_loss: -1.03706 Generator_loss: 35.5258 
[INFO] 2020-09-17 02:30:09 > Step:   99600 Progress: 99.6% Elapsed: 11:27:37 temperature: no ada_p: No Discriminator_loss: -0.106588 Generator_loss: 35.478 
[INFO] 2020-09-17 02:30:50 > Step:   99700 Progress: 99.7% Elapsed: 11:28:18 temperature: no ada_p: No Discriminator_loss: 1.17506 Generator_loss: 85.0526 
[INFO] 2020-09-17 02:31:30 > Step:   99800 Progress: 99.8% Elapsed: 11:28:59 temperature: no ada_p: No Discriminator_loss: 0.306313 Generator_loss: 107.926 
[INFO] 2020-09-17 02:32:12 > Step:   99900 Progress: 99.9% Elapsed: 11:29:40 temperature: no ada_p: No Discriminator_loss: 0.289267 Generator_loss: 311.381 
[INFO] 2020-09-17 02:32:53 > Step:  100000 Progress: 100.0% Elapsed: 11:30:21 temperature: no ada_p: No Discriminator_loss: 0.0592239 Generator_loss: 324.486 
[INFO] 2020-09-17 02:32:53 > Start Evaluation (100000 Step): WGAN-DRA-train-2020_09_16_05_18_22
[INFO] 2020-09-17 02:34:29 > F_8 score (Step: 100000, Using test images): 0.6435162986463309
[INFO] 2020-09-17 02:34:29 > F_1/8 score (Step: 100000, Using test images): 0.8439004493904103
[INFO] 2020-09-17 02:34:29 > FID score (Step: 100000, Using test moments): 65.18085694790165
[INFO] 2020-09-17 02:34:29 > Inception score (Step: 100000, 10000 generated images): 5.174248218536377
[INFO] 2020-09-17 02:34:29 > Best FID score (Step: 16000, Using test moments): 41.58610417884296
[INFO] 2020-09-17 02:34:29 > Saved model to ./checkpoints/WGAN-DRA-train-2020_09_16_05_18_22