GGAN-train-2021_01_01_08_13_58.log

[INFO] 2021-01-01 08:13:58 > Run name : GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 08:13:58 > {'config_path': './src/configs/TINY_ILSVRC2012/GGAN.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': False, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2021-01-01 08:13:58 > {'data_processing': {'dataset_name': 'tiny_imagenet', 'data_path': './data/TINY_ILSVRC2012', 'img_size': 64, 'num_classes': 200, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'resnet', 'conditional_strategy': 'no', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': False, 'd_spectral_norm': False, 'activation_fn': 'ReLU', 'attention': False, 'attention_after_nth_gen_block': 'N/A', 'attention_after_nth_dis_block': 'N/A', 'z_dim': 128, 'shared_dim': 'N/A', 'g_conv_dim': 64, 'd_conv_dim': 64, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 256, 'accumulation_steps': 1, 'd_lr': 0.0004, 'g_lr': 0.0001, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 1, 'total_step': 100000}, 'loss_function': {'adv_loss': 'hinge', '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': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': False, 'ema_decay': 'N/A', 'ema_start': 'N/A'}}}
[INFO] 2021-01-01 08:13:58 > Load train datasets...
[INFO] 2021-01-01 08:14:04 > Train dataset size : 100000
[INFO] 2021-01-01 08:14:04 > Load valid datasets...
[INFO] 2021-01-01 08:14:04 > Eval dataset size : 10000
[INFO] 2021-01-01 08:14:04 > Build model...
[INFO] 2021-01-01 08:14:04 > Modules are located on models.resnet.
[INFO] 2021-01-01 08:14:09 > Number of parameters: 12220675
[INFO] 2021-01-01 08:14:09 > Generator(
  (linear0): Linear(in_features=128, out_features=16384, bias=True)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(1024, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1024, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (3): ModuleList(
      (0): GenBlock(
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(128, 64, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(128, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(64, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2021-01-01 08:14:09 > Number of parameters: 19550535
[INFO] 2021-01-01 08:14:09 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 64, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(3, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (1): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(64, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 512, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(512, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(1024, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=1024, out_features=1, bias=True)
)
[INFO] 2021-01-01 08:14:13 > Start training....
[INFO] 2021-01-01 08:15:12 > Step:     100 Progress: 0.1% Elapsed: 0:00:59 temperature: no ada_p: No Discriminator_loss: 1.7533 Generator_loss: 2.56902 
[INFO] 2021-01-01 08:16:07 > Step:     200 Progress: 0.2% Elapsed: 0:01:53 temperature: no ada_p: No Discriminator_loss: 0.390826 Generator_loss: 3.3112 
[INFO] 2021-01-01 08:17:02 > Step:     300 Progress: 0.3% Elapsed: 0:02:48 temperature: no ada_p: No Discriminator_loss: 0.297788 Generator_loss: 1.63178 
[INFO] 2021-01-01 08:17:57 > Step:     400 Progress: 0.4% Elapsed: 0:03:44 temperature: no ada_p: No Discriminator_loss: 1.37923 Generator_loss: 2.4677 
[INFO] 2021-01-01 08:18:52 > Step:     500 Progress: 0.5% Elapsed: 0:04:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.73432 
[INFO] 2021-01-01 08:19:47 > Step:     600 Progress: 0.6% Elapsed: 0:05:34 temperature: no ada_p: No Discriminator_loss: 0.00201427 Generator_loss: 1.71662 
[INFO] 2021-01-01 08:20:42 > Step:     700 Progress: 0.7% Elapsed: 0:06:29 temperature: no ada_p: No Discriminator_loss: 0.00107869 Generator_loss: 3.36931 
[INFO] 2021-01-01 08:21:38 > Step:     800 Progress: 0.8% Elapsed: 0:07:24 temperature: no ada_p: No Discriminator_loss: 0.21714 Generator_loss: 5.21157 
[INFO] 2021-01-01 08:22:33 > Step:     900 Progress: 0.9% Elapsed: 0:08:20 temperature: no ada_p: No Discriminator_loss: 0.0169563 Generator_loss: 1.59716 
[INFO] 2021-01-01 08:23:28 > Step:    1000 Progress: 1.0% Elapsed: 0:09:15 temperature: no ada_p: No Discriminator_loss: 0.695564 Generator_loss: 1.20934 
[INFO] 2021-01-01 08:24:23 > Step:    1100 Progress: 1.1% Elapsed: 0:10:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.7197 
[INFO] 2021-01-01 08:25:18 > Step:    1200 Progress: 1.2% Elapsed: 0:11:05 temperature: no ada_p: No Discriminator_loss: 0.000397823 Generator_loss: 2.42552 
[INFO] 2021-01-01 08:26:13 > Step:    1300 Progress: 1.3% Elapsed: 0:12:00 temperature: no ada_p: No Discriminator_loss: 1.46336 Generator_loss: 0.583406 
[INFO] 2021-01-01 08:27:08 > Step:    1400 Progress: 1.4% Elapsed: 0:12:55 temperature: no ada_p: No Discriminator_loss: 0.357849 Generator_loss: 2.44437 
[INFO] 2021-01-01 08:28:03 > Step:    1500 Progress: 1.5% Elapsed: 0:13:50 temperature: no ada_p: No Discriminator_loss: 1.60735 Generator_loss: -1.17791 
[INFO] 2021-01-01 08:28:59 > Step:    1600 Progress: 1.6% Elapsed: 0:14:46 temperature: no ada_p: No Discriminator_loss: 0.211644 Generator_loss: 1.60918 
[INFO] 2021-01-01 08:29:54 > Step:    1700 Progress: 1.7% Elapsed: 0:15:41 temperature: no ada_p: No Discriminator_loss: 0.738163 Generator_loss: 2.31517 
[INFO] 2021-01-01 08:30:49 > Step:    1800 Progress: 1.8% Elapsed: 0:16:36 temperature: no ada_p: No Discriminator_loss: 2.05047 Generator_loss: 0.716568 
[INFO] 2021-01-01 08:31:44 > Step:    1900 Progress: 1.9% Elapsed: 0:17:31 temperature: no ada_p: No Discriminator_loss: 0.453508 Generator_loss: 1.14808 
[INFO] 2021-01-01 08:32:40 > Step:    2000 Progress: 2.0% Elapsed: 0:18:27 temperature: no ada_p: No Discriminator_loss: 0.734791 Generator_loss: 0.236068 
[INFO] 2021-01-01 08:32:40 > Start Evaluation (2000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 08:32:40 > Calculating FID Score....
[INFO] 2021-01-01 08:33:07 > Calculating Inception Score....
[INFO] 2021-01-01 08:33:22 > Calculate F_beta Score....
[INFO] 2021-01-01 08:34:07 > Calculate Accuracies....
[INFO] 2021-01-01 08:34:13 > Calculate Accuracies....
[INFO] 2021-01-01 08:34:15 > F_8 score (Step: 2000, Using valid images): 0.005361075343299522
[INFO] 2021-01-01 08:34:15 > F_1/8 score (Step: 2000, Using valid images): 0.02605245520064056
[INFO] 2021-01-01 08:34:15 > FID score (Step: 2000, Using valid moments): 231.28446997513424
[INFO] 2021-01-01 08:34:15 > Inception score (Step: 2000, 10000 generated images): 2.319535493850708
[INFO] 2021-01-01 08:34:15 > Best FID score (Step: 2000, Using valid moments): 231.28446997513424
[INFO] 2021-01-01 08:34:17 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 08:35:12 > Step:    2100 Progress: 2.1% Elapsed: 0:20:59 temperature: no ada_p: No Discriminator_loss: 2.27327 Generator_loss: 1.21299 
[INFO] 2021-01-01 08:36:07 > Step:    2200 Progress: 2.2% Elapsed: 0:21:54 temperature: no ada_p: No Discriminator_loss: 0.843476 Generator_loss: 0.420573 
[INFO] 2021-01-01 08:37:02 > Step:    2300 Progress: 2.3% Elapsed: 0:22:49 temperature: no ada_p: No Discriminator_loss: 1.12486 Generator_loss: 0.941148 
[INFO] 2021-01-01 08:37:58 > Step:    2400 Progress: 2.4% Elapsed: 0:23:45 temperature: no ada_p: No Discriminator_loss: 1.22565 Generator_loss: 0.974726 
[INFO] 2021-01-01 08:38:53 > Step:    2500 Progress: 2.5% Elapsed: 0:24:40 temperature: no ada_p: No Discriminator_loss: 1.25187 Generator_loss: 2.22027 
[INFO] 2021-01-01 08:39:48 > Step:    2600 Progress: 2.6% Elapsed: 0:25:35 temperature: no ada_p: No Discriminator_loss: 1.55988 Generator_loss: 2.95253 
[INFO] 2021-01-01 08:40:43 > Step:    2700 Progress: 2.7% Elapsed: 0:26:30 temperature: no ada_p: No Discriminator_loss: 0.499155 Generator_loss: 1.03841 
[INFO] 2021-01-01 08:41:39 > Step:    2800 Progress: 2.8% Elapsed: 0:27:26 temperature: no ada_p: No Discriminator_loss: 1.0062 Generator_loss: 0.701515 
[INFO] 2021-01-01 08:42:34 > Step:    2900 Progress: 2.9% Elapsed: 0:28:21 temperature: no ada_p: No Discriminator_loss: 1.74732 Generator_loss: 2.97665 
[INFO] 2021-01-01 08:43:29 > Step:    3000 Progress: 3.0% Elapsed: 0:29:16 temperature: no ada_p: No Discriminator_loss: 0.864153 Generator_loss: 2.34954 
[INFO] 2021-01-01 08:44:24 > Step:    3100 Progress: 3.1% Elapsed: 0:30:11 temperature: no ada_p: No Discriminator_loss: 0.470008 Generator_loss: 1.28754 
[INFO] 2021-01-01 08:45:20 > Step:    3200 Progress: 3.2% Elapsed: 0:31:07 temperature: no ada_p: No Discriminator_loss: 0.144899 Generator_loss: 1.26567 
[INFO] 2021-01-01 08:46:15 > Step:    3300 Progress: 3.3% Elapsed: 0:32:02 temperature: no ada_p: No Discriminator_loss: 0.405498 Generator_loss: 0.959672 
[INFO] 2021-01-01 08:47:10 > Step:    3400 Progress: 3.4% Elapsed: 0:32:57 temperature: no ada_p: No Discriminator_loss: 1.17039 Generator_loss: 1.25833 
[INFO] 2021-01-01 08:48:05 > Step:    3500 Progress: 3.5% Elapsed: 0:33:52 temperature: no ada_p: No Discriminator_loss: 1.15698 Generator_loss: 0.372304 
[INFO] 2021-01-01 08:49:01 > Step:    3600 Progress: 3.6% Elapsed: 0:34:48 temperature: no ada_p: No Discriminator_loss: 1.0371 Generator_loss: 0.381166 
[INFO] 2021-01-01 08:49:56 > Step:    3700 Progress: 3.7% Elapsed: 0:35:43 temperature: no ada_p: No Discriminator_loss: 0.787245 Generator_loss: 0.425863 
[INFO] 2021-01-01 08:50:51 > Step:    3800 Progress: 3.8% Elapsed: 0:36:38 temperature: no ada_p: No Discriminator_loss: 0.495772 Generator_loss: 0.83897 
[INFO] 2021-01-01 08:51:46 > Step:    3900 Progress: 3.9% Elapsed: 0:37:33 temperature: no ada_p: No Discriminator_loss: 0.0610052 Generator_loss: 3.19639 
[INFO] 2021-01-01 08:52:42 > Step:    4000 Progress: 4.0% Elapsed: 0:38:29 temperature: no ada_p: No Discriminator_loss: 1.25337 Generator_loss: 0.374137 
[INFO] 2021-01-01 08:52:42 > Start Evaluation (4000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 08:52:42 > Calculating FID Score....
[INFO] 2021-01-01 08:53:07 > Calculating Inception Score....
[INFO] 2021-01-01 08:53:22 > Calculate F_beta Score....
[INFO] 2021-01-01 08:54:07 > Calculate Accuracies....
[INFO] 2021-01-01 08:54:13 > Calculate Accuracies....
[INFO] 2021-01-01 08:54:15 > F_8 score (Step: 4000, Using valid images): 0.3758178329594538
[INFO] 2021-01-01 08:54:15 > F_1/8 score (Step: 4000, Using valid images): 0.48648168266014813
[INFO] 2021-01-01 08:54:15 > FID score (Step: 4000, Using valid moments): 103.3662816732878
[INFO] 2021-01-01 08:54:15 > Inception score (Step: 4000, 10000 generated images): 5.538104057312012
[INFO] 2021-01-01 08:54:15 > Best FID score (Step: 4000, Using valid moments): 103.3662816732878
[INFO] 2021-01-01 08:54:17 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 08:55:12 > Step:    4100 Progress: 4.1% Elapsed: 0:40:59 temperature: no ada_p: No Discriminator_loss: 0.464366 Generator_loss: 1.32095 
[INFO] 2021-01-01 08:56:07 > Step:    4200 Progress: 4.2% Elapsed: 0:41:54 temperature: no ada_p: No Discriminator_loss: 0.597019 Generator_loss: 2.7992 
[INFO] 2021-01-01 08:57:03 > Step:    4300 Progress: 4.3% Elapsed: 0:42:49 temperature: no ada_p: No Discriminator_loss: 1.29003 Generator_loss: 4.02134 
[INFO] 2021-01-01 08:57:58 > Step:    4400 Progress: 4.4% Elapsed: 0:43:44 temperature: no ada_p: No Discriminator_loss: 0.586389 Generator_loss: 3.77223 
[INFO] 2021-01-01 08:58:53 > Step:    4500 Progress: 4.5% Elapsed: 0:44:39 temperature: no ada_p: No Discriminator_loss: 0.560181 Generator_loss: 2.66765 
[INFO] 2021-01-01 08:59:48 > Step:    4600 Progress: 4.6% Elapsed: 0:45:35 temperature: no ada_p: No Discriminator_loss: 1.45098 Generator_loss: 3.36445 
[INFO] 2021-01-01 09:00:43 > Step:    4700 Progress: 4.7% Elapsed: 0:46:30 temperature: no ada_p: No Discriminator_loss: 1.56182 Generator_loss: 2.83437 
[INFO] 2021-01-01 09:01:39 > Step:    4800 Progress: 4.8% Elapsed: 0:47:25 temperature: no ada_p: No Discriminator_loss: 0.0114554 Generator_loss: 3.12481 
[INFO] 2021-01-01 09:02:34 > Step:    4900 Progress: 4.9% Elapsed: 0:48:20 temperature: no ada_p: No Discriminator_loss: 1.33546 Generator_loss: 3.59617 
[INFO] 2021-01-01 09:03:29 > Step:    5000 Progress: 5.0% Elapsed: 0:49:15 temperature: no ada_p: No Discriminator_loss: 0.0186386 Generator_loss: 1.60725 
[INFO] 2021-01-01 09:04:24 > Step:    5100 Progress: 5.1% Elapsed: 0:50:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.60149 
[INFO] 2021-01-01 09:05:20 > Step:    5200 Progress: 5.2% Elapsed: 0:51:06 temperature: no ada_p: No Discriminator_loss: 0.10657 Generator_loss: 1.97533 
[INFO] 2021-01-01 09:06:15 > Step:    5300 Progress: 5.3% Elapsed: 0:52:01 temperature: no ada_p: No Discriminator_loss: 0.0800952 Generator_loss: 2.59135 
[INFO] 2021-01-01 09:07:10 > Step:    5400 Progress: 5.4% Elapsed: 0:52:56 temperature: no ada_p: No Discriminator_loss: 0.390406 Generator_loss: 1.81495 
[INFO] 2021-01-01 09:08:05 > Step:    5500 Progress: 5.5% Elapsed: 0:53:52 temperature: no ada_p: No Discriminator_loss: 1.28691 Generator_loss: 3.93729 
[INFO] 2021-01-01 09:09:00 > Step:    5600 Progress: 5.6% Elapsed: 0:54:47 temperature: no ada_p: No Discriminator_loss: 2.39372 Generator_loss: 4.13299 
[INFO] 2021-01-01 09:09:56 > Step:    5700 Progress: 5.7% Elapsed: 0:55:42 temperature: no ada_p: No Discriminator_loss: 0.502402 Generator_loss: 2.92448 
[INFO] 2021-01-01 09:10:51 > Step:    5800 Progress: 5.8% Elapsed: 0:56:37 temperature: no ada_p: No Discriminator_loss: 2.84294 Generator_loss: 1.82005 
[INFO] 2021-01-01 09:11:46 > Step:    5900 Progress: 5.9% Elapsed: 0:57:33 temperature: no ada_p: No Discriminator_loss: 0.256601 Generator_loss: 1.48385 
[INFO] 2021-01-01 09:12:41 > Step:    6000 Progress: 6.0% Elapsed: 0:58:28 temperature: no ada_p: No Discriminator_loss: 0.0425995 Generator_loss: 2.52796 
[INFO] 2021-01-01 09:12:41 > Start Evaluation (6000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 09:12:41 > Calculating FID Score....
[INFO] 2021-01-01 09:13:06 > Calculating Inception Score....
[INFO] 2021-01-01 09:13:21 > Calculate F_beta Score....
[INFO] 2021-01-01 09:14:06 > Calculate Accuracies....
[INFO] 2021-01-01 09:14:12 > Calculate Accuracies....
[INFO] 2021-01-01 09:14:14 > F_8 score (Step: 6000, Using valid images): 0.3073588828318313
[INFO] 2021-01-01 09:14:14 > F_1/8 score (Step: 6000, Using valid images): 0.5032470808686663
[INFO] 2021-01-01 09:14:14 > FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 09:14:14 > Inception score (Step: 6000, 10000 generated images): 5.14585018157959
[INFO] 2021-01-01 09:14:14 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 09:14:16 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 09:15:11 > Step:    6100 Progress: 6.1% Elapsed: 1:00:58 temperature: no ada_p: No Discriminator_loss: 0.669718 Generator_loss: 5.80846 
[INFO] 2021-01-01 09:16:06 > Step:    6200 Progress: 6.2% Elapsed: 1:01:53 temperature: no ada_p: No Discriminator_loss: 1.00054 Generator_loss: 4.07081 
[INFO] 2021-01-01 09:17:02 > Step:    6300 Progress: 6.3% Elapsed: 1:02:48 temperature: no ada_p: No Discriminator_loss: 0.161593 Generator_loss: 2.93007 
[INFO] 2021-01-01 09:17:57 > Step:    6400 Progress: 6.4% Elapsed: 1:03:44 temperature: no ada_p: No Discriminator_loss: 0.698827 Generator_loss: 1.65788 
[INFO] 2021-01-01 09:18:52 > Step:    6500 Progress: 6.5% Elapsed: 1:04:39 temperature: no ada_p: No Discriminator_loss: 0.0227919 Generator_loss: 3.61695 
[INFO] 2021-01-01 09:19:47 > Step:    6600 Progress: 6.6% Elapsed: 1:05:34 temperature: no ada_p: No Discriminator_loss: 0.456732 Generator_loss: 1.40032 
[INFO] 2021-01-01 09:20:43 > Step:    6700 Progress: 6.7% Elapsed: 1:06:29 temperature: no ada_p: No Discriminator_loss: 0.071064 Generator_loss: 2.14812 
[INFO] 2021-01-01 09:21:38 > Step:    6800 Progress: 6.8% Elapsed: 1:07:24 temperature: no ada_p: No Discriminator_loss: 0.00454691 Generator_loss: 2.42859 
[INFO] 2021-01-01 09:22:33 > Step:    6900 Progress: 6.9% Elapsed: 1:08:19 temperature: no ada_p: No Discriminator_loss: 0.0865557 Generator_loss: 2.05881 
[INFO] 2021-01-01 09:23:28 > Step:    7000 Progress: 7.0% Elapsed: 1:09:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.32015 
[INFO] 2021-01-01 09:24:23 > Step:    7100 Progress: 7.1% Elapsed: 1:10:10 temperature: no ada_p: No Discriminator_loss: 0.255959 Generator_loss: 3.49757 
[INFO] 2021-01-01 09:25:18 > Step:    7200 Progress: 7.2% Elapsed: 1:11:05 temperature: no ada_p: No Discriminator_loss: 0.00668254 Generator_loss: 2.14151 
[INFO] 2021-01-01 09:26:13 > Step:    7300 Progress: 7.3% Elapsed: 1:12:00 temperature: no ada_p: No Discriminator_loss: 0.0269134 Generator_loss: 1.89788 
[INFO] 2021-01-01 09:27:09 > Step:    7400 Progress: 7.4% Elapsed: 1:12:55 temperature: no ada_p: No Discriminator_loss: 2.0158 Generator_loss: 3.67173 
[INFO] 2021-01-01 09:28:04 > Step:    7500 Progress: 7.5% Elapsed: 1:13:51 temperature: no ada_p: No Discriminator_loss: 0.022543 Generator_loss: 2.10457 
[INFO] 2021-01-01 09:28:59 > Step:    7600 Progress: 7.6% Elapsed: 1:14:46 temperature: no ada_p: No Discriminator_loss: 0.0574674 Generator_loss: 1.56159 
[INFO] 2021-01-01 09:29:54 > Step:    7700 Progress: 7.7% Elapsed: 1:15:41 temperature: no ada_p: No Discriminator_loss: 0.0100024 Generator_loss: 1.94271 
[INFO] 2021-01-01 09:30:49 > Step:    7800 Progress: 7.8% Elapsed: 1:16:36 temperature: no ada_p: No Discriminator_loss: 1.37906 Generator_loss: 1.87626 
[INFO] 2021-01-01 09:31:45 > Step:    7900 Progress: 7.9% Elapsed: 1:17:32 temperature: no ada_p: No Discriminator_loss: 1.52159e-05 Generator_loss: 2.58131 
[INFO] 2021-01-01 09:32:40 > Step:    8000 Progress: 8.0% Elapsed: 1:18:27 temperature: no ada_p: No Discriminator_loss: 0.0307044 Generator_loss: 2.31464 
[INFO] 2021-01-01 09:32:40 > Start Evaluation (8000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 09:32:40 > Calculating FID Score....
[INFO] 2021-01-01 09:33:05 > Calculating Inception Score....
[INFO] 2021-01-01 09:33:20 > Calculate F_beta Score....
[INFO] 2021-01-01 09:34:07 > Calculate Accuracies....
[INFO] 2021-01-01 09:34:13 > Calculate Accuracies....
[INFO] 2021-01-01 09:34:14 > F_8 score (Step: 8000, Using valid images): 0.12933005369074896
[INFO] 2021-01-01 09:34:14 > F_1/8 score (Step: 8000, Using valid images): 0.15343832493419857
[INFO] 2021-01-01 09:34:14 > FID score (Step: 8000, Using valid moments): 167.29662500628564
[INFO] 2021-01-01 09:34:14 > Inception score (Step: 8000, 10000 generated images): 3.759944200515747
[INFO] 2021-01-01 09:34:14 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 09:34:16 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 09:35:11 > Step:    8100 Progress: 8.1% Elapsed: 1:20:57 temperature: no ada_p: No Discriminator_loss: 0.0857999 Generator_loss: 3.09591 
[INFO] 2021-01-01 09:36:06 > Step:    8200 Progress: 8.2% Elapsed: 1:21:53 temperature: no ada_p: No Discriminator_loss: 1.86551 Generator_loss: 0.844328 
[INFO] 2021-01-01 09:37:01 > Step:    8300 Progress: 8.3% Elapsed: 1:22:48 temperature: no ada_p: No Discriminator_loss: 3.03984 Generator_loss: 3.23822 
[INFO] 2021-01-01 09:37:56 > Step:    8400 Progress: 8.4% Elapsed: 1:23:43 temperature: no ada_p: No Discriminator_loss: 0.351294 Generator_loss: 4.88284 
[INFO] 2021-01-01 09:38:51 > Step:    8500 Progress: 8.5% Elapsed: 1:24:38 temperature: no ada_p: No Discriminator_loss: 0.0533858 Generator_loss: 1.54366 
[INFO] 2021-01-01 09:39:47 > Step:    8600 Progress: 8.6% Elapsed: 1:25:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.90915 
[INFO] 2021-01-01 09:40:42 > Step:    8700 Progress: 8.7% Elapsed: 1:26:29 temperature: no ada_p: No Discriminator_loss: 0.00831857 Generator_loss: 1.16111 
[INFO] 2021-01-01 09:41:37 > Step:    8800 Progress: 8.8% Elapsed: 1:27:24 temperature: no ada_p: No Discriminator_loss: 0.131059 Generator_loss: 2.93777 
[INFO] 2021-01-01 09:42:32 > Step:    8900 Progress: 8.9% Elapsed: 1:28:19 temperature: no ada_p: No Discriminator_loss: 0.0189224 Generator_loss: 2.07196 
[INFO] 2021-01-01 09:43:28 > Step:    9000 Progress: 9.0% Elapsed: 1:29:14 temperature: no ada_p: No Discriminator_loss: 0.143772 Generator_loss: 2.83364 
[INFO] 2021-01-01 09:44:23 > Step:    9100 Progress: 9.1% Elapsed: 1:30:09 temperature: no ada_p: No Discriminator_loss: 0.0168531 Generator_loss: 1.43519 
[INFO] 2021-01-01 09:45:18 > Step:    9200 Progress: 9.2% Elapsed: 1:31:05 temperature: no ada_p: No Discriminator_loss: 2.29434 Generator_loss: 2.60288 
[INFO] 2021-01-01 09:46:13 > Step:    9300 Progress: 9.3% Elapsed: 1:32:00 temperature: no ada_p: No Discriminator_loss: 0.148647 Generator_loss: 2.88321 
[INFO] 2021-01-01 09:47:08 > Step:    9400 Progress: 9.4% Elapsed: 1:32:55 temperature: no ada_p: No Discriminator_loss: 0.489015 Generator_loss: 3.77732 
[INFO] 2021-01-01 09:48:03 > Step:    9500 Progress: 9.5% Elapsed: 1:33:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.58588 
[INFO] 2021-01-01 09:48:59 > Step:    9600 Progress: 9.6% Elapsed: 1:34:45 temperature: no ada_p: No Discriminator_loss: 0.00691228 Generator_loss: 1.67728 
[INFO] 2021-01-01 09:49:54 > Step:    9700 Progress: 9.7% Elapsed: 1:35:40 temperature: no ada_p: No Discriminator_loss: 0.0130029 Generator_loss: 1.93935 
[INFO] 2021-01-01 09:50:49 > Step:    9800 Progress: 9.8% Elapsed: 1:36:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.97615 
[INFO] 2021-01-01 09:51:44 > Step:    9900 Progress: 9.9% Elapsed: 1:37:31 temperature: no ada_p: No Discriminator_loss: 0.000137436 Generator_loss: 2.57497 
[INFO] 2021-01-01 09:52:39 > Step:   10000 Progress: 10.0% Elapsed: 1:38:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.12966 
[INFO] 2021-01-01 09:52:39 > Start Evaluation (10000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 09:52:39 > Calculating FID Score....
[INFO] 2021-01-01 09:53:04 > Calculating Inception Score....
[INFO] 2021-01-01 09:53:19 > Calculate F_beta Score....
[INFO] 2021-01-01 09:54:02 > Calculate Accuracies....
[INFO] 2021-01-01 09:54:08 > Calculate Accuracies....
[INFO] 2021-01-01 09:54:10 > F_8 score (Step: 10000, Using valid images): 0.05690161025223944
[INFO] 2021-01-01 09:54:10 > F_1/8 score (Step: 10000, Using valid images): 0.09169974593392005
[INFO] 2021-01-01 09:54:10 > FID score (Step: 10000, Using valid moments): 185.48153775421406
[INFO] 2021-01-01 09:54:10 > Inception score (Step: 10000, 10000 generated images): 3.5094943046569824
[INFO] 2021-01-01 09:54:10 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 09:54:11 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 09:55:06 > Step:   10100 Progress: 10.1% Elapsed: 1:40:53 temperature: no ada_p: No Discriminator_loss: 0.111397 Generator_loss: 2.6655 
[INFO] 2021-01-01 09:56:02 > Step:   10200 Progress: 10.2% Elapsed: 1:41:48 temperature: no ada_p: No Discriminator_loss: 0.612827 Generator_loss: 3.93651 
[INFO] 2021-01-01 09:56:57 > Step:   10300 Progress: 10.3% Elapsed: 1:42:44 temperature: no ada_p: No Discriminator_loss: 0.00508095 Generator_loss: 2.22039 
[INFO] 2021-01-01 09:57:52 > Step:   10400 Progress: 10.4% Elapsed: 1:43:39 temperature: no ada_p: No Discriminator_loss: 18.8876 Generator_loss: 1.92265 
[INFO] 2021-01-01 09:58:47 > Step:   10500 Progress: 10.5% Elapsed: 1:44:34 temperature: no ada_p: No Discriminator_loss: 0.0361895 Generator_loss: 1.80661 
[INFO] 2021-01-01 09:59:43 > Step:   10600 Progress: 10.6% Elapsed: 1:45:29 temperature: no ada_p: No Discriminator_loss: 0.00332811 Generator_loss: 1.6424 
[INFO] 2021-01-01 10:00:38 > Step:   10700 Progress: 10.7% Elapsed: 1:46:24 temperature: no ada_p: No Discriminator_loss: 0.0133168 Generator_loss: 1.65325 
[INFO] 2021-01-01 10:01:33 > Step:   10800 Progress: 10.8% Elapsed: 1:47:19 temperature: no ada_p: No Discriminator_loss: 0.649934 Generator_loss: 1.55088 
[INFO] 2021-01-01 10:02:28 > Step:   10900 Progress: 10.9% Elapsed: 1:48:14 temperature: no ada_p: No Discriminator_loss: 0.551076 Generator_loss: 3.74616 
[INFO] 2021-01-01 10:03:23 > Step:   11000 Progress: 11.0% Elapsed: 1:49:10 temperature: no ada_p: No Discriminator_loss: 0.124198 Generator_loss: 2.21566 
[INFO] 2021-01-01 10:04:18 > Step:   11100 Progress: 11.1% Elapsed: 1:50:05 temperature: no ada_p: No Discriminator_loss: 2.42033 Generator_loss: 2.48563 
[INFO] 2021-01-01 10:05:13 > Step:   11200 Progress: 11.2% Elapsed: 1:51:00 temperature: no ada_p: No Discriminator_loss: 0.0569376 Generator_loss: 3.06253 
[INFO] 2021-01-01 10:06:08 > Step:   11300 Progress: 11.3% Elapsed: 1:51:55 temperature: no ada_p: No Discriminator_loss: 0.152973 Generator_loss: 2.69819 
[INFO] 2021-01-01 10:07:04 > Step:   11400 Progress: 11.4% Elapsed: 1:52:51 temperature: no ada_p: No Discriminator_loss: 0.00041538 Generator_loss: 1.57205 
[INFO] 2021-01-01 10:07:59 > Step:   11500 Progress: 11.5% Elapsed: 1:53:46 temperature: no ada_p: No Discriminator_loss: 0.194244 Generator_loss: 2.68263 
[INFO] 2021-01-01 10:08:54 > Step:   11600 Progress: 11.6% Elapsed: 1:54:41 temperature: no ada_p: No Discriminator_loss: 0.0583361 Generator_loss: 2.03552 
[INFO] 2021-01-01 10:09:49 > Step:   11700 Progress: 11.7% Elapsed: 1:55:36 temperature: no ada_p: No Discriminator_loss: 0.344961 Generator_loss: 3.40946 
[INFO] 2021-01-01 10:10:45 > Step:   11800 Progress: 11.8% Elapsed: 1:56:31 temperature: no ada_p: No Discriminator_loss: 0.152645 Generator_loss: 1.66166 
[INFO] 2021-01-01 10:11:40 > Step:   11900 Progress: 11.9% Elapsed: 1:57:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.03356 
[INFO] 2021-01-01 10:12:35 > Step:   12000 Progress: 12.0% Elapsed: 1:58:21 temperature: no ada_p: No Discriminator_loss: 2.96374 Generator_loss: 3.14438 
[INFO] 2021-01-01 10:12:35 > Start Evaluation (12000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 10:12:35 > Calculating FID Score....
[INFO] 2021-01-01 10:13:00 > Calculating Inception Score....
[INFO] 2021-01-01 10:13:14 > Calculate F_beta Score....
[INFO] 2021-01-01 10:13:59 > Calculate Accuracies....
[INFO] 2021-01-01 10:14:05 > Calculate Accuracies....
[INFO] 2021-01-01 10:14:07 > F_8 score (Step: 12000, Using valid images): 0.05040099692519852
[INFO] 2021-01-01 10:14:07 > F_1/8 score (Step: 12000, Using valid images): 0.1333301627979867
[INFO] 2021-01-01 10:14:07 > FID score (Step: 12000, Using valid moments): 181.20380486169944
[INFO] 2021-01-01 10:14:07 > Inception score (Step: 12000, 10000 generated images): 3.457674980163574
[INFO] 2021-01-01 10:14:07 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 10:14:08 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 10:15:03 > Step:   12100 Progress: 12.1% Elapsed: 2:00:50 temperature: no ada_p: No Discriminator_loss: 0.205978 Generator_loss: 2.14993 
[INFO] 2021-01-01 10:15:58 > Step:   12200 Progress: 12.2% Elapsed: 2:01:45 temperature: no ada_p: No Discriminator_loss: 0.00133257 Generator_loss: 2.12973 
[INFO] 2021-01-01 10:16:53 > Step:   12300 Progress: 12.3% Elapsed: 2:02:40 temperature: no ada_p: No Discriminator_loss: 0.15484 Generator_loss: 2.48895 
[INFO] 2021-01-01 10:17:48 > Step:   12400 Progress: 12.4% Elapsed: 2:03:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91736 
[INFO] 2021-01-01 10:18:44 > Step:   12500 Progress: 12.5% Elapsed: 2:04:31 temperature: no ada_p: No Discriminator_loss: 0.00120408 Generator_loss: 1.74053 
[INFO] 2021-01-01 10:19:39 > Step:   12600 Progress: 12.6% Elapsed: 2:05:26 temperature: no ada_p: No Discriminator_loss: 0.000834037 Generator_loss: 1.792 
[INFO] 2021-01-01 10:20:34 > Step:   12700 Progress: 12.7% Elapsed: 2:06:21 temperature: no ada_p: No Discriminator_loss: 0.142622 Generator_loss: 1.65313 
[INFO] 2021-01-01 10:21:29 > Step:   12800 Progress: 12.8% Elapsed: 2:07:16 temperature: no ada_p: No Discriminator_loss: 0.0115427 Generator_loss: 1.7906 
[INFO] 2021-01-01 10:22:25 > Step:   12900 Progress: 12.9% Elapsed: 2:08:11 temperature: no ada_p: No Discriminator_loss: 0.000748854 Generator_loss: 2.29539 
[INFO] 2021-01-01 10:23:20 > Step:   13000 Progress: 13.0% Elapsed: 2:09:06 temperature: no ada_p: No Discriminator_loss: 0.849733 Generator_loss: 3.70606 
[INFO] 2021-01-01 10:24:15 > Step:   13100 Progress: 13.1% Elapsed: 2:10:01 temperature: no ada_p: No Discriminator_loss: 0.00624313 Generator_loss: 1.96002 
[INFO] 2021-01-01 10:25:10 > Step:   13200 Progress: 13.2% Elapsed: 2:10:56 temperature: no ada_p: No Discriminator_loss: 0.00543412 Generator_loss: 2.16456 
[INFO] 2021-01-01 10:26:05 > Step:   13300 Progress: 13.3% Elapsed: 2:11:52 temperature: no ada_p: No Discriminator_loss: 0.00266744 Generator_loss: 1.50982 
[INFO] 2021-01-01 10:27:00 > Step:   13400 Progress: 13.4% Elapsed: 2:12:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.87449 
[INFO] 2021-01-01 10:27:55 > Step:   13500 Progress: 13.5% Elapsed: 2:13:42 temperature: no ada_p: No Discriminator_loss: 0.00139353 Generator_loss: 1.7559 
[INFO] 2021-01-01 10:28:50 > Step:   13600 Progress: 13.6% Elapsed: 2:14:37 temperature: no ada_p: No Discriminator_loss: 0.00431127 Generator_loss: 1.30081 
[INFO] 2021-01-01 10:29:46 > Step:   13700 Progress: 13.7% Elapsed: 2:15:33 temperature: no ada_p: No Discriminator_loss: 0.152991 Generator_loss: 1.52604 
[INFO] 2021-01-01 10:30:41 > Step:   13800 Progress: 13.8% Elapsed: 2:16:28 temperature: no ada_p: No Discriminator_loss: 1.53386 Generator_loss: 2.0764 
[INFO] 2021-01-01 10:31:36 > Step:   13900 Progress: 13.9% Elapsed: 2:17:23 temperature: no ada_p: No Discriminator_loss: 0.00631082 Generator_loss: 1.58718 
[INFO] 2021-01-01 10:32:31 > Step:   14000 Progress: 14.0% Elapsed: 2:18:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.85714 
[INFO] 2021-01-01 10:32:31 > Start Evaluation (14000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 10:32:31 > Calculating FID Score....
[INFO] 2021-01-01 10:32:56 > Calculating Inception Score....
[INFO] 2021-01-01 10:33:10 > Calculate F_beta Score....
[INFO] 2021-01-01 10:33:56 > Calculate Accuracies....
[INFO] 2021-01-01 10:34:02 > Calculate Accuracies....
[INFO] 2021-01-01 10:34:03 > F_8 score (Step: 14000, Using valid images): 0.1126602537578747
[INFO] 2021-01-01 10:34:03 > F_1/8 score (Step: 14000, Using valid images): 0.015305176456056545
[INFO] 2021-01-01 10:34:03 > FID score (Step: 14000, Using valid moments): 238.8085353115117
[INFO] 2021-01-01 10:34:03 > Inception score (Step: 14000, 10000 generated images): 2.3971750736236572
[INFO] 2021-01-01 10:34:03 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 10:34:05 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 10:35:00 > Step:   14100 Progress: 14.1% Elapsed: 2:20:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.41058 
[INFO] 2021-01-01 10:35:55 > Step:   14200 Progress: 14.2% Elapsed: 2:21:41 temperature: no ada_p: No Discriminator_loss: 0.00437279 Generator_loss: 1.92761 
[INFO] 2021-01-01 10:36:50 > Step:   14300 Progress: 14.3% Elapsed: 2:22:36 temperature: no ada_p: No Discriminator_loss: 0.0980193 Generator_loss: 2.81547 
[INFO] 2021-01-01 10:37:45 > Step:   14400 Progress: 14.4% Elapsed: 2:23:31 temperature: no ada_p: No Discriminator_loss: 3.71577 Generator_loss: 3.45676 
[INFO] 2021-01-01 10:38:40 > Step:   14500 Progress: 14.5% Elapsed: 2:24:27 temperature: no ada_p: No Discriminator_loss: 0.022956 Generator_loss: 1.38759 
[INFO] 2021-01-01 10:39:35 > Step:   14600 Progress: 14.6% Elapsed: 2:25:22 temperature: no ada_p: No Discriminator_loss: 0.00113911 Generator_loss: 1.18359 
[INFO] 2021-01-01 10:40:30 > Step:   14700 Progress: 14.7% Elapsed: 2:26:17 temperature: no ada_p: No Discriminator_loss: 1.93 Generator_loss: 0.897143 
[INFO] 2021-01-01 10:41:25 > Step:   14800 Progress: 14.8% Elapsed: 2:27:12 temperature: no ada_p: No Discriminator_loss: 0.00828564 Generator_loss: 1.67182 
[INFO] 2021-01-01 10:42:21 > Step:   14900 Progress: 14.9% Elapsed: 2:28:08 temperature: no ada_p: No Discriminator_loss: 0.0293837 Generator_loss: 1.61197 
[INFO] 2021-01-01 10:43:16 > Step:   15000 Progress: 15.0% Elapsed: 2:29:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.56523 
[INFO] 2021-01-01 10:44:11 > Step:   15100 Progress: 15.1% Elapsed: 2:29:58 temperature: no ada_p: No Discriminator_loss: 0.843066 Generator_loss: 1.22833 
[INFO] 2021-01-01 10:45:06 > Step:   15200 Progress: 15.2% Elapsed: 2:30:53 temperature: no ada_p: No Discriminator_loss: 0.125877 Generator_loss: 2.00131 
[INFO] 2021-01-01 10:46:02 > Step:   15300 Progress: 15.3% Elapsed: 2:31:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.10894 
[INFO] 2021-01-01 10:46:57 > Step:   15400 Progress: 15.4% Elapsed: 2:32:43 temperature: no ada_p: No Discriminator_loss: 0.0112257 Generator_loss: 1.73539 
[INFO] 2021-01-01 10:47:52 > Step:   15500 Progress: 15.5% Elapsed: 2:33:38 temperature: no ada_p: No Discriminator_loss: 0.0134343 Generator_loss: 1.63525 
[INFO] 2021-01-01 10:48:47 > Step:   15600 Progress: 15.6% Elapsed: 2:34:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.04553 
[INFO] 2021-01-01 10:49:42 > Step:   15700 Progress: 15.7% Elapsed: 2:35:29 temperature: no ada_p: No Discriminator_loss: 0.000416814 Generator_loss: 2.08656 
[INFO] 2021-01-01 10:50:37 > Step:   15800 Progress: 15.8% Elapsed: 2:36:24 temperature: no ada_p: No Discriminator_loss: 0.000287188 Generator_loss: 1.84623 
[INFO] 2021-01-01 10:51:32 > Step:   15900 Progress: 15.9% Elapsed: 2:37:19 temperature: no ada_p: No Discriminator_loss: 0.315881 Generator_loss: 2.44189 
[INFO] 2021-01-01 10:52:28 > Step:   16000 Progress: 16.0% Elapsed: 2:38:15 temperature: no ada_p: No Discriminator_loss: 6.93216 Generator_loss: 1.99101 
[INFO] 2021-01-01 10:52:28 > Start Evaluation (16000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 10:52:28 > Calculating FID Score....
[INFO] 2021-01-01 10:52:53 > Calculating Inception Score....
[INFO] 2021-01-01 10:53:07 > Calculate F_beta Score....
[INFO] 2021-01-01 10:53:52 > Calculate Accuracies....
[INFO] 2021-01-01 10:53:58 > Calculate Accuracies....
[INFO] 2021-01-01 10:54:00 > F_8 score (Step: 16000, Using valid images): 0.04053967463314117
[INFO] 2021-01-01 10:54:00 > F_1/8 score (Step: 16000, Using valid images): 0.0786226303908382
[INFO] 2021-01-01 10:54:00 > FID score (Step: 16000, Using valid moments): 183.85929098958673
[INFO] 2021-01-01 10:54:00 > Inception score (Step: 16000, 10000 generated images): 3.3943636417388916
[INFO] 2021-01-01 10:54:00 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 10:54:01 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 10:54:56 > Step:   16100 Progress: 16.1% Elapsed: 2:40:43 temperature: no ada_p: No Discriminator_loss: 0.000415058 Generator_loss: 1.7002 
[INFO] 2021-01-01 10:55:51 > Step:   16200 Progress: 16.2% Elapsed: 2:41:38 temperature: no ada_p: No Discriminator_loss: 0.00896648 Generator_loss: 1.3894 
[INFO] 2021-01-01 10:56:46 > Step:   16300 Progress: 16.3% Elapsed: 2:42:33 temperature: no ada_p: No Discriminator_loss: 0.00247575 Generator_loss: 2.05087 
[INFO] 2021-01-01 10:57:41 > Step:   16400 Progress: 16.4% Elapsed: 2:43:28 temperature: no ada_p: No Discriminator_loss: 0.00986831 Generator_loss: 1.61158 
[INFO] 2021-01-01 10:58:36 > Step:   16500 Progress: 16.5% Elapsed: 2:44:23 temperature: no ada_p: No Discriminator_loss: 0.0268689 Generator_loss: 1.71141 
[INFO] 2021-01-01 10:59:31 > Step:   16600 Progress: 16.6% Elapsed: 2:45:18 temperature: no ada_p: No Discriminator_loss: 0.148269 Generator_loss: 2.33528 
[INFO] 2021-01-01 11:00:26 > Step:   16700 Progress: 16.7% Elapsed: 2:46:13 temperature: no ada_p: No Discriminator_loss: 0.000103114 Generator_loss: 1.84033 
[INFO] 2021-01-01 11:01:22 > Step:   16800 Progress: 16.8% Elapsed: 2:47:09 temperature: no ada_p: No Discriminator_loss: 0.00421518 Generator_loss: 1.9043 
[INFO] 2021-01-01 11:02:17 > Step:   16900 Progress: 16.9% Elapsed: 2:48:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.6662 
[INFO] 2021-01-01 11:03:12 > Step:   17000 Progress: 17.0% Elapsed: 2:48:59 temperature: no ada_p: No Discriminator_loss: 0.0881556 Generator_loss: 1.69247 
[INFO] 2021-01-01 11:04:07 > Step:   17100 Progress: 17.1% Elapsed: 2:49:54 temperature: no ada_p: No Discriminator_loss: 0.0025176 Generator_loss: 1.75623 
[INFO] 2021-01-01 11:05:02 > Step:   17200 Progress: 17.2% Elapsed: 2:50:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.7671 
[INFO] 2021-01-01 11:05:57 > Step:   17300 Progress: 17.3% Elapsed: 2:51:44 temperature: no ada_p: No Discriminator_loss: 0.0058009 Generator_loss: 1.64832 
[INFO] 2021-01-01 11:06:52 > Step:   17400 Progress: 17.4% Elapsed: 2:52:39 temperature: no ada_p: No Discriminator_loss: 0.0281858 Generator_loss: 1.91836 
[INFO] 2021-01-01 11:07:47 > Step:   17500 Progress: 17.5% Elapsed: 2:53:34 temperature: no ada_p: No Discriminator_loss: 2.15716 Generator_loss: 1.58196 
[INFO] 2021-01-01 11:08:43 > Step:   17600 Progress: 17.6% Elapsed: 2:54:30 temperature: no ada_p: No Discriminator_loss: 0.0452119 Generator_loss: 1.37046 
[INFO] 2021-01-01 11:09:38 > Step:   17700 Progress: 17.7% Elapsed: 2:55:25 temperature: no ada_p: No Discriminator_loss: 0.0811596 Generator_loss: 2.1883 
[INFO] 2021-01-01 11:10:33 > Step:   17800 Progress: 17.8% Elapsed: 2:56:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.04594 
[INFO] 2021-01-01 11:11:28 > Step:   17900 Progress: 17.9% Elapsed: 2:57:15 temperature: no ada_p: No Discriminator_loss: 0.000713935 Generator_loss: 1.74754 
[INFO] 2021-01-01 11:12:23 > Step:   18000 Progress: 18.0% Elapsed: 2:58:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.47595 
[INFO] 2021-01-01 11:12:23 > Start Evaluation (18000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 11:12:23 > Calculating FID Score....
[INFO] 2021-01-01 11:12:48 > Calculating Inception Score....
[INFO] 2021-01-01 11:13:03 > Calculate F_beta Score....
[INFO] 2021-01-01 11:13:46 > Calculate Accuracies....
[INFO] 2021-01-01 11:13:52 > Calculate Accuracies....
[INFO] 2021-01-01 11:13:54 > F_8 score (Step: 18000, Using valid images): 0.08661974005123511
[INFO] 2021-01-01 11:13:54 > F_1/8 score (Step: 18000, Using valid images): 0.09453077087440273
[INFO] 2021-01-01 11:13:54 > FID score (Step: 18000, Using valid moments): 196.03763800848162
[INFO] 2021-01-01 11:13:54 > Inception score (Step: 18000, 10000 generated images): 3.1341798305511475
[INFO] 2021-01-01 11:13:54 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 11:13:55 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 11:14:50 > Step:   18100 Progress: 18.1% Elapsed: 3:00:36 temperature: no ada_p: No Discriminator_loss: 0.0218774 Generator_loss: 2.0742 
[INFO] 2021-01-01 11:15:45 > Step:   18200 Progress: 18.2% Elapsed: 3:01:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.70744 
[INFO] 2021-01-01 11:16:40 > Step:   18300 Progress: 18.3% Elapsed: 3:02:26 temperature: no ada_p: No Discriminator_loss: 0.000415769 Generator_loss: 1.61827 
[INFO] 2021-01-01 11:17:35 > Step:   18400 Progress: 18.4% Elapsed: 3:03:22 temperature: no ada_p: No Discriminator_loss: 0.469931 Generator_loss: 1.76125 
[INFO] 2021-01-01 11:18:30 > Step:   18500 Progress: 18.5% Elapsed: 3:04:17 temperature: no ada_p: No Discriminator_loss: 0.0226276 Generator_loss: 1.74975 
[INFO] 2021-01-01 11:19:25 > Step:   18600 Progress: 18.6% Elapsed: 3:05:12 temperature: no ada_p: No Discriminator_loss: 0.0894174 Generator_loss: 2.38355 
[INFO] 2021-01-01 11:20:20 > Step:   18700 Progress: 18.7% Elapsed: 3:06:07 temperature: no ada_p: No Discriminator_loss: 0.00252629 Generator_loss: 1.49668 
[INFO] 2021-01-01 11:21:16 > Step:   18800 Progress: 18.8% Elapsed: 3:07:02 temperature: no ada_p: No Discriminator_loss: 0.00324226 Generator_loss: 1.50174 
[INFO] 2021-01-01 11:22:11 > Step:   18900 Progress: 18.9% Elapsed: 3:07:57 temperature: no ada_p: No Discriminator_loss: 0.00279437 Generator_loss: 1.41342 
[INFO] 2021-01-01 11:23:06 > Step:   19000 Progress: 19.0% Elapsed: 3:08:52 temperature: no ada_p: No Discriminator_loss: 1.80833 Generator_loss: 2.38996 
[INFO] 2021-01-01 11:24:01 > Step:   19100 Progress: 19.1% Elapsed: 3:09:47 temperature: no ada_p: No Discriminator_loss: 4.85028e-05 Generator_loss: 1.69106 
[INFO] 2021-01-01 11:24:56 > Step:   19200 Progress: 19.2% Elapsed: 3:10:43 temperature: no ada_p: No Discriminator_loss: 0.0137704 Generator_loss: 1.90548 
[INFO] 2021-01-01 11:25:51 > Step:   19300 Progress: 19.3% Elapsed: 3:11:38 temperature: no ada_p: No Discriminator_loss: 0.000640515 Generator_loss: 1.54421 
[INFO] 2021-01-01 11:26:46 > Step:   19400 Progress: 19.4% Elapsed: 3:12:33 temperature: no ada_p: No Discriminator_loss: 0.00166005 Generator_loss: 2.05608 
[INFO] 2021-01-01 11:27:41 > Step:   19500 Progress: 19.5% Elapsed: 3:13:28 temperature: no ada_p: No Discriminator_loss: 0.0648084 Generator_loss: 1.95718 
[INFO] 2021-01-01 11:28:37 > Step:   19600 Progress: 19.6% Elapsed: 3:14:24 temperature: no ada_p: No Discriminator_loss: 0.909869 Generator_loss: 0.839896 
[INFO] 2021-01-01 11:29:32 > Step:   19700 Progress: 19.7% Elapsed: 3:15:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.29424 
[INFO] 2021-01-01 11:30:27 > Step:   19800 Progress: 19.8% Elapsed: 3:16:14 temperature: no ada_p: No Discriminator_loss: 0.234935 Generator_loss: 2.9216 
[INFO] 2021-01-01 11:31:22 > Step:   19900 Progress: 19.9% Elapsed: 3:17:09 temperature: no ada_p: No Discriminator_loss: 0.00108046 Generator_loss: 1.79969 
[INFO] 2021-01-01 11:32:17 > Step:   20000 Progress: 20.0% Elapsed: 3:18:04 temperature: no ada_p: No Discriminator_loss: 0.00301907 Generator_loss: 1.56818 
[INFO] 2021-01-01 11:32:17 > Start Evaluation (20000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 11:32:17 > Calculating FID Score....
[INFO] 2021-01-01 11:32:42 > Calculating Inception Score....
[INFO] 2021-01-01 11:32:57 > Calculate F_beta Score....
[INFO] 2021-01-01 11:33:40 > Calculate Accuracies....
[INFO] 2021-01-01 11:33:46 > Calculate Accuracies....
[INFO] 2021-01-01 11:33:48 > F_8 score (Step: 20000, Using valid images): 0.15086841193996625
[INFO] 2021-01-01 11:33:48 > F_1/8 score (Step: 20000, Using valid images): 0.06218691893237332
[INFO] 2021-01-01 11:33:48 > FID score (Step: 20000, Using valid moments): 189.92832876232353
[INFO] 2021-01-01 11:33:48 > Inception score (Step: 20000, 10000 generated images): 3.746304988861084
[INFO] 2021-01-01 11:33:48 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 11:33:49 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 11:34:44 > Step:   20100 Progress: 20.1% Elapsed: 3:20:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.792 
[INFO] 2021-01-01 11:35:39 > Step:   20200 Progress: 20.2% Elapsed: 3:21:26 temperature: no ada_p: No Discriminator_loss: 0.25245 Generator_loss: 1.45641 
[INFO] 2021-01-01 11:36:35 > Step:   20300 Progress: 20.3% Elapsed: 3:22:21 temperature: no ada_p: No Discriminator_loss: 3.92675 Generator_loss: 2.4664 
[INFO] 2021-01-01 11:37:30 > Step:   20400 Progress: 20.4% Elapsed: 3:23:16 temperature: no ada_p: No Discriminator_loss: 0.00244694 Generator_loss: 1.68285 
[INFO] 2021-01-01 11:38:25 > Step:   20500 Progress: 20.5% Elapsed: 3:24:11 temperature: no ada_p: No Discriminator_loss: 0.0156124 Generator_loss: 2.12162 
[INFO] 2021-01-01 11:39:20 > Step:   20600 Progress: 20.6% Elapsed: 3:25:06 temperature: no ada_p: No Discriminator_loss: 0.477906 Generator_loss: 3.3576 
[INFO] 2021-01-01 11:40:15 > Step:   20700 Progress: 20.7% Elapsed: 3:26:02 temperature: no ada_p: No Discriminator_loss: 0.00301045 Generator_loss: 2.03203 
[INFO] 2021-01-01 11:41:10 > Step:   20800 Progress: 20.8% Elapsed: 3:26:57 temperature: no ada_p: No Discriminator_loss: 1.06181 Generator_loss: 1.97238 
[INFO] 2021-01-01 11:42:05 > Step:   20900 Progress: 20.9% Elapsed: 3:27:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.87868 
[INFO] 2021-01-01 11:43:00 > Step:   21000 Progress: 21.0% Elapsed: 3:28:47 temperature: no ada_p: No Discriminator_loss: 0.000207908 Generator_loss: 1.64467 
[INFO] 2021-01-01 11:43:56 > Step:   21100 Progress: 21.1% Elapsed: 3:29:42 temperature: no ada_p: No Discriminator_loss: 0.00328783 Generator_loss: 2.20776 
[INFO] 2021-01-01 11:44:51 > Step:   21200 Progress: 21.2% Elapsed: 3:30:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.76756 
[INFO] 2021-01-01 11:45:46 > Step:   21300 Progress: 21.3% Elapsed: 3:31:32 temperature: no ada_p: No Discriminator_loss: 0.0959356 Generator_loss: 2.00011 
[INFO] 2021-01-01 11:46:41 > Step:   21400 Progress: 21.4% Elapsed: 3:32:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.71868 
[INFO] 2021-01-01 11:47:36 > Step:   21500 Progress: 21.5% Elapsed: 3:33:23 temperature: no ada_p: No Discriminator_loss: 0.00485613 Generator_loss: 1.30878 
[INFO] 2021-01-01 11:48:31 > Step:   21600 Progress: 21.6% Elapsed: 3:34:18 temperature: no ada_p: No Discriminator_loss: 0.000833219 Generator_loss: 1.53801 
[INFO] 2021-01-01 11:49:26 > Step:   21700 Progress: 21.7% Elapsed: 3:35:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.21965 
[INFO] 2021-01-01 11:50:21 > Step:   21800 Progress: 21.8% Elapsed: 3:36:08 temperature: no ada_p: No Discriminator_loss: 2.52663 Generator_loss: 2.1958 
[INFO] 2021-01-01 11:51:17 > Step:   21900 Progress: 21.9% Elapsed: 3:37:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.48079 
[INFO] 2021-01-01 11:52:11 > Step:   22000 Progress: 22.0% Elapsed: 3:37:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3224 
[INFO] 2021-01-01 11:52:11 > Start Evaluation (22000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 11:52:11 > Calculating FID Score....
[INFO] 2021-01-01 11:52:36 > Calculating Inception Score....
[INFO] 2021-01-01 11:52:51 > Calculate F_beta Score....
[INFO] 2021-01-01 11:53:35 > Calculate Accuracies....
[INFO] 2021-01-01 11:53:41 > Calculate Accuracies....
[INFO] 2021-01-01 11:53:43 > F_8 score (Step: 22000, Using valid images): 0.04899983750746946
[INFO] 2021-01-01 11:53:43 > F_1/8 score (Step: 22000, Using valid images): 0.13008336627196307
[INFO] 2021-01-01 11:53:43 > FID score (Step: 22000, Using valid moments): 191.51845259154717
[INFO] 2021-01-01 11:53:43 > Inception score (Step: 22000, 10000 generated images): 3.186645746231079
[INFO] 2021-01-01 11:53:43 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 11:53:44 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 11:54:39 > Step:   22100 Progress: 22.1% Elapsed: 3:40:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.42958 
[INFO] 2021-01-01 11:55:33 > Step:   22200 Progress: 22.2% Elapsed: 3:41:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.79961 
[INFO] 2021-01-01 11:56:29 > Step:   22300 Progress: 22.3% Elapsed: 3:42:16 temperature: no ada_p: No Discriminator_loss: 0.0016116 Generator_loss: 1.74941 
[INFO] 2021-01-01 11:57:24 > Step:   22400 Progress: 22.4% Elapsed: 3:43:11 temperature: no ada_p: No Discriminator_loss: 0.000781616 Generator_loss: 2.3425 
[INFO] 2021-01-01 11:58:19 > Step:   22500 Progress: 22.5% Elapsed: 3:44:06 temperature: no ada_p: No Discriminator_loss: 0.00222694 Generator_loss: 1.54083 
[INFO] 2021-01-01 11:59:14 > Step:   22600 Progress: 22.6% Elapsed: 3:45:01 temperature: no ada_p: No Discriminator_loss: 0.179885 Generator_loss: 2.89637 
[INFO] 2021-01-01 12:00:09 > Step:   22700 Progress: 22.7% Elapsed: 3:45:56 temperature: no ada_p: No Discriminator_loss: 0.0117034 Generator_loss: 1.54549 
[INFO] 2021-01-01 12:01:04 > Step:   22800 Progress: 22.8% Elapsed: 3:46:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.57433 
[INFO] 2021-01-01 12:01:59 > Step:   22900 Progress: 22.9% Elapsed: 3:47:46 temperature: no ada_p: No Discriminator_loss: 0.00345394 Generator_loss: 2.21705 
[INFO] 2021-01-01 12:02:54 > Step:   23000 Progress: 23.0% Elapsed: 3:48:41 temperature: no ada_p: No Discriminator_loss: 0.117217 Generator_loss: 2.20201 
[INFO] 2021-01-01 12:03:50 > Step:   23100 Progress: 23.1% Elapsed: 3:49:36 temperature: no ada_p: No Discriminator_loss: 0.00197015 Generator_loss: 1.80288 
[INFO] 2021-01-01 12:04:45 > Step:   23200 Progress: 23.2% Elapsed: 3:50:31 temperature: no ada_p: No Discriminator_loss: 0.045819 Generator_loss: 1.27892 
[INFO] 2021-01-01 12:05:40 > Step:   23300 Progress: 23.3% Elapsed: 3:51:26 temperature: no ada_p: No Discriminator_loss: 0.109621 Generator_loss: 2.25963 
[INFO] 2021-01-01 12:06:35 > Step:   23400 Progress: 23.4% Elapsed: 3:52:21 temperature: no ada_p: No Discriminator_loss: 0.00462636 Generator_loss: 1.98965 
[INFO] 2021-01-01 12:07:30 > Step:   23500 Progress: 23.5% Elapsed: 3:53:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.46064 
[INFO] 2021-01-01 12:08:25 > Step:   23600 Progress: 23.6% Elapsed: 3:54:12 temperature: no ada_p: No Discriminator_loss: 3.01519 Generator_loss: 2.07488 
[INFO] 2021-01-01 12:09:20 > Step:   23700 Progress: 23.7% Elapsed: 3:55:07 temperature: no ada_p: No Discriminator_loss: 0.0569035 Generator_loss: 1.77233 
[INFO] 2021-01-01 12:10:16 > Step:   23800 Progress: 23.8% Elapsed: 3:56:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.207 
[INFO] 2021-01-01 12:11:10 > Step:   23900 Progress: 23.9% Elapsed: 3:56:57 temperature: no ada_p: No Discriminator_loss: 0.0049723 Generator_loss: 1.57811 
[INFO] 2021-01-01 12:12:05 > Step:   24000 Progress: 24.0% Elapsed: 3:57:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.7781 
[INFO] 2021-01-01 12:12:05 > Start Evaluation (24000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 12:12:05 > Calculating FID Score....
[INFO] 2021-01-01 12:12:30 > Calculating Inception Score....
[INFO] 2021-01-01 12:12:45 > Calculate F_beta Score....
[INFO] 2021-01-01 12:13:27 > Calculate Accuracies....
[INFO] 2021-01-01 12:13:33 > Calculate Accuracies....
[INFO] 2021-01-01 12:13:35 > F_8 score (Step: 24000, Using valid images): 0.08457630788575479
[INFO] 2021-01-01 12:13:35 > F_1/8 score (Step: 24000, Using valid images): 0.027656265242263202
[INFO] 2021-01-01 12:13:35 > FID score (Step: 24000, Using valid moments): 297.85768486079763
[INFO] 2021-01-01 12:13:35 > Inception score (Step: 24000, 10000 generated images): 2.116321086883545
[INFO] 2021-01-01 12:13:35 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 12:13:36 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 12:14:31 > Step:   24100 Progress: 24.1% Elapsed: 4:00:17 temperature: no ada_p: No Discriminator_loss: 0.00295947 Generator_loss: 1.57261 
[INFO] 2021-01-01 12:15:26 > Step:   24200 Progress: 24.2% Elapsed: 4:01:13 temperature: no ada_p: No Discriminator_loss: 0.0008901 Generator_loss: 1.84217 
[INFO] 2021-01-01 12:16:21 > Step:   24300 Progress: 24.3% Elapsed: 4:02:08 temperature: no ada_p: No Discriminator_loss: 0.00224286 Generator_loss: 1.57312 
[INFO] 2021-01-01 12:17:16 > Step:   24400 Progress: 24.4% Elapsed: 4:03:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.55842 
[INFO] 2021-01-01 12:18:11 > Step:   24500 Progress: 24.5% Elapsed: 4:03:58 temperature: no ada_p: No Discriminator_loss: 0.000816491 Generator_loss: 1.73648 
[INFO] 2021-01-01 12:19:07 > Step:   24600 Progress: 24.6% Elapsed: 4:04:53 temperature: no ada_p: No Discriminator_loss: 0.075878 Generator_loss: 2.33211 
[INFO] 2021-01-01 12:20:01 > Step:   24700 Progress: 24.7% Elapsed: 4:05:48 temperature: no ada_p: No Discriminator_loss: 0.00107676 Generator_loss: 1.56351 
[INFO] 2021-01-01 12:20:56 > Step:   24800 Progress: 24.8% Elapsed: 4:06:43 temperature: no ada_p: No Discriminator_loss: 0.0397481 Generator_loss: 1.85116 
[INFO] 2021-01-01 12:21:51 > Step:   24900 Progress: 24.9% Elapsed: 4:07:38 temperature: no ada_p: No Discriminator_loss: 0.200399 Generator_loss: 2.95041 
[INFO] 2021-01-01 12:22:47 > Step:   25000 Progress: 25.0% Elapsed: 4:08:34 temperature: no ada_p: No Discriminator_loss: 0.25157 Generator_loss: 2.94636 
[INFO] 2021-01-01 12:23:42 > Step:   25100 Progress: 25.1% Elapsed: 4:09:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.16362 
[INFO] 2021-01-01 12:24:37 > Step:   25200 Progress: 25.2% Elapsed: 4:10:24 temperature: no ada_p: No Discriminator_loss: 0.00232901 Generator_loss: 1.49452 
[INFO] 2021-01-01 12:25:32 > Step:   25300 Progress: 25.3% Elapsed: 4:11:19 temperature: no ada_p: No Discriminator_loss: 3.80921 Generator_loss: 2.61638 
[INFO] 2021-01-01 12:26:27 > Step:   25400 Progress: 25.4% Elapsed: 4:12:14 temperature: no ada_p: No Discriminator_loss: 0.122583 Generator_loss: 2.03909 
[INFO] 2021-01-01 12:27:22 > Step:   25500 Progress: 25.5% Elapsed: 4:13:09 temperature: no ada_p: No Discriminator_loss: 0.00910923 Generator_loss: 1.81714 
[INFO] 2021-01-01 12:28:17 > Step:   25600 Progress: 25.6% Elapsed: 4:14:04 temperature: no ada_p: No Discriminator_loss: 0.0098295 Generator_loss: 1.84223 
[INFO] 2021-01-01 12:29:12 > Step:   25700 Progress: 25.7% Elapsed: 4:14:59 temperature: no ada_p: No Discriminator_loss: 0.14928 Generator_loss: 1.54096 
[INFO] 2021-01-01 12:30:08 > Step:   25800 Progress: 25.8% Elapsed: 4:15:55 temperature: no ada_p: No Discriminator_loss: 1.19155 Generator_loss: 1.4762 
[INFO] 2021-01-01 12:31:03 > Step:   25900 Progress: 25.9% Elapsed: 4:16:50 temperature: no ada_p: No Discriminator_loss: 0.000354394 Generator_loss: 1.51688 
[INFO] 2021-01-01 12:31:58 > Step:   26000 Progress: 26.0% Elapsed: 4:17:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.49076 
[INFO] 2021-01-01 12:31:58 > Start Evaluation (26000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 12:31:58 > Calculating FID Score....
[INFO] 2021-01-01 12:32:22 > Calculating Inception Score....
[INFO] 2021-01-01 12:32:37 > Calculate F_beta Score....
[INFO] 2021-01-01 12:33:20 > Calculate Accuracies....
[INFO] 2021-01-01 12:33:26 > Calculate Accuracies....
[INFO] 2021-01-01 12:33:28 > F_8 score (Step: 26000, Using valid images): 0.048098889427675255
[INFO] 2021-01-01 12:33:28 > F_1/8 score (Step: 26000, Using valid images): 0.06667383766021084
[INFO] 2021-01-01 12:33:28 > FID score (Step: 26000, Using valid moments): 210.50038098771725
[INFO] 2021-01-01 12:33:28 > Inception score (Step: 26000, 10000 generated images): 3.5983734130859375
[INFO] 2021-01-01 12:33:28 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 12:33:29 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 12:34:24 > Step:   26100 Progress: 26.1% Elapsed: 4:20:11 temperature: no ada_p: No Discriminator_loss: 0.00381215 Generator_loss: 1.4641 
[INFO] 2021-01-01 12:35:19 > Step:   26200 Progress: 26.2% Elapsed: 4:21:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.06287 
[INFO] 2021-01-01 12:36:14 > Step:   26300 Progress: 26.3% Elapsed: 4:22:01 temperature: no ada_p: No Discriminator_loss: 0.00124994 Generator_loss: 1.85654 
[INFO] 2021-01-01 12:37:09 > Step:   26400 Progress: 26.4% Elapsed: 4:22:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.45444 
[INFO] 2021-01-01 12:38:04 > Step:   26500 Progress: 26.5% Elapsed: 4:23:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.47494 
[INFO] 2021-01-01 12:39:00 > Step:   26600 Progress: 26.6% Elapsed: 4:24:47 temperature: no ada_p: No Discriminator_loss: 0.00737468 Generator_loss: 1.34076 
[INFO] 2021-01-01 12:39:55 > Step:   26700 Progress: 26.7% Elapsed: 4:25:41 temperature: no ada_p: No Discriminator_loss: 0.00174663 Generator_loss: 1.6885 
[INFO] 2021-01-01 12:40:50 > Step:   26800 Progress: 26.8% Elapsed: 4:26:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.73727 
[INFO] 2021-01-01 12:41:45 > Step:   26900 Progress: 26.9% Elapsed: 4:27:31 temperature: no ada_p: No Discriminator_loss: 0.00373106 Generator_loss: 1.881 
[INFO] 2021-01-01 12:42:40 > Step:   27000 Progress: 27.0% Elapsed: 4:28:27 temperature: no ada_p: No Discriminator_loss: 0.0143304 Generator_loss: 1.73438 
[INFO] 2021-01-01 12:43:35 > Step:   27100 Progress: 27.1% Elapsed: 4:29:22 temperature: no ada_p: No Discriminator_loss: 0.00293678 Generator_loss: 1.44864 
[INFO] 2021-01-01 12:44:30 > Step:   27200 Progress: 27.2% Elapsed: 4:30:17 temperature: no ada_p: No Discriminator_loss: 0.17692 Generator_loss: 2.66035 
[INFO] 2021-01-01 12:45:25 > Step:   27300 Progress: 27.3% Elapsed: 4:31:12 temperature: no ada_p: No Discriminator_loss: 0.0135923 Generator_loss: 1.60835 
[INFO] 2021-01-01 12:46:21 > Step:   27400 Progress: 27.4% Elapsed: 4:32:07 temperature: no ada_p: No Discriminator_loss: 0.098196 Generator_loss: 3.07686 
[INFO] 2021-01-01 12:47:15 > Step:   27500 Progress: 27.5% Elapsed: 4:33:02 temperature: no ada_p: No Discriminator_loss: 0.020333 Generator_loss: 2.08365 
[INFO] 2021-01-01 12:48:10 > Step:   27600 Progress: 27.6% Elapsed: 4:33:57 temperature: no ada_p: No Discriminator_loss: 0.00458777 Generator_loss: 1.54249 
[INFO] 2021-01-01 12:49:06 > Step:   27700 Progress: 27.7% Elapsed: 4:34:53 temperature: no ada_p: No Discriminator_loss: 0.000111036 Generator_loss: 1.46851 
[INFO] 2021-01-01 12:50:01 > Step:   27800 Progress: 27.8% Elapsed: 4:35:48 temperature: no ada_p: No Discriminator_loss: 0.00361888 Generator_loss: 1.72683 
[INFO] 2021-01-01 12:50:56 > Step:   27900 Progress: 27.9% Elapsed: 4:36:42 temperature: no ada_p: No Discriminator_loss: 0.446107 Generator_loss: 2.18897 
[INFO] 2021-01-01 12:51:51 > Step:   28000 Progress: 28.0% Elapsed: 4:37:37 temperature: no ada_p: No Discriminator_loss: 0.0994504 Generator_loss: 2.9582 
[INFO] 2021-01-01 12:51:51 > Start Evaluation (28000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 12:51:51 > Calculating FID Score....
[INFO] 2021-01-01 12:52:15 > Calculating Inception Score....
[INFO] 2021-01-01 12:52:30 > Calculate F_beta Score....
[INFO] 2021-01-01 12:53:13 > Calculate Accuracies....
[INFO] 2021-01-01 12:53:19 > Calculate Accuracies....
[INFO] 2021-01-01 12:53:21 > F_8 score (Step: 28000, Using valid images): 0.14974684054433998
[INFO] 2021-01-01 12:53:21 > F_1/8 score (Step: 28000, Using valid images): 0.06881950334554658
[INFO] 2021-01-01 12:53:21 > FID score (Step: 28000, Using valid moments): 195.81108981198682
[INFO] 2021-01-01 12:53:21 > Inception score (Step: 28000, 10000 generated images): 2.8916518688201904
[INFO] 2021-01-01 12:53:21 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 12:53:22 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 12:54:17 > Step:   28100 Progress: 28.1% Elapsed: 4:40:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.79911 
[INFO] 2021-01-01 12:55:12 > Step:   28200 Progress: 28.2% Elapsed: 4:40:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.41821 
[INFO] 2021-01-01 12:56:07 > Step:   28300 Progress: 28.3% Elapsed: 4:41:53 temperature: no ada_p: No Discriminator_loss: 1.16663 Generator_loss: 0.656291 
[INFO] 2021-01-01 12:57:02 > Step:   28400 Progress: 28.4% Elapsed: 4:42:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91402 
[INFO] 2021-01-01 12:57:57 > Step:   28500 Progress: 28.5% Elapsed: 4:43:44 temperature: no ada_p: No Discriminator_loss: 0.0130457 Generator_loss: 1.8411 
[INFO] 2021-01-01 12:58:52 > Step:   28600 Progress: 28.6% Elapsed: 4:44:39 temperature: no ada_p: No Discriminator_loss: 0.00530597 Generator_loss: 2.28274 
[INFO] 2021-01-01 12:59:47 > Step:   28700 Progress: 28.7% Elapsed: 4:45:34 temperature: no ada_p: No Discriminator_loss: 0.303897 Generator_loss: 3.30651 
[INFO] 2021-01-01 13:00:42 > Step:   28800 Progress: 28.8% Elapsed: 4:46:29 temperature: no ada_p: No Discriminator_loss: 0.00881439 Generator_loss: 1.94061 
[INFO] 2021-01-01 13:01:38 > Step:   28900 Progress: 28.9% Elapsed: 4:47:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.75222 
[INFO] 2021-01-01 13:02:33 > Step:   29000 Progress: 29.0% Elapsed: 4:48:19 temperature: no ada_p: No Discriminator_loss: 0.00179773 Generator_loss: 1.99748 
[INFO] 2021-01-01 13:03:27 > Step:   29100 Progress: 29.1% Elapsed: 4:49:14 temperature: no ada_p: No Discriminator_loss: 0.000291287 Generator_loss: 2.83649 
[INFO] 2021-01-01 13:04:22 > Step:   29200 Progress: 29.2% Elapsed: 4:50:09 temperature: no ada_p: No Discriminator_loss: 0.0175333 Generator_loss: 1.95092 
[INFO] 2021-01-01 13:05:18 > Step:   29300 Progress: 29.3% Elapsed: 4:51:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.59795 
[INFO] 2021-01-01 13:06:13 > Step:   29400 Progress: 29.4% Elapsed: 4:52:00 temperature: no ada_p: No Discriminator_loss: 0.000911793 Generator_loss: 1.45723 
[INFO] 2021-01-01 13:07:08 > Step:   29500 Progress: 29.5% Elapsed: 4:52:55 temperature: no ada_p: No Discriminator_loss: 0.00278939 Generator_loss: 1.87461 
[INFO] 2021-01-01 13:08:03 > Step:   29600 Progress: 29.6% Elapsed: 4:53:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.47583 
[INFO] 2021-01-01 13:08:58 > Step:   29700 Progress: 29.7% Elapsed: 4:54:45 temperature: no ada_p: No Discriminator_loss: 0.481815 Generator_loss: 3.11645 
[INFO] 2021-01-01 13:09:53 > Step:   29800 Progress: 29.8% Elapsed: 4:55:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.89246 
[INFO] 2021-01-01 13:10:48 > Step:   29900 Progress: 29.9% Elapsed: 4:56:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.33863 
[INFO] 2021-01-01 13:11:43 > Step:   30000 Progress: 30.0% Elapsed: 4:57:30 temperature: no ada_p: No Discriminator_loss: 0.0163426 Generator_loss: 1.87401 
[INFO] 2021-01-01 13:11:43 > Start Evaluation (30000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 13:11:43 > Calculating FID Score....
[INFO] 2021-01-01 13:12:08 > Calculating Inception Score....
[INFO] 2021-01-01 13:12:22 > Calculate F_beta Score....
[INFO] 2021-01-01 13:13:07 > Calculate Accuracies....
[INFO] 2021-01-01 13:13:13 > Calculate Accuracies....
[INFO] 2021-01-01 13:13:15 > F_8 score (Step: 30000, Using valid images): 0.14519774394327914
[INFO] 2021-01-01 13:13:15 > F_1/8 score (Step: 30000, Using valid images): 0.12357283504600496
[INFO] 2021-01-01 13:13:15 > FID score (Step: 30000, Using valid moments): 176.67438178785136
[INFO] 2021-01-01 13:13:15 > Inception score (Step: 30000, 10000 generated images): 4.275196552276611
[INFO] 2021-01-01 13:13:15 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 13:13:16 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 13:14:11 > Step:   30100 Progress: 30.1% Elapsed: 4:59:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.72545 
[INFO] 2021-01-01 13:15:06 > Step:   30200 Progress: 30.2% Elapsed: 5:00:53 temperature: no ada_p: No Discriminator_loss: 0.00720064 Generator_loss: 1.70107 
[INFO] 2021-01-01 13:16:01 > Step:   30300 Progress: 30.3% Elapsed: 5:01:48 temperature: no ada_p: No Discriminator_loss: 0.0027354 Generator_loss: 1.52874 
[INFO] 2021-01-01 13:16:56 > Step:   30400 Progress: 30.4% Elapsed: 5:02:43 temperature: no ada_p: No Discriminator_loss: 4.42343e-05 Generator_loss: 1.64335 
[INFO] 2021-01-01 13:17:51 > Step:   30500 Progress: 30.5% Elapsed: 5:03:38 temperature: no ada_p: No Discriminator_loss: 0.00017607 Generator_loss: 2.06347 
[INFO] 2021-01-01 13:18:46 > Step:   30600 Progress: 30.6% Elapsed: 5:04:33 temperature: no ada_p: No Discriminator_loss: 0.0911498 Generator_loss: 2.92935 
[INFO] 2021-01-01 13:19:41 > Step:   30700 Progress: 30.7% Elapsed: 5:05:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.54489 
[INFO] 2021-01-01 13:20:36 > Step:   30800 Progress: 30.8% Elapsed: 5:06:23 temperature: no ada_p: No Discriminator_loss: 0.00184716 Generator_loss: 1.94864 
[INFO] 2021-01-01 13:21:32 > Step:   30900 Progress: 30.9% Elapsed: 5:07:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.01114 
[INFO] 2021-01-01 13:22:27 > Step:   31000 Progress: 31.0% Elapsed: 5:08:13 temperature: no ada_p: No Discriminator_loss: 2.35661 Generator_loss: 2.40146 
[INFO] 2021-01-01 13:23:21 > Step:   31100 Progress: 31.1% Elapsed: 5:09:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.39837 
[INFO] 2021-01-01 13:24:16 > Step:   31200 Progress: 31.2% Elapsed: 5:10:03 temperature: no ada_p: No Discriminator_loss: 0.00869754 Generator_loss: 1.66716 
[INFO] 2021-01-01 13:25:12 > Step:   31300 Progress: 31.3% Elapsed: 5:10:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.79543 
[INFO] 2021-01-01 13:26:07 > Step:   31400 Progress: 31.4% Elapsed: 5:11:54 temperature: no ada_p: No Discriminator_loss: 0.647281 Generator_loss: 3.13621 
[INFO] 2021-01-01 13:27:02 > Step:   31500 Progress: 31.5% Elapsed: 5:12:49 temperature: no ada_p: No Discriminator_loss: 0.000199056 Generator_loss: 1.76699 
[INFO] 2021-01-01 13:27:57 > Step:   31600 Progress: 31.6% Elapsed: 5:13:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.6117 
[INFO] 2021-01-01 13:28:52 > Step:   31700 Progress: 31.7% Elapsed: 5:14:39 temperature: no ada_p: No Discriminator_loss: 0.00218051 Generator_loss: 1.87145 
[INFO] 2021-01-01 13:29:47 > Step:   31800 Progress: 31.8% Elapsed: 5:15:34 temperature: no ada_p: No Discriminator_loss: 6.15516e-05 Generator_loss: 1.78416 
[INFO] 2021-01-01 13:30:42 > Step:   31900 Progress: 31.9% Elapsed: 5:16:29 temperature: no ada_p: No Discriminator_loss: 0.254002 Generator_loss: 3.6412 
[INFO] 2021-01-01 13:31:38 > Step:   32000 Progress: 32.0% Elapsed: 5:17:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.10571 
[INFO] 2021-01-01 13:31:38 > Start Evaluation (32000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 13:31:38 > Calculating FID Score....
[INFO] 2021-01-01 13:32:02 > Calculating Inception Score....
[INFO] 2021-01-01 13:32:17 > Calculate F_beta Score....
[INFO] 2021-01-01 13:33:02 > Calculate Accuracies....
[INFO] 2021-01-01 13:33:07 > Calculate Accuracies....
[INFO] 2021-01-01 13:33:09 > F_8 score (Step: 32000, Using valid images): 0.16894538352398392
[INFO] 2021-01-01 13:33:09 > F_1/8 score (Step: 32000, Using valid images): 0.13766166703801683
[INFO] 2021-01-01 13:33:09 > FID score (Step: 32000, Using valid moments): 175.02032613527786
[INFO] 2021-01-01 13:33:09 > Inception score (Step: 32000, 10000 generated images): 3.4982078075408936
[INFO] 2021-01-01 13:33:09 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 13:33:10 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 13:34:05 > Step:   32100 Progress: 32.1% Elapsed: 5:19:52 temperature: no ada_p: No Discriminator_loss: 2.22161 Generator_loss: 3.11866 
[INFO] 2021-01-01 13:35:00 > Step:   32200 Progress: 32.2% Elapsed: 5:20:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.12176 
[INFO] 2021-01-01 13:35:55 > Step:   32300 Progress: 32.3% Elapsed: 5:21:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.86388 
[INFO] 2021-01-01 13:36:50 > Step:   32400 Progress: 32.4% Elapsed: 5:22:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.52928 
[INFO] 2021-01-01 13:37:45 > Step:   32500 Progress: 32.5% Elapsed: 5:23:32 temperature: no ada_p: No Discriminator_loss: 0.00331449 Generator_loss: 1.90907 
[INFO] 2021-01-01 13:38:40 > Step:   32600 Progress: 32.6% Elapsed: 5:24:27 temperature: no ada_p: No Discriminator_loss: 0.0473992 Generator_loss: 1.942 
[INFO] 2021-01-01 13:39:35 > Step:   32700 Progress: 32.7% Elapsed: 5:25:22 temperature: no ada_p: No Discriminator_loss: 0.0161429 Generator_loss: 1.65119 
[INFO] 2021-01-01 13:40:31 > Step:   32800 Progress: 32.8% Elapsed: 5:26:17 temperature: no ada_p: No Discriminator_loss: 0.00857054 Generator_loss: 1.84548 
[INFO] 2021-01-01 13:41:25 > Step:   32900 Progress: 32.9% Elapsed: 5:27:12 temperature: no ada_p: No Discriminator_loss: 0.0314009 Generator_loss: 2.19367 
[INFO] 2021-01-01 13:42:20 > Step:   33000 Progress: 33.0% Elapsed: 5:28:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.21296 
[INFO] 2021-01-01 13:43:15 > Step:   33100 Progress: 33.1% Elapsed: 5:29:02 temperature: no ada_p: No Discriminator_loss: 0.00564001 Generator_loss: 2.10334 
[INFO] 2021-01-01 13:44:11 > Step:   33200 Progress: 33.2% Elapsed: 5:29:58 temperature: no ada_p: No Discriminator_loss: 0.00220814 Generator_loss: 1.56516 
[INFO] 2021-01-01 13:45:06 > Step:   33300 Progress: 33.3% Elapsed: 5:30:53 temperature: no ada_p: No Discriminator_loss: 0.0245658 Generator_loss: 1.77307 
[INFO] 2021-01-01 13:46:01 > Step:   33400 Progress: 33.4% Elapsed: 5:31:48 temperature: no ada_p: No Discriminator_loss: 0.00437251 Generator_loss: 1.64472 
[INFO] 2021-01-01 13:46:56 > Step:   33500 Progress: 33.5% Elapsed: 5:32:42 temperature: no ada_p: No Discriminator_loss: 2.12062 Generator_loss: 2.01865 
[INFO] 2021-01-01 13:47:51 > Step:   33600 Progress: 33.6% Elapsed: 5:33:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88009 
[INFO] 2021-01-01 13:48:46 > Step:   33700 Progress: 33.7% Elapsed: 5:34:33 temperature: no ada_p: No Discriminator_loss: 0.64424 Generator_loss: -4.72974 
[INFO] 2021-01-01 13:49:41 > Step:   33800 Progress: 33.8% Elapsed: 5:35:28 temperature: no ada_p: No Discriminator_loss: 0.0713931 Generator_loss: 3.25168 
[INFO] 2021-01-01 13:50:36 > Step:   33900 Progress: 33.9% Elapsed: 5:36:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.10203 
[INFO] 2021-01-01 13:51:31 > Step:   34000 Progress: 34.0% Elapsed: 5:37:18 temperature: no ada_p: No Discriminator_loss: 0.00580391 Generator_loss: 1.52578 
[INFO] 2021-01-01 13:51:31 > Start Evaluation (34000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 13:51:31 > Calculating FID Score....
[INFO] 2021-01-01 13:51:56 > Calculating Inception Score....
[INFO] 2021-01-01 13:52:11 > Calculate F_beta Score....
[INFO] 2021-01-01 13:52:55 > Calculate Accuracies....
[INFO] 2021-01-01 13:53:01 > Calculate Accuracies....
[INFO] 2021-01-01 13:53:02 > F_8 score (Step: 34000, Using valid images): 0.05702102813212931
[INFO] 2021-01-01 13:53:02 > F_1/8 score (Step: 34000, Using valid images): 0.09656704280902016
[INFO] 2021-01-01 13:53:02 > FID score (Step: 34000, Using valid moments): 177.17253411523984
[INFO] 2021-01-01 13:53:02 > Inception score (Step: 34000, 10000 generated images): 4.049377918243408
[INFO] 2021-01-01 13:53:02 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 13:53:04 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 13:53:58 > Step:   34100 Progress: 34.1% Elapsed: 5:39:45 temperature: no ada_p: No Discriminator_loss: 0.0104448 Generator_loss: 1.83842 
[INFO] 2021-01-01 13:54:53 > Step:   34200 Progress: 34.2% Elapsed: 5:40:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.38097 
[INFO] 2021-01-01 13:55:48 > Step:   34300 Progress: 34.3% Elapsed: 5:41:35 temperature: no ada_p: No Discriminator_loss: 9.32971e-05 Generator_loss: 1.76091 
[INFO] 2021-01-01 13:56:44 > Step:   34400 Progress: 34.4% Elapsed: 5:42:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.21784 
[INFO] 2021-01-01 13:57:39 > Step:   34500 Progress: 34.5% Elapsed: 5:43:25 temperature: no ada_p: No Discriminator_loss: 0.000280115 Generator_loss: 1.43686 
[INFO] 2021-01-01 13:58:34 > Step:   34600 Progress: 34.6% Elapsed: 5:44:20 temperature: no ada_p: No Discriminator_loss: 0.0065085 Generator_loss: 1.96563 
[INFO] 2021-01-01 13:59:28 > Step:   34700 Progress: 34.7% Elapsed: 5:45:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.15374 
[INFO] 2021-01-01 14:00:24 > Step:   34800 Progress: 34.8% Elapsed: 5:46:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.86672 
[INFO] 2021-01-01 14:01:19 > Step:   34900 Progress: 34.9% Elapsed: 5:47:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.02121 
[INFO] 2021-01-01 14:02:14 > Step:   35000 Progress: 35.0% Elapsed: 5:48:00 temperature: no ada_p: No Discriminator_loss: 0.00458048 Generator_loss: 1.655 
[INFO] 2021-01-01 14:03:09 > Step:   35100 Progress: 35.1% Elapsed: 5:48:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.79159 
[INFO] 2021-01-01 14:04:04 > Step:   35200 Progress: 35.2% Elapsed: 5:49:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.68142 
[INFO] 2021-01-01 14:04:59 > Step:   35300 Progress: 35.3% Elapsed: 5:50:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.14075 
[INFO] 2021-01-01 14:05:54 > Step:   35400 Progress: 35.4% Elapsed: 5:51:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.26526 
[INFO] 2021-01-01 14:06:50 > Step:   35500 Progress: 35.5% Elapsed: 5:52:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.59072 
[INFO] 2021-01-01 14:07:45 > Step:   35600 Progress: 35.6% Elapsed: 5:53:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.95887 
[INFO] 2021-01-01 14:08:40 > Step:   35700 Progress: 35.7% Elapsed: 5:54:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.14578 
[INFO] 2021-01-01 14:09:34 > Step:   35800 Progress: 35.8% Elapsed: 5:55:21 temperature: no ada_p: No Discriminator_loss: 0.0150131 Generator_loss: 1.74432 
[INFO] 2021-01-01 14:10:30 > Step:   35900 Progress: 35.9% Elapsed: 5:56:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.39941 
[INFO] 2021-01-01 14:11:25 > Step:   36000 Progress: 36.0% Elapsed: 5:57:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.67802 
[INFO] 2021-01-01 14:11:25 > Start Evaluation (36000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 14:11:25 > Calculating FID Score....
[INFO] 2021-01-01 14:11:49 > Calculating Inception Score....
[INFO] 2021-01-01 14:12:04 > Calculate F_beta Score....
[INFO] 2021-01-01 14:12:47 > Calculate Accuracies....
[INFO] 2021-01-01 14:12:53 > Calculate Accuracies....
[INFO] 2021-01-01 14:12:54 > F_8 score (Step: 36000, Using valid images): 0.08039959063543951
[INFO] 2021-01-01 14:12:54 > F_1/8 score (Step: 36000, Using valid images): 0.015741257321997614
[INFO] 2021-01-01 14:12:54 > FID score (Step: 36000, Using valid moments): 220.80853404707696
[INFO] 2021-01-01 14:12:54 > Inception score (Step: 36000, 10000 generated images): 2.4058516025543213
[INFO] 2021-01-01 14:12:54 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 14:12:56 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 14:13:50 > Step:   36100 Progress: 36.1% Elapsed: 5:59:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3575 
[INFO] 2021-01-01 14:14:45 > Step:   36200 Progress: 36.2% Elapsed: 6:00:32 temperature: no ada_p: No Discriminator_loss: 0.0137523 Generator_loss: 1.59165 
[INFO] 2021-01-01 14:15:41 > Step:   36300 Progress: 36.3% Elapsed: 6:01:27 temperature: no ada_p: No Discriminator_loss: 0.00321173 Generator_loss: 1.47339 
[INFO] 2021-01-01 14:16:36 > Step:   36400 Progress: 36.4% Elapsed: 6:02:22 temperature: no ada_p: No Discriminator_loss: 0.000565702 Generator_loss: 1.89776 
[INFO] 2021-01-01 14:17:30 > Step:   36500 Progress: 36.5% Elapsed: 6:03:17 temperature: no ada_p: No Discriminator_loss: 2.30854 Generator_loss: 1.67377 
[INFO] 2021-01-01 14:18:26 > Step:   36600 Progress: 36.6% Elapsed: 6:04:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.89112 
[INFO] 2021-01-01 14:19:21 > Step:   36700 Progress: 36.7% Elapsed: 6:05:08 temperature: no ada_p: No Discriminator_loss: 0.00185465 Generator_loss: 1.43438 
[INFO] 2021-01-01 14:20:16 > Step:   36800 Progress: 36.8% Elapsed: 6:06:03 temperature: no ada_p: No Discriminator_loss: 1.08066 Generator_loss: 2.08409 
[INFO] 2021-01-01 14:21:11 > Step:   36900 Progress: 36.9% Elapsed: 6:06:58 temperature: no ada_p: No Discriminator_loss: 0.00332755 Generator_loss: 1.68147 
[INFO] 2021-01-01 14:22:06 > Step:   37000 Progress: 37.0% Elapsed: 6:07:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.22947 
[INFO] 2021-01-01 14:23:01 > Step:   37100 Progress: 37.1% Elapsed: 6:08:48 temperature: no ada_p: No Discriminator_loss: 0.0298845 Generator_loss: 2.1366 
[INFO] 2021-01-01 14:23:56 > Step:   37200 Progress: 37.2% Elapsed: 6:09:43 temperature: no ada_p: No Discriminator_loss: 0.00384523 Generator_loss: 2.20179 
[INFO] 2021-01-01 14:24:51 > Step:   37300 Progress: 37.3% Elapsed: 6:10:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.93616 
[INFO] 2021-01-01 14:25:46 > Step:   37400 Progress: 37.4% Elapsed: 6:11:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.8971 
[INFO] 2021-01-01 14:26:42 > Step:   37500 Progress: 37.5% Elapsed: 6:12:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.86827 
[INFO] 2021-01-01 14:27:36 > Step:   37600 Progress: 37.6% Elapsed: 6:13:23 temperature: no ada_p: No Discriminator_loss: 0.00169247 Generator_loss: 1.7879 
[INFO] 2021-01-01 14:28:31 > Step:   37700 Progress: 37.7% Elapsed: 6:14:18 temperature: no ada_p: No Discriminator_loss: 0.0023465 Generator_loss: 1.64637 
[INFO] 2021-01-01 14:29:26 > Step:   37800 Progress: 37.8% Elapsed: 6:15:13 temperature: no ada_p: No Discriminator_loss: 0.0120362 Generator_loss: 1.68457 
[INFO] 2021-01-01 14:30:22 > Step:   37900 Progress: 37.9% Elapsed: 6:16:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.00264 
[INFO] 2021-01-01 14:31:17 > Step:   38000 Progress: 38.0% Elapsed: 6:17:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.13034 
[INFO] 2021-01-01 14:31:17 > Start Evaluation (38000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 14:31:17 > Calculating FID Score....
[INFO] 2021-01-01 14:31:41 > Calculating Inception Score....
[INFO] 2021-01-01 14:31:56 > Calculate F_beta Score....
[INFO] 2021-01-01 14:32:39 > Calculate Accuracies....
[INFO] 2021-01-01 14:32:45 > Calculate Accuracies....
[INFO] 2021-01-01 14:32:47 > F_8 score (Step: 38000, Using valid images): 0.18033167878975592
[INFO] 2021-01-01 14:32:47 > F_1/8 score (Step: 38000, Using valid images): 0.0617203705617948
[INFO] 2021-01-01 14:32:47 > FID score (Step: 38000, Using valid moments): 204.2719472086817
[INFO] 2021-01-01 14:32:47 > Inception score (Step: 38000, 10000 generated images): 3.48022723197937
[INFO] 2021-01-01 14:32:47 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 14:32:48 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 14:33:43 > Step:   38100 Progress: 38.1% Elapsed: 6:19:30 temperature: no ada_p: No Discriminator_loss: 0.0100801 Generator_loss: 1.67654 
[INFO] 2021-01-01 14:34:38 > Step:   38200 Progress: 38.2% Elapsed: 6:20:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.44866 
[INFO] 2021-01-01 14:35:33 > Step:   38300 Progress: 38.3% Elapsed: 6:21:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.36091 
[INFO] 2021-01-01 14:36:28 > Step:   38400 Progress: 38.4% Elapsed: 6:22:15 temperature: no ada_p: No Discriminator_loss: 0.0191718 Generator_loss: 2.02946 
[INFO] 2021-01-01 14:37:23 > Step:   38500 Progress: 38.5% Elapsed: 6:23:10 temperature: no ada_p: No Discriminator_loss: 0.00331477 Generator_loss: 1.53333 
[INFO] 2021-01-01 14:38:18 > Step:   38600 Progress: 38.6% Elapsed: 6:24:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.87268 
[INFO] 2021-01-01 14:39:14 > Step:   38700 Progress: 38.7% Elapsed: 6:25:01 temperature: no ada_p: No Discriminator_loss: 1.53832 Generator_loss: 0.523839 
[INFO] 2021-01-01 14:40:09 > Step:   38800 Progress: 38.8% Elapsed: 6:25:56 temperature: no ada_p: No Discriminator_loss: 0.0126778 Generator_loss: 1.99939 
[INFO] 2021-01-01 14:41:04 > Step:   38900 Progress: 38.9% Elapsed: 6:26:51 temperature: no ada_p: No Discriminator_loss: 0.00573399 Generator_loss: 3.86145 
[INFO] 2021-01-01 14:41:59 > Step:   39000 Progress: 39.0% Elapsed: 6:27:46 temperature: no ada_p: No Discriminator_loss: 0.00481131 Generator_loss: 2.69959 
[INFO] 2021-01-01 14:42:55 > Step:   39100 Progress: 39.1% Elapsed: 6:28:41 temperature: no ada_p: No Discriminator_loss: 0.433043 Generator_loss: -1.57506 
[INFO] 2021-01-01 14:43:50 > Step:   39200 Progress: 39.2% Elapsed: 6:29:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.61269 
[INFO] 2021-01-01 14:44:44 > Step:   39300 Progress: 39.3% Elapsed: 6:30:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.63321 
[INFO] 2021-01-01 14:45:40 > Step:   39400 Progress: 39.4% Elapsed: 6:31:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.99588 
[INFO] 2021-01-01 14:46:35 > Step:   39500 Progress: 39.5% Elapsed: 6:32:21 temperature: no ada_p: No Discriminator_loss: 0.0491142 Generator_loss: 3.63999 
[INFO] 2021-01-01 14:47:30 > Step:   39600 Progress: 39.6% Elapsed: 6:33:16 temperature: no ada_p: No Discriminator_loss: 0.00600497 Generator_loss: 2.29736 
[INFO] 2021-01-01 14:48:24 > Step:   39700 Progress: 39.7% Elapsed: 6:34:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.67282 
[INFO] 2021-01-01 14:49:20 > Step:   39800 Progress: 39.8% Elapsed: 6:35:07 temperature: no ada_p: No Discriminator_loss: 0.0357875 Generator_loss: 1.97939 
[INFO] 2021-01-01 14:50:15 > Step:   39900 Progress: 39.9% Elapsed: 6:36:02 temperature: no ada_p: No Discriminator_loss: 4.98844e-05 Generator_loss: 2.26601 
[INFO] 2021-01-01 14:51:10 > Step:   40000 Progress: 40.0% Elapsed: 6:36:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.59592 
[INFO] 2021-01-01 14:51:10 > Start Evaluation (40000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 14:51:10 > Calculating FID Score....
[INFO] 2021-01-01 14:51:34 > Calculating Inception Score....
[INFO] 2021-01-01 14:51:49 > Calculate F_beta Score....
[INFO] 2021-01-01 14:52:33 > Calculate Accuracies....
[INFO] 2021-01-01 14:52:39 > Calculate Accuracies....
[INFO] 2021-01-01 14:52:41 > F_8 score (Step: 40000, Using valid images): 0.1350709243285655
[INFO] 2021-01-01 14:52:41 > F_1/8 score (Step: 40000, Using valid images): 0.04926725437134202
[INFO] 2021-01-01 14:52:41 > FID score (Step: 40000, Using valid moments): 194.3774447629802
[INFO] 2021-01-01 14:52:41 > Inception score (Step: 40000, 10000 generated images): 3.2189273834228516
[INFO] 2021-01-01 14:52:41 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 14:52:42 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 14:53:37 > Step:   40100 Progress: 40.1% Elapsed: 6:39:23 temperature: no ada_p: No Discriminator_loss: 0.00253417 Generator_loss: 1.63731 
[INFO] 2021-01-01 14:54:32 > Step:   40200 Progress: 40.2% Elapsed: 6:40:19 temperature: no ada_p: No Discriminator_loss: 0.000684252 Generator_loss: 1.47446 
[INFO] 2021-01-01 14:55:27 > Step:   40300 Progress: 40.3% Elapsed: 6:41:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.10071 
[INFO] 2021-01-01 14:56:22 > Step:   40400 Progress: 40.4% Elapsed: 6:42:09 temperature: no ada_p: No Discriminator_loss: 0.00289437 Generator_loss: 2.31358 
[INFO] 2021-01-01 14:57:17 > Step:   40500 Progress: 40.5% Elapsed: 6:43:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.69139 
[INFO] 2021-01-01 14:58:12 > Step:   40600 Progress: 40.6% Elapsed: 6:43:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.89438 
[INFO] 2021-01-01 14:59:07 > Step:   40700 Progress: 40.7% Elapsed: 6:44:54 temperature: no ada_p: No Discriminator_loss: 0.000990333 Generator_loss: 3.03619 
[INFO] 2021-01-01 15:00:02 > Step:   40800 Progress: 40.8% Elapsed: 6:45:49 temperature: no ada_p: No Discriminator_loss: 0.000112098 Generator_loss: 1.73286 
[INFO] 2021-01-01 15:00:57 > Step:   40900 Progress: 40.9% Elapsed: 6:46:44 temperature: no ada_p: No Discriminator_loss: 0.00660867 Generator_loss: 2.0674 
[INFO] 2021-01-01 15:01:52 > Step:   41000 Progress: 41.0% Elapsed: 6:47:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.23308 
[INFO] 2021-01-01 15:02:47 > Step:   41100 Progress: 41.1% Elapsed: 6:48:34 temperature: no ada_p: No Discriminator_loss: 0.00573512 Generator_loss: 1.93836 
[INFO] 2021-01-01 15:03:42 > Step:   41200 Progress: 41.2% Elapsed: 6:49:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.27611 
[INFO] 2021-01-01 15:04:37 > Step:   41300 Progress: 41.3% Elapsed: 6:50:24 temperature: no ada_p: No Discriminator_loss: 0.000366567 Generator_loss: 1.35612 
[INFO] 2021-01-01 15:05:33 > Step:   41400 Progress: 41.4% Elapsed: 6:51:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.07145 
[INFO] 2021-01-01 15:06:28 > Step:   41500 Progress: 41.5% Elapsed: 6:52:14 temperature: no ada_p: No Discriminator_loss: 4.68886e-05 Generator_loss: 2.12163 
[INFO] 2021-01-01 15:07:22 > Step:   41600 Progress: 41.6% Elapsed: 6:53:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.92725 
[INFO] 2021-01-01 15:08:17 > Step:   41700 Progress: 41.7% Elapsed: 6:54:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.74295 
[INFO] 2021-01-01 15:09:13 > Step:   41800 Progress: 41.8% Elapsed: 6:55:00 temperature: no ada_p: No Discriminator_loss: 0.22194 Generator_loss: 4.35436 
[INFO] 2021-01-01 15:10:08 > Step:   41900 Progress: 41.9% Elapsed: 6:55:55 temperature: no ada_p: No Discriminator_loss: 0.00028954 Generator_loss: 2.01832 
[INFO] 2021-01-01 15:11:03 > Step:   42000 Progress: 42.0% Elapsed: 6:56:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.73364 
[INFO] 2021-01-01 15:11:03 > Start Evaluation (42000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 15:11:03 > Calculating FID Score....
[INFO] 2021-01-01 15:11:28 > Calculating Inception Score....
[INFO] 2021-01-01 15:11:42 > Calculate F_beta Score....
[INFO] 2021-01-01 15:12:27 > Calculate Accuracies....
[INFO] 2021-01-01 15:12:33 > Calculate Accuracies....
[INFO] 2021-01-01 15:12:35 > F_8 score (Step: 42000, Using valid images): 0.07598062898038455
[INFO] 2021-01-01 15:12:35 > F_1/8 score (Step: 42000, Using valid images): 0.21083721082946122
[INFO] 2021-01-01 15:12:35 > FID score (Step: 42000, Using valid moments): 170.38492281431422
[INFO] 2021-01-01 15:12:35 > Inception score (Step: 42000, 10000 generated images): 4.551959991455078
[INFO] 2021-01-01 15:12:35 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 15:12:36 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 15:13:31 > Step:   42100 Progress: 42.1% Elapsed: 6:59:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.40979 
[INFO] 2021-01-01 15:14:26 > Step:   42200 Progress: 42.2% Elapsed: 7:00:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.07035 
[INFO] 2021-01-01 15:15:21 > Step:   42300 Progress: 42.3% Elapsed: 7:01:08 temperature: no ada_p: No Discriminator_loss: 0.00130991 Generator_loss: 1.86936 
[INFO] 2021-01-01 15:16:16 > Step:   42400 Progress: 42.4% Elapsed: 7:02:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.59318 
[INFO] 2021-01-01 15:17:11 > Step:   42500 Progress: 42.5% Elapsed: 7:02:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.09679 
[INFO] 2021-01-01 15:18:07 > Step:   42600 Progress: 42.6% Elapsed: 7:03:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.75788 
[INFO] 2021-01-01 15:19:02 > Step:   42700 Progress: 42.7% Elapsed: 7:04:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.80766 
[INFO] 2021-01-01 15:19:56 > Step:   42800 Progress: 42.8% Elapsed: 7:05:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.42992 
[INFO] 2021-01-01 15:20:51 > Step:   42900 Progress: 42.9% Elapsed: 7:06:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.44791 
[INFO] 2021-01-01 15:21:47 > Step:   43000 Progress: 43.0% Elapsed: 7:07:34 temperature: no ada_p: No Discriminator_loss: 5.22349e-05 Generator_loss: 1.87566 
[INFO] 2021-01-01 15:22:42 > Step:   43100 Progress: 43.1% Elapsed: 7:08:29 temperature: no ada_p: No Discriminator_loss: 0.00205692 Generator_loss: 1.68031 
[INFO] 2021-01-01 15:23:37 > Step:   43200 Progress: 43.2% Elapsed: 7:09:24 temperature: no ada_p: No Discriminator_loss: 1.23527 Generator_loss: 2.6826 
[INFO] 2021-01-01 15:24:32 > Step:   43300 Progress: 43.3% Elapsed: 7:10:19 temperature: no ada_p: No Discriminator_loss: 0.013064 Generator_loss: 2.03102 
[INFO] 2021-01-01 15:25:27 > Step:   43400 Progress: 43.4% Elapsed: 7:11:14 temperature: no ada_p: No Discriminator_loss: 0.00785984 Generator_loss: 1.88851 
[INFO] 2021-01-01 15:26:22 > Step:   43500 Progress: 43.5% Elapsed: 7:12:09 temperature: no ada_p: No Discriminator_loss: 0.0069005 Generator_loss: 2.33379 
[INFO] 2021-01-01 15:27:17 > Step:   43600 Progress: 43.6% Elapsed: 7:13:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.564 
[INFO] 2021-01-01 15:28:12 > Step:   43700 Progress: 43.7% Elapsed: 7:13:59 temperature: no ada_p: No Discriminator_loss: 1.92426 Generator_loss: 1.75758 
[INFO] 2021-01-01 15:29:07 > Step:   43800 Progress: 43.8% Elapsed: 7:14:54 temperature: no ada_p: No Discriminator_loss: 0.00759321 Generator_loss: 1.66948 
[INFO] 2021-01-01 15:30:02 > Step:   43900 Progress: 43.9% Elapsed: 7:15:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.67646 
[INFO] 2021-01-01 15:30:57 > Step:   44000 Progress: 44.0% Elapsed: 7:16:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.30418 
[INFO] 2021-01-01 15:30:57 > Start Evaluation (44000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 15:30:57 > Calculating FID Score....
[INFO] 2021-01-01 15:31:22 > Calculating Inception Score....
[INFO] 2021-01-01 15:31:37 > Calculate F_beta Score....
[INFO] 2021-01-01 15:32:21 > Calculate Accuracies....
[INFO] 2021-01-01 15:32:27 > Calculate Accuracies....
[INFO] 2021-01-01 15:32:28 > F_8 score (Step: 44000, Using valid images): 0.04613702335192724
[INFO] 2021-01-01 15:32:28 > F_1/8 score (Step: 44000, Using valid images): 0.11521623282588529
[INFO] 2021-01-01 15:32:28 > FID score (Step: 44000, Using valid moments): 169.76021045899427
[INFO] 2021-01-01 15:32:28 > Inception score (Step: 44000, 10000 generated images): 3.482370376586914
[INFO] 2021-01-01 15:32:28 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 15:32:30 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 15:33:25 > Step:   44100 Progress: 44.1% Elapsed: 7:19:11 temperature: no ada_p: No Discriminator_loss: 5.21729e-05 Generator_loss: 1.50816 
[INFO] 2021-01-01 15:34:20 > Step:   44200 Progress: 44.2% Elapsed: 7:20:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.76629 
[INFO] 2021-01-01 15:35:14 > Step:   44300 Progress: 44.3% Elapsed: 7:21:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.76672 
[INFO] 2021-01-01 15:36:09 > Step:   44400 Progress: 44.4% Elapsed: 7:21:56 temperature: no ada_p: No Discriminator_loss: 0.000580617 Generator_loss: 1.64461 
[INFO] 2021-01-01 15:37:05 > Step:   44500 Progress: 44.5% Elapsed: 7:22:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.30976 
[INFO] 2021-01-01 15:38:00 > Step:   44600 Progress: 44.6% Elapsed: 7:23:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.93818 
[INFO] 2021-01-01 15:38:54 > Step:   44700 Progress: 44.7% Elapsed: 7:24:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.56937 
[INFO] 2021-01-01 15:39:49 > Step:   44800 Progress: 44.8% Elapsed: 7:25:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.94808 
[INFO] 2021-01-01 15:40:45 > Step:   44900 Progress: 44.9% Elapsed: 7:26:31 temperature: no ada_p: No Discriminator_loss: 0.00066533 Generator_loss: 1.83839 
[INFO] 2021-01-01 15:41:39 > Step:   45000 Progress: 45.0% Elapsed: 7:27:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.53573 
[INFO] 2021-01-01 15:42:34 > Step:   45100 Progress: 45.1% Elapsed: 7:28:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.57554 
[INFO] 2021-01-01 15:43:29 > Step:   45200 Progress: 45.2% Elapsed: 7:29:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.94304 
[INFO] 2021-01-01 15:44:25 > Step:   45300 Progress: 45.3% Elapsed: 7:30:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.27961 
[INFO] 2021-01-01 15:45:20 > Step:   45400 Progress: 45.4% Elapsed: 7:31:06 temperature: no ada_p: No Discriminator_loss: 0.00366302 Generator_loss: 2.02839 
[INFO] 2021-01-01 15:46:14 > Step:   45500 Progress: 45.5% Elapsed: 7:32:01 temperature: no ada_p: No Discriminator_loss: 0.00368584 Generator_loss: 2.67197 
[INFO] 2021-01-01 15:47:09 > Step:   45600 Progress: 45.6% Elapsed: 7:32:56 temperature: no ada_p: No Discriminator_loss: 6.67274e-05 Generator_loss: 1.58575 
[INFO] 2021-01-01 15:48:05 > Step:   45700 Progress: 45.7% Elapsed: 7:33:51 temperature: no ada_p: No Discriminator_loss: 0.0131612 Generator_loss: 2.60774 
[INFO] 2021-01-01 15:49:00 > Step:   45800 Progress: 45.8% Elapsed: 7:34:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.23603 
[INFO] 2021-01-01 15:49:54 > Step:   45900 Progress: 45.9% Elapsed: 7:35:41 temperature: no ada_p: No Discriminator_loss: 0.000371005 Generator_loss: 2.05334 
[INFO] 2021-01-01 15:50:49 > Step:   46000 Progress: 46.0% Elapsed: 7:36:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.53184 
[INFO] 2021-01-01 15:50:49 > Start Evaluation (46000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 15:50:49 > Calculating FID Score....
[INFO] 2021-01-01 15:51:14 > Calculating Inception Score....
[INFO] 2021-01-01 15:51:29 > Calculate F_beta Score....
[INFO] 2021-01-01 15:52:13 > Calculate Accuracies....
[INFO] 2021-01-01 15:52:19 > Calculate Accuracies....
[INFO] 2021-01-01 15:52:21 > F_8 score (Step: 46000, Using valid images): 0.035125903010770086
[INFO] 2021-01-01 15:52:21 > F_1/8 score (Step: 46000, Using valid images): 0.0047852948726663
[INFO] 2021-01-01 15:52:21 > FID score (Step: 46000, Using valid moments): 230.33399020097278
[INFO] 2021-01-01 15:52:21 > Inception score (Step: 46000, 10000 generated images): 3.200969696044922
[INFO] 2021-01-01 15:52:21 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 15:52:22 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 15:53:18 > Step:   46100 Progress: 46.1% Elapsed: 7:39:04 temperature: no ada_p: No Discriminator_loss: 0.00561315 Generator_loss: 1.91235 
[INFO] 2021-01-01 15:54:12 > Step:   46200 Progress: 46.2% Elapsed: 7:39:59 temperature: no ada_p: No Discriminator_loss: 0.000397078 Generator_loss: 1.85711 
[INFO] 2021-01-01 15:55:07 > Step:   46300 Progress: 46.3% Elapsed: 7:40:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.99242 
[INFO] 2021-01-01 15:56:02 > Step:   46400 Progress: 46.4% Elapsed: 7:41:49 temperature: no ada_p: No Discriminator_loss: 3.26368 Generator_loss: 3.13107 
[INFO] 2021-01-01 15:56:58 > Step:   46500 Progress: 46.5% Elapsed: 7:42:44 temperature: no ada_p: No Discriminator_loss: 0.00232578 Generator_loss: 1.91309 
[INFO] 2021-01-01 15:57:53 > Step:   46600 Progress: 46.6% Elapsed: 7:43:39 temperature: no ada_p: No Discriminator_loss: 0.000518757 Generator_loss: 1.75811 
[INFO] 2021-01-01 15:58:48 > Step:   46700 Progress: 46.7% Elapsed: 7:44:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.77597 
[INFO] 2021-01-01 15:59:43 > Step:   46800 Progress: 46.8% Elapsed: 7:45:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.02157 
[INFO] 2021-01-01 16:00:38 > Step:   46900 Progress: 46.9% Elapsed: 7:46:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.90811 
[INFO] 2021-01-01 16:01:33 > Step:   47000 Progress: 47.0% Elapsed: 7:47:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.70527 
[INFO] 2021-01-01 16:02:28 > Step:   47100 Progress: 47.1% Elapsed: 7:48:15 temperature: no ada_p: No Discriminator_loss: 0.000441834 Generator_loss: 1.68589 
[INFO] 2021-01-01 16:03:23 > Step:   47200 Progress: 47.2% Elapsed: 7:49:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3994 
[INFO] 2021-01-01 16:04:18 > Step:   47300 Progress: 47.3% Elapsed: 7:50:05 temperature: no ada_p: No Discriminator_loss: 0.000183776 Generator_loss: 1.49062 
[INFO] 2021-01-01 16:05:13 > Step:   47400 Progress: 47.4% Elapsed: 7:51:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.99519 
[INFO] 2021-01-01 16:06:08 > Step:   47500 Progress: 47.5% Elapsed: 7:51:55 temperature: no ada_p: No Discriminator_loss: 0.00115202 Generator_loss: 1.71778 
[INFO] 2021-01-01 16:07:04 > Step:   47600 Progress: 47.6% Elapsed: 7:52:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.77471 
[INFO] 2021-01-01 16:07:58 > Step:   47700 Progress: 47.7% Elapsed: 7:53:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.16809 
[INFO] 2021-01-01 16:08:53 > Step:   47800 Progress: 47.8% Elapsed: 7:54:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.86716 
[INFO] 2021-01-01 16:09:48 > Step:   47900 Progress: 47.9% Elapsed: 7:55:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.74039 
[INFO] 2021-01-01 16:10:44 > Step:   48000 Progress: 48.0% Elapsed: 7:56:30 temperature: no ada_p: No Discriminator_loss: 0.000178244 Generator_loss: 1.31269 
[INFO] 2021-01-01 16:10:44 > Start Evaluation (48000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 16:10:44 > Calculating FID Score....
[INFO] 2021-01-01 16:11:08 > Calculating Inception Score....
[INFO] 2021-01-01 16:11:23 > Calculate F_beta Score....
[INFO] 2021-01-01 16:12:07 > Calculate Accuracies....
[INFO] 2021-01-01 16:12:13 > Calculate Accuracies....
[INFO] 2021-01-01 16:12:15 > F_8 score (Step: 48000, Using valid images): 0.09228509219145502
[INFO] 2021-01-01 16:12:15 > F_1/8 score (Step: 48000, Using valid images): 0.0691057030009214
[INFO] 2021-01-01 16:12:15 > FID score (Step: 48000, Using valid moments): 198.6731213529356
[INFO] 2021-01-01 16:12:15 > Inception score (Step: 48000, 10000 generated images): 3.8597776889801025
[INFO] 2021-01-01 16:12:15 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 16:12:16 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 16:13:11 > Step:   48100 Progress: 48.1% Elapsed: 7:58:58 temperature: no ada_p: No Discriminator_loss: 0.000983605 Generator_loss: 2.46603 
[INFO] 2021-01-01 16:14:06 > Step:   48200 Progress: 48.2% Elapsed: 7:59:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.56979 
[INFO] 2021-01-01 16:15:01 > Step:   48300 Progress: 48.3% Elapsed: 8:00:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.62943 
[INFO] 2021-01-01 16:15:56 > Step:   48400 Progress: 48.4% Elapsed: 8:01:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.07271 
[INFO] 2021-01-01 16:16:51 > Step:   48500 Progress: 48.5% Elapsed: 8:02:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.58799 
[INFO] 2021-01-01 16:17:46 > Step:   48600 Progress: 48.6% Elapsed: 8:03:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.51355 
[INFO] 2021-01-01 16:18:41 > Step:   48700 Progress: 48.7% Elapsed: 8:04:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.72845 
[INFO] 2021-01-01 16:19:36 > Step:   48800 Progress: 48.8% Elapsed: 8:05:23 temperature: no ada_p: No Discriminator_loss: 0.000929476 Generator_loss: 1.81558 
[INFO] 2021-01-01 16:20:31 > Step:   48900 Progress: 48.9% Elapsed: 8:06:18 temperature: no ada_p: No Discriminator_loss: 0.125867 Generator_loss: 1.63362 
[INFO] 2021-01-01 16:21:26 > Step:   49000 Progress: 49.0% Elapsed: 8:07:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.59359 
[INFO] 2021-01-01 16:22:21 > Step:   49100 Progress: 49.1% Elapsed: 8:08:08 temperature: no ada_p: No Discriminator_loss: 9.24945e-05 Generator_loss: 1.53917 
[INFO] 2021-01-01 16:23:16 > Step:   49200 Progress: 49.2% Elapsed: 8:09:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.68066 
[INFO] 2021-01-01 16:24:11 > Step:   49300 Progress: 49.3% Elapsed: 8:09:58 temperature: no ada_p: No Discriminator_loss: 1.731 Generator_loss: 1.2026 
[INFO] 2021-01-01 16:25:06 > Step:   49400 Progress: 49.4% Elapsed: 8:10:53 temperature: no ada_p: No Discriminator_loss: 0.00590468 Generator_loss: 1.90592 
[INFO] 2021-01-01 16:26:01 > Step:   49500 Progress: 49.5% Elapsed: 8:11:48 temperature: no ada_p: No Discriminator_loss: 0.000794906 Generator_loss: 4.13004 
[INFO] 2021-01-01 16:26:57 > Step:   49600 Progress: 49.6% Elapsed: 8:12:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.06213 
[INFO] 2021-01-01 16:27:52 > Step:   49700 Progress: 49.7% Elapsed: 8:13:38 temperature: no ada_p: No Discriminator_loss: 0.267054 Generator_loss: 6.15168 
[INFO] 2021-01-01 16:28:46 > Step:   49800 Progress: 49.8% Elapsed: 8:14:33 temperature: no ada_p: No Discriminator_loss: 0.00181955 Generator_loss: 1.99573 
[INFO] 2021-01-01 16:29:41 > Step:   49900 Progress: 49.9% Elapsed: 8:15:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.2308 
[INFO] 2021-01-01 16:30:37 > Step:   50000 Progress: 50.0% Elapsed: 8:16:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.46986 
[INFO] 2021-01-01 16:30:37 > Start Evaluation (50000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 16:30:37 > Calculating FID Score....
[INFO] 2021-01-01 16:31:01 > Calculating Inception Score....
[INFO] 2021-01-01 16:31:16 > Calculate F_beta Score....
[INFO] 2021-01-01 16:32:01 > Calculate Accuracies....
[INFO] 2021-01-01 16:32:07 > Calculate Accuracies....
[INFO] 2021-01-01 16:32:08 > F_8 score (Step: 50000, Using valid images): 0.03183118753690244
[INFO] 2021-01-01 16:32:08 > F_1/8 score (Step: 50000, Using valid images): 0.08557683349586101
[INFO] 2021-01-01 16:32:08 > FID score (Step: 50000, Using valid moments): 183.83450895622832
[INFO] 2021-01-01 16:32:08 > Inception score (Step: 50000, 10000 generated images): 3.7262332439422607
[INFO] 2021-01-01 16:32:08 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 16:32:10 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 16:33:04 > Step:   50100 Progress: 50.1% Elapsed: 8:18:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.00688 
[INFO] 2021-01-01 16:33:59 > Step:   50200 Progress: 50.2% Elapsed: 8:19:46 temperature: no ada_p: No Discriminator_loss: 0.00210285 Generator_loss: 2.27537 
[INFO] 2021-01-01 16:34:54 > Step:   50300 Progress: 50.3% Elapsed: 8:20:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.14002 
[INFO] 2021-01-01 16:35:50 > Step:   50400 Progress: 50.4% Elapsed: 8:21:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.46844 
[INFO] 2021-01-01 16:36:44 > Step:   50500 Progress: 50.5% Elapsed: 8:22:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.48295 
[INFO] 2021-01-01 16:37:39 > Step:   50600 Progress: 50.6% Elapsed: 8:23:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.26924 
[INFO] 2021-01-01 16:38:34 > Step:   50700 Progress: 50.7% Elapsed: 8:24:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91641 
[INFO] 2021-01-01 16:39:30 > Step:   50800 Progress: 50.8% Elapsed: 8:25:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.22285 
[INFO] 2021-01-01 16:40:25 > Step:   50900 Progress: 50.9% Elapsed: 8:26:12 temperature: no ada_p: No Discriminator_loss: 0.0140438 Generator_loss: 1.70096 
[INFO] 2021-01-01 16:41:20 > Step:   51000 Progress: 51.0% Elapsed: 8:27:06 temperature: no ada_p: No Discriminator_loss: 0.00199247 Generator_loss: 2.84621 
[INFO] 2021-01-01 16:42:15 > Step:   51100 Progress: 51.1% Elapsed: 8:28:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.09172 
[INFO] 2021-01-01 16:43:10 > Step:   51200 Progress: 51.2% Elapsed: 8:28:57 temperature: no ada_p: No Discriminator_loss: 0.00181997 Generator_loss: 1.95734 
[INFO] 2021-01-01 16:44:05 > Step:   51300 Progress: 51.3% Elapsed: 8:29:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.92126 
[INFO] 2021-01-01 16:45:00 > Step:   51400 Progress: 51.4% Elapsed: 8:30:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.83906 
[INFO] 2021-01-01 16:45:55 > Step:   51500 Progress: 51.5% Elapsed: 8:31:42 temperature: no ada_p: No Discriminator_loss: 0.0239479 Generator_loss: 2.5669 
[INFO] 2021-01-01 16:46:50 > Step:   51600 Progress: 51.6% Elapsed: 8:32:37 temperature: no ada_p: No Discriminator_loss: 0.00104159 Generator_loss: 1.89659 
[INFO] 2021-01-01 16:47:45 > Step:   51700 Progress: 51.7% Elapsed: 8:33:32 temperature: no ada_p: No Discriminator_loss: 0.110589 Generator_loss: 2.51412 
[INFO] 2021-01-01 16:48:40 > Step:   51800 Progress: 51.8% Elapsed: 8:34:27 temperature: no ada_p: No Discriminator_loss: 0.0215959 Generator_loss: 2.11691 
[INFO] 2021-01-01 16:49:36 > Step:   51900 Progress: 51.9% Elapsed: 8:35:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.55202 
[INFO] 2021-01-01 16:50:30 > Step:   52000 Progress: 52.0% Elapsed: 8:36:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.40649 
[INFO] 2021-01-01 16:50:30 > Start Evaluation (52000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 16:50:30 > Calculating FID Score....
[INFO] 2021-01-01 16:50:55 > Calculating Inception Score....
[INFO] 2021-01-01 16:51:10 > Calculate F_beta Score....
[INFO] 2021-01-01 16:51:54 > Calculate Accuracies....
[INFO] 2021-01-01 16:51:59 > Calculate Accuracies....
[INFO] 2021-01-01 16:52:01 > F_8 score (Step: 52000, Using valid images): 0.037019948248505206
[INFO] 2021-01-01 16:52:01 > F_1/8 score (Step: 52000, Using valid images): 0.11049105659265433
[INFO] 2021-01-01 16:52:01 > FID score (Step: 52000, Using valid moments): 177.95352914518963
[INFO] 2021-01-01 16:52:01 > Inception score (Step: 52000, 10000 generated images): 3.481700897216797
[INFO] 2021-01-01 16:52:01 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 16:52:02 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 16:52:57 > Step:   52100 Progress: 52.1% Elapsed: 8:38:44 temperature: no ada_p: No Discriminator_loss: 0.0123049 Generator_loss: 1.67029 
[INFO] 2021-01-01 16:53:52 > Step:   52200 Progress: 52.2% Elapsed: 8:39:39 temperature: no ada_p: No Discriminator_loss: 0.00277045 Generator_loss: 2.15167 
[INFO] 2021-01-01 16:54:47 > Step:   52300 Progress: 52.3% Elapsed: 8:40:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.94076 
[INFO] 2021-01-01 16:55:42 > Step:   52400 Progress: 52.4% Elapsed: 8:41:29 temperature: no ada_p: No Discriminator_loss: 0.109238 Generator_loss: 2.89832 
[INFO] 2021-01-01 16:56:37 > Step:   52500 Progress: 52.5% Elapsed: 8:42:24 temperature: no ada_p: No Discriminator_loss: 0.00443303 Generator_loss: 1.64968 
[INFO] 2021-01-01 16:57:32 > Step:   52600 Progress: 52.6% Elapsed: 8:43:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.4441 
[INFO] 2021-01-01 16:58:28 > Step:   52700 Progress: 52.7% Elapsed: 8:44:14 temperature: no ada_p: No Discriminator_loss: 0.00151377 Generator_loss: 1.91409 
[INFO] 2021-01-01 16:59:23 > Step:   52800 Progress: 52.8% Elapsed: 8:45:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.2142 
[INFO] 2021-01-01 17:00:17 > Step:   52900 Progress: 52.9% Elapsed: 8:46:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.05053 
[INFO] 2021-01-01 17:01:12 > Step:   53000 Progress: 53.0% Elapsed: 8:46:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.67324 
[INFO] 2021-01-01 17:02:08 > Step:   53100 Progress: 53.1% Elapsed: 8:47:54 temperature: no ada_p: No Discriminator_loss: 0.000604569 Generator_loss: 2.10134 
[INFO] 2021-01-01 17:03:03 > Step:   53200 Progress: 53.2% Elapsed: 8:48:49 temperature: no ada_p: No Discriminator_loss: 0.0342701 Generator_loss: 2.22238 
[INFO] 2021-01-01 17:03:58 > Step:   53300 Progress: 53.3% Elapsed: 8:49:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.05953 
[INFO] 2021-01-01 17:04:52 > Step:   53400 Progress: 53.4% Elapsed: 8:50:39 temperature: no ada_p: No Discriminator_loss: 0.000593506 Generator_loss: 1.90778 
[INFO] 2021-01-01 17:05:48 > Step:   53500 Progress: 53.5% Elapsed: 8:51:35 temperature: no ada_p: No Discriminator_loss: 0.00390177 Generator_loss: 2.03149 
[INFO] 2021-01-01 17:06:43 > Step:   53600 Progress: 53.6% Elapsed: 8:52:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.98075 
[INFO] 2021-01-01 17:07:38 > Step:   53700 Progress: 53.7% Elapsed: 8:53:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.86348 
[INFO] 2021-01-01 17:08:33 > Step:   53800 Progress: 53.8% Elapsed: 8:54:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.44055 
[INFO] 2021-01-01 17:09:28 > Step:   53900 Progress: 53.9% Elapsed: 8:55:15 temperature: no ada_p: No Discriminator_loss: 0.21363 Generator_loss: 1.8789 
[INFO] 2021-01-01 17:10:23 > Step:   54000 Progress: 54.0% Elapsed: 8:56:10 temperature: no ada_p: No Discriminator_loss: 0.0021428 Generator_loss: 2.06101 
[INFO] 2021-01-01 17:10:23 > Start Evaluation (54000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 17:10:23 > Calculating FID Score....
[INFO] 2021-01-01 17:10:48 > Calculating Inception Score....
[INFO] 2021-01-01 17:11:02 > Calculate F_beta Score....
[INFO] 2021-01-01 17:11:45 > Calculate Accuracies....
[INFO] 2021-01-01 17:11:51 > Calculate Accuracies....
[INFO] 2021-01-01 17:11:53 > F_8 score (Step: 54000, Using valid images): 0.025673370359544232
[INFO] 2021-01-01 17:11:53 > F_1/8 score (Step: 54000, Using valid images): 0.052576008802028805
[INFO] 2021-01-01 17:11:53 > FID score (Step: 54000, Using valid moments): 197.32521074107513
[INFO] 2021-01-01 17:11:53 > Inception score (Step: 54000, 10000 generated images): 2.986715793609619
[INFO] 2021-01-01 17:11:53 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 17:11:54 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 17:12:49 > Step:   54100 Progress: 54.1% Elapsed: 8:58:35 temperature: no ada_p: No Discriminator_loss: 0.00592411 Generator_loss: 2.07186 
[INFO] 2021-01-01 17:13:44 > Step:   54200 Progress: 54.2% Elapsed: 8:59:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.49122 
[INFO] 2021-01-01 17:14:39 > Step:   54300 Progress: 54.3% Elapsed: 9:00:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.53615 
[INFO] 2021-01-01 17:15:34 > Step:   54400 Progress: 54.4% Elapsed: 9:01:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.32991 
[INFO] 2021-01-01 17:16:29 > Step:   54500 Progress: 54.5% Elapsed: 9:02:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.98296 
[INFO] 2021-01-01 17:17:24 > Step:   54600 Progress: 54.6% Elapsed: 9:03:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.30914 
[INFO] 2021-01-01 17:18:19 > Step:   54700 Progress: 54.7% Elapsed: 9:04:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.48931 
[INFO] 2021-01-01 17:19:14 > Step:   54800 Progress: 54.8% Elapsed: 9:05:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.71233 
[INFO] 2021-01-01 17:20:09 > Step:   54900 Progress: 54.9% Elapsed: 9:05:56 temperature: no ada_p: No Discriminator_loss: 1.427e-05 Generator_loss: 1.4318 
[INFO] 2021-01-01 17:21:05 > Step:   55000 Progress: 55.0% Elapsed: 9:06:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.55638 
[INFO] 2021-01-01 17:22:00 > Step:   55100 Progress: 55.1% Elapsed: 9:07:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.92938 
[INFO] 2021-01-01 17:22:55 > Step:   55200 Progress: 55.2% Elapsed: 9:08:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.20654 
[INFO] 2021-01-01 17:23:49 > Step:   55300 Progress: 55.3% Elapsed: 9:09:36 temperature: no ada_p: No Discriminator_loss: 0.0053949 Generator_loss: 1.52336 
[INFO] 2021-01-01 17:24:45 > Step:   55400 Progress: 55.4% Elapsed: 9:10:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.21085 
[INFO] 2021-01-01 17:25:40 > Step:   55500 Progress: 55.5% Elapsed: 9:11:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.02646 
[INFO] 2021-01-01 17:26:35 > Step:   55600 Progress: 55.6% Elapsed: 9:12:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.83986 
[INFO] 2021-01-01 17:27:30 > Step:   55700 Progress: 55.7% Elapsed: 9:13:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.01818 
[INFO] 2021-01-01 17:28:25 > Step:   55800 Progress: 55.8% Elapsed: 9:14:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.26353 
[INFO] 2021-01-01 17:29:20 > Step:   55900 Progress: 55.9% Elapsed: 9:15:07 temperature: no ada_p: No Discriminator_loss: 2.85096 Generator_loss: 2.7303 
[INFO] 2021-01-01 17:30:15 > Step:   56000 Progress: 56.0% Elapsed: 9:16:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.24875 
[INFO] 2021-01-01 17:30:15 > Start Evaluation (56000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 17:30:15 > Calculating FID Score....
[INFO] 2021-01-01 17:30:39 > Calculating Inception Score....
[INFO] 2021-01-01 17:30:54 > Calculate F_beta Score....
[INFO] 2021-01-01 17:31:37 > Calculate Accuracies....
[INFO] 2021-01-01 17:31:43 > Calculate Accuracies....
[INFO] 2021-01-01 17:31:44 > F_8 score (Step: 56000, Using valid images): 0.06824269615055421
[INFO] 2021-01-01 17:31:44 > F_1/8 score (Step: 56000, Using valid images): 0.07379534189540433
[INFO] 2021-01-01 17:31:44 > FID score (Step: 56000, Using valid moments): 193.3370290996104
[INFO] 2021-01-01 17:31:44 > Inception score (Step: 56000, 10000 generated images): 3.02374529838562
[INFO] 2021-01-01 17:31:44 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 17:31:46 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 17:32:40 > Step:   56100 Progress: 56.1% Elapsed: 9:18:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.39073 
[INFO] 2021-01-01 17:33:36 > Step:   56200 Progress: 56.2% Elapsed: 9:19:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.26176 
[INFO] 2021-01-01 17:34:31 > Step:   56300 Progress: 56.3% Elapsed: 9:20:17 temperature: no ada_p: No Discriminator_loss: 0.00274943 Generator_loss: 2.02988 
[INFO] 2021-01-01 17:35:26 > Step:   56400 Progress: 56.4% Elapsed: 9:21:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.24123 
[INFO] 2021-01-01 17:36:20 > Step:   56500 Progress: 56.5% Elapsed: 9:22:07 temperature: no ada_p: No Discriminator_loss: 0.00127253 Generator_loss: 3.02998 
[INFO] 2021-01-01 17:37:16 > Step:   56600 Progress: 56.6% Elapsed: 9:23:03 temperature: no ada_p: No Discriminator_loss: 0.00181509 Generator_loss: 2.85424 
[INFO] 2021-01-01 17:38:11 > Step:   56700 Progress: 56.7% Elapsed: 9:23:58 temperature: no ada_p: No Discriminator_loss: 0.000977702 Generator_loss: 2.43123 
[INFO] 2021-01-01 17:39:06 > Step:   56800 Progress: 56.8% Elapsed: 9:24:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.50741 
[INFO] 2021-01-01 17:40:01 > Step:   56900 Progress: 56.9% Elapsed: 9:25:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.49563 
[INFO] 2021-01-01 17:40:56 > Step:   57000 Progress: 57.0% Elapsed: 9:26:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.95173 
[INFO] 2021-01-01 17:41:51 > Step:   57100 Progress: 57.1% Elapsed: 9:27:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.99544 
[INFO] 2021-01-01 17:42:46 > Step:   57200 Progress: 57.2% Elapsed: 9:28:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.40563 
[INFO] 2021-01-01 17:43:40 > Step:   57300 Progress: 57.3% Elapsed: 9:29:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.37056 
[INFO] 2021-01-01 17:44:36 > Step:   57400 Progress: 57.4% Elapsed: 9:30:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.9489 
[INFO] 2021-01-01 17:45:31 > Step:   57500 Progress: 57.5% Elapsed: 9:31:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.81856 
[INFO] 2021-01-01 17:46:26 > Step:   57600 Progress: 57.6% Elapsed: 9:32:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.93411 
[INFO] 2021-01-01 17:47:20 > Step:   57700 Progress: 57.7% Elapsed: 9:33:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.10174 
[INFO] 2021-01-01 17:48:16 > Step:   57800 Progress: 57.8% Elapsed: 9:34:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.18043 
[INFO] 2021-01-01 17:49:11 > Step:   57900 Progress: 57.9% Elapsed: 9:34:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.64919 
[INFO] 2021-01-01 17:50:06 > Step:   58000 Progress: 58.0% Elapsed: 9:35:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.65995 
[INFO] 2021-01-01 17:50:06 > Start Evaluation (58000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 17:50:06 > Calculating FID Score....
[INFO] 2021-01-01 17:50:30 > Calculating Inception Score....
[INFO] 2021-01-01 17:50:45 > Calculate F_beta Score....
[INFO] 2021-01-01 17:51:29 > Calculate Accuracies....
[INFO] 2021-01-01 17:51:35 > Calculate Accuracies....
[INFO] 2021-01-01 17:51:36 > F_8 score (Step: 58000, Using valid images): 0.040810164584832054
[INFO] 2021-01-01 17:51:36 > F_1/8 score (Step: 58000, Using valid images): 0.0348019945201834
[INFO] 2021-01-01 17:51:36 > FID score (Step: 58000, Using valid moments): 216.73731415951391
[INFO] 2021-01-01 17:51:37 > Inception score (Step: 58000, 10000 generated images): 3.23954701423645
[INFO] 2021-01-01 17:51:37 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 17:51:38 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 17:52:32 > Step:   58100 Progress: 58.1% Elapsed: 9:38:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.82046 
[INFO] 2021-01-01 17:53:28 > Step:   58200 Progress: 58.2% Elapsed: 9:39:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.9721 
[INFO] 2021-01-01 17:54:23 > Step:   58300 Progress: 58.3% Elapsed: 9:40:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.68663 
[INFO] 2021-01-01 17:55:17 > Step:   58400 Progress: 58.4% Elapsed: 9:41:04 temperature: no ada_p: No Discriminator_loss: 0.0200693 Generator_loss: 2.5828 
[INFO] 2021-01-01 17:56:12 > Step:   58500 Progress: 58.5% Elapsed: 9:41:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.0678 
[INFO] 2021-01-01 17:57:08 > Step:   58600 Progress: 58.6% Elapsed: 9:42:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.94417 
[INFO] 2021-01-01 17:58:03 > Step:   58700 Progress: 58.7% Elapsed: 9:43:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3809 
[INFO] 2021-01-01 17:58:58 > Step:   58800 Progress: 58.8% Elapsed: 9:44:44 temperature: no ada_p: No Discriminator_loss: 0.808088 Generator_loss: 1.40486 
[INFO] 2021-01-01 17:59:53 > Step:   58900 Progress: 58.9% Elapsed: 9:45:40 temperature: no ada_p: No Discriminator_loss: 1.0238 Generator_loss: 1.2902 
[INFO] 2021-01-01 18:00:48 > Step:   59000 Progress: 59.0% Elapsed: 9:46:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.90742 
[INFO] 2021-01-01 18:01:43 > Step:   59100 Progress: 59.1% Elapsed: 9:47:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.21055 
[INFO] 2021-01-01 18:02:38 > Step:   59200 Progress: 59.2% Elapsed: 9:48:25 temperature: no ada_p: No Discriminator_loss: 0.00191752 Generator_loss: 1.84177 
[INFO] 2021-01-01 18:03:34 > Step:   59300 Progress: 59.3% Elapsed: 9:49:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.99058 
[INFO] 2021-01-01 18:04:29 > Step:   59400 Progress: 59.4% Elapsed: 9:50:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.04575 
[INFO] 2021-01-01 18:05:23 > Step:   59500 Progress: 59.5% Elapsed: 9:51:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.98401 
[INFO] 2021-01-01 18:06:18 > Step:   59600 Progress: 59.6% Elapsed: 9:52:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.49321 
[INFO] 2021-01-01 18:07:14 > Step:   59700 Progress: 59.7% Elapsed: 9:53:00 temperature: no ada_p: No Discriminator_loss: 8.78938e-05 Generator_loss: 2.0792 
[INFO] 2021-01-01 18:08:09 > Step:   59800 Progress: 59.8% Elapsed: 9:53:55 temperature: no ada_p: No Discriminator_loss: 0.000657608 Generator_loss: 2.26787 
[INFO] 2021-01-01 18:09:03 > Step:   59900 Progress: 59.9% Elapsed: 9:54:50 temperature: no ada_p: No Discriminator_loss: 0.000249837 Generator_loss: 1.46741 
[INFO] 2021-01-01 18:09:58 > Step:   60000 Progress: 60.0% Elapsed: 9:55:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.8841 
[INFO] 2021-01-01 18:09:58 > Start Evaluation (60000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 18:09:58 > Calculating FID Score....
[INFO] 2021-01-01 18:10:23 > Calculating Inception Score....
[INFO] 2021-01-01 18:10:38 > Calculate F_beta Score....
[INFO] 2021-01-01 18:11:22 > Calculate Accuracies....
[INFO] 2021-01-01 18:11:28 > Calculate Accuracies....
[INFO] 2021-01-01 18:11:30 > F_8 score (Step: 60000, Using valid images): 0.010581038898100787
[INFO] 2021-01-01 18:11:30 > F_1/8 score (Step: 60000, Using valid images): 0.08808135287269034
[INFO] 2021-01-01 18:11:30 > FID score (Step: 60000, Using valid moments): 202.20844355628293
[INFO] 2021-01-01 18:11:30 > Inception score (Step: 60000, 10000 generated images): 3.4858200550079346
[INFO] 2021-01-01 18:11:30 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 18:11:31 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 18:12:27 > Step:   60100 Progress: 60.1% Elapsed: 9:58:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.30306 
[INFO] 2021-01-01 18:13:22 > Step:   60200 Progress: 60.2% Elapsed: 9:59:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.27274 
[INFO] 2021-01-01 18:14:16 > Step:   60300 Progress: 60.3% Elapsed: 10:00:03 temperature: no ada_p: No Discriminator_loss: 0.000309703 Generator_loss: 1.88305 
[INFO] 2021-01-01 18:15:11 > Step:   60400 Progress: 60.4% Elapsed: 10:00:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.64523 
[INFO] 2021-01-01 18:16:07 > Step:   60500 Progress: 60.5% Elapsed: 10:01:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.44587 
[INFO] 2021-01-01 18:17:02 > Step:   60600 Progress: 60.6% Elapsed: 10:02:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.26343 
[INFO] 2021-01-01 18:17:56 > Step:   60700 Progress: 60.7% Elapsed: 10:03:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.05103 
[INFO] 2021-01-01 18:18:51 > Step:   60800 Progress: 60.8% Elapsed: 10:04:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.51434 
[INFO] 2021-01-01 18:19:47 > Step:   60900 Progress: 60.9% Elapsed: 10:05:33 temperature: no ada_p: No Discriminator_loss: 1.80514e-05 Generator_loss: 1.52787 
[INFO] 2021-01-01 18:20:42 > Step:   61000 Progress: 61.0% Elapsed: 10:06:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.97665 
[INFO] 2021-01-01 18:21:36 > Step:   61100 Progress: 61.1% Elapsed: 10:07:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.82637 
[INFO] 2021-01-01 18:22:31 > Step:   61200 Progress: 61.2% Elapsed: 10:08:18 temperature: no ada_p: No Discriminator_loss: 0.00835146 Generator_loss: 2.26031 
[INFO] 2021-01-01 18:23:27 > Step:   61300 Progress: 61.3% Elapsed: 10:09:13 temperature: no ada_p: No Discriminator_loss: 0.0296452 Generator_loss: 1.87373 
[INFO] 2021-01-01 18:24:22 > Step:   61400 Progress: 61.4% Elapsed: 10:10:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.81097 
[INFO] 2021-01-01 18:25:16 > Step:   61500 Progress: 61.5% Elapsed: 10:11:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.02269 
[INFO] 2021-01-01 18:26:11 > Step:   61600 Progress: 61.6% Elapsed: 10:11:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.90278 
[INFO] 2021-01-01 18:27:07 > Step:   61700 Progress: 61.7% Elapsed: 10:12:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.6447 
[INFO] 2021-01-01 18:28:02 > Step:   61800 Progress: 61.8% Elapsed: 10:13:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.7119 
[INFO] 2021-01-01 18:28:56 > Step:   61900 Progress: 61.9% Elapsed: 10:14:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.69998 
[INFO] 2021-01-01 18:29:51 > Step:   62000 Progress: 62.0% Elapsed: 10:15:38 temperature: no ada_p: No Discriminator_loss: 0.0290688 Generator_loss: 2.47312 
[INFO] 2021-01-01 18:29:51 > Start Evaluation (62000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 18:29:51 > Calculating FID Score....
[INFO] 2021-01-01 18:30:16 > Calculating Inception Score....
[INFO] 2021-01-01 18:30:31 > Calculate F_beta Score....
[INFO] 2021-01-01 18:31:15 > Calculate Accuracies....
[INFO] 2021-01-01 18:31:21 > Calculate Accuracies....
[INFO] 2021-01-01 18:31:23 > F_8 score (Step: 62000, Using valid images): 0.12734114501333668
[INFO] 2021-01-01 18:31:23 > F_1/8 score (Step: 62000, Using valid images): 0.11161808900247948
[INFO] 2021-01-01 18:31:23 > FID score (Step: 62000, Using valid moments): 178.92168591247048
[INFO] 2021-01-01 18:31:23 > Inception score (Step: 62000, 10000 generated images): 3.9263217449188232
[INFO] 2021-01-01 18:31:23 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 18:31:24 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 18:32:19 > Step:   62100 Progress: 62.1% Elapsed: 10:18:06 temperature: no ada_p: No Discriminator_loss: 0.0025269 Generator_loss: 1.58542 
[INFO] 2021-01-01 18:33:14 > Step:   62200 Progress: 62.2% Elapsed: 10:19:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.15448 
[INFO] 2021-01-01 18:34:09 > Step:   62300 Progress: 62.3% Elapsed: 10:19:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.71674 
[INFO] 2021-01-01 18:35:04 > Step:   62400 Progress: 62.4% Elapsed: 10:20:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.00067 
[INFO] 2021-01-01 18:35:59 > Step:   62500 Progress: 62.5% Elapsed: 10:21:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.83484 
[INFO] 2021-01-01 18:36:54 > Step:   62600 Progress: 62.6% Elapsed: 10:22:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.77715 
[INFO] 2021-01-01 18:37:49 > Step:   62700 Progress: 62.7% Elapsed: 10:23:36 temperature: no ada_p: No Discriminator_loss: 4.0534 Generator_loss: 1.86171 
[INFO] 2021-01-01 18:38:45 > Step:   62800 Progress: 62.8% Elapsed: 10:24:32 temperature: no ada_p: No Discriminator_loss: 0.353905 Generator_loss: 4.15012 
[INFO] 2021-01-01 18:39:40 > Step:   62900 Progress: 62.9% Elapsed: 10:25:26 temperature: no ada_p: No Discriminator_loss: 0.000308354 Generator_loss: 2.75425 
[INFO] 2021-01-01 18:40:35 > Step:   63000 Progress: 63.0% Elapsed: 10:26:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.10807 
[INFO] 2021-01-01 18:41:29 > Step:   63100 Progress: 63.1% Elapsed: 10:27:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.93745 
[INFO] 2021-01-01 18:42:25 > Step:   63200 Progress: 63.2% Elapsed: 10:28:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.99926 
[INFO] 2021-01-01 18:43:20 > Step:   63300 Progress: 63.3% Elapsed: 10:29:06 temperature: no ada_p: No Discriminator_loss: 0.00327734 Generator_loss: 4.22459 
[INFO] 2021-01-01 18:44:15 > Step:   63400 Progress: 63.4% Elapsed: 10:30:01 temperature: no ada_p: No Discriminator_loss: 0.0712234 Generator_loss: 2.64161 
[INFO] 2021-01-01 18:45:10 > Step:   63500 Progress: 63.5% Elapsed: 10:30:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.90212 
[INFO] 2021-01-01 18:46:05 > Step:   63600 Progress: 63.6% Elapsed: 10:31:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.28189 
[INFO] 2021-01-01 18:47:00 > Step:   63700 Progress: 63.7% Elapsed: 10:32:47 temperature: no ada_p: No Discriminator_loss: 4.88313e-05 Generator_loss: 2.51129 
[INFO] 2021-01-01 18:47:55 > Step:   63800 Progress: 63.8% Elapsed: 10:33:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.9371 
[INFO] 2021-01-01 18:48:50 > Step:   63900 Progress: 63.9% Elapsed: 10:34:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.34973 
[INFO] 2021-01-01 18:49:45 > Step:   64000 Progress: 64.0% Elapsed: 10:35:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.33699 
[INFO] 2021-01-01 18:49:45 > Start Evaluation (64000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 18:49:45 > Calculating FID Score....
[INFO] 2021-01-01 18:50:10 > Calculating Inception Score....
[INFO] 2021-01-01 18:50:24 > Calculate F_beta Score....
[INFO] 2021-01-01 18:51:09 > Calculate Accuracies....
[INFO] 2021-01-01 18:51:15 > Calculate Accuracies....
[INFO] 2021-01-01 18:51:16 > F_8 score (Step: 64000, Using valid images): 0.052991755699894304
[INFO] 2021-01-01 18:51:16 > F_1/8 score (Step: 64000, Using valid images): 0.0878897188716427
[INFO] 2021-01-01 18:51:16 > FID score (Step: 64000, Using valid moments): 171.26896585224523
[INFO] 2021-01-01 18:51:16 > Inception score (Step: 64000, 10000 generated images): 3.3073272705078125
[INFO] 2021-01-01 18:51:16 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 18:51:18 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 18:52:12 > Step:   64100 Progress: 64.1% Elapsed: 10:37:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3949 
[INFO] 2021-01-01 18:53:07 > Step:   64200 Progress: 64.2% Elapsed: 10:38:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.40652 
[INFO] 2021-01-01 18:54:02 > Step:   64300 Progress: 64.3% Elapsed: 10:39:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.30954 
[INFO] 2021-01-01 18:54:57 > Step:   64400 Progress: 64.4% Elapsed: 10:40:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.32127 
[INFO] 2021-01-01 18:55:52 > Step:   64500 Progress: 64.5% Elapsed: 10:41:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.38439 
[INFO] 2021-01-01 18:56:47 > Step:   64600 Progress: 64.6% Elapsed: 10:42:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.09843 
[INFO] 2021-01-01 18:57:42 > Step:   64700 Progress: 64.7% Elapsed: 10:43:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.29292 
[INFO] 2021-01-01 18:58:38 > Step:   64800 Progress: 64.8% Elapsed: 10:44:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.91683 
[INFO] 2021-01-01 18:59:32 > Step:   64900 Progress: 64.9% Elapsed: 10:45:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.95069 
[INFO] 2021-01-01 19:00:27 > Step:   65000 Progress: 65.0% Elapsed: 10:46:14 temperature: no ada_p: No Discriminator_loss: 0.000788081 Generator_loss: 1.63876 
[INFO] 2021-01-01 19:01:22 > Step:   65100 Progress: 65.1% Elapsed: 10:47:09 temperature: no ada_p: No Discriminator_loss: 0.00552794 Generator_loss: 1.69735 
[INFO] 2021-01-01 19:02:18 > Step:   65200 Progress: 65.2% Elapsed: 10:48:04 temperature: no ada_p: No Discriminator_loss: 0.000576489 Generator_loss: 1.53211 
[INFO] 2021-01-01 19:03:12 > Step:   65300 Progress: 65.3% Elapsed: 10:48:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.85476 
[INFO] 2021-01-01 19:04:07 > Step:   65400 Progress: 65.4% Elapsed: 10:49:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.76179 
[INFO] 2021-01-01 19:05:02 > Step:   65500 Progress: 65.5% Elapsed: 10:50:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.72807 
[INFO] 2021-01-01 19:05:58 > Step:   65600 Progress: 65.6% Elapsed: 10:51:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.66542 
[INFO] 2021-01-01 19:06:52 > Step:   65700 Progress: 65.7% Elapsed: 10:52:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.24033 
[INFO] 2021-01-01 19:07:47 > Step:   65800 Progress: 65.8% Elapsed: 10:53:34 temperature: no ada_p: No Discriminator_loss: 0.00022728 Generator_loss: 1.79065 
[INFO] 2021-01-01 19:08:42 > Step:   65900 Progress: 65.9% Elapsed: 10:54:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.69011 
[INFO] 2021-01-01 19:09:38 > Step:   66000 Progress: 66.0% Elapsed: 10:55:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.58219 
[INFO] 2021-01-01 19:09:38 > Start Evaluation (66000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 19:09:38 > Calculating FID Score....
[INFO] 2021-01-01 19:10:02 > Calculating Inception Score....
[INFO] 2021-01-01 19:10:17 > Calculate F_beta Score....
[INFO] 2021-01-01 19:11:01 > Calculate Accuracies....
[INFO] 2021-01-01 19:11:07 > Calculate Accuracies....
[INFO] 2021-01-01 19:11:08 > F_8 score (Step: 66000, Using valid images): 0.09636040774782527
[INFO] 2021-01-01 19:11:08 > F_1/8 score (Step: 66000, Using valid images): 0.08507228012228697
[INFO] 2021-01-01 19:11:08 > FID score (Step: 66000, Using valid moments): 184.67131282218503
[INFO] 2021-01-01 19:11:08 > Inception score (Step: 66000, 10000 generated images): 3.0906600952148438
[INFO] 2021-01-01 19:11:08 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 19:11:10 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 19:12:04 > Step:   66100 Progress: 66.1% Elapsed: 10:57:51 temperature: no ada_p: No Discriminator_loss: 0.00663273 Generator_loss: 1.95914 
[INFO] 2021-01-01 19:12:59 > Step:   66200 Progress: 66.2% Elapsed: 10:58:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.83773 
[INFO] 2021-01-01 19:13:54 > Step:   66300 Progress: 66.3% Elapsed: 10:59:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.81587 
[INFO] 2021-01-01 19:14:50 > Step:   66400 Progress: 66.4% Elapsed: 11:00:37 temperature: no ada_p: No Discriminator_loss: 0.0012627 Generator_loss: 1.73597 
[INFO] 2021-01-01 19:15:45 > Step:   66500 Progress: 66.5% Elapsed: 11:01:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.43359 
[INFO] 2021-01-01 19:16:40 > Step:   66600 Progress: 66.6% Elapsed: 11:02:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.46373 
[INFO] 2021-01-01 19:17:35 > Step:   66700 Progress: 66.7% Elapsed: 11:03:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.50727 
[INFO] 2021-01-01 19:18:30 > Step:   66800 Progress: 66.8% Elapsed: 11:04:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.86648 
[INFO] 2021-01-01 19:19:25 > Step:   66900 Progress: 66.9% Elapsed: 11:05:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.93902 
[INFO] 2021-01-01 19:20:20 > Step:   67000 Progress: 67.0% Elapsed: 11:06:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.05547 
[INFO] 2021-01-01 19:21:15 > Step:   67100 Progress: 67.1% Elapsed: 11:07:02 temperature: no ada_p: No Discriminator_loss: 0.0106707 Generator_loss: 1.8674 
[INFO] 2021-01-01 19:22:10 > Step:   67200 Progress: 67.2% Elapsed: 11:07:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.19774 
[INFO] 2021-01-01 19:23:05 > Step:   67300 Progress: 67.3% Elapsed: 11:08:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.2372 
[INFO] 2021-01-01 19:24:00 > Step:   67400 Progress: 67.4% Elapsed: 11:09:47 temperature: no ada_p: No Discriminator_loss: 0.00554291 Generator_loss: 3.17828 
[INFO] 2021-01-01 19:24:55 > Step:   67500 Progress: 67.5% Elapsed: 11:10:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.0303 
[INFO] 2021-01-01 19:25:50 > Step:   67600 Progress: 67.6% Elapsed: 11:11:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.20628 
[INFO] 2021-01-01 19:26:45 > Step:   67700 Progress: 67.7% Elapsed: 11:12:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.16863 
[INFO] 2021-01-01 19:27:40 > Step:   67800 Progress: 67.8% Elapsed: 11:13:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.45153 
[INFO] 2021-01-01 19:28:35 > Step:   67900 Progress: 67.9% Elapsed: 11:14:22 temperature: no ada_p: No Discriminator_loss: 0.0127178 Generator_loss: 2.0156 
[INFO] 2021-01-01 19:29:30 > Step:   68000 Progress: 68.0% Elapsed: 11:15:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.52901 
[INFO] 2021-01-01 19:29:30 > Start Evaluation (68000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 19:29:30 > Calculating FID Score....
[INFO] 2021-01-01 19:29:55 > Calculating Inception Score....
[INFO] 2021-01-01 19:30:09 > Calculate F_beta Score....
[INFO] 2021-01-01 19:30:51 > Calculate Accuracies....
[INFO] 2021-01-01 19:30:57 > Calculate Accuracies....
[INFO] 2021-01-01 19:30:59 > F_8 score (Step: 68000, Using valid images): 0.0831990305578207
[INFO] 2021-01-01 19:30:59 > F_1/8 score (Step: 68000, Using valid images): 0.1066349484906799
[INFO] 2021-01-01 19:30:59 > FID score (Step: 68000, Using valid moments): 180.62017407863908
[INFO] 2021-01-01 19:30:59 > Inception score (Step: 68000, 10000 generated images): 3.4599733352661133
[INFO] 2021-01-01 19:30:59 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 19:31:00 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 19:31:55 > Step:   68100 Progress: 68.1% Elapsed: 11:17:42 temperature: no ada_p: No Discriminator_loss: 0.000907844 Generator_loss: 1.39539 
[INFO] 2021-01-01 19:32:50 > Step:   68200 Progress: 68.2% Elapsed: 11:18:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.62762 
[INFO] 2021-01-01 19:33:45 > Step:   68300 Progress: 68.3% Elapsed: 11:19:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.44801 
[INFO] 2021-01-01 19:34:40 > Step:   68400 Progress: 68.4% Elapsed: 11:20:27 temperature: no ada_p: No Discriminator_loss: 0.00199009 Generator_loss: 1.82641 
[INFO] 2021-01-01 19:35:35 > Step:   68500 Progress: 68.5% Elapsed: 11:21:22 temperature: no ada_p: No Discriminator_loss: 0.858827 Generator_loss: -5.72289 
[INFO] 2021-01-01 19:36:30 > Step:   68600 Progress: 68.6% Elapsed: 11:22:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.34544 
[INFO] 2021-01-01 19:37:26 > Step:   68700 Progress: 68.7% Elapsed: 11:23:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.68155 
[INFO] 2021-01-01 19:38:21 > Step:   68800 Progress: 68.8% Elapsed: 11:24:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.08316 
[INFO] 2021-01-01 19:39:15 > Step:   68900 Progress: 68.9% Elapsed: 11:25:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.95589 
[INFO] 2021-01-01 19:40:10 > Step:   69000 Progress: 69.0% Elapsed: 11:25:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.45561 
[INFO] 2021-01-01 19:41:06 > Step:   69100 Progress: 69.1% Elapsed: 11:26:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.21572 
[INFO] 2021-01-01 19:42:01 > Step:   69200 Progress: 69.2% Elapsed: 11:27:47 temperature: no ada_p: No Discriminator_loss: 0.227165 Generator_loss: 4.39236 
[INFO] 2021-01-01 19:42:55 > Step:   69300 Progress: 69.3% Elapsed: 11:28:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.78485 
[INFO] 2021-01-01 19:43:50 > Step:   69400 Progress: 69.4% Elapsed: 11:29:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.42139 
[INFO] 2021-01-01 19:44:46 > Step:   69500 Progress: 69.5% Elapsed: 11:30:33 temperature: no ada_p: No Discriminator_loss: 0.100761 Generator_loss: 2.68301 
[INFO] 2021-01-01 19:45:41 > Step:   69600 Progress: 69.6% Elapsed: 11:31:27 temperature: no ada_p: No Discriminator_loss: 0.000990815 Generator_loss: 1.4692 
[INFO] 2021-01-01 19:46:36 > Step:   69700 Progress: 69.7% Elapsed: 11:32:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91895 
[INFO] 2021-01-01 19:47:30 > Step:   69800 Progress: 69.8% Elapsed: 11:33:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.48384 
[INFO] 2021-01-01 19:48:26 > Step:   69900 Progress: 69.9% Elapsed: 11:34:13 temperature: no ada_p: No Discriminator_loss: 0.00037714 Generator_loss: 2.02399 
[INFO] 2021-01-01 19:49:21 > Step:   70000 Progress: 70.0% Elapsed: 11:35:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.95241 
[INFO] 2021-01-01 19:49:21 > Start Evaluation (70000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 19:49:21 > Calculating FID Score....
[INFO] 2021-01-01 19:49:45 > Calculating Inception Score....
[INFO] 2021-01-01 19:50:00 > Calculate F_beta Score....
[INFO] 2021-01-01 19:50:42 > Calculate Accuracies....
[INFO] 2021-01-01 19:50:48 > Calculate Accuracies....
[INFO] 2021-01-01 19:50:50 > F_8 score (Step: 70000, Using valid images): 0.0017680789975133657
[INFO] 2021-01-01 19:50:50 > F_1/8 score (Step: 70000, Using valid images): 0.04264129418325653
[INFO] 2021-01-01 19:50:50 > FID score (Step: 70000, Using valid moments): 217.25169779739858
[INFO] 2021-01-01 19:50:50 > Inception score (Step: 70000, 10000 generated images): 2.941174268722534
[INFO] 2021-01-01 19:50:50 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 19:50:51 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 19:51:46 > Step:   70100 Progress: 70.1% Elapsed: 11:37:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.66526 
[INFO] 2021-01-01 19:52:41 > Step:   70200 Progress: 70.2% Elapsed: 11:38:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.60901 
[INFO] 2021-01-01 19:53:36 > Step:   70300 Progress: 70.3% Elapsed: 11:39:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.27901 
[INFO] 2021-01-01 19:54:31 > Step:   70400 Progress: 70.4% Elapsed: 11:40:18 temperature: no ada_p: No Discriminator_loss: 1.35796e-05 Generator_loss: 1.44017 
[INFO] 2021-01-01 19:55:26 > Step:   70500 Progress: 70.5% Elapsed: 11:41:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.49846 
[INFO] 2021-01-01 19:56:22 > Step:   70600 Progress: 70.6% Elapsed: 11:42:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.26993 
[INFO] 2021-01-01 19:57:17 > Step:   70700 Progress: 70.7% Elapsed: 11:43:03 temperature: no ada_p: No Discriminator_loss: 0.00736944 Generator_loss: 1.55801 
[INFO] 2021-01-01 19:58:11 > Step:   70800 Progress: 70.8% Elapsed: 11:43:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.95433 
[INFO] 2021-01-01 19:59:06 > Step:   70900 Progress: 70.9% Elapsed: 11:44:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.71306 
[INFO] 2021-01-01 20:00:02 > Step:   71000 Progress: 71.0% Elapsed: 11:45:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.27145 
[INFO] 2021-01-01 20:00:57 > Step:   71100 Progress: 71.1% Elapsed: 11:46:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.59738 
[INFO] 2021-01-01 20:01:52 > Step:   71200 Progress: 71.2% Elapsed: 11:47:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.65274 
[INFO] 2021-01-01 20:02:46 > Step:   71300 Progress: 71.3% Elapsed: 11:48:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.68003 
[INFO] 2021-01-01 20:03:42 > Step:   71400 Progress: 71.4% Elapsed: 11:49:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91257 
[INFO] 2021-01-01 20:04:37 > Step:   71500 Progress: 71.5% Elapsed: 11:50:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.77442 
[INFO] 2021-01-01 20:05:32 > Step:   71600 Progress: 71.6% Elapsed: 11:51:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.85996 
[INFO] 2021-01-01 20:06:26 > Step:   71700 Progress: 71.7% Elapsed: 11:52:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.43337 
[INFO] 2021-01-01 20:07:22 > Step:   71800 Progress: 71.8% Elapsed: 11:53:09 temperature: no ada_p: No Discriminator_loss: 4.26264e-05 Generator_loss: 1.63816 
[INFO] 2021-01-01 20:08:17 > Step:   71900 Progress: 71.9% Elapsed: 11:54:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.05146 
[INFO] 2021-01-01 20:09:12 > Step:   72000 Progress: 72.0% Elapsed: 11:54:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.53264 
[INFO] 2021-01-01 20:09:12 > Start Evaluation (72000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 20:09:12 > Calculating FID Score....
[INFO] 2021-01-01 20:09:36 > Calculating Inception Score....
[INFO] 2021-01-01 20:09:51 > Calculate F_beta Score....
[INFO] 2021-01-01 20:10:33 > Calculate Accuracies....
[INFO] 2021-01-01 20:10:39 > Calculate Accuracies....
[INFO] 2021-01-01 20:10:41 > F_8 score (Step: 72000, Using valid images): 0.09500915349581285
[INFO] 2021-01-01 20:10:41 > F_1/8 score (Step: 72000, Using valid images): 0.06685677178756919
[INFO] 2021-01-01 20:10:41 > FID score (Step: 72000, Using valid moments): 212.3682977626521
[INFO] 2021-01-01 20:10:41 > Inception score (Step: 72000, 10000 generated images): 2.696762800216675
[INFO] 2021-01-01 20:10:41 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 20:10:42 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 20:11:37 > Step:   72100 Progress: 72.1% Elapsed: 11:57:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.61987 
[INFO] 2021-01-01 20:12:32 > Step:   72200 Progress: 72.2% Elapsed: 11:58:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91444 
[INFO] 2021-01-01 20:13:27 > Step:   72300 Progress: 72.3% Elapsed: 11:59:14 temperature: no ada_p: No Discriminator_loss: 0.00463412 Generator_loss: 1.60193 
[INFO] 2021-01-01 20:14:22 > Step:   72400 Progress: 72.4% Elapsed: 12:00:09 temperature: no ada_p: No Discriminator_loss: 0.00022733 Generator_loss: 1.81227 
[INFO] 2021-01-01 20:15:17 > Step:   72500 Progress: 72.5% Elapsed: 12:01:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88403 
[INFO] 2021-01-01 20:16:13 > Step:   72600 Progress: 72.6% Elapsed: 12:01:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.59942 
[INFO] 2021-01-01 20:17:07 > Step:   72700 Progress: 72.7% Elapsed: 12:02:54 temperature: no ada_p: No Discriminator_loss: 0.00240745 Generator_loss: 2.14315 
[INFO] 2021-01-01 20:18:02 > Step:   72800 Progress: 72.8% Elapsed: 12:03:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.65351 
[INFO] 2021-01-01 20:18:57 > Step:   72900 Progress: 72.9% Elapsed: 12:04:44 temperature: no ada_p: No Discriminator_loss: 0.00128822 Generator_loss: 2.91759 
[INFO] 2021-01-01 20:19:53 > Step:   73000 Progress: 73.0% Elapsed: 12:05:39 temperature: no ada_p: No Discriminator_loss: 0.000810554 Generator_loss: 1.89624 
[INFO] 2021-01-01 20:20:48 > Step:   73100 Progress: 73.1% Elapsed: 12:06:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88263 
[INFO] 2021-01-01 20:21:42 > Step:   73200 Progress: 73.2% Elapsed: 12:07:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.99906 
[INFO] 2021-01-01 20:22:37 > Step:   73300 Progress: 73.3% Elapsed: 12:08:24 temperature: no ada_p: No Discriminator_loss: 0.0106574 Generator_loss: 1.70509 
[INFO] 2021-01-01 20:23:33 > Step:   73400 Progress: 73.4% Elapsed: 12:09:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.19921 
[INFO] 2021-01-01 20:24:28 > Step:   73500 Progress: 73.5% Elapsed: 12:10:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.04109 
[INFO] 2021-01-01 20:25:23 > Step:   73600 Progress: 73.6% Elapsed: 12:11:10 temperature: no ada_p: No Discriminator_loss: 0.042476 Generator_loss: 2.89261 
[INFO] 2021-01-01 20:26:18 > Step:   73700 Progress: 73.7% Elapsed: 12:12:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.08384 
[INFO] 2021-01-01 20:27:13 > Step:   73800 Progress: 73.8% Elapsed: 12:13:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.92271 
[INFO] 2021-01-01 20:28:08 > Step:   73900 Progress: 73.9% Elapsed: 12:13:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.16405 
[INFO] 2021-01-01 20:29:03 > Step:   74000 Progress: 74.0% Elapsed: 12:14:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.74363 
[INFO] 2021-01-01 20:29:03 > Start Evaluation (74000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 20:29:03 > Calculating FID Score....
[INFO] 2021-01-01 20:29:28 > Calculating Inception Score....
[INFO] 2021-01-01 20:29:42 > Calculate F_beta Score....
[INFO] 2021-01-01 20:30:27 > Calculate Accuracies....
[INFO] 2021-01-01 20:30:33 > Calculate Accuracies....
[INFO] 2021-01-01 20:30:34 > F_8 score (Step: 74000, Using valid images): 0.032043461893433225
[INFO] 2021-01-01 20:30:34 > F_1/8 score (Step: 74000, Using valid images): 0.1110690995720449
[INFO] 2021-01-01 20:30:34 > FID score (Step: 74000, Using valid moments): 170.7474595546343
[INFO] 2021-01-01 20:30:34 > Inception score (Step: 74000, 10000 generated images): 3.3876543045043945
[INFO] 2021-01-01 20:30:34 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 20:30:36 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 20:31:30 > Step:   74100 Progress: 74.1% Elapsed: 12:17:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.66008 
[INFO] 2021-01-01 20:32:26 > Step:   74200 Progress: 74.2% Elapsed: 12:18:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.21724 
[INFO] 2021-01-01 20:33:21 > Step:   74300 Progress: 74.3% Elapsed: 12:19:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.1908 
[INFO] 2021-01-01 20:34:16 > Step:   74400 Progress: 74.4% Elapsed: 12:20:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.66958 
[INFO] 2021-01-01 20:35:11 > Step:   74500 Progress: 74.5% Elapsed: 12:20:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.01068 
[INFO] 2021-01-01 20:36:06 > Step:   74600 Progress: 74.6% Elapsed: 12:21:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.54422 
[INFO] 2021-01-01 20:37:01 > Step:   74700 Progress: 74.7% Elapsed: 12:22:48 temperature: no ada_p: No Discriminator_loss: 0.00619026 Generator_loss: 2.3682 
[INFO] 2021-01-01 20:37:56 > Step:   74800 Progress: 74.8% Elapsed: 12:23:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.86482 
[INFO] 2021-01-01 20:38:52 > Step:   74900 Progress: 74.9% Elapsed: 12:24:38 temperature: no ada_p: No Discriminator_loss: 0.000912027 Generator_loss: 1.49689 
[INFO] 2021-01-01 20:39:47 > Step:   75000 Progress: 75.0% Elapsed: 12:25:33 temperature: no ada_p: No Discriminator_loss: 0.000723142 Generator_loss: 1.37597 
[INFO] 2021-01-01 20:40:41 > Step:   75100 Progress: 75.1% Elapsed: 12:26:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.84739 
[INFO] 2021-01-01 20:41:36 > Step:   75200 Progress: 75.2% Elapsed: 12:27:23 temperature: no ada_p: No Discriminator_loss: 0.00557082 Generator_loss: 1.83167 
[INFO] 2021-01-01 20:42:32 > Step:   75300 Progress: 75.3% Elapsed: 12:28:19 temperature: no ada_p: No Discriminator_loss: 0.00982139 Generator_loss: 1.5523 
[INFO] 2021-01-01 20:43:27 > Step:   75400 Progress: 75.4% Elapsed: 12:29:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.80125 
[INFO] 2021-01-01 20:44:22 > Step:   75500 Progress: 75.5% Elapsed: 12:30:08 temperature: no ada_p: No Discriminator_loss: 0.00380457 Generator_loss: 1.54884 
[INFO] 2021-01-01 20:45:16 > Step:   75600 Progress: 75.6% Elapsed: 12:31:03 temperature: no ada_p: No Discriminator_loss: 0.00116265 Generator_loss: 1.92707 
[INFO] 2021-01-01 20:46:12 > Step:   75700 Progress: 75.7% Elapsed: 12:31:59 temperature: no ada_p: No Discriminator_loss: 0.00309743 Generator_loss: 1.40643 
[INFO] 2021-01-01 20:47:07 > Step:   75800 Progress: 75.8% Elapsed: 12:32:54 temperature: no ada_p: No Discriminator_loss: 0.000630536 Generator_loss: 1.59212 
[INFO] 2021-01-01 20:48:02 > Step:   75900 Progress: 75.9% Elapsed: 12:33:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.09257 
[INFO] 2021-01-01 20:48:56 > Step:   76000 Progress: 76.0% Elapsed: 12:34:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.69978 
[INFO] 2021-01-01 20:48:56 > Start Evaluation (76000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 20:48:56 > Calculating FID Score....
[INFO] 2021-01-01 20:49:21 > Calculating Inception Score....
[INFO] 2021-01-01 20:49:36 > Calculate F_beta Score....
[INFO] 2021-01-01 20:50:19 > Calculate Accuracies....
[INFO] 2021-01-01 20:50:25 > Calculate Accuracies....
[INFO] 2021-01-01 20:50:27 > F_8 score (Step: 76000, Using valid images): 0.045082073176295395
[INFO] 2021-01-01 20:50:27 > F_1/8 score (Step: 76000, Using valid images): 0.07506745619529254
[INFO] 2021-01-01 20:50:27 > FID score (Step: 76000, Using valid moments): 184.3834060044727
[INFO] 2021-01-01 20:50:27 > Inception score (Step: 76000, 10000 generated images): 3.3687398433685303
[INFO] 2021-01-01 20:50:27 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 20:50:28 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 20:51:24 > Step:   76100 Progress: 76.1% Elapsed: 12:37:10 temperature: no ada_p: No Discriminator_loss: 0.0508211 Generator_loss: 2.83809 
[INFO] 2021-01-01 20:52:18 > Step:   76200 Progress: 76.2% Elapsed: 12:38:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.75782 
[INFO] 2021-01-01 20:53:13 > Step:   76300 Progress: 76.3% Elapsed: 12:39:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.93434 
[INFO] 2021-01-01 20:54:08 > Step:   76400 Progress: 76.4% Elapsed: 12:39:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.92465 
[INFO] 2021-01-01 20:55:03 > Step:   76500 Progress: 76.5% Elapsed: 12:40:50 temperature: no ada_p: No Discriminator_loss: 0.00566013 Generator_loss: 1.7518 
[INFO] 2021-01-01 20:55:58 > Step:   76600 Progress: 76.6% Elapsed: 12:41:45 temperature: no ada_p: No Discriminator_loss: 0.00458858 Generator_loss: 1.65642 
[INFO] 2021-01-01 20:56:53 > Step:   76700 Progress: 76.7% Elapsed: 12:42:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.61214 
[INFO] 2021-01-01 20:57:48 > Step:   76800 Progress: 76.8% Elapsed: 12:43:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.65158 
[INFO] 2021-01-01 20:58:44 > Step:   76900 Progress: 76.9% Elapsed: 12:44:30 temperature: no ada_p: No Discriminator_loss: 0.00123996 Generator_loss: 1.77579 
[INFO] 2021-01-01 20:59:38 > Step:   77000 Progress: 77.0% Elapsed: 12:45:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.95266 
[INFO] 2021-01-01 21:00:33 > Step:   77100 Progress: 77.1% Elapsed: 12:46:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.22184 
[INFO] 2021-01-01 21:01:28 > Step:   77200 Progress: 77.2% Elapsed: 12:47:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.69753 
[INFO] 2021-01-01 21:02:23 > Step:   77300 Progress: 77.3% Elapsed: 12:48:10 temperature: no ada_p: No Discriminator_loss: 0.000653051 Generator_loss: 2.00069 
[INFO] 2021-01-01 21:03:18 > Step:   77400 Progress: 77.4% Elapsed: 12:49:05 temperature: no ada_p: No Discriminator_loss: 0.00021604 Generator_loss: 1.39537 
[INFO] 2021-01-01 21:04:13 > Step:   77500 Progress: 77.5% Elapsed: 12:50:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.52348 
[INFO] 2021-01-01 21:05:08 > Step:   77600 Progress: 77.6% Elapsed: 12:50:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.56467 
[INFO] 2021-01-01 21:06:04 > Step:   77700 Progress: 77.7% Elapsed: 12:51:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.8594 
[INFO] 2021-01-01 21:06:58 > Step:   77800 Progress: 77.8% Elapsed: 12:52:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.33668 
[INFO] 2021-01-01 21:07:53 > Step:   77900 Progress: 77.9% Elapsed: 12:53:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.41157 
[INFO] 2021-01-01 21:08:48 > Step:   78000 Progress: 78.0% Elapsed: 12:54:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.85222 
[INFO] 2021-01-01 21:08:48 > Start Evaluation (78000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 21:08:48 > Calculating FID Score....
[INFO] 2021-01-01 21:09:13 > Calculating Inception Score....
[INFO] 2021-01-01 21:09:27 > Calculate F_beta Score....
[INFO] 2021-01-01 21:10:10 > Calculate Accuracies....
[INFO] 2021-01-01 21:10:16 > Calculate Accuracies....
[INFO] 2021-01-01 21:10:18 > F_8 score (Step: 78000, Using valid images): 0.04970925041319664
[INFO] 2021-01-01 21:10:18 > F_1/8 score (Step: 78000, Using valid images): 0.02982537748162686
[INFO] 2021-01-01 21:10:18 > FID score (Step: 78000, Using valid moments): 182.66527726892332
[INFO] 2021-01-01 21:10:18 > Inception score (Step: 78000, 10000 generated images): 2.82681941986084
[INFO] 2021-01-01 21:10:18 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 21:10:19 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 21:11:15 > Step:   78100 Progress: 78.1% Elapsed: 12:57:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.99077 
[INFO] 2021-01-01 21:12:10 > Step:   78200 Progress: 78.2% Elapsed: 12:57:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.30654 
[INFO] 2021-01-01 21:13:04 > Step:   78300 Progress: 78.3% Elapsed: 12:58:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.16466 
[INFO] 2021-01-01 21:14:00 > Step:   78400 Progress: 78.4% Elapsed: 12:59:47 temperature: no ada_p: No Discriminator_loss: 0.00264741 Generator_loss: 1.98042 
[INFO] 2021-01-01 21:14:55 > Step:   78500 Progress: 78.5% Elapsed: 13:00:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.96779 
[INFO] 2021-01-01 21:15:50 > Step:   78600 Progress: 78.6% Elapsed: 13:01:36 temperature: no ada_p: No Discriminator_loss: 0.00212591 Generator_loss: 1.46199 
[INFO] 2021-01-01 21:16:45 > Step:   78700 Progress: 78.7% Elapsed: 13:02:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.38068 
[INFO] 2021-01-01 21:17:40 > Step:   78800 Progress: 78.8% Elapsed: 13:03:27 temperature: no ada_p: No Discriminator_loss: 0.000581618 Generator_loss: 1.60483 
[INFO] 2021-01-01 21:18:35 > Step:   78900 Progress: 78.9% Elapsed: 13:04:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.68002 
[INFO] 2021-01-01 21:19:30 > Step:   79000 Progress: 79.0% Elapsed: 13:05:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.85821 
[INFO] 2021-01-01 21:20:24 > Step:   79100 Progress: 79.1% Elapsed: 13:06:11 temperature: no ada_p: No Discriminator_loss: 0.000176253 Generator_loss: 1.39237 
[INFO] 2021-01-01 21:21:20 > Step:   79200 Progress: 79.2% Elapsed: 13:07:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.23008 
[INFO] 2021-01-01 21:22:15 > Step:   79300 Progress: 79.3% Elapsed: 13:08:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.18906 
[INFO] 2021-01-01 21:23:10 > Step:   79400 Progress: 79.4% Elapsed: 13:08:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.64673 
[INFO] 2021-01-01 21:24:04 > Step:   79500 Progress: 79.5% Elapsed: 13:09:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.4876 
[INFO] 2021-01-01 21:25:00 > Step:   79600 Progress: 79.6% Elapsed: 13:10:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.27361 
[INFO] 2021-01-01 21:25:55 > Step:   79700 Progress: 79.7% Elapsed: 13:11:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.79945 
[INFO] 2021-01-01 21:26:49 > Step:   79800 Progress: 79.8% Elapsed: 13:12:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.21212 
[INFO] 2021-01-01 21:27:44 > Step:   79900 Progress: 79.9% Elapsed: 13:13:31 temperature: no ada_p: No Discriminator_loss: 8.85176e-05 Generator_loss: 1.27068 
[INFO] 2021-01-01 21:28:40 > Step:   80000 Progress: 80.0% Elapsed: 13:14:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88288 
[INFO] 2021-01-01 21:28:40 > Start Evaluation (80000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 21:28:40 > Calculating FID Score....
[INFO] 2021-01-01 21:29:04 > Calculating Inception Score....
[INFO] 2021-01-01 21:29:19 > Calculate F_beta Score....
[INFO] 2021-01-01 21:30:01 > Calculate Accuracies....
[INFO] 2021-01-01 21:30:07 > Calculate Accuracies....
[INFO] 2021-01-01 21:30:08 > F_8 score (Step: 80000, Using valid images): 0.01483438664746574
[INFO] 2021-01-01 21:30:08 > F_1/8 score (Step: 80000, Using valid images): 0.009691542368083646
[INFO] 2021-01-01 21:30:08 > FID score (Step: 80000, Using valid moments): 231.57094277520318
[INFO] 2021-01-01 21:30:08 > Inception score (Step: 80000, 10000 generated images): 2.368910312652588
[INFO] 2021-01-01 21:30:08 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 21:30:10 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 21:31:04 > Step:   80100 Progress: 80.1% Elapsed: 13:16:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.53762 
[INFO] 2021-01-01 21:31:59 > Step:   80200 Progress: 80.2% Elapsed: 13:17:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3535 
[INFO] 2021-01-01 21:32:54 > Step:   80300 Progress: 80.3% Elapsed: 13:18:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.82344 
[INFO] 2021-01-01 21:33:49 > Step:   80400 Progress: 80.4% Elapsed: 13:19:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.12305 
[INFO] 2021-01-01 21:34:44 > Step:   80500 Progress: 80.5% Elapsed: 13:20:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.23343 
[INFO] 2021-01-01 21:35:39 > Step:   80600 Progress: 80.6% Elapsed: 13:21:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.67361 
[INFO] 2021-01-01 21:36:34 > Step:   80700 Progress: 80.7% Elapsed: 13:22:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.70365 
[INFO] 2021-01-01 21:37:29 > Step:   80800 Progress: 80.8% Elapsed: 13:23:16 temperature: no ada_p: No Discriminator_loss: 3.66848e-05 Generator_loss: 1.55208 
[INFO] 2021-01-01 21:38:24 > Step:   80900 Progress: 80.9% Elapsed: 13:24:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.81374 
[INFO] 2021-01-01 21:39:19 > Step:   81000 Progress: 81.0% Elapsed: 13:25:06 temperature: no ada_p: No Discriminator_loss: 0.00655072 Generator_loss: 1.57766 
[INFO] 2021-01-01 21:40:14 > Step:   81100 Progress: 81.1% Elapsed: 13:26:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.07598 
[INFO] 2021-01-01 21:41:09 > Step:   81200 Progress: 81.2% Elapsed: 13:26:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.33286 
[INFO] 2021-01-01 21:42:04 > Step:   81300 Progress: 81.3% Elapsed: 13:27:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.51756 
[INFO] 2021-01-01 21:42:59 > Step:   81400 Progress: 81.4% Elapsed: 13:28:46 temperature: no ada_p: No Discriminator_loss: 0.000917146 Generator_loss: 1.90703 
[INFO] 2021-01-01 21:43:54 > Step:   81500 Progress: 81.5% Elapsed: 13:29:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.68662 
[INFO] 2021-01-01 21:44:49 > Step:   81600 Progress: 81.6% Elapsed: 13:30:36 temperature: no ada_p: No Discriminator_loss: 0.00189617 Generator_loss: 1.9459 
[INFO] 2021-01-01 21:45:44 > Step:   81700 Progress: 81.7% Elapsed: 13:31:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.04737 
[INFO] 2021-01-01 21:46:39 > Step:   81800 Progress: 81.8% Elapsed: 13:32:26 temperature: no ada_p: No Discriminator_loss: 0.00261319 Generator_loss: 2.39282 
[INFO] 2021-01-01 21:47:34 > Step:   81900 Progress: 81.9% Elapsed: 13:33:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.89791 
[INFO] 2021-01-01 21:48:30 > Step:   82000 Progress: 82.0% Elapsed: 13:34:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.06133 
[INFO] 2021-01-01 21:48:30 > Start Evaluation (82000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 21:48:30 > Calculating FID Score....
[INFO] 2021-01-01 21:48:54 > Calculating Inception Score....
[INFO] 2021-01-01 21:49:09 > Calculate F_beta Score....
[INFO] 2021-01-01 21:49:52 > Calculate Accuracies....
[INFO] 2021-01-01 21:49:58 > Calculate Accuracies....
[INFO] 2021-01-01 21:50:00 > F_8 score (Step: 82000, Using valid images): 0.1312449001270337
[INFO] 2021-01-01 21:50:00 > F_1/8 score (Step: 82000, Using valid images): 0.14722794736094358
[INFO] 2021-01-01 21:50:00 > FID score (Step: 82000, Using valid moments): 172.75024471400627
[INFO] 2021-01-01 21:50:00 > Inception score (Step: 82000, 10000 generated images): 3.4901516437530518
[INFO] 2021-01-01 21:50:00 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 21:50:01 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 21:50:56 > Step:   82100 Progress: 82.1% Elapsed: 13:36:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.13992 
[INFO] 2021-01-01 21:51:51 > Step:   82200 Progress: 82.2% Elapsed: 13:37:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.8537 
[INFO] 2021-01-01 21:52:46 > Step:   82300 Progress: 82.3% Elapsed: 13:38:33 temperature: no ada_p: No Discriminator_loss: 0.0354127 Generator_loss: 2.46107 
[INFO] 2021-01-01 21:53:41 > Step:   82400 Progress: 82.4% Elapsed: 13:39:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.68645 
[INFO] 2021-01-01 21:54:36 > Step:   82500 Progress: 82.5% Elapsed: 13:40:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.48842 
[INFO] 2021-01-01 21:55:31 > Step:   82600 Progress: 82.6% Elapsed: 13:41:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.83913 
[INFO] 2021-01-01 21:56:26 > Step:   82700 Progress: 82.7% Elapsed: 13:42:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.10809 
[INFO] 2021-01-01 21:57:21 > Step:   82800 Progress: 82.8% Elapsed: 13:43:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.40981 
[INFO] 2021-01-01 21:58:16 > Step:   82900 Progress: 82.9% Elapsed: 13:44:02 temperature: no ada_p: No Discriminator_loss: 0.0003157 Generator_loss: 1.65071 
[INFO] 2021-01-01 21:59:11 > Step:   83000 Progress: 83.0% Elapsed: 13:44:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.93502 
[INFO] 2021-01-01 22:00:06 > Step:   83100 Progress: 83.1% Elapsed: 13:45:53 temperature: no ada_p: No Discriminator_loss: 0.0285828 Generator_loss: 3.61019 
[INFO] 2021-01-01 22:01:01 > Step:   83200 Progress: 83.2% Elapsed: 13:46:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.46517 
[INFO] 2021-01-01 22:01:56 > Step:   83300 Progress: 83.3% Elapsed: 13:47:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.65298 
[INFO] 2021-01-01 22:02:50 > Step:   83400 Progress: 83.4% Elapsed: 13:48:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.54351 
[INFO] 2021-01-01 22:03:46 > Step:   83500 Progress: 83.5% Elapsed: 13:49:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.55832 
[INFO] 2021-01-01 22:04:41 > Step:   83600 Progress: 83.6% Elapsed: 13:50:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.40963 
[INFO] 2021-01-01 22:05:36 > Step:   83700 Progress: 83.7% Elapsed: 13:51:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.09721 
[INFO] 2021-01-01 22:06:30 > Step:   83800 Progress: 83.8% Elapsed: 13:52:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.64405 
[INFO] 2021-01-01 22:07:26 > Step:   83900 Progress: 83.9% Elapsed: 13:53:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.71635 
[INFO] 2021-01-01 22:08:21 > Step:   84000 Progress: 84.0% Elapsed: 13:54:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.27615 
[INFO] 2021-01-01 22:08:21 > Start Evaluation (84000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 22:08:21 > Calculating FID Score....
[INFO] 2021-01-01 22:08:45 > Calculating Inception Score....
[INFO] 2021-01-01 22:09:00 > Calculate F_beta Score....
[INFO] 2021-01-01 22:09:43 > Calculate Accuracies....
[INFO] 2021-01-01 22:09:49 > Calculate Accuracies....
[INFO] 2021-01-01 22:09:51 > F_8 score (Step: 84000, Using valid images): 0.06807585464230674
[INFO] 2021-01-01 22:09:51 > F_1/8 score (Step: 84000, Using valid images): 0.04073677231949195
[INFO] 2021-01-01 22:09:51 > FID score (Step: 84000, Using valid moments): 222.6677085100785
[INFO] 2021-01-01 22:09:51 > Inception score (Step: 84000, 10000 generated images): 3.0946760177612305
[INFO] 2021-01-01 22:09:51 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 22:09:52 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 22:10:47 > Step:   84100 Progress: 84.1% Elapsed: 13:56:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.51823 
[INFO] 2021-01-01 22:11:42 > Step:   84200 Progress: 84.2% Elapsed: 13:57:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.41299 
[INFO] 2021-01-01 22:12:37 > Step:   84300 Progress: 84.3% Elapsed: 13:58:24 temperature: no ada_p: No Discriminator_loss: 0.00237749 Generator_loss: 1.84042 
[INFO] 2021-01-01 22:13:32 > Step:   84400 Progress: 84.4% Elapsed: 13:59:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.26694 
[INFO] 2021-01-01 22:14:27 > Step:   84500 Progress: 84.5% Elapsed: 14:00:14 temperature: no ada_p: No Discriminator_loss: 0.00225761 Generator_loss: 1.61233 
[INFO] 2021-01-01 22:15:22 > Step:   84600 Progress: 84.6% Elapsed: 14:01:08 temperature: no ada_p: No Discriminator_loss: 0.000524745 Generator_loss: 1.43957 
[INFO] 2021-01-01 22:16:17 > Step:   84700 Progress: 84.7% Elapsed: 14:02:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.20813 
[INFO] 2021-01-01 22:17:12 > Step:   84800 Progress: 84.8% Elapsed: 14:02:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.00504 
[INFO] 2021-01-01 22:18:07 > Step:   84900 Progress: 84.9% Elapsed: 14:03:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.50885 
[INFO] 2021-01-01 22:19:02 > Step:   85000 Progress: 85.0% Elapsed: 14:04:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.90098 
[INFO] 2021-01-01 22:19:57 > Step:   85100 Progress: 85.1% Elapsed: 14:05:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.04349 
[INFO] 2021-01-01 22:20:52 > Step:   85200 Progress: 85.2% Elapsed: 14:06:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.18453 
[INFO] 2021-01-01 22:21:47 > Step:   85300 Progress: 85.3% Elapsed: 14:07:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.11508 
[INFO] 2021-01-01 22:22:42 > Step:   85400 Progress: 85.4% Elapsed: 14:08:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.89677 
[INFO] 2021-01-01 22:23:37 > Step:   85500 Progress: 85.5% Elapsed: 14:09:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.31903 
[INFO] 2021-01-01 22:24:32 > Step:   85600 Progress: 85.6% Elapsed: 14:10:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.6455 
[INFO] 2021-01-01 22:25:27 > Step:   85700 Progress: 85.7% Elapsed: 14:11:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.09645 
[INFO] 2021-01-01 22:26:22 > Step:   85800 Progress: 85.8% Elapsed: 14:12:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.18225 
[INFO] 2021-01-01 22:27:17 > Step:   85900 Progress: 85.9% Elapsed: 14:13:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.10793 
[INFO] 2021-01-01 22:28:12 > Step:   86000 Progress: 86.0% Elapsed: 14:13:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.5427 
[INFO] 2021-01-01 22:28:12 > Start Evaluation (86000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 22:28:12 > Calculating FID Score....
[INFO] 2021-01-01 22:28:37 > Calculating Inception Score....
[INFO] 2021-01-01 22:28:52 > Calculate F_beta Score....
[INFO] 2021-01-01 22:29:35 > Calculate Accuracies....
[INFO] 2021-01-01 22:29:41 > Calculate Accuracies....
[INFO] 2021-01-01 22:29:43 > F_8 score (Step: 86000, Using valid images): 0.07727682760016803
[INFO] 2021-01-01 22:29:43 > F_1/8 score (Step: 86000, Using valid images): 0.10455197211660788
[INFO] 2021-01-01 22:29:43 > FID score (Step: 86000, Using valid moments): 188.960270145628
[INFO] 2021-01-01 22:29:43 > Inception score (Step: 86000, 10000 generated images): 3.302328586578369
[INFO] 2021-01-01 22:29:43 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 22:29:44 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 22:30:39 > Step:   86100 Progress: 86.1% Elapsed: 14:16:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.70006 
[INFO] 2021-01-01 22:31:34 > Step:   86200 Progress: 86.2% Elapsed: 14:17:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.86987 
[INFO] 2021-01-01 22:32:29 > Step:   86300 Progress: 86.3% Elapsed: 14:18:16 temperature: no ada_p: No Discriminator_loss: 8.08877e-06 Generator_loss: 1.49321 
[INFO] 2021-01-01 22:33:24 > Step:   86400 Progress: 86.4% Elapsed: 14:19:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.693 
[INFO] 2021-01-01 22:34:19 > Step:   86500 Progress: 86.5% Elapsed: 14:20:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.15629 
[INFO] 2021-01-01 22:35:15 > Step:   86600 Progress: 86.6% Elapsed: 14:21:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.56868 
[INFO] 2021-01-01 22:36:09 > Step:   86700 Progress: 86.7% Elapsed: 14:21:56 temperature: no ada_p: No Discriminator_loss: 0.000209565 Generator_loss: 2.06315 
[INFO] 2021-01-01 22:37:04 > Step:   86800 Progress: 86.8% Elapsed: 14:22:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.32487 
[INFO] 2021-01-01 22:37:59 > Step:   86900 Progress: 86.9% Elapsed: 14:23:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.14576 
[INFO] 2021-01-01 22:38:54 > Step:   87000 Progress: 87.0% Elapsed: 14:24:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.75018 
[INFO] 2021-01-01 22:39:49 > Step:   87100 Progress: 87.1% Elapsed: 14:25:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.77475 
[INFO] 2021-01-01 22:40:44 > Step:   87200 Progress: 87.2% Elapsed: 14:26:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.88241 
[INFO] 2021-01-01 22:41:39 > Step:   87300 Progress: 87.3% Elapsed: 14:27:26 temperature: no ada_p: No Discriminator_loss: 0.00209779 Generator_loss: 3.01895 
[INFO] 2021-01-01 22:42:34 > Step:   87400 Progress: 87.4% Elapsed: 14:28:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.44493 
[INFO] 2021-01-01 22:43:29 > Step:   87500 Progress: 87.5% Elapsed: 14:29:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.02395 
[INFO] 2021-01-01 22:44:24 > Step:   87600 Progress: 87.6% Elapsed: 14:30:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.99794 
[INFO] 2021-01-01 22:45:19 > Step:   87700 Progress: 87.7% Elapsed: 14:31:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.19055 
[INFO] 2021-01-01 22:46:14 > Step:   87800 Progress: 87.8% Elapsed: 14:32:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.78851 
[INFO] 2021-01-01 22:47:09 > Step:   87900 Progress: 87.9% Elapsed: 14:32:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.2081 
[INFO] 2021-01-01 22:48:04 > Step:   88000 Progress: 88.0% Elapsed: 14:33:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.82252 
[INFO] 2021-01-01 22:48:04 > Start Evaluation (88000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 22:48:04 > Calculating FID Score....
[INFO] 2021-01-01 22:48:29 > Calculating Inception Score....
[INFO] 2021-01-01 22:48:43 > Calculate F_beta Score....
[INFO] 2021-01-01 22:49:26 > Calculate Accuracies....
[INFO] 2021-01-01 22:49:32 > Calculate Accuracies....
[INFO] 2021-01-01 22:49:33 > F_8 score (Step: 88000, Using valid images): 0.02101747076193726
[INFO] 2021-01-01 22:49:34 > F_1/8 score (Step: 88000, Using valid images): 0.037082952877689
[INFO] 2021-01-01 22:49:34 > FID score (Step: 88000, Using valid moments): 207.25553263888816
[INFO] 2021-01-01 22:49:34 > Inception score (Step: 88000, 10000 generated images): 2.9610393047332764
[INFO] 2021-01-01 22:49:34 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 22:49:35 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 22:50:29 > Step:   88100 Progress: 88.1% Elapsed: 14:36:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.85934 
[INFO] 2021-01-01 22:51:25 > Step:   88200 Progress: 88.2% Elapsed: 14:37:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.84535 
[INFO] 2021-01-01 22:52:20 > Step:   88300 Progress: 88.3% Elapsed: 14:38:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.55908 
[INFO] 2021-01-01 22:53:15 > Step:   88400 Progress: 88.4% Elapsed: 14:39:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.24594 
[INFO] 2021-01-01 22:54:09 > Step:   88500 Progress: 88.5% Elapsed: 14:39:56 temperature: no ada_p: No Discriminator_loss: 0.000583864 Generator_loss: 1.47293 
[INFO] 2021-01-01 22:55:05 > Step:   88600 Progress: 88.6% Elapsed: 14:40:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.66392 
[INFO] 2021-01-01 22:56:00 > Step:   88700 Progress: 88.7% Elapsed: 14:41:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.52253 
[INFO] 2021-01-01 22:56:55 > Step:   88800 Progress: 88.8% Elapsed: 14:42:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.05441 
[INFO] 2021-01-01 22:57:50 > Step:   88900 Progress: 88.9% Elapsed: 14:43:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.69955 
[INFO] 2021-01-01 22:58:45 > Step:   89000 Progress: 89.0% Elapsed: 14:44:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.95093 
[INFO] 2021-01-01 22:59:40 > Step:   89100 Progress: 89.1% Elapsed: 14:45:27 temperature: no ada_p: No Discriminator_loss: 3.09108e-05 Generator_loss: 1.84863 
[INFO] 2021-01-01 23:00:35 > Step:   89200 Progress: 89.2% Elapsed: 14:46:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.19665 
[INFO] 2021-01-01 23:01:29 > Step:   89300 Progress: 89.3% Elapsed: 14:47:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.16437 
[INFO] 2021-01-01 23:02:25 > Step:   89400 Progress: 89.4% Elapsed: 14:48:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3095 
[INFO] 2021-01-01 23:03:20 > Step:   89500 Progress: 89.5% Elapsed: 14:49:06 temperature: no ada_p: No Discriminator_loss: 0.000692429 Generator_loss: 1.73073 
[INFO] 2021-01-01 23:04:15 > Step:   89600 Progress: 89.6% Elapsed: 14:50:01 temperature: no ada_p: No Discriminator_loss: 0.00103937 Generator_loss: 1.96076 
[INFO] 2021-01-01 23:05:09 > Step:   89700 Progress: 89.7% Elapsed: 14:50:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.14162 
[INFO] 2021-01-01 23:06:05 > Step:   89800 Progress: 89.8% Elapsed: 14:51:52 temperature: no ada_p: No Discriminator_loss: 0.000768277 Generator_loss: 1.53881 
[INFO] 2021-01-01 23:07:00 > Step:   89900 Progress: 89.9% Elapsed: 14:52:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.42653 
[INFO] 2021-01-01 23:07:55 > Step:   90000 Progress: 90.0% Elapsed: 14:53:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.46086 
[INFO] 2021-01-01 23:07:55 > Start Evaluation (90000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 23:07:55 > Calculating FID Score....
[INFO] 2021-01-01 23:08:20 > Calculating Inception Score....
[INFO] 2021-01-01 23:08:34 > Calculate F_beta Score....
[INFO] 2021-01-01 23:09:16 > Calculate Accuracies....
[INFO] 2021-01-01 23:09:22 > Calculate Accuracies....
[INFO] 2021-01-01 23:09:24 > F_8 score (Step: 90000, Using valid images): 0.021928498190307073
[INFO] 2021-01-01 23:09:24 > F_1/8 score (Step: 90000, Using valid images): 0.09380857780905216
[INFO] 2021-01-01 23:09:24 > FID score (Step: 90000, Using valid moments): 183.5493381111486
[INFO] 2021-01-01 23:09:24 > Inception score (Step: 90000, 10000 generated images): 3.3673107624053955
[INFO] 2021-01-01 23:09:24 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 23:09:25 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 23:10:20 > Step:   90100 Progress: 90.1% Elapsed: 14:56:07 temperature: no ada_p: No Discriminator_loss: 0.00108874 Generator_loss: 1.50022 
[INFO] 2021-01-01 23:11:15 > Step:   90200 Progress: 90.2% Elapsed: 14:57:02 temperature: no ada_p: No Discriminator_loss: 4.7669e-05 Generator_loss: 1.64114 
[INFO] 2021-01-01 23:12:10 > Step:   90300 Progress: 90.3% Elapsed: 14:57:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.93372 
[INFO] 2021-01-01 23:13:05 > Step:   90400 Progress: 90.4% Elapsed: 14:58:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.61905 
[INFO] 2021-01-01 23:14:00 > Step:   90500 Progress: 90.5% Elapsed: 14:59:47 temperature: no ada_p: No Discriminator_loss: 0.000377947 Generator_loss: 1.53253 
[INFO] 2021-01-01 23:14:55 > Step:   90600 Progress: 90.6% Elapsed: 15:00:42 temperature: no ada_p: No Discriminator_loss: 4.52809e-05 Generator_loss: 1.76703 
[INFO] 2021-01-01 23:15:50 > Step:   90700 Progress: 90.7% Elapsed: 15:01:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.45858 
[INFO] 2021-01-01 23:16:45 > Step:   90800 Progress: 90.8% Elapsed: 15:02:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.66805 
[INFO] 2021-01-01 23:17:40 > Step:   90900 Progress: 90.9% Elapsed: 15:03:27 temperature: no ada_p: No Discriminator_loss: 0.00473149 Generator_loss: 1.95679 
[INFO] 2021-01-01 23:18:35 > Step:   91000 Progress: 91.0% Elapsed: 15:04:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.12463 
[INFO] 2021-01-01 23:19:30 > Step:   91100 Progress: 91.1% Elapsed: 15:05:17 temperature: no ada_p: No Discriminator_loss: 2.92603e-05 Generator_loss: 1.86217 
[INFO] 2021-01-01 23:20:25 > Step:   91200 Progress: 91.2% Elapsed: 15:06:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88403 
[INFO] 2021-01-01 23:21:20 > Step:   91300 Progress: 91.3% Elapsed: 15:07:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.49928 
[INFO] 2021-01-01 23:22:15 > Step:   91400 Progress: 91.4% Elapsed: 15:08:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.28532 
[INFO] 2021-01-01 23:23:10 > Step:   91500 Progress: 91.5% Elapsed: 15:08:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.64901 
[INFO] 2021-01-01 23:24:05 > Step:   91600 Progress: 91.6% Elapsed: 15:09:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.63143 
[INFO] 2021-01-01 23:25:00 > Step:   91700 Progress: 91.7% Elapsed: 15:10:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.80683 
[INFO] 2021-01-01 23:25:55 > Step:   91800 Progress: 91.8% Elapsed: 15:11:42 temperature: no ada_p: No Discriminator_loss: 1.92178e-05 Generator_loss: 1.41109 
[INFO] 2021-01-01 23:26:50 > Step:   91900 Progress: 91.9% Elapsed: 15:12:37 temperature: no ada_p: No Discriminator_loss: 0.00026866 Generator_loss: 1.37234 
[INFO] 2021-01-01 23:27:45 > Step:   92000 Progress: 92.0% Elapsed: 15:13:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91744 
[INFO] 2021-01-01 23:27:45 > Start Evaluation (92000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 23:27:45 > Calculating FID Score....
[INFO] 2021-01-01 23:28:10 > Calculating Inception Score....
[INFO] 2021-01-01 23:28:24 > Calculate F_beta Score....
[INFO] 2021-01-01 23:29:07 > Calculate Accuracies....
[INFO] 2021-01-01 23:29:13 > Calculate Accuracies....
[INFO] 2021-01-01 23:29:15 > F_8 score (Step: 92000, Using valid images): 0.12296133099844309
[INFO] 2021-01-01 23:29:15 > F_1/8 score (Step: 92000, Using valid images): 0.09571331924080098
[INFO] 2021-01-01 23:29:15 > FID score (Step: 92000, Using valid moments): 177.94544563190124
[INFO] 2021-01-01 23:29:15 > Inception score (Step: 92000, 10000 generated images): 3.085402488708496
[INFO] 2021-01-01 23:29:15 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 23:29:16 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 23:30:11 > Step:   92100 Progress: 92.1% Elapsed: 15:15:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.94282 
[INFO] 2021-01-01 23:31:06 > Step:   92200 Progress: 92.2% Elapsed: 15:16:53 temperature: no ada_p: No Discriminator_loss: 0.000878247 Generator_loss: 1.53493 
[INFO] 2021-01-01 23:32:01 > Step:   92300 Progress: 92.3% Elapsed: 15:17:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.80838 
[INFO] 2021-01-01 23:32:56 > Step:   92400 Progress: 92.4% Elapsed: 15:18:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.58498 
[INFO] 2021-01-01 23:33:51 > Step:   92500 Progress: 92.5% Elapsed: 15:19:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.03569 
[INFO] 2021-01-01 23:34:46 > Step:   92600 Progress: 92.6% Elapsed: 15:20:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.16726 
[INFO] 2021-01-01 23:35:41 > Step:   92700 Progress: 92.7% Elapsed: 15:21:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.18605 
[INFO] 2021-01-01 23:36:36 > Step:   92800 Progress: 92.8% Elapsed: 15:22:23 temperature: no ada_p: No Discriminator_loss: 0.303445 Generator_loss: 1.35237 
[INFO] 2021-01-01 23:37:31 > Step:   92900 Progress: 92.9% Elapsed: 15:23:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.59225 
[INFO] 2021-01-01 23:38:26 > Step:   93000 Progress: 93.0% Elapsed: 15:24:13 temperature: no ada_p: No Discriminator_loss: 0.00135419 Generator_loss: 2.27261 
[INFO] 2021-01-01 23:39:21 > Step:   93100 Progress: 93.1% Elapsed: 15:25:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3223 
[INFO] 2021-01-01 23:40:16 > Step:   93200 Progress: 93.2% Elapsed: 15:26:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3511 
[INFO] 2021-01-01 23:41:12 > Step:   93300 Progress: 93.3% Elapsed: 15:26:58 temperature: no ada_p: No Discriminator_loss: 0.000816077 Generator_loss: 1.74199 
[INFO] 2021-01-01 23:42:06 > Step:   93400 Progress: 93.4% Elapsed: 15:27:53 temperature: no ada_p: No Discriminator_loss: 0.000684844 Generator_loss: 1.98097 
[INFO] 2021-01-01 23:43:01 > Step:   93500 Progress: 93.5% Elapsed: 15:28:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.80035 
[INFO] 2021-01-01 23:43:56 > Step:   93600 Progress: 93.6% Elapsed: 15:29:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.80972 
[INFO] 2021-01-01 23:44:52 > Step:   93700 Progress: 93.7% Elapsed: 15:30:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.97795 
[INFO] 2021-01-01 23:45:47 > Step:   93800 Progress: 93.8% Elapsed: 15:31:33 temperature: no ada_p: No Discriminator_loss: 0.000270571 Generator_loss: 1.75868 
[INFO] 2021-01-01 23:46:42 > Step:   93900 Progress: 93.9% Elapsed: 15:32:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.63807 
[INFO] 2021-01-01 23:47:37 > Step:   94000 Progress: 94.0% Elapsed: 15:33:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.74236 
[INFO] 2021-01-01 23:47:37 > Start Evaluation (94000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 23:47:37 > Calculating FID Score....
[INFO] 2021-01-01 23:48:02 > Calculating Inception Score....
[INFO] 2021-01-01 23:48:16 > Calculate F_beta Score....
[INFO] 2021-01-01 23:48:59 > Calculate Accuracies....
[INFO] 2021-01-01 23:49:05 > Calculate Accuracies....
[INFO] 2021-01-01 23:49:07 > F_8 score (Step: 94000, Using valid images): 0.07954512369313387
[INFO] 2021-01-01 23:49:07 > F_1/8 score (Step: 94000, Using valid images): 0.12809650272258413
[INFO] 2021-01-01 23:49:07 > FID score (Step: 94000, Using valid moments): 170.23081795537058
[INFO] 2021-01-01 23:49:07 > Inception score (Step: 94000, 10000 generated images): 3.589632987976074
[INFO] 2021-01-01 23:49:07 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-01 23:49:08 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-01 23:50:03 > Step:   94100 Progress: 94.1% Elapsed: 15:35:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.52651 
[INFO] 2021-01-01 23:50:58 > Step:   94200 Progress: 94.2% Elapsed: 15:36:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.65085 
[INFO] 2021-01-01 23:51:52 > Step:   94300 Progress: 94.3% Elapsed: 15:37:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.90076 
[INFO] 2021-01-01 23:52:48 > Step:   94400 Progress: 94.4% Elapsed: 15:38:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.17478 
[INFO] 2021-01-01 23:53:43 > Step:   94500 Progress: 94.5% Elapsed: 15:39:29 temperature: no ada_p: No Discriminator_loss: 0.00193119 Generator_loss: 2.43199 
[INFO] 2021-01-01 23:54:38 > Step:   94600 Progress: 94.6% Elapsed: 15:40:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.84548 
[INFO] 2021-01-01 23:55:32 > Step:   94700 Progress: 94.7% Elapsed: 15:41:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.66476 
[INFO] 2021-01-01 23:56:28 > Step:   94800 Progress: 94.8% Elapsed: 15:42:15 temperature: no ada_p: No Discriminator_loss: 0.00631756 Generator_loss: 1.85877 
[INFO] 2021-01-01 23:57:23 > Step:   94900 Progress: 94.9% Elapsed: 15:43:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.89105 
[INFO] 2021-01-01 23:58:18 > Step:   95000 Progress: 95.0% Elapsed: 15:44:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.94905 
[INFO] 2021-01-01 23:59:12 > Step:   95100 Progress: 95.1% Elapsed: 15:44:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.60521 
[INFO] 2021-01-02 00:00:08 > Step:   95200 Progress: 95.2% Elapsed: 15:45:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.33776 
[INFO] 2021-01-02 00:01:03 > Step:   95300 Progress: 95.3% Elapsed: 15:46:49 temperature: no ada_p: No Discriminator_loss: 0.00100339 Generator_loss: 2.22914 
[INFO] 2021-01-02 00:01:57 > Step:   95400 Progress: 95.4% Elapsed: 15:47:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.7856 
[INFO] 2021-01-02 00:02:52 > Step:   95500 Progress: 95.5% Elapsed: 15:48:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.59396 
[INFO] 2021-01-02 00:03:48 > Step:   95600 Progress: 95.6% Elapsed: 15:49:34 temperature: no ada_p: No Discriminator_loss: 0.000260369 Generator_loss: 1.66314 
[INFO] 2021-01-02 00:04:42 > Step:   95700 Progress: 95.7% Elapsed: 15:50:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.519 
[INFO] 2021-01-02 00:05:37 > Step:   95800 Progress: 95.8% Elapsed: 15:51:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.36578 
[INFO] 2021-01-02 00:06:32 > Step:   95900 Progress: 95.9% Elapsed: 15:52:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.73025 
[INFO] 2021-01-02 00:07:27 > Step:   96000 Progress: 96.0% Elapsed: 15:53:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.65079 
[INFO] 2021-01-02 00:07:27 > Start Evaluation (96000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-02 00:07:27 > Calculating FID Score....
[INFO] 2021-01-02 00:07:52 > Calculating Inception Score....
[INFO] 2021-01-02 00:08:07 > Calculate F_beta Score....
[INFO] 2021-01-02 00:08:50 > Calculate Accuracies....
[INFO] 2021-01-02 00:08:56 > Calculate Accuracies....
[INFO] 2021-01-02 00:08:58 > F_8 score (Step: 96000, Using valid images): 0.07633721398890919
[INFO] 2021-01-02 00:08:58 > F_1/8 score (Step: 96000, Using valid images): 0.11415902591917686
[INFO] 2021-01-02 00:08:58 > FID score (Step: 96000, Using valid moments): 175.20520461884774
[INFO] 2021-01-02 00:08:58 > Inception score (Step: 96000, 10000 generated images): 3.468244791030884
[INFO] 2021-01-02 00:08:58 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-02 00:08:59 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-02 00:09:54 > Step:   96100 Progress: 96.1% Elapsed: 15:55:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.1728 
[INFO] 2021-01-02 00:10:49 > Step:   96200 Progress: 96.2% Elapsed: 15:56:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.17447 
[INFO] 2021-01-02 00:11:43 > Step:   96300 Progress: 96.3% Elapsed: 15:57:30 temperature: no ada_p: No Discriminator_loss: 0.00360465 Generator_loss: 1.42819 
[INFO] 2021-01-02 00:12:39 > Step:   96400 Progress: 96.4% Elapsed: 15:58:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.72248 
[INFO] 2021-01-02 00:13:34 > Step:   96500 Progress: 96.5% Elapsed: 15:59:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.45666 
[INFO] 2021-01-02 00:14:29 > Step:   96600 Progress: 96.6% Elapsed: 16:00:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.68316 
[INFO] 2021-01-02 00:15:23 > Step:   96700 Progress: 96.7% Elapsed: 16:01:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.79433 
[INFO] 2021-01-02 00:16:19 > Step:   96800 Progress: 96.8% Elapsed: 16:02:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.96015 
[INFO] 2021-01-02 00:17:14 > Step:   96900 Progress: 96.9% Elapsed: 16:03:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.96673 
[INFO] 2021-01-02 00:18:08 > Step:   97000 Progress: 97.0% Elapsed: 16:03:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.67152 
[INFO] 2021-01-02 00:19:03 > Step:   97100 Progress: 97.1% Elapsed: 16:04:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.79135 
[INFO] 2021-01-02 00:19:59 > Step:   97200 Progress: 97.2% Elapsed: 16:05:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.87253 
[INFO] 2021-01-02 00:20:53 > Step:   97300 Progress: 97.3% Elapsed: 16:06:40 temperature: no ada_p: No Discriminator_loss: 0.000466616 Generator_loss: 1.69104 
[INFO] 2021-01-02 00:21:48 > Step:   97400 Progress: 97.4% Elapsed: 16:07:35 temperature: no ada_p: No Discriminator_loss: 0.00825409 Generator_loss: 1.93937 
[INFO] 2021-01-02 00:22:43 > Step:   97500 Progress: 97.5% Elapsed: 16:08:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.8244 
[INFO] 2021-01-02 00:23:39 > Step:   97600 Progress: 97.6% Elapsed: 16:09:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.1045 
[INFO] 2021-01-02 00:24:33 > Step:   97700 Progress: 97.7% Elapsed: 16:10:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.6691 
[INFO] 2021-01-02 00:25:28 > Step:   97800 Progress: 97.8% Elapsed: 16:11:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.80215 
[INFO] 2021-01-02 00:26:24 > Step:   97900 Progress: 97.9% Elapsed: 16:12:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.81443 
[INFO] 2021-01-02 00:27:18 > Step:   98000 Progress: 98.0% Elapsed: 16:13:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.02845 
[INFO] 2021-01-02 00:27:18 > Start Evaluation (98000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-02 00:27:18 > Calculating FID Score....
[INFO] 2021-01-02 00:27:43 > Calculating Inception Score....
[INFO] 2021-01-02 00:27:58 > Calculate F_beta Score....
[INFO] 2021-01-02 00:28:42 > Calculate Accuracies....
[INFO] 2021-01-02 00:28:48 > Calculate Accuracies....
[INFO] 2021-01-02 00:28:49 > F_8 score (Step: 98000, Using valid images): 0.0012166903743656122
[INFO] 2021-01-02 00:28:49 > F_1/8 score (Step: 98000, Using valid images): 0.03810386471779831
[INFO] 2021-01-02 00:28:49 > FID score (Step: 98000, Using valid moments): 215.92004227817182
[INFO] 2021-01-02 00:28:49 > Inception score (Step: 98000, 10000 generated images): 2.7354483604431152
[INFO] 2021-01-02 00:28:49 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-02 00:28:51 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-02 00:29:45 > Step:   98100 Progress: 98.1% Elapsed: 16:15:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.89041 
[INFO] 2021-01-02 00:30:40 > Step:   98200 Progress: 98.2% Elapsed: 16:16:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88952 
[INFO] 2021-01-02 00:31:36 > Step:   98300 Progress: 98.3% Elapsed: 16:17:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.28097 
[INFO] 2021-01-02 00:32:30 > Step:   98400 Progress: 98.4% Elapsed: 16:18:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.07857 
[INFO] 2021-01-02 00:33:25 > Step:   98500 Progress: 98.5% Elapsed: 16:19:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.52457 
[INFO] 2021-01-02 00:34:20 > Step:   98600 Progress: 98.6% Elapsed: 16:20:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.4765 
[INFO] 2021-01-02 00:35:15 > Step:   98700 Progress: 98.7% Elapsed: 16:21:02 temperature: no ada_p: No Discriminator_loss: 0.00020489 Generator_loss: 1.44318 
[INFO] 2021-01-02 00:36:10 > Step:   98800 Progress: 98.8% Elapsed: 16:21:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.77709 
[INFO] 2021-01-02 00:37:05 > Step:   98900 Progress: 98.9% Elapsed: 16:22:52 temperature: no ada_p: No Discriminator_loss: 0.0647746 Generator_loss: 1.9434 
[INFO] 2021-01-02 00:38:00 > Step:   99000 Progress: 99.0% Elapsed: 16:23:47 temperature: no ada_p: No Discriminator_loss: 0.0028575 Generator_loss: 1.74791 
[INFO] 2021-01-02 00:38:55 > Step:   99100 Progress: 99.1% Elapsed: 16:24:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.8108 
[INFO] 2021-01-02 00:39:50 > Step:   99200 Progress: 99.2% Elapsed: 16:25:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.87625 
[INFO] 2021-01-02 00:40:45 > Step:   99300 Progress: 99.3% Elapsed: 16:26:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.79588 
[INFO] 2021-01-02 00:41:40 > Step:   99400 Progress: 99.4% Elapsed: 16:27:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.89022 
[INFO] 2021-01-02 00:42:35 > Step:   99500 Progress: 99.5% Elapsed: 16:28:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.0695 
[INFO] 2021-01-02 00:43:30 > Step:   99600 Progress: 99.6% Elapsed: 16:29:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.53476 
[INFO] 2021-01-02 00:44:25 > Step:   99700 Progress: 99.7% Elapsed: 16:30:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.66549 
[INFO] 2021-01-02 00:45:20 > Step:   99800 Progress: 99.8% Elapsed: 16:31:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.8536 
[INFO] 2021-01-02 00:46:15 > Step:   99900 Progress: 99.9% Elapsed: 16:32:02 temperature: no ada_p: No Discriminator_loss: 0.00261718 Generator_loss: 2.00969 
[INFO] 2021-01-02 00:47:10 > Step:  100000 Progress: 100.0% Elapsed: 16:32:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.70608 
[INFO] 2021-01-02 00:47:10 > Start Evaluation (100000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-02 00:47:10 > Calculating FID Score....
[INFO] 2021-01-02 00:47:35 > Calculating Inception Score....
[INFO] 2021-01-02 00:47:49 > Calculate F_beta Score....
[INFO] 2021-01-02 00:48:32 > Calculate Accuracies....
[INFO] 2021-01-02 00:48:38 > Calculate Accuracies....
[INFO] 2021-01-02 00:48:39 > F_8 score (Step: 100000, Using valid images): 0.012269553474393992
[INFO] 2021-01-02 00:48:39 > F_1/8 score (Step: 100000, Using valid images): 0.052330926110229194
[INFO] 2021-01-02 00:48:39 > FID score (Step: 100000, Using valid moments): 205.1425418639348
[INFO] 2021-01-02 00:48:39 > Inception score (Step: 100000, 10000 generated images): 3.697990655899048
[INFO] 2021-01-02 00:48:39 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199
[INFO] 2021-01-02 00:48:41 > Save model to checkpoints/GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-02 00:48:41 > Start Evaluation (100000 Step): GGAN-train-2021_01_01_08_13_58
[INFO] 2021-01-02 00:48:41 > Calculating FID Score....
[INFO] 2021-01-02 00:49:06 > Calculating Inception Score....
[INFO] 2021-01-02 00:49:20 > Calculate F_beta Score....
[INFO] 2021-01-02 00:50:04 > Calculate Accuracies....
[INFO] 2021-01-02 00:50:10 > Calculate Accuracies....
[INFO] 2021-01-02 00:50:12 > F_8 score (Step: 100000, Using valid images): 0.026836942243631562
[INFO] 2021-01-02 00:50:12 > F_1/8 score (Step: 100000, Using valid images): 0.039732788648903616
[INFO] 2021-01-02 00:50:12 > FID score (Step: 100000, Using valid moments): 192.65270133718627
[INFO] 2021-01-02 00:50:12 > Inception score (Step: 100000, 10000 generated images): 3.622847318649292
[INFO] 2021-01-02 00:50:12 > Best FID score (Step: 6000, Using valid moments): 102.0936047705199