LSGAN-train-2021_01_01_08_13_17.log

[INFO] 2021-01-01 08:13:17 > Run name : LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 08:13:17 > {'config_path': './src/configs/TINY_ILSVRC2012/LSGAN.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 08:13:17 > {'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': 'least_square', '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 08:13:17 > Load train datasets...
[INFO] 2021-01-01 08:13:21 > Train dataset size : 100000
[INFO] 2021-01-01 08:13:21 > Load valid datasets...
[INFO] 2021-01-01 08:13:21 > Eval dataset size : 10000
[INFO] 2021-01-01 08:13:21 > Build model...
[INFO] 2021-01-01 08:13:21 > Modules are located on models.resnet.
[INFO] 2021-01-01 08:13:26 > Number of parameters: 12220675
[INFO] 2021-01-01 08:13:26 > 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 08:13:26 > Number of parameters: 19550535
[INFO] 2021-01-01 08:13:26 > 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 08:13:29 > Start training....
[INFO] 2021-01-01 08:14:29 > Step:     100 Progress: 0.1% Elapsed: 0:00:59 temperature: no ada_p: No Discriminator_loss: 2.05879 Generator_loss: 0.461615 
[INFO] 2021-01-01 08:15:24 > Step:     200 Progress: 0.2% Elapsed: 0:01:54 temperature: no ada_p: No Discriminator_loss: 0.869793 Generator_loss: 0.110735 
[INFO] 2021-01-01 08:16:19 > Step:     300 Progress: 0.3% Elapsed: 0:02:49 temperature: no ada_p: No Discriminator_loss: 0.247556 Generator_loss: 0.751958 
[INFO] 2021-01-01 08:17:18 > Step:     400 Progress: 0.4% Elapsed: 0:03:48 temperature: no ada_p: No Discriminator_loss: 0.257227 Generator_loss: 1.09805 
[INFO] 2021-01-01 08:18:17 > Step:     500 Progress: 0.5% Elapsed: 0:04:47 temperature: no ada_p: No Discriminator_loss: 0.349676 Generator_loss: 1.21599 
[INFO] 2021-01-01 08:19:17 > Step:     600 Progress: 0.6% Elapsed: 0:05:47 temperature: no ada_p: No Discriminator_loss: 0.0724644 Generator_loss: 0.822981 
[INFO] 2021-01-01 08:20:16 > Step:     700 Progress: 0.7% Elapsed: 0:06:46 temperature: no ada_p: No Discriminator_loss: 0.630966 Generator_loss: 1.7047 
[INFO] 2021-01-01 08:21:15 > Step:     800 Progress: 0.8% Elapsed: 0:07:45 temperature: no ada_p: No Discriminator_loss: 0.0925412 Generator_loss: 0.911199 
[INFO] 2021-01-01 08:22:14 > Step:     900 Progress: 0.9% Elapsed: 0:08:44 temperature: no ada_p: No Discriminator_loss: 0.209789 Generator_loss: 0.0704206 
[INFO] 2021-01-01 08:23:13 > Step:    1000 Progress: 1.0% Elapsed: 0:09:43 temperature: no ada_p: No Discriminator_loss: 0.203717 Generator_loss: 1.08916 
[INFO] 2021-01-01 08:24:12 > Step:    1100 Progress: 1.1% Elapsed: 0:10:42 temperature: no ada_p: No Discriminator_loss: 0.0333837 Generator_loss: 0.459815 
[INFO] 2021-01-01 08:25:11 > Step:    1200 Progress: 1.2% Elapsed: 0:11:41 temperature: no ada_p: No Discriminator_loss: 0.0381194 Generator_loss: 0.38267 
[INFO] 2021-01-01 08:26:09 > Step:    1300 Progress: 1.3% Elapsed: 0:12:39 temperature: no ada_p: No Discriminator_loss: 0.0389268 Generator_loss: 0.393304 
[INFO] 2021-01-01 08:27:08 > Step:    1400 Progress: 1.4% Elapsed: 0:13:38 temperature: no ada_p: No Discriminator_loss: 0.037668 Generator_loss: 0.380782 
[INFO] 2021-01-01 08:28:06 > Step:    1500 Progress: 1.5% Elapsed: 0:14:36 temperature: no ada_p: No Discriminator_loss: 0.0744399 Generator_loss: 0.43734 
[INFO] 2021-01-01 08:29:05 > Step:    1600 Progress: 1.6% Elapsed: 0:15:35 temperature: no ada_p: No Discriminator_loss: 0.0476196 Generator_loss: 0.538913 
[INFO] 2021-01-01 08:30:03 > Step:    1700 Progress: 1.7% Elapsed: 0:16:34 temperature: no ada_p: No Discriminator_loss: 0.0354646 Generator_loss: 0.488557 
[INFO] 2021-01-01 08:31:02 > Step:    1800 Progress: 1.8% Elapsed: 0:17:32 temperature: no ada_p: No Discriminator_loss: 0.16339 Generator_loss: 0.915223 
[INFO] 2021-01-01 08:32:01 > Step:    1900 Progress: 1.9% Elapsed: 0:18:31 temperature: no ada_p: No Discriminator_loss: 0.0478301 Generator_loss: 0.528929 
[INFO] 2021-01-01 08:32:59 > Step:    2000 Progress: 2.0% Elapsed: 0:19:29 temperature: no ada_p: No Discriminator_loss: 0.054448 Generator_loss: 0.357694 
[INFO] 2021-01-01 08:32:59 > Start Evaluation (2000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 08:32:59 > Calculating FID Score....
[INFO] 2021-01-01 08:33:28 > Calculating Inception Score....
[INFO] 2021-01-01 08:33:42 > Calculate F_beta Score....
[INFO] 2021-01-01 08:34:29 > Calculate Accuracies....
[INFO] 2021-01-01 08:34:35 > Calculate Accuracies....
[INFO] 2021-01-01 08:34:37 > F_8 score (Step: 2000, Using valid images): 9.140400660367866e-05
[INFO] 2021-01-01 08:34:37 > F_1/8 score (Step: 2000, Using valid images): 0.005315615025176935
[INFO] 2021-01-01 08:34:37 > FID score (Step: 2000, Using valid moments): 293.94746717201673
[INFO] 2021-01-01 08:34:37 > Inception score (Step: 2000, 10000 generated images): 1.482186198234558
[INFO] 2021-01-01 08:34:37 > Best FID score (Step: 2000, Using valid moments): 293.94746717201673
[INFO] 2021-01-01 08:34:39 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 08:35:37 > Step:    2100 Progress: 2.1% Elapsed: 0:22:07 temperature: no ada_p: No Discriminator_loss: 0.092073 Generator_loss: 0.226275 
[INFO] 2021-01-01 08:36:36 > Step:    2200 Progress: 2.2% Elapsed: 0:23:06 temperature: no ada_p: No Discriminator_loss: 0.174904 Generator_loss: 0.17242 
[INFO] 2021-01-01 08:37:35 > Step:    2300 Progress: 2.3% Elapsed: 0:24:06 temperature: no ada_p: No Discriminator_loss: 0.0345281 Generator_loss: 0.505495 
[INFO] 2021-01-01 08:38:35 > Step:    2400 Progress: 2.4% Elapsed: 0:25:05 temperature: no ada_p: No Discriminator_loss: 0.0701946 Generator_loss: 0.703341 
[INFO] 2021-01-01 08:39:34 > Step:    2500 Progress: 2.5% Elapsed: 0:26:04 temperature: no ada_p: No Discriminator_loss: 0.0380256 Generator_loss: 0.386244 
[INFO] 2021-01-01 08:40:33 > Step:    2600 Progress: 2.6% Elapsed: 0:27:03 temperature: no ada_p: No Discriminator_loss: 0.121579 Generator_loss: 0.2151 
[INFO] 2021-01-01 08:41:31 > Step:    2700 Progress: 2.7% Elapsed: 0:28:01 temperature: no ada_p: No Discriminator_loss: 0.0327631 Generator_loss: 0.538225 
[INFO] 2021-01-01 08:42:30 > Step:    2800 Progress: 2.8% Elapsed: 0:29:01 temperature: no ada_p: No Discriminator_loss: 0.0251809 Generator_loss: 0.429781 
[INFO] 2021-01-01 08:43:29 > Step:    2900 Progress: 2.9% Elapsed: 0:29:59 temperature: no ada_p: No Discriminator_loss: 0.0360724 Generator_loss: 0.484801 
[INFO] 2021-01-01 08:44:28 > Step:    3000 Progress: 3.0% Elapsed: 0:30:58 temperature: no ada_p: No Discriminator_loss: 0.0414881 Generator_loss: 0.331746 
[INFO] 2021-01-01 08:45:26 > Step:    3100 Progress: 3.1% Elapsed: 0:31:56 temperature: no ada_p: No Discriminator_loss: 0.0856706 Generator_loss: 0.261735 
[INFO] 2021-01-01 08:46:25 > Step:    3200 Progress: 3.2% Elapsed: 0:32:55 temperature: no ada_p: No Discriminator_loss: 0.162272 Generator_loss: 0.146227 
[INFO] 2021-01-01 08:47:24 > Step:    3300 Progress: 3.3% Elapsed: 0:33:54 temperature: no ada_p: No Discriminator_loss: 0.0414026 Generator_loss: 0.505653 
[INFO] 2021-01-01 08:48:22 > Step:    3400 Progress: 3.4% Elapsed: 0:34:52 temperature: no ada_p: No Discriminator_loss: 0.0909391 Generator_loss: 0.607847 
[INFO] 2021-01-01 08:49:21 > Step:    3500 Progress: 3.5% Elapsed: 0:35:51 temperature: no ada_p: No Discriminator_loss: 0.0253444 Generator_loss: 0.427727 
[INFO] 2021-01-01 08:50:20 > Step:    3600 Progress: 3.6% Elapsed: 0:36:50 temperature: no ada_p: No Discriminator_loss: 0.0236724 Generator_loss: 0.444331 
[INFO] 2021-01-01 08:51:18 > Step:    3700 Progress: 3.7% Elapsed: 0:37:49 temperature: no ada_p: No Discriminator_loss: 0.0423978 Generator_loss: 0.520127 
[INFO] 2021-01-01 08:52:17 > Step:    3800 Progress: 3.8% Elapsed: 0:38:47 temperature: no ada_p: No Discriminator_loss: 0.0330804 Generator_loss: 0.557131 
[INFO] 2021-01-01 08:53:16 > Step:    3900 Progress: 3.9% Elapsed: 0:39:46 temperature: no ada_p: No Discriminator_loss: 0.356283 Generator_loss: 0.129419 
[INFO] 2021-01-01 08:54:15 > Step:    4000 Progress: 4.0% Elapsed: 0:40:45 temperature: no ada_p: No Discriminator_loss: 0.0408169 Generator_loss: 0.625473 
[INFO] 2021-01-01 08:54:15 > Start Evaluation (4000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 08:54:15 > Calculating FID Score....
[INFO] 2021-01-01 08:54:41 > Calculating Inception Score....
[INFO] 2021-01-01 08:54:56 > Calculate F_beta Score....
[INFO] 2021-01-01 08:55:40 > Calculate Accuracies....
[INFO] 2021-01-01 08:55:46 > Calculate Accuracies....
[INFO] 2021-01-01 08:55:48 > F_8 score (Step: 4000, Using valid images): 0.000182799040202252
[INFO] 2021-01-01 08:55:48 > F_1/8 score (Step: 4000, Using valid images): 0.010152290008697938
[INFO] 2021-01-01 08:55:48 > FID score (Step: 4000, Using valid moments): 305.4941498122281
[INFO] 2021-01-01 08:55:48 > Inception score (Step: 4000, 10000 generated images): 1.593381404876709
[INFO] 2021-01-01 08:55:48 > Best FID score (Step: 2000, Using valid moments): 293.94746717201673
[INFO] 2021-01-01 08:55:49 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 08:56:47 > Step:    4100 Progress: 4.1% Elapsed: 0:43:17 temperature: no ada_p: No Discriminator_loss: 0.0218219 Generator_loss: 0.492029 
[INFO] 2021-01-01 08:57:46 > Step:    4200 Progress: 4.2% Elapsed: 0:44:16 temperature: no ada_p: No Discriminator_loss: 0.0335708 Generator_loss: 0.352595 
[INFO] 2021-01-01 08:58:46 > Step:    4300 Progress: 4.3% Elapsed: 0:45:16 temperature: no ada_p: No Discriminator_loss: 0.0154781 Generator_loss: 0.433679 
[INFO] 2021-01-01 08:59:45 > Step:    4400 Progress: 4.4% Elapsed: 0:46:15 temperature: no ada_p: No Discriminator_loss: 0.0586162 Generator_loss: 0.293011 
[INFO] 2021-01-01 09:00:43 > Step:    4500 Progress: 4.5% Elapsed: 0:47:13 temperature: no ada_p: No Discriminator_loss: 0.0211283 Generator_loss: 0.408534 
[INFO] 2021-01-01 09:01:42 > Step:    4600 Progress: 4.6% Elapsed: 0:48:12 temperature: no ada_p: No Discriminator_loss: 0.0171846 Generator_loss: 0.448889 
[INFO] 2021-01-01 09:02:41 > Step:    4700 Progress: 4.7% Elapsed: 0:49:12 temperature: no ada_p: No Discriminator_loss: 0.0181729 Generator_loss: 0.512672 
[INFO] 2021-01-01 09:03:40 > Step:    4800 Progress: 4.8% Elapsed: 0:50:10 temperature: no ada_p: No Discriminator_loss: 0.0130468 Generator_loss: 0.491363 
[INFO] 2021-01-01 09:04:39 > Step:    4900 Progress: 4.9% Elapsed: 0:51:09 temperature: no ada_p: No Discriminator_loss: 0.107845 Generator_loss: 0.201154 
[INFO] 2021-01-01 09:05:37 > Step:    5000 Progress: 5.0% Elapsed: 0:52:07 temperature: no ada_p: No Discriminator_loss: 0.0708372 Generator_loss: 0.585598 
[INFO] 2021-01-01 09:06:36 > Step:    5100 Progress: 5.1% Elapsed: 0:53:06 temperature: no ada_p: No Discriminator_loss: 0.0217586 Generator_loss: 0.384866 
[INFO] 2021-01-01 09:07:35 > Step:    5200 Progress: 5.2% Elapsed: 0:54:05 temperature: no ada_p: No Discriminator_loss: 0.097452 Generator_loss: 0.541686 
[INFO] 2021-01-01 09:08:33 > Step:    5300 Progress: 5.3% Elapsed: 0:55:03 temperature: no ada_p: No Discriminator_loss: 0.0768181 Generator_loss: 0.265017 
[INFO] 2021-01-01 09:09:32 > Step:    5400 Progress: 5.4% Elapsed: 0:56:02 temperature: no ada_p: No Discriminator_loss: 0.285444 Generator_loss: 0.61594 
[INFO] 2021-01-01 09:10:31 > Step:    5500 Progress: 5.5% Elapsed: 0:57:01 temperature: no ada_p: No Discriminator_loss: 0.0352577 Generator_loss: 0.364218 
[INFO] 2021-01-01 09:11:30 > Step:    5600 Progress: 5.6% Elapsed: 0:58:00 temperature: no ada_p: No Discriminator_loss: 0.056213 Generator_loss: 0.553374 
[INFO] 2021-01-01 09:12:28 > Step:    5700 Progress: 5.7% Elapsed: 0:58:58 temperature: no ada_p: No Discriminator_loss: 0.0725845 Generator_loss: 0.529119 
[INFO] 2021-01-01 09:13:27 > Step:    5800 Progress: 5.8% Elapsed: 0:59:57 temperature: no ada_p: No Discriminator_loss: 0.0767822 Generator_loss: 0.40973 
[INFO] 2021-01-01 09:14:26 > Step:    5900 Progress: 5.9% Elapsed: 1:00:56 temperature: no ada_p: No Discriminator_loss: 0.0733792 Generator_loss: 0.312055 
[INFO] 2021-01-01 09:15:24 > Step:    6000 Progress: 6.0% Elapsed: 1:01:54 temperature: no ada_p: No Discriminator_loss: 0.0636709 Generator_loss: 0.285541 
[INFO] 2021-01-01 09:15:24 > Start Evaluation (6000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 09:15:24 > Calculating FID Score....
[INFO] 2021-01-01 09:15:50 > Calculating Inception Score....
[INFO] 2021-01-01 09:16:05 > Calculate F_beta Score....
[INFO] 2021-01-01 09:16:55 > Calculate Accuracies....
[INFO] 2021-01-01 09:17:01 > Calculate Accuracies....
[INFO] 2021-01-01 09:17:03 > F_8 score (Step: 6000, Using valid images): 0.0031256813903019634
[INFO] 2021-01-01 09:17:03 > F_1/8 score (Step: 6000, Using valid images): 0.06098474496334956
[INFO] 2021-01-01 09:17:03 > FID score (Step: 6000, Using valid moments): 195.33463913257802
[INFO] 2021-01-01 09:17:03 > Inception score (Step: 6000, 10000 generated images): 2.433245897293091
[INFO] 2021-01-01 09:17:03 > Best FID score (Step: 6000, Using valid moments): 195.33463913257802
[INFO] 2021-01-01 09:17:05 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 09:18:03 > Step:    6100 Progress: 6.1% Elapsed: 1:04:33 temperature: no ada_p: No Discriminator_loss: 0.0732896 Generator_loss: 0.266128 
[INFO] 2021-01-01 09:19:02 > Step:    6200 Progress: 6.2% Elapsed: 1:05:32 temperature: no ada_p: No Discriminator_loss: 0.0655912 Generator_loss: 0.308809 
[INFO] 2021-01-01 09:20:02 > Step:    6300 Progress: 6.3% Elapsed: 1:06:32 temperature: no ada_p: No Discriminator_loss: 0.0848265 Generator_loss: 0.324826 
[INFO] 2021-01-01 09:21:01 > Step:    6400 Progress: 6.4% Elapsed: 1:07:31 temperature: no ada_p: No Discriminator_loss: 0.118879 Generator_loss: 0.819842 
[INFO] 2021-01-01 09:22:00 > Step:    6500 Progress: 6.5% Elapsed: 1:08:30 temperature: no ada_p: No Discriminator_loss: 0.068105 Generator_loss: 0.611168 
[INFO] 2021-01-01 09:22:59 > Step:    6600 Progress: 6.6% Elapsed: 1:09:29 temperature: no ada_p: No Discriminator_loss: 0.150444 Generator_loss: 0.238225 
[INFO] 2021-01-01 09:23:58 > Step:    6700 Progress: 6.7% Elapsed: 1:10:28 temperature: no ada_p: No Discriminator_loss: 0.0558624 Generator_loss: 0.518528 
[INFO] 2021-01-01 09:24:57 > Step:    6800 Progress: 6.8% Elapsed: 1:11:27 temperature: no ada_p: No Discriminator_loss: 0.102309 Generator_loss: 0.53632 
[INFO] 2021-01-01 09:25:55 > Step:    6900 Progress: 6.9% Elapsed: 1:12:25 temperature: no ada_p: No Discriminator_loss: 0.124284 Generator_loss: 0.284586 
[INFO] 2021-01-01 09:26:54 > Step:    7000 Progress: 7.0% Elapsed: 1:13:24 temperature: no ada_p: No Discriminator_loss: 0.0576302 Generator_loss: 0.399661 
[INFO] 2021-01-01 09:27:53 > Step:    7100 Progress: 7.1% Elapsed: 1:14:23 temperature: no ada_p: No Discriminator_loss: 0.0833776 Generator_loss: 0.435543 
[INFO] 2021-01-01 09:28:51 > Step:    7200 Progress: 7.2% Elapsed: 1:15:22 temperature: no ada_p: No Discriminator_loss: 0.099721 Generator_loss: 0.28703 
[INFO] 2021-01-01 09:29:50 > Step:    7300 Progress: 7.3% Elapsed: 1:16:20 temperature: no ada_p: No Discriminator_loss: 0.0858297 Generator_loss: 0.503497 
[INFO] 2021-01-01 09:30:48 > Step:    7400 Progress: 7.4% Elapsed: 1:17:19 temperature: no ada_p: No Discriminator_loss: 0.0478928 Generator_loss: 0.477935 
[INFO] 2021-01-01 09:31:47 > Step:    7500 Progress: 7.5% Elapsed: 1:18:18 temperature: no ada_p: No Discriminator_loss: 0.0980811 Generator_loss: 0.502443 
[INFO] 2021-01-01 09:32:46 > Step:    7600 Progress: 7.6% Elapsed: 1:19:16 temperature: no ada_p: No Discriminator_loss: 0.0628695 Generator_loss: 0.431653 
[INFO] 2021-01-01 09:33:45 > Step:    7700 Progress: 7.7% Elapsed: 1:20:15 temperature: no ada_p: No Discriminator_loss: 0.0848218 Generator_loss: 0.411414 
[INFO] 2021-01-01 09:34:43 > Step:    7800 Progress: 7.8% Elapsed: 1:21:13 temperature: no ada_p: No Discriminator_loss: 0.151871 Generator_loss: 0.263568 
[INFO] 2021-01-01 09:35:42 > Step:    7900 Progress: 7.9% Elapsed: 1:22:12 temperature: no ada_p: No Discriminator_loss: 0.0615086 Generator_loss: 0.29329 
[INFO] 2021-01-01 09:36:41 > Step:    8000 Progress: 8.0% Elapsed: 1:23:11 temperature: no ada_p: No Discriminator_loss: 0.107089 Generator_loss: 0.272716 
[INFO] 2021-01-01 09:36:41 > Start Evaluation (8000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 09:36:41 > Calculating FID Score....
[INFO] 2021-01-01 09:37:06 > Calculating Inception Score....
[INFO] 2021-01-01 09:37:21 > Calculate F_beta Score....
[INFO] 2021-01-01 09:38:08 > Calculate Accuracies....
[INFO] 2021-01-01 09:38:14 > Calculate Accuracies....
[INFO] 2021-01-01 09:38:16 > F_8 score (Step: 8000, Using valid images): 0.15031110980344758
[INFO] 2021-01-01 09:38:16 > F_1/8 score (Step: 8000, Using valid images): 0.27036534199783757
[INFO] 2021-01-01 09:38:16 > FID score (Step: 8000, Using valid moments): 127.75617284777616
[INFO] 2021-01-01 09:38:16 > Inception score (Step: 8000, 10000 generated images): 4.27843713760376
[INFO] 2021-01-01 09:38:16 > Best FID score (Step: 8000, Using valid moments): 127.75617284777616
[INFO] 2021-01-01 09:38:18 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 09:39:16 > Step:    8100 Progress: 8.1% Elapsed: 1:25:46 temperature: no ada_p: No Discriminator_loss: 0.235294 Generator_loss: 0.512455 
[INFO] 2021-01-01 09:40:16 > Step:    8200 Progress: 8.2% Elapsed: 1:26:46 temperature: no ada_p: No Discriminator_loss: 0.0794949 Generator_loss: 0.542136 
[INFO] 2021-01-01 09:41:15 > Step:    8300 Progress: 8.3% Elapsed: 1:27:45 temperature: no ada_p: No Discriminator_loss: 0.0709451 Generator_loss: 0.539919 
[INFO] 2021-01-01 09:42:14 > Step:    8400 Progress: 8.4% Elapsed: 1:28:44 temperature: no ada_p: No Discriminator_loss: 0.0546325 Generator_loss: 0.301754 
[INFO] 2021-01-01 09:43:13 > Step:    8500 Progress: 8.5% Elapsed: 1:29:43 temperature: no ada_p: No Discriminator_loss: 0.0756601 Generator_loss: 0.281644 
[INFO] 2021-01-01 09:44:12 > Step:    8600 Progress: 8.6% Elapsed: 1:30:42 temperature: no ada_p: No Discriminator_loss: 0.0811861 Generator_loss: 0.27642 
[INFO] 2021-01-01 09:45:11 > Step:    8700 Progress: 8.7% Elapsed: 1:31:41 temperature: no ada_p: No Discriminator_loss: 0.149796 Generator_loss: 0.26417 
[INFO] 2021-01-01 09:46:09 > Step:    8800 Progress: 8.8% Elapsed: 1:32:39 temperature: no ada_p: No Discriminator_loss: 0.129333 Generator_loss: 0.231724 
[INFO] 2021-01-01 09:47:08 > Step:    8900 Progress: 8.9% Elapsed: 1:33:38 temperature: no ada_p: No Discriminator_loss: 0.078873 Generator_loss: 0.580347 
[INFO] 2021-01-01 09:48:07 > Step:    9000 Progress: 9.0% Elapsed: 1:34:37 temperature: no ada_p: No Discriminator_loss: 0.100935 Generator_loss: 0.640123 
[INFO] 2021-01-01 09:49:06 > Step:    9100 Progress: 9.1% Elapsed: 1:35:36 temperature: no ada_p: No Discriminator_loss: 0.0978018 Generator_loss: 0.429618 
[INFO] 2021-01-01 09:50:04 > Step:    9200 Progress: 9.2% Elapsed: 1:36:34 temperature: no ada_p: No Discriminator_loss: 0.083678 Generator_loss: 0.60539 
[INFO] 2021-01-01 09:51:03 > Step:    9300 Progress: 9.3% Elapsed: 1:37:33 temperature: no ada_p: No Discriminator_loss: 0.101097 Generator_loss: 0.207866 
[INFO] 2021-01-01 09:52:02 > Step:    9400 Progress: 9.4% Elapsed: 1:38:32 temperature: no ada_p: No Discriminator_loss: 0.102197 Generator_loss: 0.497524 
[INFO] 2021-01-01 09:53:01 > Step:    9500 Progress: 9.5% Elapsed: 1:39:31 temperature: no ada_p: No Discriminator_loss: 0.078109 Generator_loss: 0.469074 
[INFO] 2021-01-01 09:53:59 > Step:    9600 Progress: 9.6% Elapsed: 1:40:30 temperature: no ada_p: No Discriminator_loss: 0.0708386 Generator_loss: 0.322219 
[INFO] 2021-01-01 09:54:58 > Step:    9700 Progress: 9.7% Elapsed: 1:41:28 temperature: no ada_p: No Discriminator_loss: 0.108634 Generator_loss: 0.326117 
[INFO] 2021-01-01 09:55:57 > Step:    9800 Progress: 9.8% Elapsed: 1:42:27 temperature: no ada_p: No Discriminator_loss: 0.184057 Generator_loss: 0.268512 
[INFO] 2021-01-01 09:56:55 > Step:    9900 Progress: 9.9% Elapsed: 1:43:25 temperature: no ada_p: No Discriminator_loss: 0.0691556 Generator_loss: 0.478104 
[INFO] 2021-01-01 09:57:54 > Step:   10000 Progress: 10.0% Elapsed: 1:44:24 temperature: no ada_p: No Discriminator_loss: 0.0998157 Generator_loss: 0.583017 
[INFO] 2021-01-01 09:57:54 > Start Evaluation (10000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 09:57:54 > Calculating FID Score....
[INFO] 2021-01-01 09:58:19 > Calculating Inception Score....
[INFO] 2021-01-01 09:58:34 > Calculate F_beta Score....
[INFO] 2021-01-01 09:59:24 > Calculate Accuracies....
[INFO] 2021-01-01 09:59:30 > Calculate Accuracies....
[INFO] 2021-01-01 09:59:32 > F_8 score (Step: 10000, Using valid images): 0.32772114133665986
[INFO] 2021-01-01 09:59:32 > F_1/8 score (Step: 10000, Using valid images): 0.49707331823766965
[INFO] 2021-01-01 09:59:32 > FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 09:59:32 > Inception score (Step: 10000, 10000 generated images): 5.58183479309082
[INFO] 2021-01-01 09:59:32 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 09:59:34 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 10:00:32 > Step:   10100 Progress: 10.1% Elapsed: 1:47:02 temperature: no ada_p: No Discriminator_loss: 0.0760993 Generator_loss: 0.589388 
[INFO] 2021-01-01 10:01:33 > Step:   10200 Progress: 10.2% Elapsed: 1:48:03 temperature: no ada_p: No Discriminator_loss: 0.0813034 Generator_loss: 0.420753 
[INFO] 2021-01-01 10:02:32 > Step:   10300 Progress: 10.3% Elapsed: 1:49:02 temperature: no ada_p: No Discriminator_loss: 0.109422 Generator_loss: 0.278031 
[INFO] 2021-01-01 10:03:31 > Step:   10400 Progress: 10.4% Elapsed: 1:50:01 temperature: no ada_p: No Discriminator_loss: 0.138492 Generator_loss: 0.397542 
[INFO] 2021-01-01 10:04:30 > Step:   10500 Progress: 10.5% Elapsed: 1:51:00 temperature: no ada_p: No Discriminator_loss: 0.233944 Generator_loss: 0.250637 
[INFO] 2021-01-01 10:05:30 > Step:   10600 Progress: 10.6% Elapsed: 1:52:00 temperature: no ada_p: No Discriminator_loss: 0.0420506 Generator_loss: 0.350085 
[INFO] 2021-01-01 10:06:28 > Step:   10700 Progress: 10.7% Elapsed: 1:52:59 temperature: no ada_p: No Discriminator_loss: 0.123261 Generator_loss: 0.25956 
[INFO] 2021-01-01 10:07:27 > Step:   10800 Progress: 10.8% Elapsed: 1:53:57 temperature: no ada_p: No Discriminator_loss: 0.0795373 Generator_loss: 0.273006 
[INFO] 2021-01-01 10:08:26 > Step:   10900 Progress: 10.9% Elapsed: 1:54:56 temperature: no ada_p: No Discriminator_loss: 0.0617288 Generator_loss: 0.535927 
[INFO] 2021-01-01 10:09:25 > Step:   11000 Progress: 11.0% Elapsed: 1:55:55 temperature: no ada_p: No Discriminator_loss: 0.0776315 Generator_loss: 0.547183 
[INFO] 2021-01-01 10:10:23 > Step:   11100 Progress: 11.1% Elapsed: 1:56:53 temperature: no ada_p: No Discriminator_loss: 0.0670974 Generator_loss: 0.45099 
[INFO] 2021-01-01 10:11:22 > Step:   11200 Progress: 11.2% Elapsed: 1:57:52 temperature: no ada_p: No Discriminator_loss: 2.36232 Generator_loss: 1741.13 
[INFO] 2021-01-01 10:12:20 > Step:   11300 Progress: 11.3% Elapsed: 1:58:50 temperature: no ada_p: No Discriminator_loss: 1.67724 Generator_loss: 0.652902 
[INFO] 2021-01-01 10:13:19 > Step:   11400 Progress: 11.4% Elapsed: 1:59:50 temperature: no ada_p: No Discriminator_loss: 1.48138 Generator_loss: 0.946666 
[INFO] 2021-01-01 10:14:18 > Step:   11500 Progress: 11.5% Elapsed: 2:00:48 temperature: no ada_p: No Discriminator_loss: 0.646602 Generator_loss: 0.796011 
[INFO] 2021-01-01 10:15:16 > Step:   11600 Progress: 11.6% Elapsed: 2:01:47 temperature: no ada_p: No Discriminator_loss: 0.372856 Generator_loss: 0.759624 
[INFO] 2021-01-01 10:16:15 > Step:   11700 Progress: 11.7% Elapsed: 2:02:45 temperature: no ada_p: No Discriminator_loss: 0.189178 Generator_loss: 0.346721 
[INFO] 2021-01-01 10:17:14 > Step:   11800 Progress: 11.8% Elapsed: 2:03:44 temperature: no ada_p: No Discriminator_loss: 0.758206 Generator_loss: 0.452357 
[INFO] 2021-01-01 10:18:12 > Step:   11900 Progress: 11.9% Elapsed: 2:04:42 temperature: no ada_p: No Discriminator_loss: 0.115924 Generator_loss: 0.414249 
[INFO] 2021-01-01 10:19:11 > Step:   12000 Progress: 12.0% Elapsed: 2:05:41 temperature: no ada_p: No Discriminator_loss: 0.140054 Generator_loss: 0.560522 
[INFO] 2021-01-01 10:19:11 > Start Evaluation (12000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 10:19:11 > Calculating FID Score....
[INFO] 2021-01-01 10:19:36 > Calculating Inception Score....
[INFO] 2021-01-01 10:19:51 > Calculate F_beta Score....
[INFO] 2021-01-01 10:20:36 > Calculate Accuracies....
[INFO] 2021-01-01 10:20:42 > Calculate Accuracies....
[INFO] 2021-01-01 10:20:44 > F_8 score (Step: 12000, Using valid images): 0.006517273976161154
[INFO] 2021-01-01 10:20:44 > F_1/8 score (Step: 12000, Using valid images): 0.0013410677340543807
[INFO] 2021-01-01 10:20:44 > FID score (Step: 12000, Using valid moments): 283.19681389515347
[INFO] 2021-01-01 10:20:44 > Inception score (Step: 12000, 10000 generated images): 1.6683827638626099
[INFO] 2021-01-01 10:20:44 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 10:20:45 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 10:21:43 > Step:   12100 Progress: 12.1% Elapsed: 2:08:13 temperature: no ada_p: No Discriminator_loss: 0.143991 Generator_loss: 0.529083 
[INFO] 2021-01-01 10:22:42 > Step:   12200 Progress: 12.2% Elapsed: 2:09:12 temperature: no ada_p: No Discriminator_loss: 0.11602 Generator_loss: 0.458282 
[INFO] 2021-01-01 10:23:41 > Step:   12300 Progress: 12.3% Elapsed: 2:10:11 temperature: no ada_p: No Discriminator_loss: 0.121832 Generator_loss: 0.433161 
[INFO] 2021-01-01 10:24:40 > Step:   12400 Progress: 12.4% Elapsed: 2:11:10 temperature: no ada_p: No Discriminator_loss: 0.221919 Generator_loss: 0.277466 
[INFO] 2021-01-01 10:25:39 > Step:   12500 Progress: 12.5% Elapsed: 2:12:09 temperature: no ada_p: No Discriminator_loss: 0.150425 Generator_loss: 0.631046 
[INFO] 2021-01-01 10:26:38 > Step:   12600 Progress: 12.6% Elapsed: 2:13:08 temperature: no ada_p: No Discriminator_loss: 0.086664 Generator_loss: 0.329583 
[INFO] 2021-01-01 10:27:36 > Step:   12700 Progress: 12.7% Elapsed: 2:14:07 temperature: no ada_p: No Discriminator_loss: 0.100659 Generator_loss: 0.464491 
[INFO] 2021-01-01 10:28:35 > Step:   12800 Progress: 12.8% Elapsed: 2:15:05 temperature: no ada_p: No Discriminator_loss: 0.0728702 Generator_loss: 0.423274 
[INFO] 2021-01-01 10:29:34 > Step:   12900 Progress: 12.9% Elapsed: 2:16:04 temperature: no ada_p: No Discriminator_loss: 0.0554858 Generator_loss: 0.429477 
[INFO] 2021-01-01 10:30:32 > Step:   13000 Progress: 13.0% Elapsed: 2:17:03 temperature: no ada_p: No Discriminator_loss: 0.0610248 Generator_loss: 0.444182 
[INFO] 2021-01-01 10:31:31 > Step:   13100 Progress: 13.1% Elapsed: 2:18:01 temperature: no ada_p: No Discriminator_loss: 0.0921928 Generator_loss: 0.460834 
[INFO] 2021-01-01 10:32:29 > Step:   13200 Progress: 13.2% Elapsed: 2:18:59 temperature: no ada_p: No Discriminator_loss: 0.23309 Generator_loss: 0.614072 
[INFO] 2021-01-01 10:33:28 > Step:   13300 Progress: 13.3% Elapsed: 2:19:59 temperature: no ada_p: No Discriminator_loss: 0.0777271 Generator_loss: 0.543835 
[INFO] 2021-01-01 10:34:27 > Step:   13400 Progress: 13.4% Elapsed: 2:20:57 temperature: no ada_p: No Discriminator_loss: 0.0377303 Generator_loss: 0.517284 
[INFO] 2021-01-01 10:35:25 > Step:   13500 Progress: 13.5% Elapsed: 2:21:56 temperature: no ada_p: No Discriminator_loss: 0.279529 Generator_loss: 0.7443 
[INFO] 2021-01-01 10:36:24 > Step:   13600 Progress: 13.6% Elapsed: 2:22:54 temperature: no ada_p: No Discriminator_loss: 0.12455 Generator_loss: 0.430737 
[INFO] 2021-01-01 10:37:23 > Step:   13700 Progress: 13.7% Elapsed: 2:23:53 temperature: no ada_p: No Discriminator_loss: 0.202042 Generator_loss: 0.643024 
[INFO] 2021-01-01 10:38:21 > Step:   13800 Progress: 13.8% Elapsed: 2:24:51 temperature: no ada_p: No Discriminator_loss: 0.243457 Generator_loss: 0.418428 
[INFO] 2021-01-01 10:39:20 > Step:   13900 Progress: 13.9% Elapsed: 2:25:50 temperature: no ada_p: No Discriminator_loss: 0.127854 Generator_loss: 0.533706 
[INFO] 2021-01-01 10:40:18 > Step:   14000 Progress: 14.0% Elapsed: 2:26:48 temperature: no ada_p: No Discriminator_loss: 0.067736 Generator_loss: 0.300532 
[INFO] 2021-01-01 10:40:18 > Start Evaluation (14000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 10:40:18 > Calculating FID Score....
[INFO] 2021-01-01 10:40:43 > Calculating Inception Score....
[INFO] 2021-01-01 10:40:58 > Calculate F_beta Score....
[INFO] 2021-01-01 10:41:42 > Calculate Accuracies....
[INFO] 2021-01-01 10:41:48 > Calculate Accuracies....
[INFO] 2021-01-01 10:41:49 > F_8 score (Step: 14000, Using valid images): 1.0156000731526428e-05
[INFO] 2021-01-01 10:41:49 > F_1/8 score (Step: 14000, Using valid images): 0.0005906234121118889
[INFO] 2021-01-01 10:41:49 > FID score (Step: 14000, Using valid moments): 282.96333823868935
[INFO] 2021-01-01 10:41:49 > Inception score (Step: 14000, 10000 generated images): 1.69508695602417
[INFO] 2021-01-01 10:41:49 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 10:41:51 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 10:42:49 > Step:   14100 Progress: 14.1% Elapsed: 2:29:19 temperature: no ada_p: No Discriminator_loss: 0.0735449 Generator_loss: 0.357781 
[INFO] 2021-01-01 10:43:48 > Step:   14200 Progress: 14.2% Elapsed: 2:30:18 temperature: no ada_p: No Discriminator_loss: 0.166986 Generator_loss: 0.555219 
[INFO] 2021-01-01 10:44:47 > Step:   14300 Progress: 14.3% Elapsed: 2:31:17 temperature: no ada_p: No Discriminator_loss: 0.129507 Generator_loss: 0.643481 
[INFO] 2021-01-01 10:45:46 > Step:   14400 Progress: 14.4% Elapsed: 2:32:16 temperature: no ada_p: No Discriminator_loss: 0.0958579 Generator_loss: 0.372017 
[INFO] 2021-01-01 10:46:45 > Step:   14500 Progress: 14.5% Elapsed: 2:33:15 temperature: no ada_p: No Discriminator_loss: 0.108513 Generator_loss: 0.68221 
[INFO] 2021-01-01 10:47:44 > Step:   14600 Progress: 14.6% Elapsed: 2:34:14 temperature: no ada_p: No Discriminator_loss: 0.0539021 Generator_loss: 0.348804 
[INFO] 2021-01-01 10:48:42 > Step:   14700 Progress: 14.7% Elapsed: 2:35:13 temperature: no ada_p: No Discriminator_loss: 0.0698241 Generator_loss: 0.415121 
[INFO] 2021-01-01 10:49:41 > Step:   14800 Progress: 14.8% Elapsed: 2:36:11 temperature: no ada_p: No Discriminator_loss: 0.163569 Generator_loss: 0.336717 
[INFO] 2021-01-01 10:50:40 > Step:   14900 Progress: 14.9% Elapsed: 2:37:10 temperature: no ada_p: No Discriminator_loss: 0.0427965 Generator_loss: 0.517605 
[INFO] 2021-01-01 10:51:39 > Step:   15000 Progress: 15.0% Elapsed: 2:38:09 temperature: no ada_p: No Discriminator_loss: 0.160415 Generator_loss: 0.375773 
[INFO] 2021-01-01 10:52:37 > Step:   15100 Progress: 15.1% Elapsed: 2:39:07 temperature: no ada_p: No Discriminator_loss: 0.354703 Generator_loss: 0.623406 
[INFO] 2021-01-01 10:53:35 > Step:   15200 Progress: 15.2% Elapsed: 2:40:06 temperature: no ada_p: No Discriminator_loss: 0.0388896 Generator_loss: 0.403131 
[INFO] 2021-01-01 10:54:35 > Step:   15300 Progress: 15.3% Elapsed: 2:41:05 temperature: no ada_p: No Discriminator_loss: 0.289983 Generator_loss: 0.748913 
[INFO] 2021-01-01 10:55:33 > Step:   15400 Progress: 15.4% Elapsed: 2:42:03 temperature: no ada_p: No Discriminator_loss: 0.317143 Generator_loss: 0.588845 
[INFO] 2021-01-01 10:56:31 > Step:   15500 Progress: 15.5% Elapsed: 2:43:02 temperature: no ada_p: No Discriminator_loss: 0.469625 Generator_loss: 0.0958952 
[INFO] 2021-01-01 10:57:30 > Step:   15600 Progress: 15.6% Elapsed: 2:44:00 temperature: no ada_p: No Discriminator_loss: 0.0687256 Generator_loss: 0.478127 
[INFO] 2021-01-01 10:58:29 > Step:   15700 Progress: 15.7% Elapsed: 2:44:59 temperature: no ada_p: No Discriminator_loss: 0.0440091 Generator_loss: 0.452558 
[INFO] 2021-01-01 10:59:27 > Step:   15800 Progress: 15.8% Elapsed: 2:45:58 temperature: no ada_p: No Discriminator_loss: 0.10725 Generator_loss: 0.277648 
[INFO] 2021-01-01 11:00:26 > Step:   15900 Progress: 15.9% Elapsed: 2:46:56 temperature: no ada_p: No Discriminator_loss: 0.242484 Generator_loss: 0.674124 
[INFO] 2021-01-01 11:01:25 > Step:   16000 Progress: 16.0% Elapsed: 2:47:55 temperature: no ada_p: No Discriminator_loss: 0.1521 Generator_loss: 0.400759 
[INFO] 2021-01-01 11:01:25 > Start Evaluation (16000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 11:01:25 > Calculating FID Score....
[INFO] 2021-01-01 11:01:50 > Calculating Inception Score....
[INFO] 2021-01-01 11:02:05 > Calculate F_beta Score....
[INFO] 2021-01-01 11:02:48 > Calculate Accuracies....
[INFO] 2021-01-01 11:02:54 > Calculate Accuracies....
[INFO] 2021-01-01 11:02:56 > F_8 score (Step: 16000, Using valid images): 0.0
[INFO] 2021-01-01 11:02:56 > F_1/8 score (Step: 16000, Using valid images): 0.0
[INFO] 2021-01-01 11:02:56 > FID score (Step: 16000, Using valid moments): 293.6660342389872
[INFO] 2021-01-01 11:02:56 > Inception score (Step: 16000, 10000 generated images): 1.6981825828552246
[INFO] 2021-01-01 11:02:56 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 11:02:57 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 11:03:55 > Step:   16100 Progress: 16.1% Elapsed: 2:50:25 temperature: no ada_p: No Discriminator_loss: 0.124353 Generator_loss: 0.307876 
[INFO] 2021-01-01 11:04:54 > Step:   16200 Progress: 16.2% Elapsed: 2:51:24 temperature: no ada_p: No Discriminator_loss: 0.158746 Generator_loss: 0.41341 
[INFO] 2021-01-01 11:05:53 > Step:   16300 Progress: 16.3% Elapsed: 2:52:23 temperature: no ada_p: No Discriminator_loss: 0.04388 Generator_loss: 0.509583 
[INFO] 2021-01-01 11:06:52 > Step:   16400 Progress: 16.4% Elapsed: 2:53:22 temperature: no ada_p: No Discriminator_loss: 0.514772 Generator_loss: 0.197619 
[INFO] 2021-01-01 11:07:51 > Step:   16500 Progress: 16.5% Elapsed: 2:54:21 temperature: no ada_p: No Discriminator_loss: 0.0660999 Generator_loss: 0.493243 
[INFO] 2021-01-01 11:08:49 > Step:   16600 Progress: 16.6% Elapsed: 2:55:20 temperature: no ada_p: No Discriminator_loss: 0.281252 Generator_loss: 0.570039 
[INFO] 2021-01-01 11:09:48 > Step:   16700 Progress: 16.7% Elapsed: 2:56:18 temperature: no ada_p: No Discriminator_loss: 0.0579272 Generator_loss: 0.675254 
[INFO] 2021-01-01 11:10:47 > Step:   16800 Progress: 16.8% Elapsed: 2:57:17 temperature: no ada_p: No Discriminator_loss: 0.0941045 Generator_loss: 0.363013 
[INFO] 2021-01-01 11:11:46 > Step:   16900 Progress: 16.9% Elapsed: 2:58:16 temperature: no ada_p: No Discriminator_loss: 0.0945859 Generator_loss: 0.30933 
[INFO] 2021-01-01 11:12:44 > Step:   17000 Progress: 17.0% Elapsed: 2:59:14 temperature: no ada_p: No Discriminator_loss: 0.127075 Generator_loss: 0.439537 
[INFO] 2021-01-01 11:13:43 > Step:   17100 Progress: 17.1% Elapsed: 3:00:13 temperature: no ada_p: No Discriminator_loss: 0.128289 Generator_loss: 0.238604 
[INFO] 2021-01-01 11:14:42 > Step:   17200 Progress: 17.2% Elapsed: 3:01:12 temperature: no ada_p: No Discriminator_loss: 0.0573587 Generator_loss: 0.356991 
[INFO] 2021-01-01 11:15:40 > Step:   17300 Progress: 17.3% Elapsed: 3:02:10 temperature: no ada_p: No Discriminator_loss: 0.0507166 Generator_loss: 0.366097 
[INFO] 2021-01-01 11:16:39 > Step:   17400 Progress: 17.4% Elapsed: 3:03:09 temperature: no ada_p: No Discriminator_loss: 0.0664968 Generator_loss: 0.462107 
[INFO] 2021-01-01 11:17:37 > Step:   17500 Progress: 17.5% Elapsed: 3:04:07 temperature: no ada_p: No Discriminator_loss: 0.068698 Generator_loss: 0.364175 
[INFO] 2021-01-01 11:18:36 > Step:   17600 Progress: 17.6% Elapsed: 3:05:06 temperature: no ada_p: No Discriminator_loss: 0.170721 Generator_loss: 0.222961 
[INFO] 2021-01-01 11:19:35 > Step:   17700 Progress: 17.7% Elapsed: 3:06:05 temperature: no ada_p: No Discriminator_loss: 0.152466 Generator_loss: 0.341082 
[INFO] 2021-01-01 11:20:33 > Step:   17800 Progress: 17.8% Elapsed: 3:07:03 temperature: no ada_p: No Discriminator_loss: 0.461013 Generator_loss: 0.304762 
[INFO] 2021-01-01 11:21:31 > Step:   17900 Progress: 17.9% Elapsed: 3:08:01 temperature: no ada_p: No Discriminator_loss: 0.13187 Generator_loss: 0.446319 
[INFO] 2021-01-01 11:22:30 > Step:   18000 Progress: 18.0% Elapsed: 3:09:00 temperature: no ada_p: No Discriminator_loss: 0.289682 Generator_loss: 0.26479 
[INFO] 2021-01-01 11:22:30 > Start Evaluation (18000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 11:22:30 > Calculating FID Score....
[INFO] 2021-01-01 11:22:56 > Calculating Inception Score....
[INFO] 2021-01-01 11:23:11 > Calculate F_beta Score....
[INFO] 2021-01-01 11:23:56 > Calculate Accuracies....
[INFO] 2021-01-01 11:24:02 > Calculate Accuracies....
[INFO] 2021-01-01 11:24:03 > F_8 score (Step: 18000, Using valid images): 1.015575147407419e-05
[INFO] 2021-01-01 11:24:03 > F_1/8 score (Step: 18000, Using valid images): 0.0005411865402644679
[INFO] 2021-01-01 11:24:03 > FID score (Step: 18000, Using valid moments): 282.8553006165381
[INFO] 2021-01-01 11:24:03 > Inception score (Step: 18000, 10000 generated images): 1.6568198204040527
[INFO] 2021-01-01 11:24:03 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 11:24:05 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 11:25:03 > Step:   18100 Progress: 18.1% Elapsed: 3:11:33 temperature: no ada_p: No Discriminator_loss: 0.152258 Generator_loss: 0.26061 
[INFO] 2021-01-01 11:26:02 > Step:   18200 Progress: 18.2% Elapsed: 3:12:32 temperature: no ada_p: No Discriminator_loss: 0.220392 Generator_loss: 0.206824 
[INFO] 2021-01-01 11:27:01 > Step:   18300 Progress: 18.3% Elapsed: 3:13:31 temperature: no ada_p: No Discriminator_loss: 0.308608 Generator_loss: 0.325038 
[INFO] 2021-01-01 11:28:00 > Step:   18400 Progress: 18.4% Elapsed: 3:14:30 temperature: no ada_p: No Discriminator_loss: 0.140155 Generator_loss: 0.281011 
[INFO] 2021-01-01 11:28:59 > Step:   18500 Progress: 18.5% Elapsed: 3:15:29 temperature: no ada_p: No Discriminator_loss: 0.172531 Generator_loss: 0.148432 
[INFO] 2021-01-01 11:29:58 > Step:   18600 Progress: 18.6% Elapsed: 3:16:28 temperature: no ada_p: No Discriminator_loss: 0.111473 Generator_loss: 0.253329 
[INFO] 2021-01-01 11:30:56 > Step:   18700 Progress: 18.7% Elapsed: 3:17:26 temperature: no ada_p: No Discriminator_loss: 0.184284 Generator_loss: 0.16984 
[INFO] 2021-01-01 11:31:56 > Step:   18800 Progress: 18.8% Elapsed: 3:18:26 temperature: no ada_p: No Discriminator_loss: 0.295112 Generator_loss: 0.261791 
[INFO] 2021-01-01 11:32:54 > Step:   18900 Progress: 18.9% Elapsed: 3:19:24 temperature: no ada_p: No Discriminator_loss: 0.346362 Generator_loss: 0.233633 
[INFO] 2021-01-01 11:33:52 > Step:   19000 Progress: 19.0% Elapsed: 3:20:23 temperature: no ada_p: No Discriminator_loss: 0.178668 Generator_loss: 0.391084 
[INFO] 2021-01-01 11:34:51 > Step:   19100 Progress: 19.1% Elapsed: 3:21:21 temperature: no ada_p: No Discriminator_loss: 0.206464 Generator_loss: 0.343691 
[INFO] 2021-01-01 11:35:50 > Step:   19200 Progress: 19.2% Elapsed: 3:22:20 temperature: no ada_p: No Discriminator_loss: 0.290923 Generator_loss: 0.227701 
[INFO] 2021-01-01 11:36:48 > Step:   19300 Progress: 19.3% Elapsed: 3:23:19 temperature: no ada_p: No Discriminator_loss: 0.21275 Generator_loss: 0.23556 
[INFO] 2021-01-01 11:37:47 > Step:   19400 Progress: 19.4% Elapsed: 3:24:17 temperature: no ada_p: No Discriminator_loss: 0.1846 Generator_loss: 0.198963 
[INFO] 2021-01-01 11:38:45 > Step:   19500 Progress: 19.5% Elapsed: 3:25:16 temperature: no ada_p: No Discriminator_loss: 0.229208 Generator_loss: 0.420436 
[INFO] 2021-01-01 11:39:45 > Step:   19600 Progress: 19.6% Elapsed: 3:26:15 temperature: no ada_p: No Discriminator_loss: 0.160105 Generator_loss: 0.222303 
[INFO] 2021-01-01 11:40:43 > Step:   19700 Progress: 19.7% Elapsed: 3:27:13 temperature: no ada_p: No Discriminator_loss: 0.178552 Generator_loss: 0.178218 
[INFO] 2021-01-01 11:41:41 > Step:   19800 Progress: 19.8% Elapsed: 3:28:12 temperature: no ada_p: No Discriminator_loss: 0.235888 Generator_loss: 0.201618 
[INFO] 2021-01-01 11:42:41 > Step:   19900 Progress: 19.9% Elapsed: 3:29:11 temperature: no ada_p: No Discriminator_loss: 0.282716 Generator_loss: 0.102299 
[INFO] 2021-01-01 11:43:39 > Step:   20000 Progress: 20.0% Elapsed: 3:30:09 temperature: no ada_p: No Discriminator_loss: 0.291659 Generator_loss: 0.0982939 
[INFO] 2021-01-01 11:43:39 > Start Evaluation (20000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 11:43:39 > Calculating FID Score....
[INFO] 2021-01-01 11:44:05 > Calculating Inception Score....
[INFO] 2021-01-01 11:44:19 > Calculate F_beta Score....
[INFO] 2021-01-01 11:45:02 > Calculate Accuracies....
[INFO] 2021-01-01 11:45:08 > Calculate Accuracies....
[INFO] 2021-01-01 11:45:10 > F_8 score (Step: 20000, Using valid images): 0.0
[INFO] 2021-01-01 11:45:10 > F_1/8 score (Step: 20000, Using valid images): 0.0
[INFO] 2021-01-01 11:45:10 > FID score (Step: 20000, Using valid moments): 304.2111029852735
[INFO] 2021-01-01 11:45:10 > Inception score (Step: 20000, 10000 generated images): 1.6880549192428589
[INFO] 2021-01-01 11:45:10 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 11:45:11 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 11:46:09 > Step:   20100 Progress: 20.1% Elapsed: 3:32:39 temperature: no ada_p: No Discriminator_loss: 0.264312 Generator_loss: 0.230821 
[INFO] 2021-01-01 11:47:08 > Step:   20200 Progress: 20.2% Elapsed: 3:33:38 temperature: no ada_p: No Discriminator_loss: 0.217349 Generator_loss: 0.177955 
[INFO] 2021-01-01 11:48:08 > Step:   20300 Progress: 20.3% Elapsed: 3:34:38 temperature: no ada_p: No Discriminator_loss: 0.29919 Generator_loss: 0.281093 
[INFO] 2021-01-01 11:49:06 > Step:   20400 Progress: 20.4% Elapsed: 3:35:37 temperature: no ada_p: No Discriminator_loss: 0.267608 Generator_loss: 0.185798 
[INFO] 2021-01-01 11:50:05 > Step:   20500 Progress: 20.5% Elapsed: 3:36:35 temperature: no ada_p: No Discriminator_loss: 0.242236 Generator_loss: 0.0889066 
[INFO] 2021-01-01 11:51:04 > Step:   20600 Progress: 20.6% Elapsed: 3:37:34 temperature: no ada_p: No Discriminator_loss: 0.250943 Generator_loss: 0.136684 
[INFO] 2021-01-01 11:52:03 > Step:   20700 Progress: 20.7% Elapsed: 3:38:33 temperature: no ada_p: No Discriminator_loss: 0.2428 Generator_loss: 0.187352 
[INFO] 2021-01-01 11:53:02 > Step:   20800 Progress: 20.8% Elapsed: 3:39:32 temperature: no ada_p: No Discriminator_loss: 0.325156 Generator_loss: 0.124114 
[INFO] 2021-01-01 11:54:00 > Step:   20900 Progress: 20.9% Elapsed: 3:40:30 temperature: no ada_p: No Discriminator_loss: 0.258582 Generator_loss: 0.192173 
[INFO] 2021-01-01 11:54:59 > Step:   21000 Progress: 21.0% Elapsed: 3:41:29 temperature: no ada_p: No Discriminator_loss: 0.244604 Generator_loss: 0.178673 
[INFO] 2021-01-01 11:55:58 > Step:   21100 Progress: 21.1% Elapsed: 3:42:28 temperature: no ada_p: No Discriminator_loss: 0.248014 Generator_loss: 0.213366 
[INFO] 2021-01-01 11:56:56 > Step:   21200 Progress: 21.2% Elapsed: 3:43:26 temperature: no ada_p: No Discriminator_loss: 0.251282 Generator_loss: 0.0996535 
[INFO] 2021-01-01 11:57:55 > Step:   21300 Progress: 21.3% Elapsed: 3:44:25 temperature: no ada_p: No Discriminator_loss: 0.237863 Generator_loss: 0.120965 
[INFO] 2021-01-01 11:58:53 > Step:   21400 Progress: 21.4% Elapsed: 3:45:23 temperature: no ada_p: No Discriminator_loss: 0.244666 Generator_loss: 0.153898 
[INFO] 2021-01-01 11:59:52 > Step:   21500 Progress: 21.5% Elapsed: 3:46:22 temperature: no ada_p: No Discriminator_loss: 0.251249 Generator_loss: 0.142845 
[INFO] 2021-01-01 12:00:50 > Step:   21600 Progress: 21.6% Elapsed: 3:47:21 temperature: no ada_p: No Discriminator_loss: 0.237431 Generator_loss: 0.17035 
[INFO] 2021-01-01 12:01:49 > Step:   21700 Progress: 21.7% Elapsed: 3:48:19 temperature: no ada_p: No Discriminator_loss: 0.245597 Generator_loss: 0.10709 
[INFO] 2021-01-01 12:02:47 > Step:   21800 Progress: 21.8% Elapsed: 3:49:18 temperature: no ada_p: No Discriminator_loss: 0.27085 Generator_loss: 0.138642 
[INFO] 2021-01-01 12:03:47 > Step:   21900 Progress: 21.9% Elapsed: 3:50:17 temperature: no ada_p: No Discriminator_loss: 0.219291 Generator_loss: 0.139927 
[INFO] 2021-01-01 12:04:45 > Step:   22000 Progress: 22.0% Elapsed: 3:51:15 temperature: no ada_p: No Discriminator_loss: 0.232678 Generator_loss: 0.17193 
[INFO] 2021-01-01 12:04:45 > Start Evaluation (22000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 12:04:45 > Calculating FID Score....
[INFO] 2021-01-01 12:05:10 > Calculating Inception Score....
[INFO] 2021-01-01 12:05:25 > Calculate F_beta Score....
[INFO] 2021-01-01 12:06:10 > Calculate Accuracies....
[INFO] 2021-01-01 12:06:16 > Calculate Accuracies....
[INFO] 2021-01-01 12:06:18 > F_8 score (Step: 22000, Using valid images): 0.0
[INFO] 2021-01-01 12:06:18 > F_1/8 score (Step: 22000, Using valid images): 0.0
[INFO] 2021-01-01 12:06:18 > FID score (Step: 22000, Using valid moments): 277.859370929297
[INFO] 2021-01-01 12:06:18 > Inception score (Step: 22000, 10000 generated images): 1.838718056678772
[INFO] 2021-01-01 12:06:18 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 12:06:19 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 12:07:17 > Step:   22100 Progress: 22.1% Elapsed: 3:53:47 temperature: no ada_p: No Discriminator_loss: 0.181557 Generator_loss: 0.252573 
[INFO] 2021-01-01 12:08:16 > Step:   22200 Progress: 22.2% Elapsed: 3:54:46 temperature: no ada_p: No Discriminator_loss: 0.25467 Generator_loss: 0.412527 
[INFO] 2021-01-01 12:09:15 > Step:   22300 Progress: 22.3% Elapsed: 3:55:45 temperature: no ada_p: No Discriminator_loss: 0.15577 Generator_loss: 0.243039 
[INFO] 2021-01-01 12:10:14 > Step:   22400 Progress: 22.4% Elapsed: 3:56:44 temperature: no ada_p: No Discriminator_loss: 0.200533 Generator_loss: 0.193303 
[INFO] 2021-01-01 12:11:13 > Step:   22500 Progress: 22.5% Elapsed: 3:57:43 temperature: no ada_p: No Discriminator_loss: 0.156614 Generator_loss: 0.0839413 
[INFO] 2021-01-01 12:12:11 > Step:   22600 Progress: 22.6% Elapsed: 3:58:41 temperature: no ada_p: No Discriminator_loss: 0.0976719 Generator_loss: 0.189964 
[INFO] 2021-01-01 12:13:10 > Step:   22700 Progress: 22.7% Elapsed: 3:59:41 temperature: no ada_p: No Discriminator_loss: 0.228537 Generator_loss: 0.15733 
[INFO] 2021-01-01 12:14:09 > Step:   22800 Progress: 22.8% Elapsed: 4:00:39 temperature: no ada_p: No Discriminator_loss: 0.225339 Generator_loss: 5.31805 
[INFO] 2021-01-01 12:15:08 > Step:   22900 Progress: 22.9% Elapsed: 4:01:38 temperature: no ada_p: No Discriminator_loss: 0.249398 Generator_loss: 0.197725 
[INFO] 2021-01-01 12:16:06 > Step:   23000 Progress: 23.0% Elapsed: 4:02:36 temperature: no ada_p: No Discriminator_loss: 0.252413 Generator_loss: 0.142623 
[INFO] 2021-01-01 12:17:05 > Step:   23100 Progress: 23.1% Elapsed: 4:03:35 temperature: no ada_p: No Discriminator_loss: 0.240962 Generator_loss: 0.16044 
[INFO] 2021-01-01 12:18:04 > Step:   23200 Progress: 23.2% Elapsed: 4:04:34 temperature: no ada_p: No Discriminator_loss: 0.248731 Generator_loss: 0.163982 
[INFO] 2021-01-01 12:19:02 > Step:   23300 Progress: 23.3% Elapsed: 4:05:32 temperature: no ada_p: No Discriminator_loss: 0.232489 Generator_loss: 0.137014 
[INFO] 2021-01-01 12:20:00 > Step:   23400 Progress: 23.4% Elapsed: 4:06:30 temperature: no ada_p: No Discriminator_loss: 0.240979 Generator_loss: 0.137815 
[INFO] 2021-01-01 12:21:00 > Step:   23500 Progress: 23.5% Elapsed: 4:07:30 temperature: no ada_p: No Discriminator_loss: 0.252515 Generator_loss: 0.144383 
[INFO] 2021-01-01 12:21:58 > Step:   23600 Progress: 23.6% Elapsed: 4:08:28 temperature: no ada_p: No Discriminator_loss: 0.235312 Generator_loss: 0.160351 
[INFO] 2021-01-01 12:22:56 > Step:   23700 Progress: 23.7% Elapsed: 4:09:27 temperature: no ada_p: No Discriminator_loss: 0.250134 Generator_loss: 0.149824 
[INFO] 2021-01-01 12:23:56 > Step:   23800 Progress: 23.8% Elapsed: 4:10:26 temperature: no ada_p: No Discriminator_loss: 0.23124 Generator_loss: 0.144192 
[INFO] 2021-01-01 12:24:54 > Step:   23900 Progress: 23.9% Elapsed: 4:11:24 temperature: no ada_p: No Discriminator_loss: 0.155961 Generator_loss: 0.260618 
[INFO] 2021-01-01 12:25:52 > Step:   24000 Progress: 24.0% Elapsed: 4:12:23 temperature: no ada_p: No Discriminator_loss: 0.169581 Generator_loss: 0.245844 
[INFO] 2021-01-01 12:25:52 > Start Evaluation (24000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 12:25:52 > Calculating FID Score....
[INFO] 2021-01-01 12:26:18 > Calculating Inception Score....
[INFO] 2021-01-01 12:26:33 > Calculate F_beta Score....
[INFO] 2021-01-01 12:27:16 > Calculate Accuracies....
[INFO] 2021-01-01 12:27:22 > Calculate Accuracies....
[INFO] 2021-01-01 12:27:24 > F_8 score (Step: 24000, Using valid images): 0.0
[INFO] 2021-01-01 12:27:24 > F_1/8 score (Step: 24000, Using valid images): 0.0
[INFO] 2021-01-01 12:27:24 > FID score (Step: 24000, Using valid moments): 296.35364630136735
[INFO] 2021-01-01 12:27:24 > Inception score (Step: 24000, 10000 generated images): 1.662296175956726
[INFO] 2021-01-01 12:27:24 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 12:27:25 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 12:28:23 > Step:   24100 Progress: 24.1% Elapsed: 4:14:53 temperature: no ada_p: No Discriminator_loss: 0.0778913 Generator_loss: 0.366435 
[INFO] 2021-01-01 12:29:23 > Step:   24200 Progress: 24.2% Elapsed: 4:15:53 temperature: no ada_p: No Discriminator_loss: 0.0457254 Generator_loss: 0.309672 
[INFO] 2021-01-01 12:30:22 > Step:   24300 Progress: 24.3% Elapsed: 4:16:52 temperature: no ada_p: No Discriminator_loss: 0.228346 Generator_loss: 0.130195 
[INFO] 2021-01-01 12:31:20 > Step:   24400 Progress: 24.4% Elapsed: 4:17:50 temperature: no ada_p: No Discriminator_loss: 0.228693 Generator_loss: 0.141575 
[INFO] 2021-01-01 12:32:19 > Step:   24500 Progress: 24.5% Elapsed: 4:18:49 temperature: no ada_p: No Discriminator_loss: 0.256899 Generator_loss: 0.282508 
[INFO] 2021-01-01 12:33:18 > Step:   24600 Progress: 24.6% Elapsed: 4:19:48 temperature: no ada_p: No Discriminator_loss: 0.216123 Generator_loss: 0.23204 
[INFO] 2021-01-01 12:34:17 > Step:   24700 Progress: 24.7% Elapsed: 4:20:47 temperature: no ada_p: No Discriminator_loss: 0.227076 Generator_loss: 0.142465 
[INFO] 2021-01-01 12:35:15 > Step:   24800 Progress: 24.8% Elapsed: 4:21:45 temperature: no ada_p: No Discriminator_loss: 0.234174 Generator_loss: 0.142923 
[INFO] 2021-01-01 12:36:14 > Step:   24900 Progress: 24.9% Elapsed: 4:22:44 temperature: no ada_p: No Discriminator_loss: 0.263163 Generator_loss: 0.25043 
[INFO] 2021-01-01 12:37:13 > Step:   25000 Progress: 25.0% Elapsed: 4:23:43 temperature: no ada_p: No Discriminator_loss: 0.261316 Generator_loss: 0.234159 
[INFO] 2021-01-01 12:38:11 > Step:   25100 Progress: 25.1% Elapsed: 4:24:42 temperature: no ada_p: No Discriminator_loss: 0.220684 Generator_loss: 0.172522 
[INFO] 2021-01-01 12:39:10 > Step:   25200 Progress: 25.2% Elapsed: 4:25:40 temperature: no ada_p: No Discriminator_loss: 0.233236 Generator_loss: 0.153899 
[INFO] 2021-01-01 12:40:09 > Step:   25300 Progress: 25.3% Elapsed: 4:26:39 temperature: no ada_p: No Discriminator_loss: 0.222345 Generator_loss: 0.162916 
[INFO] 2021-01-01 12:41:08 > Step:   25400 Progress: 25.4% Elapsed: 4:27:38 temperature: no ada_p: No Discriminator_loss: 0.24165 Generator_loss: 0.157538 
[INFO] 2021-01-01 12:42:06 > Step:   25500 Progress: 25.5% Elapsed: 4:28:36 temperature: no ada_p: No Discriminator_loss: 0.221732 Generator_loss: 0.117886 
[INFO] 2021-01-01 12:43:04 > Step:   25600 Progress: 25.6% Elapsed: 4:29:34 temperature: no ada_p: No Discriminator_loss: 0.213917 Generator_loss: 0.141535 
[INFO] 2021-01-01 12:44:03 > Step:   25700 Progress: 25.7% Elapsed: 4:30:33 temperature: no ada_p: No Discriminator_loss: 0.257899 Generator_loss: 0.317627 
[INFO] 2021-01-01 12:45:01 > Step:   25800 Progress: 25.8% Elapsed: 4:31:32 temperature: no ada_p: No Discriminator_loss: 0.219081 Generator_loss: 0.1023 
[INFO] 2021-01-01 12:46:00 > Step:   25900 Progress: 25.9% Elapsed: 4:32:30 temperature: no ada_p: No Discriminator_loss: 0.254905 Generator_loss: 0.138585 
[INFO] 2021-01-01 12:46:58 > Step:   26000 Progress: 26.0% Elapsed: 4:33:28 temperature: no ada_p: No Discriminator_loss: 0.278053 Generator_loss: 0.154069 
[INFO] 2021-01-01 12:46:58 > Start Evaluation (26000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 12:46:58 > Calculating FID Score....
[INFO] 2021-01-01 12:47:24 > Calculating Inception Score....
[INFO] 2021-01-01 12:47:39 > Calculate F_beta Score....
[INFO] 2021-01-01 12:48:24 > Calculate Accuracies....
[INFO] 2021-01-01 12:48:30 > Calculate Accuracies....
[INFO] 2021-01-01 12:48:32 > F_8 score (Step: 26000, Using valid images): 0.01829932207436341
[INFO] 2021-01-01 12:48:32 > F_1/8 score (Step: 26000, Using valid images): 0.13217714581520568
[INFO] 2021-01-01 12:48:32 > FID score (Step: 26000, Using valid moments): 180.96639644352678
[INFO] 2021-01-01 12:48:32 > Inception score (Step: 26000, 10000 generated images): 3.6859941482543945
[INFO] 2021-01-01 12:48:32 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 12:48:33 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 12:49:31 > Step:   26100 Progress: 26.1% Elapsed: 4:36:01 temperature: no ada_p: No Discriminator_loss: 0.246261 Generator_loss: 0.145626 
[INFO] 2021-01-01 12:50:31 > Step:   26200 Progress: 26.2% Elapsed: 4:37:01 temperature: no ada_p: No Discriminator_loss: 0.232875 Generator_loss: 0.137343 
[INFO] 2021-01-01 12:51:30 > Step:   26300 Progress: 26.3% Elapsed: 4:38:00 temperature: no ada_p: No Discriminator_loss: 0.222903 Generator_loss: 0.210236 
[INFO] 2021-01-01 12:52:29 > Step:   26400 Progress: 26.4% Elapsed: 4:38:59 temperature: no ada_p: No Discriminator_loss: 0.273588 Generator_loss: 0.149859 
[INFO] 2021-01-01 12:53:27 > Step:   26500 Progress: 26.5% Elapsed: 4:39:57 temperature: no ada_p: No Discriminator_loss: 0.244751 Generator_loss: 0.133684 
[INFO] 2021-01-01 12:54:26 > Step:   26600 Progress: 26.6% Elapsed: 4:40:57 temperature: no ada_p: No Discriminator_loss: 0.238505 Generator_loss: 0.228845 
[INFO] 2021-01-01 12:55:25 > Step:   26700 Progress: 26.7% Elapsed: 4:41:55 temperature: no ada_p: No Discriminator_loss: 0.245453 Generator_loss: 0.134689 
[INFO] 2021-01-01 12:56:23 > Step:   26800 Progress: 26.8% Elapsed: 4:42:54 temperature: no ada_p: No Discriminator_loss: 0.244017 Generator_loss: 0.139154 
[INFO] 2021-01-01 12:57:22 > Step:   26900 Progress: 26.9% Elapsed: 4:43:52 temperature: no ada_p: No Discriminator_loss: 0.255494 Generator_loss: 0.118102 
[INFO] 2021-01-01 12:58:21 > Step:   27000 Progress: 27.0% Elapsed: 4:44:51 temperature: no ada_p: No Discriminator_loss: 0.23877 Generator_loss: 0.237152 
[INFO] 2021-01-01 12:59:20 > Step:   27100 Progress: 27.1% Elapsed: 4:45:50 temperature: no ada_p: No Discriminator_loss: 0.243768 Generator_loss: 0.0951753 
[INFO] 2021-01-01 13:00:18 > Step:   27200 Progress: 27.2% Elapsed: 4:46:48 temperature: no ada_p: No Discriminator_loss: 0.260662 Generator_loss: 0.137907 
[INFO] 2021-01-01 13:01:16 > Step:   27300 Progress: 27.3% Elapsed: 4:47:47 temperature: no ada_p: No Discriminator_loss: 0.244595 Generator_loss: 0.135519 
[INFO] 2021-01-01 13:02:16 > Step:   27400 Progress: 27.4% Elapsed: 4:48:46 temperature: no ada_p: No Discriminator_loss: 0.245521 Generator_loss: 0.150666 
[INFO] 2021-01-01 13:03:14 > Step:   27500 Progress: 27.5% Elapsed: 4:49:44 temperature: no ada_p: No Discriminator_loss: 0.272309 Generator_loss: 0.179814 
[INFO] 2021-01-01 13:04:13 > Step:   27600 Progress: 27.6% Elapsed: 4:50:43 temperature: no ada_p: No Discriminator_loss: 0.23817 Generator_loss: 0.169837 
[INFO] 2021-01-01 13:05:12 > Step:   27700 Progress: 27.7% Elapsed: 4:51:42 temperature: no ada_p: No Discriminator_loss: 0.233351 Generator_loss: 0.128057 
[INFO] 2021-01-01 13:06:10 > Step:   27800 Progress: 27.8% Elapsed: 4:52:40 temperature: no ada_p: No Discriminator_loss: 0.251378 Generator_loss: 0.124521 
[INFO] 2021-01-01 13:07:08 > Step:   27900 Progress: 27.9% Elapsed: 4:53:38 temperature: no ada_p: No Discriminator_loss: 0.260319 Generator_loss: 0.124213 
[INFO] 2021-01-01 13:08:07 > Step:   28000 Progress: 28.0% Elapsed: 4:54:37 temperature: no ada_p: No Discriminator_loss: 0.245012 Generator_loss: 0.163065 
[INFO] 2021-01-01 13:08:07 > Start Evaluation (28000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 13:08:07 > Calculating FID Score....
[INFO] 2021-01-01 13:08:32 > Calculating Inception Score....
[INFO] 2021-01-01 13:08:47 > Calculate F_beta Score....
[INFO] 2021-01-01 13:09:32 > Calculate Accuracies....
[INFO] 2021-01-01 13:09:38 > Calculate Accuracies....
[INFO] 2021-01-01 13:09:40 > F_8 score (Step: 28000, Using valid images): 0.0751714279456921
[INFO] 2021-01-01 13:09:40 > F_1/8 score (Step: 28000, Using valid images): 0.2076060696206698
[INFO] 2021-01-01 13:09:40 > FID score (Step: 28000, Using valid moments): 157.28734437609472
[INFO] 2021-01-01 13:09:40 > Inception score (Step: 28000, 10000 generated images): 3.7329049110412598
[INFO] 2021-01-01 13:09:40 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 13:09:41 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 13:10:39 > Step:   28100 Progress: 28.1% Elapsed: 4:57:09 temperature: no ada_p: No Discriminator_loss: 0.253992 Generator_loss: 0.0713878 
[INFO] 2021-01-01 13:11:38 > Step:   28200 Progress: 28.2% Elapsed: 4:58:09 temperature: no ada_p: No Discriminator_loss: 0.278141 Generator_loss: 0.23 
[INFO] 2021-01-01 13:12:37 > Step:   28300 Progress: 28.3% Elapsed: 4:59:08 temperature: no ada_p: No Discriminator_loss: 0.247699 Generator_loss: 0.128999 
[INFO] 2021-01-01 13:13:36 > Step:   28400 Progress: 28.4% Elapsed: 5:00:06 temperature: no ada_p: No Discriminator_loss: 0.240068 Generator_loss: 0.188822 
[INFO] 2021-01-01 13:14:36 > Step:   28500 Progress: 28.5% Elapsed: 5:01:06 temperature: no ada_p: No Discriminator_loss: 0.225378 Generator_loss: 0.178448 
[INFO] 2021-01-01 13:15:34 > Step:   28600 Progress: 28.6% Elapsed: 5:02:04 temperature: no ada_p: No Discriminator_loss: 0.226237 Generator_loss: 0.174021 
[INFO] 2021-01-01 13:16:33 > Step:   28700 Progress: 28.7% Elapsed: 5:03:03 temperature: no ada_p: No Discriminator_loss: 0.238902 Generator_loss: 0.25848 
[INFO] 2021-01-01 13:17:32 > Step:   28800 Progress: 28.8% Elapsed: 5:04:02 temperature: no ada_p: No Discriminator_loss: 0.223715 Generator_loss: 0.136972 
[INFO] 2021-01-01 13:18:31 > Step:   28900 Progress: 28.9% Elapsed: 5:05:01 temperature: no ada_p: No Discriminator_loss: 0.199841 Generator_loss: 0.244318 
[INFO] 2021-01-01 13:19:29 > Step:   29000 Progress: 29.0% Elapsed: 5:05:59 temperature: no ada_p: No Discriminator_loss: 0.172282 Generator_loss: 0.164173 
[INFO] 2021-01-01 13:20:28 > Step:   29100 Progress: 29.1% Elapsed: 5:06:58 temperature: no ada_p: No Discriminator_loss: 0.14916 Generator_loss: 0.243324 
[INFO] 2021-01-01 13:21:26 > Step:   29200 Progress: 29.2% Elapsed: 5:07:56 temperature: no ada_p: No Discriminator_loss: 0.197576 Generator_loss: 0.214855 
[INFO] 2021-01-01 13:22:25 > Step:   29300 Progress: 29.3% Elapsed: 5:08:55 temperature: no ada_p: No Discriminator_loss: 0.167446 Generator_loss: 0.16503 
[INFO] 2021-01-01 13:23:23 > Step:   29400 Progress: 29.4% Elapsed: 5:09:53 temperature: no ada_p: No Discriminator_loss: 0.0540628 Generator_loss: 0.419037 
[INFO] 2021-01-01 13:24:22 > Step:   29500 Progress: 29.5% Elapsed: 5:10:52 temperature: no ada_p: No Discriminator_loss: 0.223162 Generator_loss: 0.270387 
[INFO] 2021-01-01 13:25:20 > Step:   29600 Progress: 29.6% Elapsed: 5:11:50 temperature: no ada_p: No Discriminator_loss: 0.158629 Generator_loss: 0.32811 
[INFO] 2021-01-01 13:26:19 > Step:   29700 Progress: 29.7% Elapsed: 5:12:49 temperature: no ada_p: No Discriminator_loss: 0.215961 Generator_loss: 0.329599 
[INFO] 2021-01-01 13:27:18 > Step:   29800 Progress: 29.8% Elapsed: 5:13:48 temperature: no ada_p: No Discriminator_loss: 0.337263 Generator_loss: 0.22573 
[INFO] 2021-01-01 13:28:16 > Step:   29900 Progress: 29.9% Elapsed: 5:14:46 temperature: no ada_p: No Discriminator_loss: 0.0541865 Generator_loss: 0.290914 
[INFO] 2021-01-01 13:29:15 > Step:   30000 Progress: 30.0% Elapsed: 5:15:45 temperature: no ada_p: No Discriminator_loss: 0.0294664 Generator_loss: 0.319941 
[INFO] 2021-01-01 13:29:15 > Start Evaluation (30000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 13:29:15 > Calculating FID Score....
[INFO] 2021-01-01 13:29:40 > Calculating Inception Score....
[INFO] 2021-01-01 13:29:55 > Calculate F_beta Score....
[INFO] 2021-01-01 13:30:38 > Calculate Accuracies....
[INFO] 2021-01-01 13:30:45 > Calculate Accuracies....
[INFO] 2021-01-01 13:30:46 > F_8 score (Step: 30000, Using valid images): 8.999999846153851e-05
[INFO] 2021-01-01 13:30:46 > F_1/8 score (Step: 30000, Using valid images): 0.004156633140048134
[INFO] 2021-01-01 13:30:46 > FID score (Step: 30000, Using valid moments): 267.5864255552907
[INFO] 2021-01-01 13:30:46 > Inception score (Step: 30000, 10000 generated images): 2.05273699760437
[INFO] 2021-01-01 13:30:46 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 13:30:47 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 13:31:46 > Step:   30100 Progress: 30.1% Elapsed: 5:18:16 temperature: no ada_p: No Discriminator_loss: 0.246866 Generator_loss: 0.156608 
[INFO] 2021-01-01 13:32:45 > Step:   30200 Progress: 30.2% Elapsed: 5:19:15 temperature: no ada_p: No Discriminator_loss: 0.268227 Generator_loss: 0.304588 
[INFO] 2021-01-01 13:33:44 > Step:   30300 Progress: 30.3% Elapsed: 5:20:14 temperature: no ada_p: No Discriminator_loss: 0.231781 Generator_loss: 0.0869793 
[INFO] 2021-01-01 13:34:43 > Step:   30400 Progress: 30.4% Elapsed: 5:21:13 temperature: no ada_p: No Discriminator_loss: 0.186472 Generator_loss: 0.064455 
[INFO] 2021-01-01 13:35:42 > Step:   30500 Progress: 30.5% Elapsed: 5:22:12 temperature: no ada_p: No Discriminator_loss: 0.154975 Generator_loss: 0.157363 
[INFO] 2021-01-01 13:36:40 > Step:   30600 Progress: 30.6% Elapsed: 5:23:10 temperature: no ada_p: No Discriminator_loss: 0.149074 Generator_loss: 0.165742 
[INFO] 2021-01-01 13:37:39 > Step:   30700 Progress: 30.7% Elapsed: 5:24:09 temperature: no ada_p: No Discriminator_loss: 0.191925 Generator_loss: 0.107276 
[INFO] 2021-01-01 13:38:37 > Step:   30800 Progress: 30.8% Elapsed: 5:25:07 temperature: no ada_p: No Discriminator_loss: 0.230409 Generator_loss: 0.401044 
[INFO] 2021-01-01 13:39:36 > Step:   30900 Progress: 30.9% Elapsed: 5:26:07 temperature: no ada_p: No Discriminator_loss: 0.20099 Generator_loss: 0.23469 
[INFO] 2021-01-01 13:40:35 > Step:   31000 Progress: 31.0% Elapsed: 5:27:05 temperature: no ada_p: No Discriminator_loss: 0.133633 Generator_loss: 0.0585623 
[INFO] 2021-01-01 13:41:33 > Step:   31100 Progress: 31.1% Elapsed: 5:28:03 temperature: no ada_p: No Discriminator_loss: 0.204964 Generator_loss: 0.114645 
[INFO] 2021-01-01 13:42:32 > Step:   31200 Progress: 31.2% Elapsed: 5:29:02 temperature: no ada_p: No Discriminator_loss: 0.131244 Generator_loss: 0.473987 
[INFO] 2021-01-01 13:43:31 > Step:   31300 Progress: 31.3% Elapsed: 5:30:01 temperature: no ada_p: No Discriminator_loss: 0.224236 Generator_loss: 0.121231 
[INFO] 2021-01-01 13:44:30 > Step:   31400 Progress: 31.4% Elapsed: 5:31:00 temperature: no ada_p: No Discriminator_loss: 0.115785 Generator_loss: 0.260976 
[INFO] 2021-01-01 13:45:28 > Step:   31500 Progress: 31.5% Elapsed: 5:31:58 temperature: no ada_p: No Discriminator_loss: 0.200121 Generator_loss: 0.493292 
[INFO] 2021-01-01 13:46:27 > Step:   31600 Progress: 31.6% Elapsed: 5:32:57 temperature: no ada_p: No Discriminator_loss: 0.160557 Generator_loss: 0.0620515 
[INFO] 2021-01-01 13:47:25 > Step:   31700 Progress: 31.7% Elapsed: 5:33:55 temperature: no ada_p: No Discriminator_loss: 0.151024 Generator_loss: 0.108695 
[INFO] 2021-01-01 13:48:24 > Step:   31800 Progress: 31.8% Elapsed: 5:34:54 temperature: no ada_p: No Discriminator_loss: 0.156731 Generator_loss: 0.0732416 
[INFO] 2021-01-01 13:49:22 > Step:   31900 Progress: 31.9% Elapsed: 5:35:52 temperature: no ada_p: No Discriminator_loss: 0.195183 Generator_loss: 0.422511 
[INFO] 2021-01-01 13:50:21 > Step:   32000 Progress: 32.0% Elapsed: 5:36:51 temperature: no ada_p: No Discriminator_loss: 0.210772 Generator_loss: 0.542516 
[INFO] 2021-01-01 13:50:21 > Start Evaluation (32000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 13:50:21 > Calculating FID Score....
[INFO] 2021-01-01 13:50:46 > Calculating Inception Score....
[INFO] 2021-01-01 13:51:01 > Calculate F_beta Score....
[INFO] 2021-01-01 13:51:48 > Calculate Accuracies....
[INFO] 2021-01-01 13:51:54 > Calculate Accuracies....
[INFO] 2021-01-01 13:51:56 > F_8 score (Step: 32000, Using valid images): 0.2924630645808876
[INFO] 2021-01-01 13:51:56 > F_1/8 score (Step: 32000, Using valid images): 0.4168060233436066
[INFO] 2021-01-01 13:51:56 > FID score (Step: 32000, Using valid moments): 112.19641308611648
[INFO] 2021-01-01 13:51:56 > Inception score (Step: 32000, 10000 generated images): 4.681445598602295
[INFO] 2021-01-01 13:51:56 > Best FID score (Step: 10000, Using valid moments): 102.12915582164305
[INFO] 2021-01-01 13:51:57 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 13:52:55 > Step:   32100 Progress: 32.1% Elapsed: 5:39:25 temperature: no ada_p: No Discriminator_loss: 0.241501 Generator_loss: 0.471605 
[INFO] 2021-01-01 13:53:54 > Step:   32200 Progress: 32.2% Elapsed: 5:40:24 temperature: no ada_p: No Discriminator_loss: 0.185473 Generator_loss: 0.25506 
[INFO] 2021-01-01 13:54:53 > Step:   32300 Progress: 32.3% Elapsed: 5:41:23 temperature: no ada_p: No Discriminator_loss: 0.130168 Generator_loss: 0.317306 
[INFO] 2021-01-01 13:55:53 > Step:   32400 Progress: 32.4% Elapsed: 5:42:23 temperature: no ada_p: No Discriminator_loss: 0.129763 Generator_loss: 0.288947 
[INFO] 2021-01-01 13:56:51 > Step:   32500 Progress: 32.5% Elapsed: 5:43:22 temperature: no ada_p: No Discriminator_loss: 0.339258 Generator_loss: 0.126867 
[INFO] 2021-01-01 13:57:50 > Step:   32600 Progress: 32.6% Elapsed: 5:44:20 temperature: no ada_p: No Discriminator_loss: 0.272806 Generator_loss: 0.282517 
[INFO] 2021-01-01 13:58:49 > Step:   32700 Progress: 32.7% Elapsed: 5:45:19 temperature: no ada_p: No Discriminator_loss: 0.142395 Generator_loss: 0.483175 
[INFO] 2021-01-01 13:59:48 > Step:   32800 Progress: 32.8% Elapsed: 5:46:18 temperature: no ada_p: No Discriminator_loss: 0.181221 Generator_loss: 0.258158 
[INFO] 2021-01-01 14:00:47 > Step:   32900 Progress: 32.9% Elapsed: 5:47:17 temperature: no ada_p: No Discriminator_loss: 0.369664 Generator_loss: 0.284191 
[INFO] 2021-01-01 14:01:45 > Step:   33000 Progress: 33.0% Elapsed: 5:48:15 temperature: no ada_p: No Discriminator_loss: 0.193875 Generator_loss: 0.487046 
[INFO] 2021-01-01 14:02:44 > Step:   33100 Progress: 33.1% Elapsed: 5:49:14 temperature: no ada_p: No Discriminator_loss: 0.303091 Generator_loss: 0.254986 
[INFO] 2021-01-01 14:03:43 > Step:   33200 Progress: 33.2% Elapsed: 5:50:13 temperature: no ada_p: No Discriminator_loss: 0.163677 Generator_loss: 0.444318 
[INFO] 2021-01-01 14:04:41 > Step:   33300 Progress: 33.3% Elapsed: 5:51:11 temperature: no ada_p: No Discriminator_loss: 0.129824 Generator_loss: 0.467892 
[INFO] 2021-01-01 14:05:40 > Step:   33400 Progress: 33.4% Elapsed: 5:52:10 temperature: no ada_p: No Discriminator_loss: 0.168324 Generator_loss: 0.484453 
[INFO] 2021-01-01 14:06:38 > Step:   33500 Progress: 33.5% Elapsed: 5:53:08 temperature: no ada_p: No Discriminator_loss: 0.200627 Generator_loss: 0.459704 
[INFO] 2021-01-01 14:07:37 > Step:   33600 Progress: 33.6% Elapsed: 5:54:07 temperature: no ada_p: No Discriminator_loss: 0.0565118 Generator_loss: 0.576166 
[INFO] 2021-01-01 14:08:36 > Step:   33700 Progress: 33.7% Elapsed: 5:55:06 temperature: no ada_p: No Discriminator_loss: 0.0627421 Generator_loss: 0.493118 
[INFO] 2021-01-01 14:09:34 > Step:   33800 Progress: 33.8% Elapsed: 5:56:04 temperature: no ada_p: No Discriminator_loss: 0.165288 Generator_loss: 0.489274 
[INFO] 2021-01-01 14:10:32 > Step:   33900 Progress: 33.9% Elapsed: 5:57:02 temperature: no ada_p: No Discriminator_loss: 0.0440339 Generator_loss: 0.49764 
[INFO] 2021-01-01 14:11:31 > Step:   34000 Progress: 34.0% Elapsed: 5:58:02 temperature: no ada_p: No Discriminator_loss: 0.103496 Generator_loss: 0.547927 
[INFO] 2021-01-01 14:11:31 > Start Evaluation (34000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 14:11:31 > Calculating FID Score....
[INFO] 2021-01-01 14:11:57 > Calculating Inception Score....
[INFO] 2021-01-01 14:12:12 > Calculate F_beta Score....
[INFO] 2021-01-01 14:12:58 > Calculate Accuracies....
[INFO] 2021-01-01 14:13:04 > Calculate Accuracies....
[INFO] 2021-01-01 14:13:06 > F_8 score (Step: 34000, Using valid images): 0.3552672217452265
[INFO] 2021-01-01 14:13:06 > F_1/8 score (Step: 34000, Using valid images): 0.5688026533862315
[INFO] 2021-01-01 14:13:06 > FID score (Step: 34000, Using valid moments): 100.39643154140856
[INFO] 2021-01-01 14:13:06 > Inception score (Step: 34000, 10000 generated images): 5.762861728668213
[INFO] 2021-01-01 14:13:06 > Best FID score (Step: 34000, Using valid moments): 100.39643154140856
[INFO] 2021-01-01 14:13:09 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 14:14:07 > Step:   34100 Progress: 34.1% Elapsed: 6:00:37 temperature: no ada_p: No Discriminator_loss: 0.14831 Generator_loss: 0.554188 
[INFO] 2021-01-01 14:15:06 > Step:   34200 Progress: 34.2% Elapsed: 6:01:36 temperature: no ada_p: No Discriminator_loss: 0.01674 Generator_loss: 0.492974 
[INFO] 2021-01-01 14:16:05 > Step:   34300 Progress: 34.3% Elapsed: 6:02:35 temperature: no ada_p: No Discriminator_loss: 0.106012 Generator_loss: 0.463708 
[INFO] 2021-01-01 14:17:05 > Step:   34400 Progress: 34.4% Elapsed: 6:03:35 temperature: no ada_p: No Discriminator_loss: 0.109659 Generator_loss: 0.42313 
[INFO] 2021-01-01 14:18:03 > Step:   34500 Progress: 34.5% Elapsed: 6:04:34 temperature: no ada_p: No Discriminator_loss: 0.0585741 Generator_loss: 0.463595 
[INFO] 2021-01-01 14:19:02 > Step:   34600 Progress: 34.6% Elapsed: 6:05:32 temperature: no ada_p: No Discriminator_loss: 0.0166692 Generator_loss: 0.556445 
[INFO] 2021-01-01 14:20:01 > Step:   34700 Progress: 34.7% Elapsed: 6:06:31 temperature: no ada_p: No Discriminator_loss: 0.213992 Generator_loss: 0.488316 
[INFO] 2021-01-01 14:21:00 > Step:   34800 Progress: 34.8% Elapsed: 6:07:30 temperature: no ada_p: No Discriminator_loss: 0.0180114 Generator_loss: 0.411373 
[INFO] 2021-01-01 14:21:58 > Step:   34900 Progress: 34.9% Elapsed: 6:08:28 temperature: no ada_p: No Discriminator_loss: 0.0570552 Generator_loss: 0.255005 
[INFO] 2021-01-01 14:22:57 > Step:   35000 Progress: 35.0% Elapsed: 6:09:27 temperature: no ada_p: No Discriminator_loss: 0.0405736 Generator_loss: 0.555926 
[INFO] 2021-01-01 14:23:55 > Step:   35100 Progress: 35.1% Elapsed: 6:10:25 temperature: no ada_p: No Discriminator_loss: 0.0593133 Generator_loss: 0.427572 
[INFO] 2021-01-01 14:24:54 > Step:   35200 Progress: 35.2% Elapsed: 6:11:24 temperature: no ada_p: No Discriminator_loss: 0.00691051 Generator_loss: 0.467321 
[INFO] 2021-01-01 14:25:53 > Step:   35300 Progress: 35.3% Elapsed: 6:12:23 temperature: no ada_p: No Discriminator_loss: 0.0130205 Generator_loss: 0.426981 
[INFO] 2021-01-01 14:26:51 > Step:   35400 Progress: 35.4% Elapsed: 6:13:21 temperature: no ada_p: No Discriminator_loss: 0.0234653 Generator_loss: 0.488253 
[INFO] 2021-01-01 14:27:50 > Step:   35500 Progress: 35.5% Elapsed: 6:14:20 temperature: no ada_p: No Discriminator_loss: 0.0884238 Generator_loss: 0.323194 
[INFO] 2021-01-01 14:28:49 > Step:   35600 Progress: 35.6% Elapsed: 6:15:19 temperature: no ada_p: No Discriminator_loss: 0.103279 Generator_loss: 0.41814 
[INFO] 2021-01-01 14:29:47 > Step:   35700 Progress: 35.7% Elapsed: 6:16:17 temperature: no ada_p: No Discriminator_loss: 0.00747484 Generator_loss: 0.480925 
[INFO] 2021-01-01 14:30:46 > Step:   35800 Progress: 35.8% Elapsed: 6:17:16 temperature: no ada_p: No Discriminator_loss: 0.491 Generator_loss: 0.334097 
[INFO] 2021-01-01 14:31:45 > Step:   35900 Progress: 35.9% Elapsed: 6:18:15 temperature: no ada_p: No Discriminator_loss: 0.022872 Generator_loss: 0.4437 
[INFO] 2021-01-01 14:32:43 > Step:   36000 Progress: 36.0% Elapsed: 6:19:13 temperature: no ada_p: No Discriminator_loss: 0.00740962 Generator_loss: 0.444093 
[INFO] 2021-01-01 14:32:43 > Start Evaluation (36000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 14:32:43 > Calculating FID Score....
[INFO] 2021-01-01 14:33:09 > Calculating Inception Score....
[INFO] 2021-01-01 14:33:24 > Calculate F_beta Score....
[INFO] 2021-01-01 14:34:11 > Calculate Accuracies....
[INFO] 2021-01-01 14:34:17 > Calculate Accuracies....
[INFO] 2021-01-01 14:34:19 > F_8 score (Step: 36000, Using valid images): 0.3902240091442742
[INFO] 2021-01-01 14:34:19 > F_1/8 score (Step: 36000, Using valid images): 0.6378564784193475
[INFO] 2021-01-01 14:34:19 > FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 14:34:19 > Inception score (Step: 36000, 10000 generated images): 5.380552291870117
[INFO] 2021-01-01 14:34:19 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 14:34:21 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 14:35:19 > Step:   36100 Progress: 36.1% Elapsed: 6:21:49 temperature: no ada_p: No Discriminator_loss: 0.0164971 Generator_loss: 0.428844 
[INFO] 2021-01-01 14:36:18 > Step:   36200 Progress: 36.2% Elapsed: 6:22:48 temperature: no ada_p: No Discriminator_loss: 0.0430447 Generator_loss: 0.340991 
[INFO] 2021-01-01 14:37:18 > Step:   36300 Progress: 36.3% Elapsed: 6:23:48 temperature: no ada_p: No Discriminator_loss: 0.335026 Generator_loss: 0.28956 
[INFO] 2021-01-01 14:38:17 > Step:   36400 Progress: 36.4% Elapsed: 6:24:47 temperature: no ada_p: No Discriminator_loss: 0.0290873 Generator_loss: 0.461339 
[INFO] 2021-01-01 14:39:16 > Step:   36500 Progress: 36.5% Elapsed: 6:25:46 temperature: no ada_p: No Discriminator_loss: 0.0081245 Generator_loss: 0.425207 
[INFO] 2021-01-01 14:40:15 > Step:   36600 Progress: 36.6% Elapsed: 6:26:45 temperature: no ada_p: No Discriminator_loss: 0.0188146 Generator_loss: 0.398976 
[INFO] 2021-01-01 14:41:14 > Step:   36700 Progress: 36.7% Elapsed: 6:27:44 temperature: no ada_p: No Discriminator_loss: 0.0179185 Generator_loss: 0.449387 
[INFO] 2021-01-01 14:42:12 > Step:   36800 Progress: 36.8% Elapsed: 6:28:42 temperature: no ada_p: No Discriminator_loss: 0.0118272 Generator_loss: 0.380073 
[INFO] 2021-01-01 14:43:11 > Step:   36900 Progress: 36.9% Elapsed: 6:29:41 temperature: no ada_p: No Discriminator_loss: 0.0048618 Generator_loss: 0.505328 
[INFO] 2021-01-01 14:44:09 > Step:   37000 Progress: 37.0% Elapsed: 6:30:39 temperature: no ada_p: No Discriminator_loss: 0.273508 Generator_loss: 0.452931 
[INFO] 2021-01-01 14:45:08 > Step:   37100 Progress: 37.1% Elapsed: 6:31:38 temperature: no ada_p: No Discriminator_loss: 0.033141 Generator_loss: 0.438183 
[INFO] 2021-01-01 14:46:07 > Step:   37200 Progress: 37.2% Elapsed: 6:32:37 temperature: no ada_p: No Discriminator_loss: 0.0455984 Generator_loss: 0.50301 
[INFO] 2021-01-01 14:47:05 > Step:   37300 Progress: 37.3% Elapsed: 6:33:35 temperature: no ada_p: No Discriminator_loss: 0.0264291 Generator_loss: 0.470038 
[INFO] 2021-01-01 14:48:04 > Step:   37400 Progress: 37.4% Elapsed: 6:34:34 temperature: no ada_p: No Discriminator_loss: 0.0541471 Generator_loss: 0.594751 
[INFO] 2021-01-01 14:49:03 > Step:   37500 Progress: 37.5% Elapsed: 6:35:33 temperature: no ada_p: No Discriminator_loss: 0.0114209 Generator_loss: 0.445642 
[INFO] 2021-01-01 14:50:01 > Step:   37600 Progress: 37.6% Elapsed: 6:36:31 temperature: no ada_p: No Discriminator_loss: 0.00698753 Generator_loss: 0.480888 
[INFO] 2021-01-01 14:51:00 > Step:   37700 Progress: 37.7% Elapsed: 6:37:30 temperature: no ada_p: No Discriminator_loss: 0.231015 Generator_loss: 0.523978 
[INFO] 2021-01-01 14:51:58 > Step:   37800 Progress: 37.8% Elapsed: 6:38:28 temperature: no ada_p: No Discriminator_loss: 0.0821017 Generator_loss: 0.556693 
[INFO] 2021-01-01 14:52:57 > Step:   37900 Progress: 37.9% Elapsed: 6:39:28 temperature: no ada_p: No Discriminator_loss: 0.00697714 Generator_loss: 0.474229 
[INFO] 2021-01-01 14:53:56 > Step:   38000 Progress: 38.0% Elapsed: 6:40:26 temperature: no ada_p: No Discriminator_loss: 0.0148593 Generator_loss: 0.514097 
[INFO] 2021-01-01 14:53:56 > Start Evaluation (38000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 14:53:56 > Calculating FID Score....
[INFO] 2021-01-01 14:54:22 > Calculating Inception Score....
[INFO] 2021-01-01 14:54:36 > Calculate F_beta Score....
[INFO] 2021-01-01 14:55:23 > Calculate Accuracies....
[INFO] 2021-01-01 14:55:29 > Calculate Accuracies....
[INFO] 2021-01-01 14:55:30 > F_8 score (Step: 38000, Using valid images): 0.4397201107763156
[INFO] 2021-01-01 14:55:30 > F_1/8 score (Step: 38000, Using valid images): 0.5910903009779285
[INFO] 2021-01-01 14:55:30 > FID score (Step: 38000, Using valid moments): 95.01733516977151
[INFO] 2021-01-01 14:55:30 > Inception score (Step: 38000, 10000 generated images): 5.8206586837768555
[INFO] 2021-01-01 14:55:30 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 14:55:32 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 14:56:29 > Step:   38100 Progress: 38.1% Elapsed: 6:43:00 temperature: no ada_p: No Discriminator_loss: 0.0129384 Generator_loss: 0.44423 
[INFO] 2021-01-01 14:57:29 > Step:   38200 Progress: 38.2% Elapsed: 6:43:59 temperature: no ada_p: No Discriminator_loss: 0.503785 Generator_loss: 0.466332 
[INFO] 2021-01-01 14:58:28 > Step:   38300 Progress: 38.3% Elapsed: 6:44:59 temperature: no ada_p: No Discriminator_loss: 0.0134555 Generator_loss: 0.438149 
[INFO] 2021-01-01 14:59:27 > Step:   38400 Progress: 38.4% Elapsed: 6:45:58 temperature: no ada_p: No Discriminator_loss: 0.155891 Generator_loss: 0.468919 
[INFO] 2021-01-01 15:00:26 > Step:   38500 Progress: 38.5% Elapsed: 6:46:56 temperature: no ada_p: No Discriminator_loss: 0.00505024 Generator_loss: 0.473701 
[INFO] 2021-01-01 15:01:25 > Step:   38600 Progress: 38.6% Elapsed: 6:47:55 temperature: no ada_p: No Discriminator_loss: 0.00647278 Generator_loss: 0.475074 
[INFO] 2021-01-01 15:02:24 > Step:   38700 Progress: 38.7% Elapsed: 6:48:54 temperature: no ada_p: No Discriminator_loss: 0.0129003 Generator_loss: 0.432036 
[INFO] 2021-01-01 15:03:22 > Step:   38800 Progress: 38.8% Elapsed: 6:49:53 temperature: no ada_p: No Discriminator_loss: 0.00887211 Generator_loss: 0.405959 
[INFO] 2021-01-01 15:04:21 > Step:   38900 Progress: 38.9% Elapsed: 6:50:51 temperature: no ada_p: No Discriminator_loss: 0.0109074 Generator_loss: 0.484927 
[INFO] 2021-01-01 15:05:19 > Step:   39000 Progress: 39.0% Elapsed: 6:51:50 temperature: no ada_p: No Discriminator_loss: 0.152636 Generator_loss: 0.463103 
[INFO] 2021-01-01 15:06:19 > Step:   39100 Progress: 39.1% Elapsed: 6:52:49 temperature: no ada_p: No Discriminator_loss: 0.00576667 Generator_loss: 0.437806 
[INFO] 2021-01-01 15:07:17 > Step:   39200 Progress: 39.2% Elapsed: 6:53:47 temperature: no ada_p: No Discriminator_loss: 0.0183103 Generator_loss: 0.433105 
[INFO] 2021-01-01 15:08:16 > Step:   39300 Progress: 39.3% Elapsed: 6:54:46 temperature: no ada_p: No Discriminator_loss: 0.025135 Generator_loss: 0.359171 
[INFO] 2021-01-01 15:09:15 > Step:   39400 Progress: 39.4% Elapsed: 6:55:45 temperature: no ada_p: No Discriminator_loss: 0.0118552 Generator_loss: 0.416194 
[INFO] 2021-01-01 15:10:13 > Step:   39500 Progress: 39.5% Elapsed: 6:56:44 temperature: no ada_p: No Discriminator_loss: 0.1118 Generator_loss: 0.515048 
[INFO] 2021-01-01 15:11:12 > Step:   39600 Progress: 39.6% Elapsed: 6:57:42 temperature: no ada_p: No Discriminator_loss: 0.0156688 Generator_loss: 0.407327 
[INFO] 2021-01-01 15:12:11 > Step:   39700 Progress: 39.7% Elapsed: 6:58:41 temperature: no ada_p: No Discriminator_loss: 0.00900111 Generator_loss: 0.449303 
[INFO] 2021-01-01 15:13:10 > Step:   39800 Progress: 39.8% Elapsed: 6:59:40 temperature: no ada_p: No Discriminator_loss: 0.0113026 Generator_loss: 0.468345 
[INFO] 2021-01-01 15:14:08 > Step:   39900 Progress: 39.9% Elapsed: 7:00:38 temperature: no ada_p: No Discriminator_loss: 0.024365 Generator_loss: 0.42702 
[INFO] 2021-01-01 15:15:07 > Step:   40000 Progress: 40.0% Elapsed: 7:01:37 temperature: no ada_p: No Discriminator_loss: 0.00460897 Generator_loss: 0.468429 
[INFO] 2021-01-01 15:15:07 > Start Evaluation (40000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 15:15:07 > Calculating FID Score....
[INFO] 2021-01-01 15:15:32 > Calculating Inception Score....
[INFO] 2021-01-01 15:15:47 > Calculate F_beta Score....
[INFO] 2021-01-01 15:16:33 > Calculate Accuracies....
[INFO] 2021-01-01 15:16:39 > Calculate Accuracies....
[INFO] 2021-01-01 15:16:40 > F_8 score (Step: 40000, Using valid images): 0.45086963194662755
[INFO] 2021-01-01 15:16:40 > F_1/8 score (Step: 40000, Using valid images): 0.622552115943289
[INFO] 2021-01-01 15:16:40 > FID score (Step: 40000, Using valid moments): 94.26145036015043
[INFO] 2021-01-01 15:16:40 > Inception score (Step: 40000, 10000 generated images): 6.122689723968506
[INFO] 2021-01-01 15:16:40 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 15:16:42 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 15:17:39 > Step:   40100 Progress: 40.1% Elapsed: 7:04:10 temperature: no ada_p: No Discriminator_loss: 0.01264 Generator_loss: 0.451487 
[INFO] 2021-01-01 15:18:39 > Step:   40200 Progress: 40.2% Elapsed: 7:05:09 temperature: no ada_p: No Discriminator_loss: 0.0337894 Generator_loss: 0.527452 
[INFO] 2021-01-01 15:19:38 > Step:   40300 Progress: 40.3% Elapsed: 7:06:08 temperature: no ada_p: No Discriminator_loss: 0.0189278 Generator_loss: 0.444535 
[INFO] 2021-01-01 15:20:37 > Step:   40400 Progress: 40.4% Elapsed: 7:07:07 temperature: no ada_p: No Discriminator_loss: 0.14492 Generator_loss: 0.0605823 
[INFO] 2021-01-01 15:21:36 > Step:   40500 Progress: 40.5% Elapsed: 7:08:06 temperature: no ada_p: No Discriminator_loss: 0.0102359 Generator_loss: 0.464298 
[INFO] 2021-01-01 15:22:35 > Step:   40600 Progress: 40.6% Elapsed: 7:09:05 temperature: no ada_p: No Discriminator_loss: 0.00474992 Generator_loss: 0.458974 
[INFO] 2021-01-01 15:23:34 > Step:   40700 Progress: 40.7% Elapsed: 7:10:04 temperature: no ada_p: No Discriminator_loss: 0.0657786 Generator_loss: 0.627981 
[INFO] 2021-01-01 15:24:33 > Step:   40800 Progress: 40.8% Elapsed: 7:11:03 temperature: no ada_p: No Discriminator_loss: 0.00754927 Generator_loss: 0.428268 
[INFO] 2021-01-01 15:25:31 > Step:   40900 Progress: 40.9% Elapsed: 7:12:01 temperature: no ada_p: No Discriminator_loss: 0.0115426 Generator_loss: 0.43868 
[INFO] 2021-01-01 15:26:30 > Step:   41000 Progress: 41.0% Elapsed: 7:13:00 temperature: no ada_p: No Discriminator_loss: 0.33308 Generator_loss: 0.487504 
[INFO] 2021-01-01 15:27:28 > Step:   41100 Progress: 41.1% Elapsed: 7:13:59 temperature: no ada_p: No Discriminator_loss: 0.00357461 Generator_loss: 0.475295 
[INFO] 2021-01-01 15:28:27 > Step:   41200 Progress: 41.2% Elapsed: 7:14:57 temperature: no ada_p: No Discriminator_loss: 0.012963 Generator_loss: 0.43833 
[INFO] 2021-01-01 15:29:25 > Step:   41300 Progress: 41.3% Elapsed: 7:15:55 temperature: no ada_p: No Discriminator_loss: 0.391791 Generator_loss: 0.633776 
[INFO] 2021-01-01 15:30:24 > Step:   41400 Progress: 41.4% Elapsed: 7:16:55 temperature: no ada_p: No Discriminator_loss: 0.0104701 Generator_loss: 0.577138 
[INFO] 2021-01-01 15:31:23 > Step:   41500 Progress: 41.5% Elapsed: 7:17:53 temperature: no ada_p: No Discriminator_loss: 0.0130989 Generator_loss: 0.455849 
[INFO] 2021-01-01 15:32:22 > Step:   41600 Progress: 41.6% Elapsed: 7:18:52 temperature: no ada_p: No Discriminator_loss: 0.0257635 Generator_loss: 0.501121 
[INFO] 2021-01-01 15:33:20 > Step:   41700 Progress: 41.7% Elapsed: 7:19:50 temperature: no ada_p: No Discriminator_loss: 0.0062256 Generator_loss: 0.458053 
[INFO] 2021-01-01 15:34:19 > Step:   41800 Progress: 41.8% Elapsed: 7:20:49 temperature: no ada_p: No Discriminator_loss: 0.0194589 Generator_loss: 0.431412 
[INFO] 2021-01-01 15:35:18 > Step:   41900 Progress: 41.9% Elapsed: 7:21:48 temperature: no ada_p: No Discriminator_loss: 0.00644079 Generator_loss: 0.434368 
[INFO] 2021-01-01 15:36:16 > Step:   42000 Progress: 42.0% Elapsed: 7:22:47 temperature: no ada_p: No Discriminator_loss: 0.0157751 Generator_loss: 0.498233 
[INFO] 2021-01-01 15:36:16 > Start Evaluation (42000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 15:36:16 > Calculating FID Score....
[INFO] 2021-01-01 15:36:42 > Calculating Inception Score....
[INFO] 2021-01-01 15:36:57 > Calculate F_beta Score....
[INFO] 2021-01-01 15:37:44 > Calculate Accuracies....
[INFO] 2021-01-01 15:37:50 > Calculate Accuracies....
[INFO] 2021-01-01 15:37:51 > F_8 score (Step: 42000, Using valid images): 0.1992891130690408
[INFO] 2021-01-01 15:37:51 > F_1/8 score (Step: 42000, Using valid images): 0.20301291657240833
[INFO] 2021-01-01 15:37:51 > FID score (Step: 42000, Using valid moments): 146.5732741963896
[INFO] 2021-01-01 15:37:51 > Inception score (Step: 42000, 10000 generated images): 3.9024136066436768
[INFO] 2021-01-01 15:37:51 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 15:37:53 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 15:38:51 > Step:   42100 Progress: 42.1% Elapsed: 7:25:21 temperature: no ada_p: No Discriminator_loss: 0.00254846 Generator_loss: 0.493163 
[INFO] 2021-01-01 15:39:51 > Step:   42200 Progress: 42.2% Elapsed: 7:26:21 temperature: no ada_p: No Discriminator_loss: 0.000839533 Generator_loss: 0.488715 
[INFO] 2021-01-01 15:40:50 > Step:   42300 Progress: 42.3% Elapsed: 7:27:20 temperature: no ada_p: No Discriminator_loss: 0.00378393 Generator_loss: 0.455853 
[INFO] 2021-01-01 15:41:48 > Step:   42400 Progress: 42.4% Elapsed: 7:28:19 temperature: no ada_p: No Discriminator_loss: 0.0325881 Generator_loss: 0.39329 
[INFO] 2021-01-01 15:42:47 > Step:   42500 Progress: 42.5% Elapsed: 7:29:17 temperature: no ada_p: No Discriminator_loss: 0.00502957 Generator_loss: 0.470602 
[INFO] 2021-01-01 15:43:46 > Step:   42600 Progress: 42.6% Elapsed: 7:30:17 temperature: no ada_p: No Discriminator_loss: 0.00549468 Generator_loss: 0.503379 
[INFO] 2021-01-01 15:44:45 > Step:   42700 Progress: 42.7% Elapsed: 7:31:15 temperature: no ada_p: No Discriminator_loss: 0.00792102 Generator_loss: 0.470298 
[INFO] 2021-01-01 15:45:44 > Step:   42800 Progress: 42.8% Elapsed: 7:32:14 temperature: no ada_p: No Discriminator_loss: 0.108322 Generator_loss: 0.536759 
[INFO] 2021-01-01 15:46:42 > Step:   42900 Progress: 42.9% Elapsed: 7:33:12 temperature: no ada_p: No Discriminator_loss: 0.00642621 Generator_loss: 0.47192 
[INFO] 2021-01-01 15:47:42 > Step:   43000 Progress: 43.0% Elapsed: 7:34:12 temperature: no ada_p: No Discriminator_loss: 0.0110447 Generator_loss: 0.441293 
[INFO] 2021-01-01 15:48:40 > Step:   43100 Progress: 43.1% Elapsed: 7:35:10 temperature: no ada_p: No Discriminator_loss: 0.00632217 Generator_loss: 0.495356 
[INFO] 2021-01-01 15:49:39 > Step:   43200 Progress: 43.2% Elapsed: 7:36:09 temperature: no ada_p: No Discriminator_loss: 0.00677458 Generator_loss: 0.471267 
[INFO] 2021-01-01 15:50:38 > Step:   43300 Progress: 43.3% Elapsed: 7:37:08 temperature: no ada_p: No Discriminator_loss: 0.00321531 Generator_loss: 0.464583 
[INFO] 2021-01-01 15:51:36 > Step:   43400 Progress: 43.4% Elapsed: 7:38:06 temperature: no ada_p: No Discriminator_loss: 0.0460274 Generator_loss: 0.538898 
[INFO] 2021-01-01 15:52:35 > Step:   43500 Progress: 43.5% Elapsed: 7:39:05 temperature: no ada_p: No Discriminator_loss: 0.374044 Generator_loss: 0.426352 
[INFO] 2021-01-01 15:53:33 > Step:   43600 Progress: 43.6% Elapsed: 7:40:03 temperature: no ada_p: No Discriminator_loss: 0.0121928 Generator_loss: 0.448654 
[INFO] 2021-01-01 15:54:32 > Step:   43700 Progress: 43.7% Elapsed: 7:41:02 temperature: no ada_p: No Discriminator_loss: 0.0212732 Generator_loss: 0.444252 
[INFO] 2021-01-01 15:55:30 > Step:   43800 Progress: 43.8% Elapsed: 7:42:00 temperature: no ada_p: No Discriminator_loss: 0.00653477 Generator_loss: 0.453246 
[INFO] 2021-01-01 15:56:29 > Step:   43900 Progress: 43.9% Elapsed: 7:42:59 temperature: no ada_p: No Discriminator_loss: 0.00813511 Generator_loss: 0.44375 
[INFO] 2021-01-01 15:57:27 > Step:   44000 Progress: 44.0% Elapsed: 7:43:57 temperature: no ada_p: No Discriminator_loss: 0.0107798 Generator_loss: 0.434552 
[INFO] 2021-01-01 15:57:27 > Start Evaluation (44000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 15:57:27 > Calculating FID Score....
[INFO] 2021-01-01 15:57:53 > Calculating Inception Score....
[INFO] 2021-01-01 15:58:08 > Calculate F_beta Score....
[INFO] 2021-01-01 15:58:54 > Calculate Accuracies....
[INFO] 2021-01-01 15:59:00 > Calculate Accuracies....
[INFO] 2021-01-01 15:59:01 > F_8 score (Step: 44000, Using valid images): 0.08349614611729488
[INFO] 2021-01-01 15:59:01 > F_1/8 score (Step: 44000, Using valid images): 0.16345041337675778
[INFO] 2021-01-01 15:59:01 > FID score (Step: 44000, Using valid moments): 171.4070871486785
[INFO] 2021-01-01 15:59:01 > Inception score (Step: 44000, 10000 generated images): 4.052053928375244
[INFO] 2021-01-01 15:59:01 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 15:59:03 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 16:00:01 > Step:   44100 Progress: 44.1% Elapsed: 7:46:31 temperature: no ada_p: No Discriminator_loss: 0.00525951 Generator_loss: 0.450812 
[INFO] 2021-01-01 16:01:00 > Step:   44200 Progress: 44.2% Elapsed: 7:47:30 temperature: no ada_p: No Discriminator_loss: 0.303927 Generator_loss: 0.406447 
[INFO] 2021-01-01 16:01:59 > Step:   44300 Progress: 44.3% Elapsed: 7:48:30 temperature: no ada_p: No Discriminator_loss: 0.00818274 Generator_loss: 0.474563 
[INFO] 2021-01-01 16:02:58 > Step:   44400 Progress: 44.4% Elapsed: 7:49:28 temperature: no ada_p: No Discriminator_loss: 0.0109988 Generator_loss: 0.403337 
[INFO] 2021-01-01 16:03:57 > Step:   44500 Progress: 44.5% Elapsed: 7:50:27 temperature: no ada_p: No Discriminator_loss: 0.0122752 Generator_loss: 0.498799 
[INFO] 2021-01-01 16:04:56 > Step:   44600 Progress: 44.6% Elapsed: 7:51:26 temperature: no ada_p: No Discriminator_loss: 0.0171981 Generator_loss: 0.426962 
[INFO] 2021-01-01 16:05:54 > Step:   44700 Progress: 44.7% Elapsed: 7:52:24 temperature: no ada_p: No Discriminator_loss: 0.00919226 Generator_loss: 0.537876 
[INFO] 2021-01-01 16:06:53 > Step:   44800 Progress: 44.8% Elapsed: 7:53:23 temperature: no ada_p: No Discriminator_loss: 0.00543353 Generator_loss: 0.447582 
[INFO] 2021-01-01 16:07:52 > Step:   44900 Progress: 44.9% Elapsed: 7:54:22 temperature: no ada_p: No Discriminator_loss: 0.189936 Generator_loss: 0.455232 
[INFO] 2021-01-01 16:08:50 > Step:   45000 Progress: 45.0% Elapsed: 7:55:20 temperature: no ada_p: No Discriminator_loss: 0.0177412 Generator_loss: 0.452126 
[INFO] 2021-01-01 16:09:49 > Step:   45100 Progress: 45.1% Elapsed: 7:56:19 temperature: no ada_p: No Discriminator_loss: 0.00573996 Generator_loss: 0.43422 
[INFO] 2021-01-01 16:10:47 > Step:   45200 Progress: 45.2% Elapsed: 7:57:17 temperature: no ada_p: No Discriminator_loss: 0.0103954 Generator_loss: 0.418446 
[INFO] 2021-01-01 16:11:46 > Step:   45300 Progress: 45.3% Elapsed: 7:58:16 temperature: no ada_p: No Discriminator_loss: 0.0793662 Generator_loss: 0.430861 
[INFO] 2021-01-01 16:12:45 > Step:   45400 Progress: 45.4% Elapsed: 7:59:15 temperature: no ada_p: No Discriminator_loss: 0.0195239 Generator_loss: 0.556841 
[INFO] 2021-01-01 16:13:43 > Step:   45500 Progress: 45.5% Elapsed: 8:00:14 temperature: no ada_p: No Discriminator_loss: 0.00638606 Generator_loss: 0.421884 
[INFO] 2021-01-01 16:14:42 > Step:   45600 Progress: 45.6% Elapsed: 8:01:12 temperature: no ada_p: No Discriminator_loss: 0.011242 Generator_loss: 0.709557 
[INFO] 2021-01-01 16:15:41 > Step:   45700 Progress: 45.7% Elapsed: 8:02:11 temperature: no ada_p: No Discriminator_loss: 0.00683678 Generator_loss: 0.478095 
[INFO] 2021-01-01 16:16:40 > Step:   45800 Progress: 45.8% Elapsed: 8:03:10 temperature: no ada_p: No Discriminator_loss: 0.00622734 Generator_loss: 0.418315 
[INFO] 2021-01-01 16:17:38 > Step:   45900 Progress: 45.9% Elapsed: 8:04:08 temperature: no ada_p: No Discriminator_loss: 0.00497076 Generator_loss: 0.435302 
[INFO] 2021-01-01 16:18:36 > Step:   46000 Progress: 46.0% Elapsed: 8:05:06 temperature: no ada_p: No Discriminator_loss: 0.00242169 Generator_loss: 0.477617 
[INFO] 2021-01-01 16:18:36 > Start Evaluation (46000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 16:18:36 > Calculating FID Score....
[INFO] 2021-01-01 16:19:02 > Calculating Inception Score....
[INFO] 2021-01-01 16:19:17 > Calculate F_beta Score....
[INFO] 2021-01-01 16:20:02 > Calculate Accuracies....
[INFO] 2021-01-01 16:20:08 > Calculate Accuracies....
[INFO] 2021-01-01 16:20:10 > F_8 score (Step: 46000, Using valid images): 0.20390191629137897
[INFO] 2021-01-01 16:20:10 > F_1/8 score (Step: 46000, Using valid images): 0.10393585540372775
[INFO] 2021-01-01 16:20:10 > FID score (Step: 46000, Using valid moments): 185.00847721452504
[INFO] 2021-01-01 16:20:10 > Inception score (Step: 46000, 10000 generated images): 3.0148637294769287
[INFO] 2021-01-01 16:20:10 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 16:20:11 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 16:21:09 > Step:   46100 Progress: 46.1% Elapsed: 8:07:39 temperature: no ada_p: No Discriminator_loss: 0.829054 Generator_loss: 0.549127 
[INFO] 2021-01-01 16:22:09 > Step:   46200 Progress: 46.2% Elapsed: 8:08:39 temperature: no ada_p: No Discriminator_loss: 0.354273 Generator_loss: 0.446133 
[INFO] 2021-01-01 16:23:08 > Step:   46300 Progress: 46.3% Elapsed: 8:09:38 temperature: no ada_p: No Discriminator_loss: 0.00505735 Generator_loss: 0.464335 
[INFO] 2021-01-01 16:24:06 > Step:   46400 Progress: 46.4% Elapsed: 8:10:36 temperature: no ada_p: No Discriminator_loss: 0.00427191 Generator_loss: 0.443917 
[INFO] 2021-01-01 16:25:06 > Step:   46500 Progress: 46.5% Elapsed: 8:11:36 temperature: no ada_p: No Discriminator_loss: 0.00838787 Generator_loss: 0.4476 
[INFO] 2021-01-01 16:26:04 > Step:   46600 Progress: 46.6% Elapsed: 8:12:34 temperature: no ada_p: No Discriminator_loss: 0.277369 Generator_loss: 0.393233 
[INFO] 2021-01-01 16:27:03 > Step:   46700 Progress: 46.7% Elapsed: 8:13:33 temperature: no ada_p: No Discriminator_loss: 0.00571536 Generator_loss: 0.445232 
[INFO] 2021-01-01 16:28:02 > Step:   46800 Progress: 46.8% Elapsed: 8:14:32 temperature: no ada_p: No Discriminator_loss: 0.00383306 Generator_loss: 0.445366 
[INFO] 2021-01-01 16:29:01 > Step:   46900 Progress: 46.9% Elapsed: 8:15:31 temperature: no ada_p: No Discriminator_loss: 0.0017618 Generator_loss: 0.489702 
[INFO] 2021-01-01 16:29:59 > Step:   47000 Progress: 47.0% Elapsed: 8:16:29 temperature: no ada_p: No Discriminator_loss: 0.0144462 Generator_loss: 0.448809 
[INFO] 2021-01-01 16:30:57 > Step:   47100 Progress: 47.1% Elapsed: 8:17:28 temperature: no ada_p: No Discriminator_loss: 0.00503133 Generator_loss: 0.433556 
[INFO] 2021-01-01 16:31:56 > Step:   47200 Progress: 47.2% Elapsed: 8:18:27 temperature: no ada_p: No Discriminator_loss: 0.352587 Generator_loss: 1.47641 
[INFO] 2021-01-01 16:32:55 > Step:   47300 Progress: 47.3% Elapsed: 8:19:25 temperature: no ada_p: No Discriminator_loss: 0.00692715 Generator_loss: 0.445257 
[INFO] 2021-01-01 16:33:53 > Step:   47400 Progress: 47.4% Elapsed: 8:20:23 temperature: no ada_p: No Discriminator_loss: 0.00354428 Generator_loss: 0.452488 
[INFO] 2021-01-01 16:34:52 > Step:   47500 Progress: 47.5% Elapsed: 8:21:22 temperature: no ada_p: No Discriminator_loss: 0.00592217 Generator_loss: 0.4682 
[INFO] 2021-01-01 16:35:51 > Step:   47600 Progress: 47.6% Elapsed: 8:22:21 temperature: no ada_p: No Discriminator_loss: 0.382474 Generator_loss: 0.0214255 
[INFO] 2021-01-01 16:36:49 > Step:   47700 Progress: 47.7% Elapsed: 8:23:19 temperature: no ada_p: No Discriminator_loss: 0.0413851 Generator_loss: 0.484752 
[INFO] 2021-01-01 16:37:48 > Step:   47800 Progress: 47.8% Elapsed: 8:24:18 temperature: no ada_p: No Discriminator_loss: 0.172006 Generator_loss: 0.45376 
[INFO] 2021-01-01 16:38:46 > Step:   47900 Progress: 47.9% Elapsed: 8:25:16 temperature: no ada_p: No Discriminator_loss: 0.183774 Generator_loss: 0.431464 
[INFO] 2021-01-01 16:39:45 > Step:   48000 Progress: 48.0% Elapsed: 8:26:15 temperature: no ada_p: No Discriminator_loss: 0.328393 Generator_loss: 0.318647 
[INFO] 2021-01-01 16:39:45 > Start Evaluation (48000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 16:39:45 > Calculating FID Score....
[INFO] 2021-01-01 16:40:11 > Calculating Inception Score....
[INFO] 2021-01-01 16:40:26 > Calculate F_beta Score....
[INFO] 2021-01-01 16:41:11 > Calculate Accuracies....
[INFO] 2021-01-01 16:41:17 > Calculate Accuracies....
[INFO] 2021-01-01 16:41:19 > F_8 score (Step: 48000, Using valid images): 0.11342711207230569
[INFO] 2021-01-01 16:41:19 > F_1/8 score (Step: 48000, Using valid images): 0.15010622340120125
[INFO] 2021-01-01 16:41:19 > FID score (Step: 48000, Using valid moments): 183.99482857627146
[INFO] 2021-01-01 16:41:19 > Inception score (Step: 48000, 10000 generated images): 3.402717351913452
[INFO] 2021-01-01 16:41:19 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 16:41:20 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 16:42:18 > Step:   48100 Progress: 48.1% Elapsed: 8:28:48 temperature: no ada_p: No Discriminator_loss: 0.0552882 Generator_loss: 0.0776425 
[INFO] 2021-01-01 16:43:17 > Step:   48200 Progress: 48.2% Elapsed: 8:29:47 temperature: no ada_p: No Discriminator_loss: 0.264058 Generator_loss: 0.541349 
[INFO] 2021-01-01 16:44:16 > Step:   48300 Progress: 48.3% Elapsed: 8:30:46 temperature: no ada_p: No Discriminator_loss: 0.0105065 Generator_loss: 0.399521 
[INFO] 2021-01-01 16:45:15 > Step:   48400 Progress: 48.4% Elapsed: 8:31:45 temperature: no ada_p: No Discriminator_loss: 0.0216671 Generator_loss: 0.502109 
[INFO] 2021-01-01 16:46:14 > Step:   48500 Progress: 48.5% Elapsed: 8:32:44 temperature: no ada_p: No Discriminator_loss: 0.00524528 Generator_loss: 0.505152 
[INFO] 2021-01-01 16:47:12 > Step:   48600 Progress: 48.6% Elapsed: 8:33:42 temperature: no ada_p: No Discriminator_loss: 0.00244182 Generator_loss: 0.494941 
[INFO] 2021-01-01 16:48:11 > Step:   48700 Progress: 48.7% Elapsed: 8:34:41 temperature: no ada_p: No Discriminator_loss: 0.0107648 Generator_loss: 0.415043 
[INFO] 2021-01-01 16:49:10 > Step:   48800 Progress: 48.8% Elapsed: 8:35:40 temperature: no ada_p: No Discriminator_loss: 0.0583172 Generator_loss: 0.433834 
[INFO] 2021-01-01 16:50:08 > Step:   48900 Progress: 48.9% Elapsed: 8:36:38 temperature: no ada_p: No Discriminator_loss: 0.00572523 Generator_loss: 0.426722 
[INFO] 2021-01-01 16:51:07 > Step:   49000 Progress: 49.0% Elapsed: 8:37:37 temperature: no ada_p: No Discriminator_loss: 0.0350494 Generator_loss: 0.360855 
[INFO] 2021-01-01 16:52:05 > Step:   49100 Progress: 49.1% Elapsed: 8:38:35 temperature: no ada_p: No Discriminator_loss: 0.0180753 Generator_loss: 0.505623 
[INFO] 2021-01-01 16:53:04 > Step:   49200 Progress: 49.2% Elapsed: 8:39:34 temperature: no ada_p: No Discriminator_loss: 0.00853496 Generator_loss: 0.415413 
[INFO] 2021-01-01 16:54:02 > Step:   49300 Progress: 49.3% Elapsed: 8:40:33 temperature: no ada_p: No Discriminator_loss: 0.007186 Generator_loss: 0.447429 
[INFO] 2021-01-01 16:55:01 > Step:   49400 Progress: 49.4% Elapsed: 8:41:31 temperature: no ada_p: No Discriminator_loss: 0.448902 Generator_loss: 0.50425 
[INFO] 2021-01-01 16:56:00 > Step:   49500 Progress: 49.5% Elapsed: 8:42:30 temperature: no ada_p: No Discriminator_loss: 0.00227168 Generator_loss: 0.476286 
[INFO] 2021-01-01 16:56:58 > Step:   49600 Progress: 49.6% Elapsed: 8:43:29 temperature: no ada_p: No Discriminator_loss: 0.0566545 Generator_loss: 0.52797 
[INFO] 2021-01-01 16:57:57 > Step:   49700 Progress: 49.7% Elapsed: 8:44:27 temperature: no ada_p: No Discriminator_loss: 0.384167 Generator_loss: 0.457142 
[INFO] 2021-01-01 16:58:55 > Step:   49800 Progress: 49.8% Elapsed: 8:45:25 temperature: no ada_p: No Discriminator_loss: 0.00167438 Generator_loss: 0.488018 
[INFO] 2021-01-01 16:59:54 > Step:   49900 Progress: 49.9% Elapsed: 8:46:24 temperature: no ada_p: No Discriminator_loss: 0.0209551 Generator_loss: 0.446674 
[INFO] 2021-01-01 17:00:53 > Step:   50000 Progress: 50.0% Elapsed: 8:47:23 temperature: no ada_p: No Discriminator_loss: 0.336873 Generator_loss: 0.338004 
[INFO] 2021-01-01 17:00:53 > Start Evaluation (50000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 17:00:53 > Calculating FID Score....
[INFO] 2021-01-01 17:01:18 > Calculating Inception Score....
[INFO] 2021-01-01 17:01:33 > Calculate F_beta Score....
[INFO] 2021-01-01 17:02:18 > Calculate Accuracies....
[INFO] 2021-01-01 17:02:24 > Calculate Accuracies....
[INFO] 2021-01-01 17:02:25 > F_8 score (Step: 50000, Using valid images): 0.21021125656822617
[INFO] 2021-01-01 17:02:25 > F_1/8 score (Step: 50000, Using valid images): 0.020523706959746185
[INFO] 2021-01-01 17:02:25 > FID score (Step: 50000, Using valid moments): 221.8293796901698
[INFO] 2021-01-01 17:02:25 > Inception score (Step: 50000, 10000 generated images): 2.677508592605591
[INFO] 2021-01-01 17:02:25 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 17:02:27 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 17:03:25 > Step:   50100 Progress: 50.1% Elapsed: 8:49:55 temperature: no ada_p: No Discriminator_loss: 0.00255293 Generator_loss: 0.464486 
[INFO] 2021-01-01 17:04:24 > Step:   50200 Progress: 50.2% Elapsed: 8:50:54 temperature: no ada_p: No Discriminator_loss: 0.00107695 Generator_loss: 0.496024 
[INFO] 2021-01-01 17:05:23 > Step:   50300 Progress: 50.3% Elapsed: 8:51:53 temperature: no ada_p: No Discriminator_loss: 0.0212943 Generator_loss: 0.516829 
[INFO] 2021-01-01 17:06:22 > Step:   50400 Progress: 50.4% Elapsed: 8:52:52 temperature: no ada_p: No Discriminator_loss: 0.00372591 Generator_loss: 0.455579 
[INFO] 2021-01-01 17:07:21 > Step:   50500 Progress: 50.5% Elapsed: 8:53:51 temperature: no ada_p: No Discriminator_loss: 0.370111 Generator_loss: 0.454633 
[INFO] 2021-01-01 17:08:20 > Step:   50600 Progress: 50.6% Elapsed: 8:54:50 temperature: no ada_p: No Discriminator_loss: 0.256242 Generator_loss: 0.410897 
[INFO] 2021-01-01 17:09:18 > Step:   50700 Progress: 50.7% Elapsed: 8:55:48 temperature: no ada_p: No Discriminator_loss: 0.0045258 Generator_loss: 0.420431 
[INFO] 2021-01-01 17:10:17 > Step:   50800 Progress: 50.8% Elapsed: 8:56:47 temperature: no ada_p: No Discriminator_loss: 0.00255016 Generator_loss: 0.463119 
[INFO] 2021-01-01 17:11:16 > Step:   50900 Progress: 50.9% Elapsed: 8:57:46 temperature: no ada_p: No Discriminator_loss: 0.0287397 Generator_loss: 0.363261 
[INFO] 2021-01-01 17:12:14 > Step:   51000 Progress: 51.0% Elapsed: 8:58:44 temperature: no ada_p: No Discriminator_loss: 0.117154 Generator_loss: 0.501403 
[INFO] 2021-01-01 17:13:13 > Step:   51100 Progress: 51.1% Elapsed: 8:59:43 temperature: no ada_p: No Discriminator_loss: 0.32106 Generator_loss: 0.430842 
[INFO] 2021-01-01 17:14:11 > Step:   51200 Progress: 51.2% Elapsed: 9:00:42 temperature: no ada_p: No Discriminator_loss: 0.00292201 Generator_loss: 0.470491 
[INFO] 2021-01-01 17:15:10 > Step:   51300 Progress: 51.3% Elapsed: 9:01:40 temperature: no ada_p: No Discriminator_loss: 0.0925608 Generator_loss: 0.412722 
[INFO] 2021-01-01 17:16:08 > Step:   51400 Progress: 51.4% Elapsed: 9:02:39 temperature: no ada_p: No Discriminator_loss: 0.00330925 Generator_loss: 0.432835 
[INFO] 2021-01-01 17:17:07 > Step:   51500 Progress: 51.5% Elapsed: 9:03:38 temperature: no ada_p: No Discriminator_loss: 0.00115745 Generator_loss: 0.487339 
[INFO] 2021-01-01 17:18:06 > Step:   51600 Progress: 51.6% Elapsed: 9:04:36 temperature: no ada_p: No Discriminator_loss: 0.0066625 Generator_loss: 0.471587 
[INFO] 2021-01-01 17:19:05 > Step:   51700 Progress: 51.7% Elapsed: 9:05:35 temperature: no ada_p: No Discriminator_loss: 0.0499136 Generator_loss: 0.467117 
[INFO] 2021-01-01 17:20:03 > Step:   51800 Progress: 51.8% Elapsed: 9:06:33 temperature: no ada_p: No Discriminator_loss: 0.00349845 Generator_loss: 0.527587 
[INFO] 2021-01-01 17:21:02 > Step:   51900 Progress: 51.9% Elapsed: 9:07:32 temperature: no ada_p: No Discriminator_loss: 0.00700222 Generator_loss: 0.462012 
[INFO] 2021-01-01 17:22:01 > Step:   52000 Progress: 52.0% Elapsed: 9:08:31 temperature: no ada_p: No Discriminator_loss: 0.265109 Generator_loss: 0.13295 
[INFO] 2021-01-01 17:22:01 > Start Evaluation (52000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 17:22:01 > Calculating FID Score....
[INFO] 2021-01-01 17:22:26 > Calculating Inception Score....
[INFO] 2021-01-01 17:22:41 > Calculate F_beta Score....
[INFO] 2021-01-01 17:23:26 > Calculate Accuracies....
[INFO] 2021-01-01 17:23:33 > Calculate Accuracies....
[INFO] 2021-01-01 17:23:34 > F_8 score (Step: 52000, Using valid images): 0.06208641173376065
[INFO] 2021-01-01 17:23:34 > F_1/8 score (Step: 52000, Using valid images): 0.11386857022207786
[INFO] 2021-01-01 17:23:34 > FID score (Step: 52000, Using valid moments): 182.76411719596967
[INFO] 2021-01-01 17:23:34 > Inception score (Step: 52000, 10000 generated images): 3.7847273349761963
[INFO] 2021-01-01 17:23:34 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 17:23:35 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 17:24:33 > Step:   52100 Progress: 52.1% Elapsed: 9:11:03 temperature: no ada_p: No Discriminator_loss: 0.000862314 Generator_loss: 0.498847 
[INFO] 2021-01-01 17:25:32 > Step:   52200 Progress: 52.2% Elapsed: 9:12:02 temperature: no ada_p: No Discriminator_loss: 0.00919601 Generator_loss: 0.433698 
[INFO] 2021-01-01 17:26:32 > Step:   52300 Progress: 52.3% Elapsed: 9:13:02 temperature: no ada_p: No Discriminator_loss: 0.0142856 Generator_loss: 0.45153 
[INFO] 2021-01-01 17:27:31 > Step:   52400 Progress: 52.4% Elapsed: 9:14:01 temperature: no ada_p: No Discriminator_loss: 0.0501256 Generator_loss: 0.19252 
[INFO] 2021-01-01 17:28:29 > Step:   52500 Progress: 52.5% Elapsed: 9:14:59 temperature: no ada_p: No Discriminator_loss: 0.00358628 Generator_loss: 0.501464 
[INFO] 2021-01-01 17:29:28 > Step:   52600 Progress: 52.6% Elapsed: 9:15:58 temperature: no ada_p: No Discriminator_loss: 0.00126496 Generator_loss: 0.470446 
[INFO] 2021-01-01 17:30:27 > Step:   52700 Progress: 52.7% Elapsed: 9:16:57 temperature: no ada_p: No Discriminator_loss: 0.00594131 Generator_loss: 0.440196 
[INFO] 2021-01-01 17:31:25 > Step:   52800 Progress: 52.8% Elapsed: 9:17:56 temperature: no ada_p: No Discriminator_loss: 0.230863 Generator_loss: 0.551286 
[INFO] 2021-01-01 17:32:24 > Step:   52900 Progress: 52.9% Elapsed: 9:18:54 temperature: no ada_p: No Discriminator_loss: 0.00193384 Generator_loss: 0.474357 
[INFO] 2021-01-01 17:33:23 > Step:   53000 Progress: 53.0% Elapsed: 9:19:53 temperature: no ada_p: No Discriminator_loss: 0.00477089 Generator_loss: 0.427924 
[INFO] 2021-01-01 17:34:22 > Step:   53100 Progress: 53.1% Elapsed: 9:20:52 temperature: no ada_p: No Discriminator_loss: 0.00707155 Generator_loss: 0.438355 
[INFO] 2021-01-01 17:35:20 > Step:   53200 Progress: 53.2% Elapsed: 9:21:50 temperature: no ada_p: No Discriminator_loss: 0.00251306 Generator_loss: 0.447757 
[INFO] 2021-01-01 17:36:19 > Step:   53300 Progress: 53.3% Elapsed: 9:22:49 temperature: no ada_p: No Discriminator_loss: 0.00361089 Generator_loss: 0.429843 
[INFO] 2021-01-01 17:37:17 > Step:   53400 Progress: 53.4% Elapsed: 9:23:47 temperature: no ada_p: No Discriminator_loss: 0.00381786 Generator_loss: 0.460901 
[INFO] 2021-01-01 17:38:16 > Step:   53500 Progress: 53.5% Elapsed: 9:24:46 temperature: no ada_p: No Discriminator_loss: 0.00200502 Generator_loss: 0.450863 
[INFO] 2021-01-01 17:39:14 > Step:   53600 Progress: 53.6% Elapsed: 9:25:44 temperature: no ada_p: No Discriminator_loss: 0.091814 Generator_loss: 0.565862 
[INFO] 2021-01-01 17:40:13 > Step:   53700 Progress: 53.7% Elapsed: 9:26:43 temperature: no ada_p: No Discriminator_loss: 0.00186034 Generator_loss: 0.540534 
[INFO] 2021-01-01 17:41:11 > Step:   53800 Progress: 53.8% Elapsed: 9:27:41 temperature: no ada_p: No Discriminator_loss: 0.00163541 Generator_loss: 0.494101 
[INFO] 2021-01-01 17:42:10 > Step:   53900 Progress: 53.9% Elapsed: 9:28:40 temperature: no ada_p: No Discriminator_loss: 0.0170147 Generator_loss: 0.374325 
[INFO] 2021-01-01 17:43:09 > Step:   54000 Progress: 54.0% Elapsed: 9:29:39 temperature: no ada_p: No Discriminator_loss: 0.00218167 Generator_loss: 0.473655 
[INFO] 2021-01-01 17:43:09 > Start Evaluation (54000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 17:43:09 > Calculating FID Score....
[INFO] 2021-01-01 17:43:34 > Calculating Inception Score....
[INFO] 2021-01-01 17:43:49 > Calculate F_beta Score....
[INFO] 2021-01-01 17:44:34 > Calculate Accuracies....
[INFO] 2021-01-01 17:44:40 > Calculate Accuracies....
[INFO] 2021-01-01 17:44:42 > F_8 score (Step: 54000, Using valid images): 0.07030740599921972
[INFO] 2021-01-01 17:44:42 > F_1/8 score (Step: 54000, Using valid images): 0.09547001739146363
[INFO] 2021-01-01 17:44:42 > FID score (Step: 54000, Using valid moments): 193.13513150059964
[INFO] 2021-01-01 17:44:42 > Inception score (Step: 54000, 10000 generated images): 2.986891031265259
[INFO] 2021-01-01 17:44:42 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 17:44:43 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 17:45:41 > Step:   54100 Progress: 54.1% Elapsed: 9:32:11 temperature: no ada_p: No Discriminator_loss: 0.0324867 Generator_loss: 0.570098 
[INFO] 2021-01-01 17:46:40 > Step:   54200 Progress: 54.2% Elapsed: 9:33:10 temperature: no ada_p: No Discriminator_loss: 0.394669 Generator_loss: 0.424495 
[INFO] 2021-01-01 17:47:40 > Step:   54300 Progress: 54.3% Elapsed: 9:34:10 temperature: no ada_p: No Discriminator_loss: 0.0020647 Generator_loss: 0.506129 
[INFO] 2021-01-01 17:48:39 > Step:   54400 Progress: 54.4% Elapsed: 9:35:09 temperature: no ada_p: No Discriminator_loss: 0.00704315 Generator_loss: 0.470354 
[INFO] 2021-01-01 17:49:37 > Step:   54500 Progress: 54.5% Elapsed: 9:36:07 temperature: no ada_p: No Discriminator_loss: 0.00145402 Generator_loss: 0.478486 
[INFO] 2021-01-01 17:50:36 > Step:   54600 Progress: 54.6% Elapsed: 9:37:06 temperature: no ada_p: No Discriminator_loss: 0.0148314 Generator_loss: 0.393414 
[INFO] 2021-01-01 17:51:35 > Step:   54700 Progress: 54.7% Elapsed: 9:38:05 temperature: no ada_p: No Discriminator_loss: 0.00274039 Generator_loss: 0.452574 
[INFO] 2021-01-01 17:52:34 > Step:   54800 Progress: 54.8% Elapsed: 9:39:04 temperature: no ada_p: No Discriminator_loss: 0.0424771 Generator_loss: 0.409581 
[INFO] 2021-01-01 17:53:32 > Step:   54900 Progress: 54.9% Elapsed: 9:40:02 temperature: no ada_p: No Discriminator_loss: 0.00290735 Generator_loss: 0.485694 
[INFO] 2021-01-01 17:54:31 > Step:   55000 Progress: 55.0% Elapsed: 9:41:01 temperature: no ada_p: No Discriminator_loss: 0.00127875 Generator_loss: 0.4748 
[INFO] 2021-01-01 17:55:30 > Step:   55100 Progress: 55.1% Elapsed: 9:42:00 temperature: no ada_p: No Discriminator_loss: 0.00344271 Generator_loss: 0.440608 
[INFO] 2021-01-01 17:56:28 > Step:   55200 Progress: 55.2% Elapsed: 9:42:58 temperature: no ada_p: No Discriminator_loss: 0.00713355 Generator_loss: 0.430498 
[INFO] 2021-01-01 17:57:26 > Step:   55300 Progress: 55.3% Elapsed: 9:43:57 temperature: no ada_p: No Discriminator_loss: 0.0150385 Generator_loss: 0.467156 
[INFO] 2021-01-01 17:58:25 > Step:   55400 Progress: 55.4% Elapsed: 9:44:56 temperature: no ada_p: No Discriminator_loss: 0.0258209 Generator_loss: 0.494985 
[INFO] 2021-01-01 17:59:24 > Step:   55500 Progress: 55.5% Elapsed: 9:45:54 temperature: no ada_p: No Discriminator_loss: 0.043542 Generator_loss: 0.577213 
[INFO] 2021-01-01 18:00:23 > Step:   55600 Progress: 55.6% Elapsed: 9:46:53 temperature: no ada_p: No Discriminator_loss: 0.0174356 Generator_loss: 0.371312 
[INFO] 2021-01-01 18:01:21 > Step:   55700 Progress: 55.7% Elapsed: 9:47:51 temperature: no ada_p: No Discriminator_loss: 0.00500994 Generator_loss: 0.422012 
[INFO] 2021-01-01 18:02:20 > Step:   55800 Progress: 55.8% Elapsed: 9:48:50 temperature: no ada_p: No Discriminator_loss: 0.00504957 Generator_loss: 0.439644 
[INFO] 2021-01-01 18:03:19 > Step:   55900 Progress: 55.9% Elapsed: 9:49:49 temperature: no ada_p: No Discriminator_loss: 0.0139128 Generator_loss: 0.490265 
[INFO] 2021-01-01 18:04:17 > Step:   56000 Progress: 56.0% Elapsed: 9:50:47 temperature: no ada_p: No Discriminator_loss: 0.0117716 Generator_loss: 0.423046 
[INFO] 2021-01-01 18:04:17 > Start Evaluation (56000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 18:04:17 > Calculating FID Score....
[INFO] 2021-01-01 18:04:43 > Calculating Inception Score....
[INFO] 2021-01-01 18:04:58 > Calculate F_beta Score....
[INFO] 2021-01-01 18:05:42 > Calculate Accuracies....
[INFO] 2021-01-01 18:05:48 > Calculate Accuracies....
[INFO] 2021-01-01 18:05:50 > F_8 score (Step: 56000, Using valid images): 0.06776043101679367
[INFO] 2021-01-01 18:05:50 > F_1/8 score (Step: 56000, Using valid images): 0.08071818361271225
[INFO] 2021-01-01 18:05:50 > FID score (Step: 56000, Using valid moments): 214.27596262314023
[INFO] 2021-01-01 18:05:50 > Inception score (Step: 56000, 10000 generated images): 3.7469940185546875
[INFO] 2021-01-01 18:05:50 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 18:05:51 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 18:06:49 > Step:   56100 Progress: 56.1% Elapsed: 9:53:19 temperature: no ada_p: No Discriminator_loss: 0.00599665 Generator_loss: 0.464233 
[INFO] 2021-01-01 18:07:48 > Step:   56200 Progress: 56.2% Elapsed: 9:54:18 temperature: no ada_p: No Discriminator_loss: 0.00617796 Generator_loss: 0.560534 
[INFO] 2021-01-01 18:08:47 > Step:   56300 Progress: 56.3% Elapsed: 9:55:17 temperature: no ada_p: No Discriminator_loss: 0.469632 Generator_loss: 0.456187 
[INFO] 2021-01-01 18:09:46 > Step:   56400 Progress: 56.4% Elapsed: 9:56:16 temperature: no ada_p: No Discriminator_loss: 0.0113208 Generator_loss: 0.491398 
[INFO] 2021-01-01 18:10:45 > Step:   56500 Progress: 56.5% Elapsed: 9:57:15 temperature: no ada_p: No Discriminator_loss: 0.0169826 Generator_loss: 0.528193 
[INFO] 2021-01-01 18:11:44 > Step:   56600 Progress: 56.6% Elapsed: 9:58:14 temperature: no ada_p: No Discriminator_loss: 0.0184276 Generator_loss: 0.481445 
[INFO] 2021-01-01 18:12:42 > Step:   56700 Progress: 56.7% Elapsed: 9:59:12 temperature: no ada_p: No Discriminator_loss: 0.00113505 Generator_loss: 0.500032 
[INFO] 2021-01-01 18:13:41 > Step:   56800 Progress: 56.8% Elapsed: 10:00:11 temperature: no ada_p: No Discriminator_loss: 0.00413291 Generator_loss: 0.445701 
[INFO] 2021-01-01 18:14:39 > Step:   56900 Progress: 56.9% Elapsed: 10:01:09 temperature: no ada_p: No Discriminator_loss: 0.00245746 Generator_loss: 0.48289 
[INFO] 2021-01-01 18:15:38 > Step:   57000 Progress: 57.0% Elapsed: 10:02:08 temperature: no ada_p: No Discriminator_loss: 0.00151208 Generator_loss: 0.489037 
[INFO] 2021-01-01 18:16:37 > Step:   57100 Progress: 57.1% Elapsed: 10:03:07 temperature: no ada_p: No Discriminator_loss: 0.00231503 Generator_loss: 0.510942 
[INFO] 2021-01-01 18:17:35 > Step:   57200 Progress: 57.2% Elapsed: 10:04:05 temperature: no ada_p: No Discriminator_loss: 0.00148362 Generator_loss: 0.475876 
[INFO] 2021-01-01 18:18:34 > Step:   57300 Progress: 57.3% Elapsed: 10:05:04 temperature: no ada_p: No Discriminator_loss: 0.00123659 Generator_loss: 0.482927 
[INFO] 2021-01-01 18:19:33 > Step:   57400 Progress: 57.4% Elapsed: 10:06:03 temperature: no ada_p: No Discriminator_loss: 0.0023392 Generator_loss: 0.471248 
[INFO] 2021-01-01 18:20:31 > Step:   57500 Progress: 57.5% Elapsed: 10:07:02 temperature: no ada_p: No Discriminator_loss: 0.00559106 Generator_loss: 0.487836 
[INFO] 2021-01-01 18:21:30 > Step:   57600 Progress: 57.6% Elapsed: 10:08:00 temperature: no ada_p: No Discriminator_loss: 0.00126527 Generator_loss: 0.499176 
[INFO] 2021-01-01 18:22:28 > Step:   57700 Progress: 57.7% Elapsed: 10:08:58 temperature: no ada_p: No Discriminator_loss: 0.00397906 Generator_loss: 0.450624 
[INFO] 2021-01-01 18:23:27 > Step:   57800 Progress: 57.8% Elapsed: 10:09:57 temperature: no ada_p: No Discriminator_loss: 0.0407255 Generator_loss: 0.356617 
[INFO] 2021-01-01 18:24:26 > Step:   57900 Progress: 57.9% Elapsed: 10:10:56 temperature: no ada_p: No Discriminator_loss: 0.00208916 Generator_loss: 0.500892 
[INFO] 2021-01-01 18:25:24 > Step:   58000 Progress: 58.0% Elapsed: 10:11:54 temperature: no ada_p: No Discriminator_loss: 0.00176309 Generator_loss: 0.494024 
[INFO] 2021-01-01 18:25:24 > Start Evaluation (58000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 18:25:24 > Calculating FID Score....
[INFO] 2021-01-01 18:25:50 > Calculating Inception Score....
[INFO] 2021-01-01 18:26:04 > Calculate F_beta Score....
[INFO] 2021-01-01 18:26:48 > Calculate Accuracies....
[INFO] 2021-01-01 18:26:54 > Calculate Accuracies....
[INFO] 2021-01-01 18:26:56 > F_8 score (Step: 58000, Using valid images): 0.08762781494768003
[INFO] 2021-01-01 18:26:56 > F_1/8 score (Step: 58000, Using valid images): 0.10175079064368996
[INFO] 2021-01-01 18:26:56 > FID score (Step: 58000, Using valid moments): 195.60104859919215
[INFO] 2021-01-01 18:26:56 > Inception score (Step: 58000, 10000 generated images): 3.7225356101989746
[INFO] 2021-01-01 18:26:56 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 18:26:57 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 18:27:55 > Step:   58100 Progress: 58.1% Elapsed: 10:14:25 temperature: no ada_p: No Discriminator_loss: 0.00275418 Generator_loss: 0.463988 
[INFO] 2021-01-01 18:28:54 > Step:   58200 Progress: 58.2% Elapsed: 10:15:25 temperature: no ada_p: No Discriminator_loss: 0.00685093 Generator_loss: 0.426322 
[INFO] 2021-01-01 18:29:53 > Step:   58300 Progress: 58.3% Elapsed: 10:16:23 temperature: no ada_p: No Discriminator_loss: 0.00708825 Generator_loss: 0.434073 
[INFO] 2021-01-01 18:30:52 > Step:   58400 Progress: 58.4% Elapsed: 10:17:22 temperature: no ada_p: No Discriminator_loss: 0.00544863 Generator_loss: 0.458956 
[INFO] 2021-01-01 18:31:51 > Step:   58500 Progress: 58.5% Elapsed: 10:18:21 temperature: no ada_p: No Discriminator_loss: 0.0196119 Generator_loss: 0.38729 
[INFO] 2021-01-01 18:32:50 > Step:   58600 Progress: 58.6% Elapsed: 10:19:20 temperature: no ada_p: No Discriminator_loss: 0.00606865 Generator_loss: 0.452266 
[INFO] 2021-01-01 18:33:48 > Step:   58700 Progress: 58.7% Elapsed: 10:20:18 temperature: no ada_p: No Discriminator_loss: 0.0143068 Generator_loss: 0.382181 
[INFO] 2021-01-01 18:34:47 > Step:   58800 Progress: 58.8% Elapsed: 10:21:17 temperature: no ada_p: No Discriminator_loss: 0.00130757 Generator_loss: 0.496853 
[INFO] 2021-01-01 18:35:46 > Step:   58900 Progress: 58.9% Elapsed: 10:22:16 temperature: no ada_p: No Discriminator_loss: 0.0359263 Generator_loss: 0.378922 
[INFO] 2021-01-01 18:36:44 > Step:   59000 Progress: 59.0% Elapsed: 10:23:14 temperature: no ada_p: No Discriminator_loss: 0.00566813 Generator_loss: 0.511669 
[INFO] 2021-01-01 18:37:42 > Step:   59100 Progress: 59.1% Elapsed: 10:24:13 temperature: no ada_p: No Discriminator_loss: 0.00075924 Generator_loss: 0.505849 
[INFO] 2021-01-01 18:38:41 > Step:   59200 Progress: 59.2% Elapsed: 10:25:11 temperature: no ada_p: No Discriminator_loss: 0.000390529 Generator_loss: 0.496326 
[INFO] 2021-01-01 18:39:40 > Step:   59300 Progress: 59.3% Elapsed: 10:26:10 temperature: no ada_p: No Discriminator_loss: 0.0520286 Generator_loss: 0.322175 
[INFO] 2021-01-01 18:40:38 > Step:   59400 Progress: 59.4% Elapsed: 10:27:09 temperature: no ada_p: No Discriminator_loss: 0.00308718 Generator_loss: 0.500704 
[INFO] 2021-01-01 18:41:37 > Step:   59500 Progress: 59.5% Elapsed: 10:28:07 temperature: no ada_p: No Discriminator_loss: 0.0380122 Generator_loss: 0.393372 
[INFO] 2021-01-01 18:42:36 > Step:   59600 Progress: 59.6% Elapsed: 10:29:06 temperature: no ada_p: No Discriminator_loss: 0.00918919 Generator_loss: 0.444947 
[INFO] 2021-01-01 18:43:34 > Step:   59700 Progress: 59.7% Elapsed: 10:30:05 temperature: no ada_p: No Discriminator_loss: 0.0445056 Generator_loss: 0.424145 
[INFO] 2021-01-01 18:44:33 > Step:   59800 Progress: 59.8% Elapsed: 10:31:03 temperature: no ada_p: No Discriminator_loss: 0.00468674 Generator_loss: 0.452026 
[INFO] 2021-01-01 18:45:31 > Step:   59900 Progress: 59.9% Elapsed: 10:32:01 temperature: no ada_p: No Discriminator_loss: 0.00103673 Generator_loss: 0.490379 
[INFO] 2021-01-01 18:46:30 > Step:   60000 Progress: 60.0% Elapsed: 10:33:00 temperature: no ada_p: No Discriminator_loss: 0.0146933 Generator_loss: 0.516235 
[INFO] 2021-01-01 18:46:30 > Start Evaluation (60000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 18:46:30 > Calculating FID Score....
[INFO] 2021-01-01 18:46:55 > Calculating Inception Score....
[INFO] 2021-01-01 18:47:10 > Calculate F_beta Score....
[INFO] 2021-01-01 18:47:56 > Calculate Accuracies....
[INFO] 2021-01-01 18:48:02 > Calculate Accuracies....
[INFO] 2021-01-01 18:48:03 > F_8 score (Step: 60000, Using valid images): 0.12342516128530528
[INFO] 2021-01-01 18:48:03 > F_1/8 score (Step: 60000, Using valid images): 0.0758485599173721
[INFO] 2021-01-01 18:48:03 > FID score (Step: 60000, Using valid moments): 193.22659941535335
[INFO] 2021-01-01 18:48:03 > Inception score (Step: 60000, 10000 generated images): 2.928223133087158
[INFO] 2021-01-01 18:48:03 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 18:48:05 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 18:49:03 > Step:   60100 Progress: 60.1% Elapsed: 10:35:33 temperature: no ada_p: No Discriminator_loss: 0.00786623 Generator_loss: 0.396444 
[INFO] 2021-01-01 18:50:02 > Step:   60200 Progress: 60.2% Elapsed: 10:36:32 temperature: no ada_p: No Discriminator_loss: 0.269434 Generator_loss: 0.421102 
[INFO] 2021-01-01 18:51:01 > Step:   60300 Progress: 60.3% Elapsed: 10:37:31 temperature: no ada_p: No Discriminator_loss: 0.00373184 Generator_loss: 0.515539 
[INFO] 2021-01-01 18:52:00 > Step:   60400 Progress: 60.4% Elapsed: 10:38:30 temperature: no ada_p: No Discriminator_loss: 0.0138027 Generator_loss: 0.448988 
[INFO] 2021-01-01 18:52:59 > Step:   60500 Progress: 60.5% Elapsed: 10:39:29 temperature: no ada_p: No Discriminator_loss: 0.0047051 Generator_loss: 0.44578 
[INFO] 2021-01-01 18:53:58 > Step:   60600 Progress: 60.6% Elapsed: 10:40:28 temperature: no ada_p: No Discriminator_loss: 0.00863878 Generator_loss: 0.468947 
[INFO] 2021-01-01 18:54:56 > Step:   60700 Progress: 60.7% Elapsed: 10:41:26 temperature: no ada_p: No Discriminator_loss: 0.00473902 Generator_loss: 0.457502 
[INFO] 2021-01-01 18:55:55 > Step:   60800 Progress: 60.8% Elapsed: 10:42:25 temperature: no ada_p: No Discriminator_loss: 0.0021083 Generator_loss: 0.467384 
[INFO] 2021-01-01 18:56:54 > Step:   60900 Progress: 60.9% Elapsed: 10:43:24 temperature: no ada_p: No Discriminator_loss: 0.00119141 Generator_loss: 0.487571 
[INFO] 2021-01-01 18:57:53 > Step:   61000 Progress: 61.0% Elapsed: 10:44:23 temperature: no ada_p: No Discriminator_loss: 0.00154089 Generator_loss: 0.484808 
[INFO] 2021-01-01 18:58:51 > Step:   61100 Progress: 61.1% Elapsed: 10:45:21 temperature: no ada_p: No Discriminator_loss: 0.00471522 Generator_loss: 0.465921 
[INFO] 2021-01-01 18:59:49 > Step:   61200 Progress: 61.2% Elapsed: 10:46:20 temperature: no ada_p: No Discriminator_loss: 0.00299904 Generator_loss: 0.467987 
[INFO] 2021-01-01 19:00:48 > Step:   61300 Progress: 61.3% Elapsed: 10:47:18 temperature: no ada_p: No Discriminator_loss: 0.00234444 Generator_loss: 0.489374 
[INFO] 2021-01-01 19:01:47 > Step:   61400 Progress: 61.4% Elapsed: 10:48:17 temperature: no ada_p: No Discriminator_loss: 0.00112951 Generator_loss: 0.467041 
[INFO] 2021-01-01 19:02:45 > Step:   61500 Progress: 61.5% Elapsed: 10:49:15 temperature: no ada_p: No Discriminator_loss: 0.00984294 Generator_loss: 0.387573 
[INFO] 2021-01-01 19:03:44 > Step:   61600 Progress: 61.6% Elapsed: 10:50:14 temperature: no ada_p: No Discriminator_loss: 0.00604045 Generator_loss: 0.516926 
[INFO] 2021-01-01 19:04:43 > Step:   61700 Progress: 61.7% Elapsed: 10:51:13 temperature: no ada_p: No Discriminator_loss: 0.000940261 Generator_loss: 0.500022 
[INFO] 2021-01-01 19:05:41 > Step:   61800 Progress: 61.8% Elapsed: 10:52:11 temperature: no ada_p: No Discriminator_loss: 0.329952 Generator_loss: 0.305102 
[INFO] 2021-01-01 19:06:39 > Step:   61900 Progress: 61.9% Elapsed: 10:53:10 temperature: no ada_p: No Discriminator_loss: 0.0560796 Generator_loss: 0.293085 
[INFO] 2021-01-01 19:07:38 > Step:   62000 Progress: 62.0% Elapsed: 10:54:08 temperature: no ada_p: No Discriminator_loss: 0.00156868 Generator_loss: 0.468463 
[INFO] 2021-01-01 19:07:38 > Start Evaluation (62000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 19:07:38 > Calculating FID Score....
[INFO] 2021-01-01 19:08:04 > Calculating Inception Score....
[INFO] 2021-01-01 19:08:19 > Calculate F_beta Score....
[INFO] 2021-01-01 19:09:04 > Calculate Accuracies....
[INFO] 2021-01-01 19:09:10 > Calculate Accuracies....
[INFO] 2021-01-01 19:09:12 > F_8 score (Step: 62000, Using valid images): 0.13193021796822454
[INFO] 2021-01-01 19:09:12 > F_1/8 score (Step: 62000, Using valid images): 0.08484034931683006
[INFO] 2021-01-01 19:09:12 > FID score (Step: 62000, Using valid moments): 203.07245614613856
[INFO] 2021-01-01 19:09:12 > Inception score (Step: 62000, 10000 generated images): 3.464627504348755
[INFO] 2021-01-01 19:09:12 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 19:09:13 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 19:10:11 > Step:   62100 Progress: 62.1% Elapsed: 10:56:41 temperature: no ada_p: No Discriminator_loss: 0.52044 Generator_loss: 0.483235 
[INFO] 2021-01-01 19:11:10 > Step:   62200 Progress: 62.2% Elapsed: 10:57:40 temperature: no ada_p: No Discriminator_loss: 0.000939118 Generator_loss: 0.498054 
[INFO] 2021-01-01 19:12:09 > Step:   62300 Progress: 62.3% Elapsed: 10:58:39 temperature: no ada_p: No Discriminator_loss: 0.00339399 Generator_loss: 0.502117 
[INFO] 2021-01-01 19:13:08 > Step:   62400 Progress: 62.4% Elapsed: 10:59:38 temperature: no ada_p: No Discriminator_loss: 0.00170657 Generator_loss: 0.468445 
[INFO] 2021-01-01 19:14:07 > Step:   62500 Progress: 62.5% Elapsed: 11:00:37 temperature: no ada_p: No Discriminator_loss: 0.00247584 Generator_loss: 0.457267 
[INFO] 2021-01-01 19:15:05 > Step:   62600 Progress: 62.6% Elapsed: 11:01:36 temperature: no ada_p: No Discriminator_loss: 0.0190889 Generator_loss: 0.357387 
[INFO] 2021-01-01 19:16:04 > Step:   62700 Progress: 62.7% Elapsed: 11:02:34 temperature: no ada_p: No Discriminator_loss: 0.00266347 Generator_loss: 0.480203 
[INFO] 2021-01-01 19:17:03 > Step:   62800 Progress: 62.8% Elapsed: 11:03:33 temperature: no ada_p: No Discriminator_loss: 0.000875407 Generator_loss: 0.509774 
[INFO] 2021-01-01 19:18:02 > Step:   62900 Progress: 62.9% Elapsed: 11:04:32 temperature: no ada_p: No Discriminator_loss: 0.000600642 Generator_loss: 0.500781 
[INFO] 2021-01-01 19:19:00 > Step:   63000 Progress: 63.0% Elapsed: 11:05:30 temperature: no ada_p: No Discriminator_loss: 0.460621 Generator_loss: 0.771376 
[INFO] 2021-01-01 19:19:59 > Step:   63100 Progress: 63.1% Elapsed: 11:06:29 temperature: no ada_p: No Discriminator_loss: 0.00700471 Generator_loss: 0.453028 
[INFO] 2021-01-01 19:20:58 > Step:   63200 Progress: 63.2% Elapsed: 11:07:28 temperature: no ada_p: No Discriminator_loss: 0.00202847 Generator_loss: 0.457272 
[INFO] 2021-01-01 19:21:56 > Step:   63300 Progress: 63.3% Elapsed: 11:08:26 temperature: no ada_p: No Discriminator_loss: 0.0121195 Generator_loss: 0.501689 
[INFO] 2021-01-01 19:22:55 > Step:   63400 Progress: 63.4% Elapsed: 11:09:25 temperature: no ada_p: No Discriminator_loss: 0.00100972 Generator_loss: 0.502297 
[INFO] 2021-01-01 19:23:53 > Step:   63500 Progress: 63.5% Elapsed: 11:10:23 temperature: no ada_p: No Discriminator_loss: 0.00146025 Generator_loss: 0.508415 
[INFO] 2021-01-01 19:24:52 > Step:   63600 Progress: 63.6% Elapsed: 11:11:23 temperature: no ada_p: No Discriminator_loss: 0.00109778 Generator_loss: 0.471317 
[INFO] 2021-01-01 19:25:51 > Step:   63700 Progress: 63.7% Elapsed: 11:12:21 temperature: no ada_p: No Discriminator_loss: 0.00489482 Generator_loss: 0.527861 
[INFO] 2021-01-01 19:26:49 > Step:   63800 Progress: 63.8% Elapsed: 11:13:20 temperature: no ada_p: No Discriminator_loss: 0.0110385 Generator_loss: 0.442515 
[INFO] 2021-01-01 19:27:48 > Step:   63900 Progress: 63.9% Elapsed: 11:14:18 temperature: no ada_p: No Discriminator_loss: 0.0151259 Generator_loss: 0.410465 
[INFO] 2021-01-01 19:28:47 > Step:   64000 Progress: 64.0% Elapsed: 11:15:17 temperature: no ada_p: No Discriminator_loss: 0.0183305 Generator_loss: 0.509262 
[INFO] 2021-01-01 19:28:47 > Start Evaluation (64000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 19:28:47 > Calculating FID Score....
[INFO] 2021-01-01 19:29:12 > Calculating Inception Score....
[INFO] 2021-01-01 19:29:27 > Calculate F_beta Score....
[INFO] 2021-01-01 19:30:13 > Calculate Accuracies....
[INFO] 2021-01-01 19:30:19 > Calculate Accuracies....
[INFO] 2021-01-01 19:30:21 > F_8 score (Step: 64000, Using valid images): 0.015406177894082638
[INFO] 2021-01-01 19:30:21 > F_1/8 score (Step: 64000, Using valid images): 0.0328342299220814
[INFO] 2021-01-01 19:30:21 > FID score (Step: 64000, Using valid moments): 202.32441277730686
[INFO] 2021-01-01 19:30:21 > Inception score (Step: 64000, 10000 generated images): 2.986551284790039
[INFO] 2021-01-01 19:30:21 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 19:30:22 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 19:31:20 > Step:   64100 Progress: 64.1% Elapsed: 11:17:50 temperature: no ada_p: No Discriminator_loss: 0.0209613 Generator_loss: 0.452033 
[INFO] 2021-01-01 19:32:19 > Step:   64200 Progress: 64.2% Elapsed: 11:18:49 temperature: no ada_p: No Discriminator_loss: 0.0416941 Generator_loss: 0.747628 
[INFO] 2021-01-01 19:33:18 > Step:   64300 Progress: 64.3% Elapsed: 11:19:48 temperature: no ada_p: No Discriminator_loss: 0.0119995 Generator_loss: 0.379575 
[INFO] 2021-01-01 19:34:18 > Step:   64400 Progress: 64.4% Elapsed: 11:20:48 temperature: no ada_p: No Discriminator_loss: 0.00491139 Generator_loss: 0.482923 
[INFO] 2021-01-01 19:35:16 > Step:   64500 Progress: 64.5% Elapsed: 11:21:46 temperature: no ada_p: No Discriminator_loss: 0.0165388 Generator_loss: 0.433555 
[INFO] 2021-01-01 19:36:15 > Step:   64600 Progress: 64.6% Elapsed: 11:22:45 temperature: no ada_p: No Discriminator_loss: 0.01143 Generator_loss: 0.483864 
[INFO] 2021-01-01 19:37:13 > Step:   64700 Progress: 64.7% Elapsed: 11:23:44 temperature: no ada_p: No Discriminator_loss: 0.0689263 Generator_loss: 0.0203601 
[INFO] 2021-01-01 19:38:13 > Step:   64800 Progress: 64.8% Elapsed: 11:24:43 temperature: no ada_p: No Discriminator_loss: 0.0024996 Generator_loss: 0.471164 
[INFO] 2021-01-01 19:39:11 > Step:   64900 Progress: 64.9% Elapsed: 11:25:41 temperature: no ada_p: No Discriminator_loss: 0.0104822 Generator_loss: 0.511644 
[INFO] 2021-01-01 19:40:10 > Step:   65000 Progress: 65.0% Elapsed: 11:26:40 temperature: no ada_p: No Discriminator_loss: 0.00179632 Generator_loss: 0.490348 
[INFO] 2021-01-01 19:41:08 > Step:   65100 Progress: 65.1% Elapsed: 11:27:39 temperature: no ada_p: No Discriminator_loss: 0.00228634 Generator_loss: 0.49571 
[INFO] 2021-01-01 19:42:08 > Step:   65200 Progress: 65.2% Elapsed: 11:28:38 temperature: no ada_p: No Discriminator_loss: 0.00765159 Generator_loss: 0.424145 
[INFO] 2021-01-01 19:43:06 > Step:   65300 Progress: 65.3% Elapsed: 11:29:36 temperature: no ada_p: No Discriminator_loss: 0.0645104 Generator_loss: 0.330604 
[INFO] 2021-01-01 19:44:05 > Step:   65400 Progress: 65.4% Elapsed: 11:30:35 temperature: no ada_p: No Discriminator_loss: 0.00231161 Generator_loss: 0.517712 
[INFO] 2021-01-01 19:45:03 > Step:   65500 Progress: 65.5% Elapsed: 11:31:33 temperature: no ada_p: No Discriminator_loss: 0.0371279 Generator_loss: 0.484863 
[INFO] 2021-01-01 19:46:02 > Step:   65600 Progress: 65.6% Elapsed: 11:32:32 temperature: no ada_p: No Discriminator_loss: 0.0034074 Generator_loss: 0.452667 
[INFO] 2021-01-01 19:47:00 > Step:   65700 Progress: 65.7% Elapsed: 11:33:30 temperature: no ada_p: No Discriminator_loss: 0.00939141 Generator_loss: 0.400438 
[INFO] 2021-01-01 19:47:59 > Step:   65800 Progress: 65.8% Elapsed: 11:34:29 temperature: no ada_p: No Discriminator_loss: 0.00320316 Generator_loss: 0.44987 
[INFO] 2021-01-01 19:48:57 > Step:   65900 Progress: 65.9% Elapsed: 11:35:27 temperature: no ada_p: No Discriminator_loss: 0.00762556 Generator_loss: 0.408091 
[INFO] 2021-01-01 19:49:56 > Step:   66000 Progress: 66.0% Elapsed: 11:36:26 temperature: no ada_p: No Discriminator_loss: 0.00443207 Generator_loss: 0.441828 
[INFO] 2021-01-01 19:49:56 > Start Evaluation (66000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 19:49:56 > Calculating FID Score....
[INFO] 2021-01-01 19:50:21 > Calculating Inception Score....
[INFO] 2021-01-01 19:50:36 > Calculate F_beta Score....
[INFO] 2021-01-01 19:51:22 > Calculate Accuracies....
[INFO] 2021-01-01 19:51:28 > Calculate Accuracies....
[INFO] 2021-01-01 19:51:30 > F_8 score (Step: 66000, Using valid images): 0.1410321257161866
[INFO] 2021-01-01 19:51:30 > F_1/8 score (Step: 66000, Using valid images): 0.11961650650108992
[INFO] 2021-01-01 19:51:30 > FID score (Step: 66000, Using valid moments): 179.0252633092099
[INFO] 2021-01-01 19:51:30 > Inception score (Step: 66000, 10000 generated images): 3.4776673316955566
[INFO] 2021-01-01 19:51:30 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 19:51:32 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 19:52:29 > Step:   66100 Progress: 66.1% Elapsed: 11:38:59 temperature: no ada_p: No Discriminator_loss: 0.00451683 Generator_loss: 0.439613 
[INFO] 2021-01-01 19:53:29 > Step:   66200 Progress: 66.2% Elapsed: 11:39:59 temperature: no ada_p: No Discriminator_loss: 0.0106443 Generator_loss: 0.388518 
[INFO] 2021-01-01 19:54:28 > Step:   66300 Progress: 66.3% Elapsed: 11:40:58 temperature: no ada_p: No Discriminator_loss: 0.00243696 Generator_loss: 0.474168 
[INFO] 2021-01-01 19:55:27 > Step:   66400 Progress: 66.4% Elapsed: 11:41:57 temperature: no ada_p: No Discriminator_loss: 0.17308 Generator_loss: 0.591745 
[INFO] 2021-01-01 19:56:26 > Step:   66500 Progress: 66.5% Elapsed: 11:42:56 temperature: no ada_p: No Discriminator_loss: 0.00590714 Generator_loss: 0.513035 
[INFO] 2021-01-01 19:57:25 > Step:   66600 Progress: 66.6% Elapsed: 11:43:55 temperature: no ada_p: No Discriminator_loss: 0.0042844 Generator_loss: 0.504848 
[INFO] 2021-01-01 19:58:24 > Step:   66700 Progress: 66.7% Elapsed: 11:44:54 temperature: no ada_p: No Discriminator_loss: 0.003126 Generator_loss: 0.483591 
[INFO] 2021-01-01 19:59:22 > Step:   66800 Progress: 66.8% Elapsed: 11:45:52 temperature: no ada_p: No Discriminator_loss: 0.00766241 Generator_loss: 0.466737 
[INFO] 2021-01-01 20:00:21 > Step:   66900 Progress: 66.9% Elapsed: 11:46:51 temperature: no ada_p: No Discriminator_loss: 0.0134711 Generator_loss: 0.399349 
[INFO] 2021-01-01 20:01:20 > Step:   67000 Progress: 67.0% Elapsed: 11:47:50 temperature: no ada_p: No Discriminator_loss: 0.009288 Generator_loss: 0.417746 
[INFO] 2021-01-01 20:02:19 > Step:   67100 Progress: 67.1% Elapsed: 11:48:49 temperature: no ada_p: No Discriminator_loss: 0.00416334 Generator_loss: 0.597914 
[INFO] 2021-01-01 20:03:17 > Step:   67200 Progress: 67.2% Elapsed: 11:49:47 temperature: no ada_p: No Discriminator_loss: 0.00453448 Generator_loss: 0.462933 
[INFO] 2021-01-01 20:04:15 > Step:   67300 Progress: 67.3% Elapsed: 11:50:45 temperature: no ada_p: No Discriminator_loss: 0.0083346 Generator_loss: 0.484796 
[INFO] 2021-01-01 20:05:14 > Step:   67400 Progress: 67.4% Elapsed: 11:51:44 temperature: no ada_p: No Discriminator_loss: 0.0195884 Generator_loss: 0.544693 
[INFO] 2021-01-01 20:06:13 > Step:   67500 Progress: 67.5% Elapsed: 11:52:43 temperature: no ada_p: No Discriminator_loss: 0.00530735 Generator_loss: 0.447098 
[INFO] 2021-01-01 20:07:11 > Step:   67600 Progress: 67.6% Elapsed: 11:53:41 temperature: no ada_p: No Discriminator_loss: 0.0153329 Generator_loss: 0.409127 
[INFO] 2021-01-01 20:08:10 > Step:   67700 Progress: 67.7% Elapsed: 11:54:40 temperature: no ada_p: No Discriminator_loss: 0.00785343 Generator_loss: 0.435766 
[INFO] 2021-01-01 20:09:08 > Step:   67800 Progress: 67.8% Elapsed: 11:55:38 temperature: no ada_p: No Discriminator_loss: 0.00950933 Generator_loss: 0.486826 
[INFO] 2021-01-01 20:10:07 > Step:   67900 Progress: 67.9% Elapsed: 11:56:38 temperature: no ada_p: No Discriminator_loss: 0.0147388 Generator_loss: 0.76782 
[INFO] 2021-01-01 20:11:06 > Step:   68000 Progress: 68.0% Elapsed: 11:57:36 temperature: no ada_p: No Discriminator_loss: 0.00478066 Generator_loss: 0.462658 
[INFO] 2021-01-01 20:11:06 > Start Evaluation (68000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 20:11:06 > Calculating FID Score....
[INFO] 2021-01-01 20:11:31 > Calculating Inception Score....
[INFO] 2021-01-01 20:11:46 > Calculate F_beta Score....
[INFO] 2021-01-01 20:12:31 > Calculate Accuracies....
[INFO] 2021-01-01 20:12:37 > Calculate Accuracies....
[INFO] 2021-01-01 20:12:39 > F_8 score (Step: 68000, Using valid images): 0.049643645200684705
[INFO] 2021-01-01 20:12:39 > F_1/8 score (Step: 68000, Using valid images): 0.08856367420532892
[INFO] 2021-01-01 20:12:39 > FID score (Step: 68000, Using valid moments): 204.30595161782162
[INFO] 2021-01-01 20:12:39 > Inception score (Step: 68000, 10000 generated images): 3.3977203369140625
[INFO] 2021-01-01 20:12:39 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 20:12:40 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 20:13:38 > Step:   68100 Progress: 68.1% Elapsed: 12:00:08 temperature: no ada_p: No Discriminator_loss: 0.0024971 Generator_loss: 0.515624 
[INFO] 2021-01-01 20:14:37 > Step:   68200 Progress: 68.2% Elapsed: 12:01:07 temperature: no ada_p: No Discriminator_loss: 0.0162228 Generator_loss: 0.489634 
[INFO] 2021-01-01 20:15:36 > Step:   68300 Progress: 68.3% Elapsed: 12:02:07 temperature: no ada_p: No Discriminator_loss: 0.00890069 Generator_loss: 0.501676 
[INFO] 2021-01-01 20:16:35 > Step:   68400 Progress: 68.4% Elapsed: 12:03:05 temperature: no ada_p: No Discriminator_loss: 0.0174867 Generator_loss: 0.496531 
[INFO] 2021-01-01 20:17:34 > Step:   68500 Progress: 68.5% Elapsed: 12:04:04 temperature: no ada_p: No Discriminator_loss: 0.00253042 Generator_loss: 0.479416 
[INFO] 2021-01-01 20:18:32 > Step:   68600 Progress: 68.6% Elapsed: 12:05:02 temperature: no ada_p: No Discriminator_loss: 0.00448442 Generator_loss: 0.47403 
[INFO] 2021-01-01 20:19:31 > Step:   68700 Progress: 68.7% Elapsed: 12:06:01 temperature: no ada_p: No Discriminator_loss: 0.0853276 Generator_loss: 0.684495 
[INFO] 2021-01-01 20:20:30 > Step:   68800 Progress: 68.8% Elapsed: 12:07:00 temperature: no ada_p: No Discriminator_loss: 0.0596233 Generator_loss: 0.489949 
[INFO] 2021-01-01 20:21:28 > Step:   68900 Progress: 68.9% Elapsed: 12:07:58 temperature: no ada_p: No Discriminator_loss: 0.00228486 Generator_loss: 0.479551 
[INFO] 2021-01-01 20:22:27 > Step:   69000 Progress: 69.0% Elapsed: 12:08:57 temperature: no ada_p: No Discriminator_loss: 0.0672577 Generator_loss: 0.543553 
[INFO] 2021-01-01 20:23:26 > Step:   69100 Progress: 69.1% Elapsed: 12:09:56 temperature: no ada_p: No Discriminator_loss: 0.0240288 Generator_loss: 0.615563 
[INFO] 2021-01-01 20:24:24 > Step:   69200 Progress: 69.2% Elapsed: 12:10:55 temperature: no ada_p: No Discriminator_loss: 0.00498141 Generator_loss: 0.493329 
[INFO] 2021-01-01 20:25:23 > Step:   69300 Progress: 69.3% Elapsed: 12:11:53 temperature: no ada_p: No Discriminator_loss: 0.00288679 Generator_loss: 0.452172 
[INFO] 2021-01-01 20:26:21 > Step:   69400 Progress: 69.4% Elapsed: 12:12:52 temperature: no ada_p: No Discriminator_loss: 0.00273426 Generator_loss: 0.49349 
[INFO] 2021-01-01 20:27:20 > Step:   69500 Progress: 69.5% Elapsed: 12:13:51 temperature: no ada_p: No Discriminator_loss: 0.0519576 Generator_loss: 0.265893 
[INFO] 2021-01-01 20:28:19 > Step:   69600 Progress: 69.6% Elapsed: 12:14:49 temperature: no ada_p: No Discriminator_loss: 0.0133935 Generator_loss: 0.33175 
[INFO] 2021-01-01 20:29:17 > Step:   69700 Progress: 69.7% Elapsed: 12:15:48 temperature: no ada_p: No Discriminator_loss: 0.161928 Generator_loss: 0.466613 
[INFO] 2021-01-01 20:30:16 > Step:   69800 Progress: 69.8% Elapsed: 12:16:46 temperature: no ada_p: No Discriminator_loss: 0.00315565 Generator_loss: 0.450089 
[INFO] 2021-01-01 20:31:15 > Step:   69900 Progress: 69.9% Elapsed: 12:17:45 temperature: no ada_p: No Discriminator_loss: 0.0143422 Generator_loss: 0.476344 
[INFO] 2021-01-01 20:32:13 > Step:   70000 Progress: 70.0% Elapsed: 12:18:43 temperature: no ada_p: No Discriminator_loss: 0.00327517 Generator_loss: 0.486598 
[INFO] 2021-01-01 20:32:13 > Start Evaluation (70000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 20:32:13 > Calculating FID Score....
[INFO] 2021-01-01 20:32:39 > Calculating Inception Score....
[INFO] 2021-01-01 20:32:54 > Calculate F_beta Score....
[INFO] 2021-01-01 20:33:38 > Calculate Accuracies....
[INFO] 2021-01-01 20:33:44 > Calculate Accuracies....
[INFO] 2021-01-01 20:33:46 > F_8 score (Step: 70000, Using valid images): 0.017776401591491783
[INFO] 2021-01-01 20:33:46 > F_1/8 score (Step: 70000, Using valid images): 0.08183259688516913
[INFO] 2021-01-01 20:33:46 > FID score (Step: 70000, Using valid moments): 204.1399848461822
[INFO] 2021-01-01 20:33:46 > Inception score (Step: 70000, 10000 generated images): 4.122901439666748
[INFO] 2021-01-01 20:33:46 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 20:33:47 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 20:34:45 > Step:   70100 Progress: 70.1% Elapsed: 12:21:15 temperature: no ada_p: No Discriminator_loss: 0.00126962 Generator_loss: 0.5325 
[INFO] 2021-01-01 20:35:44 > Step:   70200 Progress: 70.2% Elapsed: 12:22:14 temperature: no ada_p: No Discriminator_loss: 0.000837447 Generator_loss: 0.508083 
[INFO] 2021-01-01 20:36:44 > Step:   70300 Progress: 70.3% Elapsed: 12:23:14 temperature: no ada_p: No Discriminator_loss: 0.00250363 Generator_loss: 0.455373 
[INFO] 2021-01-01 20:37:43 > Step:   70400 Progress: 70.4% Elapsed: 12:24:13 temperature: no ada_p: No Discriminator_loss: 0.00688117 Generator_loss: 0.428015 
[INFO] 2021-01-01 20:38:41 > Step:   70500 Progress: 70.5% Elapsed: 12:25:12 temperature: no ada_p: No Discriminator_loss: 0.00204311 Generator_loss: 0.502837 
[INFO] 2021-01-01 20:39:41 > Step:   70600 Progress: 70.6% Elapsed: 12:26:11 temperature: no ada_p: No Discriminator_loss: 0.00270402 Generator_loss: 0.490659 
[INFO] 2021-01-01 20:40:39 > Step:   70700 Progress: 70.7% Elapsed: 12:27:09 temperature: no ada_p: No Discriminator_loss: 0.0010161 Generator_loss: 0.487173 
[INFO] 2021-01-01 20:41:38 > Step:   70800 Progress: 70.8% Elapsed: 12:28:08 temperature: no ada_p: No Discriminator_loss: 0.0879335 Generator_loss: 0.409177 
[INFO] 2021-01-01 20:42:36 > Step:   70900 Progress: 70.9% Elapsed: 12:29:06 temperature: no ada_p: No Discriminator_loss: 0.00244608 Generator_loss: 0.514091 
[INFO] 2021-01-01 20:43:35 > Step:   71000 Progress: 71.0% Elapsed: 12:30:05 temperature: no ada_p: No Discriminator_loss: 0.00349854 Generator_loss: 0.46549 
[INFO] 2021-01-01 20:44:34 > Step:   71100 Progress: 71.1% Elapsed: 12:31:04 temperature: no ada_p: No Discriminator_loss: 0.00273094 Generator_loss: 0.498397 
[INFO] 2021-01-01 20:45:32 > Step:   71200 Progress: 71.2% Elapsed: 12:32:02 temperature: no ada_p: No Discriminator_loss: 0.0142985 Generator_loss: 0.523044 
[INFO] 2021-01-01 20:46:31 > Step:   71300 Progress: 71.3% Elapsed: 12:33:01 temperature: no ada_p: No Discriminator_loss: 0.000758571 Generator_loss: 0.47843 
[INFO] 2021-01-01 20:47:30 > Step:   71400 Progress: 71.4% Elapsed: 12:34:00 temperature: no ada_p: No Discriminator_loss: 0.000527884 Generator_loss: 0.486461 
[INFO] 2021-01-01 20:48:28 > Step:   71500 Progress: 71.5% Elapsed: 12:34:58 temperature: no ada_p: No Discriminator_loss: 0.000529855 Generator_loss: 0.476815 
[INFO] 2021-01-01 20:49:27 > Step:   71600 Progress: 71.6% Elapsed: 12:35:57 temperature: no ada_p: No Discriminator_loss: 0.000507731 Generator_loss: 0.493743 
[INFO] 2021-01-01 20:50:25 > Step:   71700 Progress: 71.7% Elapsed: 12:36:55 temperature: no ada_p: No Discriminator_loss: 0.000481248 Generator_loss: 0.521525 
[INFO] 2021-01-01 20:51:24 > Step:   71800 Progress: 71.8% Elapsed: 12:37:54 temperature: no ada_p: No Discriminator_loss: 0.375346 Generator_loss: 0.395315 
[INFO] 2021-01-01 20:52:23 > Step:   71900 Progress: 71.9% Elapsed: 12:38:53 temperature: no ada_p: No Discriminator_loss: 0.408419 Generator_loss: 0.467694 
[INFO] 2021-01-01 20:53:21 > Step:   72000 Progress: 72.0% Elapsed: 12:39:51 temperature: no ada_p: No Discriminator_loss: 0.00164478 Generator_loss: 0.451161 
[INFO] 2021-01-01 20:53:21 > Start Evaluation (72000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 20:53:21 > Calculating FID Score....
[INFO] 2021-01-01 20:53:47 > Calculating Inception Score....
[INFO] 2021-01-01 20:54:02 > Calculate F_beta Score....
[INFO] 2021-01-01 20:54:45 > Calculate Accuracies....
[INFO] 2021-01-01 20:54:51 > Calculate Accuracies....
[INFO] 2021-01-01 20:54:53 > F_8 score (Step: 72000, Using valid images): 0.08360338294610851
[INFO] 2021-01-01 20:54:53 > F_1/8 score (Step: 72000, Using valid images): 0.05770636570323713
[INFO] 2021-01-01 20:54:53 > FID score (Step: 72000, Using valid moments): 209.81160135368776
[INFO] 2021-01-01 20:54:53 > Inception score (Step: 72000, 10000 generated images): 3.1080214977264404
[INFO] 2021-01-01 20:54:53 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 20:54:54 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 20:55:52 > Step:   72100 Progress: 72.1% Elapsed: 12:42:22 temperature: no ada_p: No Discriminator_loss: 0.00347028 Generator_loss: 0.443446 
[INFO] 2021-01-01 20:56:51 > Step:   72200 Progress: 72.2% Elapsed: 12:43:21 temperature: no ada_p: No Discriminator_loss: 0.00188076 Generator_loss: 0.488226 
[INFO] 2021-01-01 20:57:50 > Step:   72300 Progress: 72.3% Elapsed: 12:44:20 temperature: no ada_p: No Discriminator_loss: 0.00795802 Generator_loss: 0.434563 
[INFO] 2021-01-01 20:58:49 > Step:   72400 Progress: 72.4% Elapsed: 12:45:19 temperature: no ada_p: No Discriminator_loss: 0.00767353 Generator_loss: 0.482884 
[INFO] 2021-01-01 20:59:47 > Step:   72500 Progress: 72.5% Elapsed: 12:46:17 temperature: no ada_p: No Discriminator_loss: 0.537063 Generator_loss: 0.514301 
[INFO] 2021-01-01 21:00:47 > Step:   72600 Progress: 72.6% Elapsed: 12:47:17 temperature: no ada_p: No Discriminator_loss: 0.00115221 Generator_loss: 0.482164 
[INFO] 2021-01-01 21:01:45 > Step:   72700 Progress: 72.7% Elapsed: 12:48:15 temperature: no ada_p: No Discriminator_loss: 0.0111276 Generator_loss: 0.383832 
[INFO] 2021-01-01 21:02:44 > Step:   72800 Progress: 72.8% Elapsed: 12:49:14 temperature: no ada_p: No Discriminator_loss: 0.00823814 Generator_loss: 0.449573 
[INFO] 2021-01-01 21:03:42 > Step:   72900 Progress: 72.9% Elapsed: 12:50:12 temperature: no ada_p: No Discriminator_loss: 0.00368345 Generator_loss: 0.533543 
[INFO] 2021-01-01 21:04:41 > Step:   73000 Progress: 73.0% Elapsed: 12:51:12 temperature: no ada_p: No Discriminator_loss: 0.00185641 Generator_loss: 0.500777 
[INFO] 2021-01-01 21:05:40 > Step:   73100 Progress: 73.1% Elapsed: 12:52:10 temperature: no ada_p: No Discriminator_loss: 0.000475289 Generator_loss: 0.490039 
[INFO] 2021-01-01 21:06:39 > Step:   73200 Progress: 73.2% Elapsed: 12:53:09 temperature: no ada_p: No Discriminator_loss: 0.0049372 Generator_loss: 0.481924 
[INFO] 2021-01-01 21:07:37 > Step:   73300 Progress: 73.3% Elapsed: 12:54:07 temperature: no ada_p: No Discriminator_loss: 0.00056675 Generator_loss: 0.505055 
[INFO] 2021-01-01 21:08:36 > Step:   73400 Progress: 73.4% Elapsed: 12:55:06 temperature: no ada_p: No Discriminator_loss: 0.00266666 Generator_loss: 0.449373 
[INFO] 2021-01-01 21:09:34 > Step:   73500 Progress: 73.5% Elapsed: 12:56:04 temperature: no ada_p: No Discriminator_loss: 0.0141592 Generator_loss: 0.383301 
[INFO] 2021-01-01 21:10:33 > Step:   73600 Progress: 73.6% Elapsed: 12:57:03 temperature: no ada_p: No Discriminator_loss: 0.0020827 Generator_loss: 0.485096 
[INFO] 2021-01-01 21:11:31 > Step:   73700 Progress: 73.7% Elapsed: 12:58:01 temperature: no ada_p: No Discriminator_loss: 0.00282904 Generator_loss: 0.473294 
[INFO] 2021-01-01 21:12:30 > Step:   73800 Progress: 73.8% Elapsed: 12:59:00 temperature: no ada_p: No Discriminator_loss: 0.00290516 Generator_loss: 0.504222 
[INFO] 2021-01-01 21:13:28 > Step:   73900 Progress: 73.9% Elapsed: 12:59:59 temperature: no ada_p: No Discriminator_loss: 0.0356332 Generator_loss: 0.277409 
[INFO] 2021-01-01 21:14:27 > Step:   74000 Progress: 74.0% Elapsed: 13:00:57 temperature: no ada_p: No Discriminator_loss: 0.0472453 Generator_loss: 0.230599 
[INFO] 2021-01-01 21:14:27 > Start Evaluation (74000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 21:14:27 > Calculating FID Score....
[INFO] 2021-01-01 21:14:52 > Calculating Inception Score....
[INFO] 2021-01-01 21:15:07 > Calculate F_beta Score....
[INFO] 2021-01-01 21:15:50 > Calculate Accuracies....
[INFO] 2021-01-01 21:15:56 > Calculate Accuracies....
[INFO] 2021-01-01 21:15:58 > F_8 score (Step: 74000, Using valid images): 0.21224258283258862
[INFO] 2021-01-01 21:15:58 > F_1/8 score (Step: 74000, Using valid images): 0.03569400152548033
[INFO] 2021-01-01 21:15:58 > FID score (Step: 74000, Using valid moments): 217.41107337709676
[INFO] 2021-01-01 21:15:58 > Inception score (Step: 74000, 10000 generated images): 2.848390579223633
[INFO] 2021-01-01 21:15:58 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 21:15:59 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 21:16:57 > Step:   74100 Progress: 74.1% Elapsed: 13:03:27 temperature: no ada_p: No Discriminator_loss: 0.0124111 Generator_loss: 0.445204 
[INFO] 2021-01-01 21:17:57 > Step:   74200 Progress: 74.2% Elapsed: 13:04:27 temperature: no ada_p: No Discriminator_loss: 0.00383766 Generator_loss: 0.437536 
[INFO] 2021-01-01 21:18:56 > Step:   74300 Progress: 74.3% Elapsed: 13:05:26 temperature: no ada_p: No Discriminator_loss: 0.00229575 Generator_loss: 0.496901 
[INFO] 2021-01-01 21:19:54 > Step:   74400 Progress: 74.4% Elapsed: 13:06:25 temperature: no ada_p: No Discriminator_loss: 0.0024336 Generator_loss: 0.479727 
[INFO] 2021-01-01 21:20:54 > Step:   74500 Progress: 74.5% Elapsed: 13:07:24 temperature: no ada_p: No Discriminator_loss: 0.0246379 Generator_loss: 0.317262 
[INFO] 2021-01-01 21:21:52 > Step:   74600 Progress: 74.6% Elapsed: 13:08:22 temperature: no ada_p: No Discriminator_loss: 0.000801123 Generator_loss: 0.493177 
[INFO] 2021-01-01 21:22:51 > Step:   74700 Progress: 74.7% Elapsed: 13:09:21 temperature: no ada_p: No Discriminator_loss: 0.158714 Generator_loss: 0.34415 
[INFO] 2021-01-01 21:23:49 > Step:   74800 Progress: 74.8% Elapsed: 13:10:19 temperature: no ada_p: No Discriminator_loss: 0.00109303 Generator_loss: 0.494737 
[INFO] 2021-01-01 21:24:48 > Step:   74900 Progress: 74.9% Elapsed: 13:11:18 temperature: no ada_p: No Discriminator_loss: 0.00713001 Generator_loss: 0.452655 
[INFO] 2021-01-01 21:25:47 > Step:   75000 Progress: 75.0% Elapsed: 13:12:17 temperature: no ada_p: No Discriminator_loss: 0.000528616 Generator_loss: 0.491607 
[INFO] 2021-01-01 21:26:45 > Step:   75100 Progress: 75.1% Elapsed: 13:13:15 temperature: no ada_p: No Discriminator_loss: 0.0011671 Generator_loss: 0.475136 
[INFO] 2021-01-01 21:27:44 > Step:   75200 Progress: 75.2% Elapsed: 13:14:14 temperature: no ada_p: No Discriminator_loss: 0.00176584 Generator_loss: 0.465158 
[INFO] 2021-01-01 21:28:43 > Step:   75300 Progress: 75.3% Elapsed: 13:15:13 temperature: no ada_p: No Discriminator_loss: 0.000934622 Generator_loss: 0.491837 
[INFO] 2021-01-01 21:29:41 > Step:   75400 Progress: 75.4% Elapsed: 13:16:12 temperature: no ada_p: No Discriminator_loss: 0.00432969 Generator_loss: 0.435146 
[INFO] 2021-01-01 21:30:40 > Step:   75500 Progress: 75.5% Elapsed: 13:17:10 temperature: no ada_p: No Discriminator_loss: 0.00226978 Generator_loss: 0.493707 
[INFO] 2021-01-01 21:31:38 > Step:   75600 Progress: 75.6% Elapsed: 13:18:09 temperature: no ada_p: No Discriminator_loss: 0.0196902 Generator_loss: 0.390646 
[INFO] 2021-01-01 21:32:38 > Step:   75700 Progress: 75.7% Elapsed: 13:19:08 temperature: no ada_p: No Discriminator_loss: 0.00321051 Generator_loss: 0.487219 
[INFO] 2021-01-01 21:33:36 > Step:   75800 Progress: 75.8% Elapsed: 13:20:06 temperature: no ada_p: No Discriminator_loss: 0.00132089 Generator_loss: 0.515621 
[INFO] 2021-01-01 21:34:35 > Step:   75900 Progress: 75.9% Elapsed: 13:21:05 temperature: no ada_p: No Discriminator_loss: 0.00302677 Generator_loss: 0.45262 
[INFO] 2021-01-01 21:35:33 > Step:   76000 Progress: 76.0% Elapsed: 13:22:03 temperature: no ada_p: No Discriminator_loss: 0.000418755 Generator_loss: 0.496034 
[INFO] 2021-01-01 21:35:33 > Start Evaluation (76000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 21:35:33 > Calculating FID Score....
[INFO] 2021-01-01 21:35:59 > Calculating Inception Score....
[INFO] 2021-01-01 21:36:13 > Calculate F_beta Score....
[INFO] 2021-01-01 21:36:57 > Calculate Accuracies....
[INFO] 2021-01-01 21:37:03 > Calculate Accuracies....
[INFO] 2021-01-01 21:37:05 > F_8 score (Step: 76000, Using valid images): 0.1093405226418999
[INFO] 2021-01-01 21:37:05 > F_1/8 score (Step: 76000, Using valid images): 0.07666517716920089
[INFO] 2021-01-01 21:37:05 > FID score (Step: 76000, Using valid moments): 196.31481886294503
[INFO] 2021-01-01 21:37:05 > Inception score (Step: 76000, 10000 generated images): 3.4605116844177246
[INFO] 2021-01-01 21:37:05 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 21:37:06 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 21:38:04 > Step:   76100 Progress: 76.1% Elapsed: 13:24:35 temperature: no ada_p: No Discriminator_loss: 0.00517523 Generator_loss: 0.509491 
[INFO] 2021-01-01 21:39:03 > Step:   76200 Progress: 76.2% Elapsed: 13:25:33 temperature: no ada_p: No Discriminator_loss: 0.000491226 Generator_loss: 0.481624 
[INFO] 2021-01-01 21:40:02 > Step:   76300 Progress: 76.3% Elapsed: 13:26:32 temperature: no ada_p: No Discriminator_loss: 0.000215817 Generator_loss: 0.492278 
[INFO] 2021-01-01 21:41:01 > Step:   76400 Progress: 76.4% Elapsed: 13:27:31 temperature: no ada_p: No Discriminator_loss: 0.000640521 Generator_loss: 0.485742 
[INFO] 2021-01-01 21:42:00 > Step:   76500 Progress: 76.5% Elapsed: 13:28:30 temperature: no ada_p: No Discriminator_loss: 0.102294 Generator_loss: 0.313906 
[INFO] 2021-01-01 21:42:59 > Step:   76600 Progress: 76.6% Elapsed: 13:29:29 temperature: no ada_p: No Discriminator_loss: 0.00741794 Generator_loss: 0.439689 
[INFO] 2021-01-01 21:43:57 > Step:   76700 Progress: 76.7% Elapsed: 13:30:27 temperature: no ada_p: No Discriminator_loss: 0.00290428 Generator_loss: 0.462165 
[INFO] 2021-01-01 21:44:56 > Step:   76800 Progress: 76.8% Elapsed: 13:31:26 temperature: no ada_p: No Discriminator_loss: 0.00463953 Generator_loss: 0.480312 
[INFO] 2021-01-01 21:45:55 > Step:   76900 Progress: 76.9% Elapsed: 13:32:25 temperature: no ada_p: No Discriminator_loss: 0.000446309 Generator_loss: 0.499001 
[INFO] 2021-01-01 21:46:53 > Step:   77000 Progress: 77.0% Elapsed: 13:33:24 temperature: no ada_p: No Discriminator_loss: 0.00160869 Generator_loss: 0.462834 
[INFO] 2021-01-01 21:47:52 > Step:   77100 Progress: 77.1% Elapsed: 13:34:22 temperature: no ada_p: No Discriminator_loss: 0.0162282 Generator_loss: 0.474496 
[INFO] 2021-01-01 21:48:50 > Step:   77200 Progress: 77.2% Elapsed: 13:35:20 temperature: no ada_p: No Discriminator_loss: 0.000705634 Generator_loss: 0.502473 
[INFO] 2021-01-01 21:49:49 > Step:   77300 Progress: 77.3% Elapsed: 13:36:19 temperature: no ada_p: No Discriminator_loss: 0.00185278 Generator_loss: 0.485358 
[INFO] 2021-01-01 21:50:48 > Step:   77400 Progress: 77.4% Elapsed: 13:37:18 temperature: no ada_p: No Discriminator_loss: 0.0012192 Generator_loss: 0.500501 
[INFO] 2021-01-01 21:51:46 > Step:   77500 Progress: 77.5% Elapsed: 13:38:16 temperature: no ada_p: No Discriminator_loss: 0.00065154 Generator_loss: 0.487442 
[INFO] 2021-01-01 21:52:45 > Step:   77600 Progress: 77.6% Elapsed: 13:39:15 temperature: no ada_p: No Discriminator_loss: 0.000920059 Generator_loss: 0.480969 
[INFO] 2021-01-01 21:53:44 > Step:   77700 Progress: 77.7% Elapsed: 13:40:14 temperature: no ada_p: No Discriminator_loss: 0.0104521 Generator_loss: 0.40686 
[INFO] 2021-01-01 21:54:42 > Step:   77800 Progress: 77.8% Elapsed: 13:41:12 temperature: no ada_p: No Discriminator_loss: 0.00967312 Generator_loss: 0.499389 
[INFO] 2021-01-01 21:55:41 > Step:   77900 Progress: 77.9% Elapsed: 13:42:11 temperature: no ada_p: No Discriminator_loss: 0.00701461 Generator_loss: 0.55179 
[INFO] 2021-01-01 21:56:39 > Step:   78000 Progress: 78.0% Elapsed: 13:43:09 temperature: no ada_p: No Discriminator_loss: 0.000754854 Generator_loss: 0.47919 
[INFO] 2021-01-01 21:56:39 > Start Evaluation (78000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 21:56:39 > Calculating FID Score....
[INFO] 2021-01-01 21:57:05 > Calculating Inception Score....
[INFO] 2021-01-01 21:57:20 > Calculate F_beta Score....
[INFO] 2021-01-01 21:58:04 > Calculate Accuracies....
[INFO] 2021-01-01 21:58:10 > Calculate Accuracies....
[INFO] 2021-01-01 21:58:11 > F_8 score (Step: 78000, Using valid images): 0.21585753745152614
[INFO] 2021-01-01 21:58:11 > F_1/8 score (Step: 78000, Using valid images): 0.07318808032289409
[INFO] 2021-01-01 21:58:11 > FID score (Step: 78000, Using valid moments): 201.90606412536022
[INFO] 2021-01-01 21:58:11 > Inception score (Step: 78000, 10000 generated images): 3.6237454414367676
[INFO] 2021-01-01 21:58:11 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 21:58:13 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 21:59:11 > Step:   78100 Progress: 78.1% Elapsed: 13:45:41 temperature: no ada_p: No Discriminator_loss: 0.000739151 Generator_loss: 0.493871 
[INFO] 2021-01-01 22:00:10 > Step:   78200 Progress: 78.2% Elapsed: 13:46:40 temperature: no ada_p: No Discriminator_loss: 0.000629354 Generator_loss: 0.502752 
[INFO] 2021-01-01 22:01:09 > Step:   78300 Progress: 78.3% Elapsed: 13:47:39 temperature: no ada_p: No Discriminator_loss: 0.00990402 Generator_loss: 0.510669 
[INFO] 2021-01-01 22:02:09 > Step:   78400 Progress: 78.4% Elapsed: 13:48:39 temperature: no ada_p: No Discriminator_loss: 0.00951899 Generator_loss: 0.561776 
[INFO] 2021-01-01 22:03:07 > Step:   78500 Progress: 78.5% Elapsed: 13:49:37 temperature: no ada_p: No Discriminator_loss: 0.304949 Generator_loss: 0.285663 
[INFO] 2021-01-01 22:04:06 > Step:   78600 Progress: 78.6% Elapsed: 13:50:36 temperature: no ada_p: No Discriminator_loss: 0.00777974 Generator_loss: 0.494708 
[INFO] 2021-01-01 22:05:04 > Step:   78700 Progress: 78.7% Elapsed: 13:51:34 temperature: no ada_p: No Discriminator_loss: 0.0012182 Generator_loss: 0.494186 
[INFO] 2021-01-01 22:06:03 > Step:   78800 Progress: 78.8% Elapsed: 13:52:34 temperature: no ada_p: No Discriminator_loss: 0.00208393 Generator_loss: 0.453869 
[INFO] 2021-01-01 22:07:02 > Step:   78900 Progress: 78.9% Elapsed: 13:53:32 temperature: no ada_p: No Discriminator_loss: 0.00857568 Generator_loss: 0.554252 
[INFO] 2021-01-01 22:08:00 > Step:   79000 Progress: 79.0% Elapsed: 13:54:31 temperature: no ada_p: No Discriminator_loss: 0.0297656 Generator_loss: 0.297183 
[INFO] 2021-01-01 22:08:59 > Step:   79100 Progress: 79.1% Elapsed: 13:55:29 temperature: no ada_p: No Discriminator_loss: 0.00133312 Generator_loss: 0.533761 
[INFO] 2021-01-01 22:09:58 > Step:   79200 Progress: 79.2% Elapsed: 13:56:28 temperature: no ada_p: No Discriminator_loss: 0.000556126 Generator_loss: 0.506829 
[INFO] 2021-01-01 22:10:57 > Step:   79300 Progress: 79.3% Elapsed: 13:57:27 temperature: no ada_p: No Discriminator_loss: 0.267295 Generator_loss: 0.235055 
[INFO] 2021-01-01 22:11:55 > Step:   79400 Progress: 79.4% Elapsed: 13:58:25 temperature: no ada_p: No Discriminator_loss: 0.00546144 Generator_loss: 0.44059 
[INFO] 2021-01-01 22:12:54 > Step:   79500 Progress: 79.5% Elapsed: 13:59:24 temperature: no ada_p: No Discriminator_loss: 0.00415625 Generator_loss: 0.493294 
[INFO] 2021-01-01 22:13:53 > Step:   79600 Progress: 79.6% Elapsed: 14:00:23 temperature: no ada_p: No Discriminator_loss: 0.00158748 Generator_loss: 0.479416 
[INFO] 2021-01-01 22:14:51 > Step:   79700 Progress: 79.7% Elapsed: 14:01:21 temperature: no ada_p: No Discriminator_loss: 0.000622908 Generator_loss: 0.504256 
[INFO] 2021-01-01 22:15:49 > Step:   79800 Progress: 79.8% Elapsed: 14:02:19 temperature: no ada_p: No Discriminator_loss: 0.0112381 Generator_loss: 0.453921 
[INFO] 2021-01-01 22:16:48 > Step:   79900 Progress: 79.9% Elapsed: 14:03:18 temperature: no ada_p: No Discriminator_loss: 0.34726 Generator_loss: 0.443594 
[INFO] 2021-01-01 22:17:47 > Step:   80000 Progress: 80.0% Elapsed: 14:04:17 temperature: no ada_p: No Discriminator_loss: 0.0136839 Generator_loss: 0.410297 
[INFO] 2021-01-01 22:17:47 > Start Evaluation (80000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 22:17:47 > Calculating FID Score....
[INFO] 2021-01-01 22:18:12 > Calculating Inception Score....
[INFO] 2021-01-01 22:18:27 > Calculate F_beta Score....
[INFO] 2021-01-01 22:19:12 > Calculate Accuracies....
[INFO] 2021-01-01 22:19:18 > Calculate Accuracies....
[INFO] 2021-01-01 22:19:20 > F_8 score (Step: 80000, Using valid images): 0.1592492441997259
[INFO] 2021-01-01 22:19:20 > F_1/8 score (Step: 80000, Using valid images): 0.11133097138269837
[INFO] 2021-01-01 22:19:20 > FID score (Step: 80000, Using valid moments): 194.24384930174602
[INFO] 2021-01-01 22:19:20 > Inception score (Step: 80000, 10000 generated images): 3.19169020652771
[INFO] 2021-01-01 22:19:20 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 22:19:21 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 22:20:19 > Step:   80100 Progress: 80.1% Elapsed: 14:06:49 temperature: no ada_p: No Discriminator_loss: 0.00140582 Generator_loss: 0.51509 
[INFO] 2021-01-01 22:21:18 > Step:   80200 Progress: 80.2% Elapsed: 14:07:48 temperature: no ada_p: No Discriminator_loss: 0.306362 Generator_loss: 0.289558 
[INFO] 2021-01-01 22:22:17 > Step:   80300 Progress: 80.3% Elapsed: 14:08:47 temperature: no ada_p: No Discriminator_loss: 0.00120971 Generator_loss: 0.492726 
[INFO] 2021-01-01 22:23:17 > Step:   80400 Progress: 80.4% Elapsed: 14:09:47 temperature: no ada_p: No Discriminator_loss: 0.00171454 Generator_loss: 0.463446 
[INFO] 2021-01-01 22:24:15 > Step:   80500 Progress: 80.5% Elapsed: 14:10:45 temperature: no ada_p: No Discriminator_loss: 0.00111285 Generator_loss: 0.513261 
[INFO] 2021-01-01 22:25:14 > Step:   80600 Progress: 80.6% Elapsed: 14:11:44 temperature: no ada_p: No Discriminator_loss: 0.000733383 Generator_loss: 0.487497 
[INFO] 2021-01-01 22:26:13 > Step:   80700 Progress: 80.7% Elapsed: 14:12:43 temperature: no ada_p: No Discriminator_loss: 0.000916885 Generator_loss: 0.522896 
[INFO] 2021-01-01 22:27:12 > Step:   80800 Progress: 80.8% Elapsed: 14:13:42 temperature: no ada_p: No Discriminator_loss: 0.000305039 Generator_loss: 0.494809 
[INFO] 2021-01-01 22:28:10 > Step:   80900 Progress: 80.9% Elapsed: 14:14:40 temperature: no ada_p: No Discriminator_loss: 0.000305944 Generator_loss: 0.497323 
[INFO] 2021-01-01 22:29:09 > Step:   81000 Progress: 81.0% Elapsed: 14:15:39 temperature: no ada_p: No Discriminator_loss: 0.0111617 Generator_loss: 0.413474 
[INFO] 2021-01-01 22:30:07 > Step:   81100 Progress: 81.1% Elapsed: 14:16:37 temperature: no ada_p: No Discriminator_loss: 0.000908677 Generator_loss: 0.472868 
[INFO] 2021-01-01 22:31:06 > Step:   81200 Progress: 81.2% Elapsed: 14:17:36 temperature: no ada_p: No Discriminator_loss: 0.0016415 Generator_loss: 0.469247 
[INFO] 2021-01-01 22:32:04 > Step:   81300 Progress: 81.3% Elapsed: 14:18:35 temperature: no ada_p: No Discriminator_loss: 0.00204274 Generator_loss: 0.47484 
[INFO] 2021-01-01 22:33:03 > Step:   81400 Progress: 81.4% Elapsed: 14:19:33 temperature: no ada_p: No Discriminator_loss: 0.00769225 Generator_loss: 0.482948 
[INFO] 2021-01-01 22:34:01 > Step:   81500 Progress: 81.5% Elapsed: 14:20:31 temperature: no ada_p: No Discriminator_loss: 0.00364275 Generator_loss: 0.449304 
[INFO] 2021-01-01 22:35:00 > Step:   81600 Progress: 81.6% Elapsed: 14:21:31 temperature: no ada_p: No Discriminator_loss: 0.000689891 Generator_loss: 0.480881 
[INFO] 2021-01-01 22:35:59 > Step:   81700 Progress: 81.7% Elapsed: 14:22:29 temperature: no ada_p: No Discriminator_loss: 0.000568477 Generator_loss: 0.501926 
[INFO] 2021-01-01 22:36:57 > Step:   81800 Progress: 81.8% Elapsed: 14:23:28 temperature: no ada_p: No Discriminator_loss: 0.0011752 Generator_loss: 0.508628 
[INFO] 2021-01-01 22:37:56 > Step:   81900 Progress: 81.9% Elapsed: 14:24:26 temperature: no ada_p: No Discriminator_loss: 0.00679989 Generator_loss: 0.437633 
[INFO] 2021-01-01 22:38:55 > Step:   82000 Progress: 82.0% Elapsed: 14:25:25 temperature: no ada_p: No Discriminator_loss: 0.000676286 Generator_loss: 0.486914 
[INFO] 2021-01-01 22:38:55 > Start Evaluation (82000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 22:38:55 > Calculating FID Score....
[INFO] 2021-01-01 22:39:21 > Calculating Inception Score....
[INFO] 2021-01-01 22:39:36 > Calculate F_beta Score....
[INFO] 2021-01-01 22:40:20 > Calculate Accuracies....
[INFO] 2021-01-01 22:40:26 > Calculate Accuracies....
[INFO] 2021-01-01 22:40:28 > F_8 score (Step: 82000, Using valid images): 0.09990520839113703
[INFO] 2021-01-01 22:40:28 > F_1/8 score (Step: 82000, Using valid images): 0.1117632153677633
[INFO] 2021-01-01 22:40:28 > FID score (Step: 82000, Using valid moments): 183.07192038976277
[INFO] 2021-01-01 22:40:28 > Inception score (Step: 82000, 10000 generated images): 3.1045114994049072
[INFO] 2021-01-01 22:40:28 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 22:40:29 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 22:41:27 > Step:   82100 Progress: 82.1% Elapsed: 14:27:57 temperature: no ada_p: No Discriminator_loss: 0.0398483 Generator_loss: 0.336949 
[INFO] 2021-01-01 22:42:26 > Step:   82200 Progress: 82.2% Elapsed: 14:28:56 temperature: no ada_p: No Discriminator_loss: 0.00743857 Generator_loss: 0.441895 
[INFO] 2021-01-01 22:43:26 > Step:   82300 Progress: 82.3% Elapsed: 14:29:56 temperature: no ada_p: No Discriminator_loss: 0.017084 Generator_loss: 0.393537 
[INFO] 2021-01-01 22:44:24 > Step:   82400 Progress: 82.4% Elapsed: 14:30:54 temperature: no ada_p: No Discriminator_loss: 0.0160656 Generator_loss: 0.415655 
[INFO] 2021-01-01 22:45:23 > Step:   82500 Progress: 82.5% Elapsed: 14:31:53 temperature: no ada_p: No Discriminator_loss: 0.00131911 Generator_loss: 0.497226 
[INFO] 2021-01-01 22:46:21 > Step:   82600 Progress: 82.6% Elapsed: 14:32:51 temperature: no ada_p: No Discriminator_loss: 0.00408941 Generator_loss: 0.544584 
[INFO] 2021-01-01 22:47:20 > Step:   82700 Progress: 82.7% Elapsed: 14:33:50 temperature: no ada_p: No Discriminator_loss: 0.0151913 Generator_loss: 0.364631 
[INFO] 2021-01-01 22:48:19 > Step:   82800 Progress: 82.8% Elapsed: 14:34:49 temperature: no ada_p: No Discriminator_loss: 0.00585773 Generator_loss: 0.446954 
[INFO] 2021-01-01 22:49:17 > Step:   82900 Progress: 82.9% Elapsed: 14:35:47 temperature: no ada_p: No Discriminator_loss: 0.00823769 Generator_loss: 0.451505 
[INFO] 2021-01-01 22:50:16 > Step:   83000 Progress: 83.0% Elapsed: 14:36:46 temperature: no ada_p: No Discriminator_loss: 0.0114075 Generator_loss: 0.384454 
[INFO] 2021-01-01 22:51:15 > Step:   83100 Progress: 83.1% Elapsed: 14:37:45 temperature: no ada_p: No Discriminator_loss: 0.0209518 Generator_loss: 0.332499 
[INFO] 2021-01-01 22:52:13 > Step:   83200 Progress: 83.2% Elapsed: 14:38:44 temperature: no ada_p: No Discriminator_loss: 0.00070814 Generator_loss: 0.485135 
[INFO] 2021-01-01 22:53:12 > Step:   83300 Progress: 83.3% Elapsed: 14:39:42 temperature: no ada_p: No Discriminator_loss: 0.000757408 Generator_loss: 0.492287 
[INFO] 2021-01-01 22:54:11 > Step:   83400 Progress: 83.4% Elapsed: 14:40:41 temperature: no ada_p: No Discriminator_loss: 0.0011688 Generator_loss: 0.49316 
[INFO] 2021-01-01 22:55:10 > Step:   83500 Progress: 83.5% Elapsed: 14:41:40 temperature: no ada_p: No Discriminator_loss: 0.00147039 Generator_loss: 0.494843 
[INFO] 2021-01-01 22:56:08 > Step:   83600 Progress: 83.6% Elapsed: 14:42:38 temperature: no ada_p: No Discriminator_loss: 0.000596804 Generator_loss: 0.500747 
[INFO] 2021-01-01 22:57:07 > Step:   83700 Progress: 83.7% Elapsed: 14:43:37 temperature: no ada_p: No Discriminator_loss: 0.00031097 Generator_loss: 0.494878 
[INFO] 2021-01-01 22:58:05 > Step:   83800 Progress: 83.8% Elapsed: 14:44:35 temperature: no ada_p: No Discriminator_loss: 0.000554772 Generator_loss: 0.505999 
[INFO] 2021-01-01 22:59:04 > Step:   83900 Progress: 83.9% Elapsed: 14:45:34 temperature: no ada_p: No Discriminator_loss: 0.000436668 Generator_loss: 0.492392 
[INFO] 2021-01-01 23:00:03 > Step:   84000 Progress: 84.0% Elapsed: 14:46:33 temperature: no ada_p: No Discriminator_loss: 0.000850404 Generator_loss: 0.508955 
[INFO] 2021-01-01 23:00:03 > Start Evaluation (84000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 23:00:03 > Calculating FID Score....
[INFO] 2021-01-01 23:00:28 > Calculating Inception Score....
[INFO] 2021-01-01 23:00:43 > Calculate F_beta Score....
[INFO] 2021-01-01 23:01:27 > Calculate Accuracies....
[INFO] 2021-01-01 23:01:33 > Calculate Accuracies....
[INFO] 2021-01-01 23:01:35 > F_8 score (Step: 84000, Using valid images): 0.1434027312791226
[INFO] 2021-01-01 23:01:35 > F_1/8 score (Step: 84000, Using valid images): 0.026332299607565817
[INFO] 2021-01-01 23:01:35 > FID score (Step: 84000, Using valid moments): 267.6288337258711
[INFO] 2021-01-01 23:01:35 > Inception score (Step: 84000, 10000 generated images): 2.38551926612854
[INFO] 2021-01-01 23:01:35 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 23:01:36 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 23:02:34 > Step:   84100 Progress: 84.1% Elapsed: 14:49:04 temperature: no ada_p: No Discriminator_loss: 0.000199585 Generator_loss: 0.484415 
[INFO] 2021-01-01 23:03:33 > Step:   84200 Progress: 84.2% Elapsed: 14:50:03 temperature: no ada_p: No Discriminator_loss: 0.000179923 Generator_loss: 0.499518 
[INFO] 2021-01-01 23:04:32 > Step:   84300 Progress: 84.3% Elapsed: 14:51:02 temperature: no ada_p: No Discriminator_loss: 0.000249266 Generator_loss: 0.500077 
[INFO] 2021-01-01 23:05:31 > Step:   84400 Progress: 84.4% Elapsed: 14:52:01 temperature: no ada_p: No Discriminator_loss: 0.000157828 Generator_loss: 0.508048 
[INFO] 2021-01-01 23:06:29 > Step:   84500 Progress: 84.5% Elapsed: 14:53:00 temperature: no ada_p: No Discriminator_loss: 0.000267367 Generator_loss: 0.496193 
[INFO] 2021-01-01 23:07:28 > Step:   84600 Progress: 84.6% Elapsed: 14:53:58 temperature: no ada_p: No Discriminator_loss: 0.000179506 Generator_loss: 0.49785 
[INFO] 2021-01-01 23:08:27 > Step:   84700 Progress: 84.7% Elapsed: 14:54:57 temperature: no ada_p: No Discriminator_loss: 0.000266297 Generator_loss: 0.511218 
[INFO] 2021-01-01 23:09:26 > Step:   84800 Progress: 84.8% Elapsed: 14:55:56 temperature: no ada_p: No Discriminator_loss: 0.000167101 Generator_loss: 0.498717 
[INFO] 2021-01-01 23:10:24 > Step:   84900 Progress: 84.9% Elapsed: 14:56:54 temperature: no ada_p: No Discriminator_loss: 0.000174481 Generator_loss: 0.493948 
[INFO] 2021-01-01 23:11:23 > Step:   85000 Progress: 85.0% Elapsed: 14:57:53 temperature: no ada_p: No Discriminator_loss: 9.76027e-05 Generator_loss: 0.499827 
[INFO] 2021-01-01 23:12:22 > Step:   85100 Progress: 85.1% Elapsed: 14:58:52 temperature: no ada_p: No Discriminator_loss: 0.00032201 Generator_loss: 0.517703 
[INFO] 2021-01-01 23:13:21 > Step:   85200 Progress: 85.2% Elapsed: 14:59:51 temperature: no ada_p: No Discriminator_loss: 0.000181842 Generator_loss: 0.49937 
[INFO] 2021-01-01 23:14:19 > Step:   85300 Progress: 85.3% Elapsed: 15:00:49 temperature: no ada_p: No Discriminator_loss: 0.000103762 Generator_loss: 0.501361 
[INFO] 2021-01-01 23:15:18 > Step:   85400 Progress: 85.4% Elapsed: 15:01:48 temperature: no ada_p: No Discriminator_loss: 8.45906e-05 Generator_loss: 0.498771 
[INFO] 2021-01-01 23:16:17 > Step:   85500 Progress: 85.5% Elapsed: 15:02:47 temperature: no ada_p: No Discriminator_loss: 0.000127452 Generator_loss: 0.500001 
[INFO] 2021-01-01 23:17:15 > Step:   85600 Progress: 85.6% Elapsed: 15:03:45 temperature: no ada_p: No Discriminator_loss: 0.000249459 Generator_loss: 0.493937 
[INFO] 2021-01-01 23:18:14 > Step:   85700 Progress: 85.7% Elapsed: 15:04:44 temperature: no ada_p: No Discriminator_loss: 0.000114615 Generator_loss: 0.500925 
[INFO] 2021-01-01 23:19:12 > Step:   85800 Progress: 85.8% Elapsed: 15:05:42 temperature: no ada_p: No Discriminator_loss: 0.000100154 Generator_loss: 0.499088 
[INFO] 2021-01-01 23:20:11 > Step:   85900 Progress: 85.9% Elapsed: 15:06:41 temperature: no ada_p: No Discriminator_loss: 7.96364e-05 Generator_loss: 0.498766 
[INFO] 2021-01-01 23:21:10 > Step:   86000 Progress: 86.0% Elapsed: 15:07:40 temperature: no ada_p: No Discriminator_loss: 7.90287e-05 Generator_loss: 0.496811 
[INFO] 2021-01-01 23:21:10 > Start Evaluation (86000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 23:21:10 > Calculating FID Score....
[INFO] 2021-01-01 23:21:35 > Calculating Inception Score....
[INFO] 2021-01-01 23:21:50 > Calculate F_beta Score....
[INFO] 2021-01-01 23:22:34 > Calculate Accuracies....
[INFO] 2021-01-01 23:22:40 > Calculate Accuracies....
[INFO] 2021-01-01 23:22:42 > F_8 score (Step: 86000, Using valid images): 0.05578235660352001
[INFO] 2021-01-01 23:22:42 > F_1/8 score (Step: 86000, Using valid images): 0.006872867121153194
[INFO] 2021-01-01 23:22:42 > FID score (Step: 86000, Using valid moments): 321.6828246588195
[INFO] 2021-01-01 23:22:42 > Inception score (Step: 86000, 10000 generated images): 2.102055311203003
[INFO] 2021-01-01 23:22:42 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 23:22:43 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 23:23:41 > Step:   86100 Progress: 86.1% Elapsed: 15:10:11 temperature: no ada_p: No Discriminator_loss: 9.42388e-05 Generator_loss: 0.500806 
[INFO] 2021-01-01 23:24:41 > Step:   86200 Progress: 86.2% Elapsed: 15:11:11 temperature: no ada_p: No Discriminator_loss: 0.000654594 Generator_loss: 0.537731 
[INFO] 2021-01-01 23:25:40 > Step:   86300 Progress: 86.3% Elapsed: 15:12:10 temperature: no ada_p: No Discriminator_loss: 0.000154732 Generator_loss: 0.494607 
[INFO] 2021-01-01 23:26:39 > Step:   86400 Progress: 86.4% Elapsed: 15:13:09 temperature: no ada_p: No Discriminator_loss: 0.000121089 Generator_loss: 0.497877 
[INFO] 2021-01-01 23:27:38 > Step:   86500 Progress: 86.5% Elapsed: 15:14:08 temperature: no ada_p: No Discriminator_loss: 6.68813e-05 Generator_loss: 0.494737 
[INFO] 2021-01-01 23:28:37 > Step:   86600 Progress: 86.6% Elapsed: 15:15:07 temperature: no ada_p: No Discriminator_loss: 0.000648324 Generator_loss: 0.499382 
[INFO] 2021-01-01 23:29:35 > Step:   86700 Progress: 86.7% Elapsed: 15:16:06 temperature: no ada_p: No Discriminator_loss: 0.000200247 Generator_loss: 0.501248 
[INFO] 2021-01-01 23:30:34 > Step:   86800 Progress: 86.8% Elapsed: 15:17:04 temperature: no ada_p: No Discriminator_loss: 0.000153935 Generator_loss: 0.497345 
[INFO] 2021-01-01 23:31:33 > Step:   86900 Progress: 86.9% Elapsed: 15:18:03 temperature: no ada_p: No Discriminator_loss: 0.000130992 Generator_loss: 0.494125 
[INFO] 2021-01-01 23:32:32 > Step:   87000 Progress: 87.0% Elapsed: 15:19:02 temperature: no ada_p: No Discriminator_loss: 7.66983e-05 Generator_loss: 0.499044 
[INFO] 2021-01-01 23:33:30 > Step:   87100 Progress: 87.1% Elapsed: 15:20:00 temperature: no ada_p: No Discriminator_loss: 0.000189934 Generator_loss: 0.502528 
[INFO] 2021-01-01 23:34:29 > Step:   87200 Progress: 87.2% Elapsed: 15:20:59 temperature: no ada_p: No Discriminator_loss: 0.000164247 Generator_loss: 0.497004 
[INFO] 2021-01-01 23:35:27 > Step:   87300 Progress: 87.3% Elapsed: 15:21:57 temperature: no ada_p: No Discriminator_loss: 0.00018823 Generator_loss: 0.494453 
[INFO] 2021-01-01 23:36:26 > Step:   87400 Progress: 87.4% Elapsed: 15:22:56 temperature: no ada_p: No Discriminator_loss: 6.7583e-05 Generator_loss: 0.496322 
[INFO] 2021-01-01 23:37:25 > Step:   87500 Progress: 87.5% Elapsed: 15:23:55 temperature: no ada_p: No Discriminator_loss: 0.000345856 Generator_loss: 0.502607 
[INFO] 2021-01-01 23:38:23 > Step:   87600 Progress: 87.6% Elapsed: 15:24:53 temperature: no ada_p: No Discriminator_loss: 5.59853e-05 Generator_loss: 0.503041 
[INFO] 2021-01-01 23:39:22 > Step:   87700 Progress: 87.7% Elapsed: 15:25:52 temperature: no ada_p: No Discriminator_loss: 0.00025136 Generator_loss: 0.499485 
[INFO] 2021-01-01 23:40:21 > Step:   87800 Progress: 87.8% Elapsed: 15:26:51 temperature: no ada_p: No Discriminator_loss: 0.000267972 Generator_loss: 0.492337 
[INFO] 2021-01-01 23:41:19 > Step:   87900 Progress: 87.9% Elapsed: 15:27:49 temperature: no ada_p: No Discriminator_loss: 9.61442e-05 Generator_loss: 0.499923 
[INFO] 2021-01-01 23:42:18 > Step:   88000 Progress: 88.0% Elapsed: 15:28:48 temperature: no ada_p: No Discriminator_loss: 0.000368617 Generator_loss: 0.494845 
[INFO] 2021-01-01 23:42:18 > Start Evaluation (88000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 23:42:18 > Calculating FID Score....
[INFO] 2021-01-01 23:42:43 > Calculating Inception Score....
[INFO] 2021-01-01 23:42:58 > Calculate F_beta Score....
[INFO] 2021-01-01 23:43:40 > Calculate Accuracies....
[INFO] 2021-01-01 23:43:46 > Calculate Accuracies....
[INFO] 2021-01-01 23:43:48 > F_8 score (Step: 88000, Using valid images): 0.011331582490421897
[INFO] 2021-01-01 23:43:48 > F_1/8 score (Step: 88000, Using valid images): 0.014000407932474725
[INFO] 2021-01-01 23:43:48 > FID score (Step: 88000, Using valid moments): 313.5386760828545
[INFO] 2021-01-01 23:43:48 > Inception score (Step: 88000, 10000 generated images): 2.3311760425567627
[INFO] 2021-01-01 23:43:48 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-01 23:43:49 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-01 23:44:47 > Step:   88100 Progress: 88.1% Elapsed: 15:31:17 temperature: no ada_p: No Discriminator_loss: 0.000915459 Generator_loss: 0.491427 
[INFO] 2021-01-01 23:45:47 > Step:   88200 Progress: 88.2% Elapsed: 15:32:17 temperature: no ada_p: No Discriminator_loss: 9.19183e-05 Generator_loss: 0.500968 
[INFO] 2021-01-01 23:46:46 > Step:   88300 Progress: 88.3% Elapsed: 15:33:16 temperature: no ada_p: No Discriminator_loss: 0.00146124 Generator_loss: 0.502258 
[INFO] 2021-01-01 23:47:44 > Step:   88400 Progress: 88.4% Elapsed: 15:34:14 temperature: no ada_p: No Discriminator_loss: 0.000122518 Generator_loss: 0.501086 
[INFO] 2021-01-01 23:48:43 > Step:   88500 Progress: 88.5% Elapsed: 15:35:13 temperature: no ada_p: No Discriminator_loss: 0.000490155 Generator_loss: 0.499324 
[INFO] 2021-01-01 23:49:42 > Step:   88600 Progress: 88.6% Elapsed: 15:36:12 temperature: no ada_p: No Discriminator_loss: 0.000157397 Generator_loss: 0.500818 
[INFO] 2021-01-01 23:50:41 > Step:   88700 Progress: 88.7% Elapsed: 15:37:11 temperature: no ada_p: No Discriminator_loss: 0.000133562 Generator_loss: 0.500909 
[INFO] 2021-01-01 23:51:39 > Step:   88800 Progress: 88.8% Elapsed: 15:38:09 temperature: no ada_p: No Discriminator_loss: 0.000131828 Generator_loss: 0.507946 
[INFO] 2021-01-01 23:52:38 > Step:   88900 Progress: 88.9% Elapsed: 15:39:08 temperature: no ada_p: No Discriminator_loss: 4.63184e-05 Generator_loss: 0.502295 
[INFO] 2021-01-01 23:53:37 > Step:   89000 Progress: 89.0% Elapsed: 15:40:07 temperature: no ada_p: No Discriminator_loss: 0.000227903 Generator_loss: 0.49776 
[INFO] 2021-01-01 23:54:35 > Step:   89100 Progress: 89.1% Elapsed: 15:41:05 temperature: no ada_p: No Discriminator_loss: 0.000514468 Generator_loss: 0.516381 
[INFO] 2021-01-01 23:55:34 > Step:   89200 Progress: 89.2% Elapsed: 15:42:04 temperature: no ada_p: No Discriminator_loss: 0.000175165 Generator_loss: 0.500283 
[INFO] 2021-01-01 23:56:32 > Step:   89300 Progress: 89.3% Elapsed: 15:43:02 temperature: no ada_p: No Discriminator_loss: 0.000105492 Generator_loss: 0.496106 
[INFO] 2021-01-01 23:57:31 > Step:   89400 Progress: 89.4% Elapsed: 15:44:02 temperature: no ada_p: No Discriminator_loss: 0.000139546 Generator_loss: 0.500318 
[INFO] 2021-01-01 23:58:30 > Step:   89500 Progress: 89.5% Elapsed: 15:45:00 temperature: no ada_p: No Discriminator_loss: 8.2479e-05 Generator_loss: 0.504161 
[INFO] 2021-01-01 23:59:28 > Step:   89600 Progress: 89.6% Elapsed: 15:45:59 temperature: no ada_p: No Discriminator_loss: 5.506e-05 Generator_loss: 0.490222 
[INFO] 2021-01-02 00:00:27 > Step:   89700 Progress: 89.7% Elapsed: 15:46:57 temperature: no ada_p: No Discriminator_loss: 7.42834e-05 Generator_loss: 0.498233 
[INFO] 2021-01-02 00:01:26 > Step:   89800 Progress: 89.8% Elapsed: 15:47:56 temperature: no ada_p: No Discriminator_loss: 0.000277629 Generator_loss: 0.499691 
[INFO] 2021-01-02 00:02:25 > Step:   89900 Progress: 89.9% Elapsed: 15:48:55 temperature: no ada_p: No Discriminator_loss: 0.000144729 Generator_loss: 0.505468 
[INFO] 2021-01-02 00:03:23 > Step:   90000 Progress: 90.0% Elapsed: 15:49:53 temperature: no ada_p: No Discriminator_loss: 0.000373415 Generator_loss: 0.490295 
[INFO] 2021-01-02 00:03:23 > Start Evaluation (90000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 00:03:23 > Calculating FID Score....
[INFO] 2021-01-02 00:03:49 > Calculating Inception Score....
[INFO] 2021-01-02 00:04:04 > Calculate F_beta Score....
[INFO] 2021-01-02 00:04:48 > Calculate Accuracies....
[INFO] 2021-01-02 00:04:54 > Calculate Accuracies....
[INFO] 2021-01-02 00:04:56 > F_8 score (Step: 90000, Using valid images): 0.00579859401862901
[INFO] 2021-01-02 00:04:56 > F_1/8 score (Step: 90000, Using valid images): 0.0028100244110413936
[INFO] 2021-01-02 00:04:56 > FID score (Step: 90000, Using valid moments): 325.1457524762542
[INFO] 2021-01-02 00:04:56 > Inception score (Step: 90000, 10000 generated images): 1.7900574207305908
[INFO] 2021-01-02 00:04:56 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-02 00:04:57 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 00:05:55 > Step:   90100 Progress: 90.1% Elapsed: 15:52:25 temperature: no ada_p: No Discriminator_loss: 0.000117497 Generator_loss: 0.503365 
[INFO] 2021-01-02 00:06:54 > Step:   90200 Progress: 90.2% Elapsed: 15:53:24 temperature: no ada_p: No Discriminator_loss: 5.47897e-05 Generator_loss: 0.496197 
[INFO] 2021-01-02 00:07:53 > Step:   90300 Progress: 90.3% Elapsed: 15:54:23 temperature: no ada_p: No Discriminator_loss: 0.00193939 Generator_loss: 0.496209 
[INFO] 2021-01-02 00:08:51 > Step:   90400 Progress: 90.4% Elapsed: 15:55:21 temperature: no ada_p: No Discriminator_loss: 0.00405582 Generator_loss: 0.464075 
[INFO] 2021-01-02 00:09:51 > Step:   90500 Progress: 90.5% Elapsed: 15:56:21 temperature: no ada_p: No Discriminator_loss: 0.389638 Generator_loss: 0.46625 
[INFO] 2021-01-02 00:10:49 > Step:   90600 Progress: 90.6% Elapsed: 15:57:19 temperature: no ada_p: No Discriminator_loss: 0.000267632 Generator_loss: 0.490597 
[INFO] 2021-01-02 00:11:48 > Step:   90700 Progress: 90.7% Elapsed: 15:58:18 temperature: no ada_p: No Discriminator_loss: 0.000631499 Generator_loss: 0.498148 
[INFO] 2021-01-02 00:12:46 > Step:   90800 Progress: 90.8% Elapsed: 15:59:16 temperature: no ada_p: No Discriminator_loss: 0.0024628 Generator_loss: 0.44846 
[INFO] 2021-01-02 00:13:45 > Step:   90900 Progress: 90.9% Elapsed: 16:00:15 temperature: no ada_p: No Discriminator_loss: 0.00467434 Generator_loss: 0.470103 
[INFO] 2021-01-02 00:14:44 > Step:   91000 Progress: 91.0% Elapsed: 16:01:14 temperature: no ada_p: No Discriminator_loss: 0.000470122 Generator_loss: 0.483115 
[INFO] 2021-01-02 00:15:42 > Step:   91100 Progress: 91.1% Elapsed: 16:02:12 temperature: no ada_p: No Discriminator_loss: 0.001263 Generator_loss: 0.494774 
[INFO] 2021-01-02 00:16:41 > Step:   91200 Progress: 91.2% Elapsed: 16:03:11 temperature: no ada_p: No Discriminator_loss: 0.00130831 Generator_loss: 0.486364 
[INFO] 2021-01-02 00:17:40 > Step:   91300 Progress: 91.3% Elapsed: 16:04:10 temperature: no ada_p: No Discriminator_loss: 0.00038252 Generator_loss: 0.480065 
[INFO] 2021-01-02 00:18:38 > Step:   91400 Progress: 91.4% Elapsed: 16:05:08 temperature: no ada_p: No Discriminator_loss: 0.000217898 Generator_loss: 0.495299 
[INFO] 2021-01-02 00:19:36 > Step:   91500 Progress: 91.5% Elapsed: 16:06:07 temperature: no ada_p: No Discriminator_loss: 0.000251464 Generator_loss: 0.499835 
[INFO] 2021-01-02 00:20:35 > Step:   91600 Progress: 91.6% Elapsed: 16:07:05 temperature: no ada_p: No Discriminator_loss: 0.000272208 Generator_loss: 0.493247 
[INFO] 2021-01-02 00:21:34 > Step:   91700 Progress: 91.7% Elapsed: 16:08:04 temperature: no ada_p: No Discriminator_loss: 7.19386e-05 Generator_loss: 0.497344 
[INFO] 2021-01-02 00:22:32 > Step:   91800 Progress: 91.8% Elapsed: 16:09:02 temperature: no ada_p: No Discriminator_loss: 0.000173793 Generator_loss: 0.494215 
[INFO] 2021-01-02 00:23:31 > Step:   91900 Progress: 91.9% Elapsed: 16:10:01 temperature: no ada_p: No Discriminator_loss: 0.00040902 Generator_loss: 0.520692 
[INFO] 2021-01-02 00:24:29 > Step:   92000 Progress: 92.0% Elapsed: 16:10:59 temperature: no ada_p: No Discriminator_loss: 0.000240061 Generator_loss: 0.497192 
[INFO] 2021-01-02 00:24:29 > Start Evaluation (92000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 00:24:29 > Calculating FID Score....
[INFO] 2021-01-02 00:24:55 > Calculating Inception Score....
[INFO] 2021-01-02 00:25:10 > Calculate F_beta Score....
[INFO] 2021-01-02 00:25:54 > Calculate Accuracies....
[INFO] 2021-01-02 00:26:00 > Calculate Accuracies....
[INFO] 2021-01-02 00:26:02 > F_8 score (Step: 92000, Using valid images): 0.0035051239521975146
[INFO] 2021-01-02 00:26:02 > F_1/8 score (Step: 92000, Using valid images): 0.0021766502520276995
[INFO] 2021-01-02 00:26:02 > FID score (Step: 92000, Using valid moments): 292.9315422084734
[INFO] 2021-01-02 00:26:02 > Inception score (Step: 92000, 10000 generated images): 2.248396873474121
[INFO] 2021-01-02 00:26:02 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-02 00:26:03 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 00:27:02 > Step:   92100 Progress: 92.1% Elapsed: 16:13:32 temperature: no ada_p: No Discriminator_loss: 0.000151867 Generator_loss: 0.49684 
[INFO] 2021-01-02 00:28:01 > Step:   92200 Progress: 92.2% Elapsed: 16:14:31 temperature: no ada_p: No Discriminator_loss: 0.000194398 Generator_loss: 0.503043 
[INFO] 2021-01-02 00:29:00 > Step:   92300 Progress: 92.3% Elapsed: 16:15:30 temperature: no ada_p: No Discriminator_loss: 0.000217389 Generator_loss: 0.491972 
[INFO] 2021-01-02 00:29:58 > Step:   92400 Progress: 92.4% Elapsed: 16:16:29 temperature: no ada_p: No Discriminator_loss: 0.000222805 Generator_loss: 0.493198 
[INFO] 2021-01-02 00:30:58 > Step:   92500 Progress: 92.5% Elapsed: 16:17:28 temperature: no ada_p: No Discriminator_loss: 0.000812127 Generator_loss: 0.477098 
[INFO] 2021-01-02 00:31:56 > Step:   92600 Progress: 92.6% Elapsed: 16:18:26 temperature: no ada_p: No Discriminator_loss: 0.00147249 Generator_loss: 0.472649 
[INFO] 2021-01-02 00:32:55 > Step:   92700 Progress: 92.7% Elapsed: 16:19:25 temperature: no ada_p: No Discriminator_loss: 0.000291984 Generator_loss: 0.498227 
[INFO] 2021-01-02 00:33:53 > Step:   92800 Progress: 92.8% Elapsed: 16:20:24 temperature: no ada_p: No Discriminator_loss: 0.346604 Generator_loss: 0.108573 
[INFO] 2021-01-02 00:34:53 > Step:   92900 Progress: 92.9% Elapsed: 16:21:23 temperature: no ada_p: No Discriminator_loss: 0.00159453 Generator_loss: 0.506878 
[INFO] 2021-01-02 00:35:51 > Step:   93000 Progress: 93.0% Elapsed: 16:22:21 temperature: no ada_p: No Discriminator_loss: 0.0057877 Generator_loss: 0.414026 
[INFO] 2021-01-02 00:36:49 > Step:   93100 Progress: 93.1% Elapsed: 16:23:19 temperature: no ada_p: No Discriminator_loss: 0.000270857 Generator_loss: 0.496456 
[INFO] 2021-01-02 00:37:48 > Step:   93200 Progress: 93.2% Elapsed: 16:24:18 temperature: no ada_p: No Discriminator_loss: 0.000151906 Generator_loss: 0.490605 
[INFO] 2021-01-02 00:38:46 > Step:   93300 Progress: 93.3% Elapsed: 16:25:17 temperature: no ada_p: No Discriminator_loss: 0.000153185 Generator_loss: 0.50435 
[INFO] 2021-01-02 00:39:45 > Step:   93400 Progress: 93.4% Elapsed: 16:26:15 temperature: no ada_p: No Discriminator_loss: 0.000120206 Generator_loss: 0.496712 
[INFO] 2021-01-02 00:40:43 > Step:   93500 Progress: 93.5% Elapsed: 16:27:13 temperature: no ada_p: No Discriminator_loss: 0.000139392 Generator_loss: 0.491999 
[INFO] 2021-01-02 00:41:42 > Step:   93600 Progress: 93.6% Elapsed: 16:28:12 temperature: no ada_p: No Discriminator_loss: 4.20317e-05 Generator_loss: 0.501239 
[INFO] 2021-01-02 00:42:41 > Step:   93700 Progress: 93.7% Elapsed: 16:29:11 temperature: no ada_p: No Discriminator_loss: 6.39319e-05 Generator_loss: 0.49717 
[INFO] 2021-01-02 00:43:39 > Step:   93800 Progress: 93.8% Elapsed: 16:30:10 temperature: no ada_p: No Discriminator_loss: 0.000167194 Generator_loss: 0.489251 
[INFO] 2021-01-02 00:44:38 > Step:   93900 Progress: 93.9% Elapsed: 16:31:08 temperature: no ada_p: No Discriminator_loss: 7.02966e-05 Generator_loss: 0.501141 
[INFO] 2021-01-02 00:45:37 > Step:   94000 Progress: 94.0% Elapsed: 16:32:07 temperature: no ada_p: No Discriminator_loss: 0.000509344 Generator_loss: 0.5077 
[INFO] 2021-01-02 00:45:37 > Start Evaluation (94000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 00:45:37 > Calculating FID Score....
[INFO] 2021-01-02 00:46:02 > Calculating Inception Score....
[INFO] 2021-01-02 00:46:17 > Calculate F_beta Score....
[INFO] 2021-01-02 00:47:01 > Calculate Accuracies....
[INFO] 2021-01-02 00:47:07 > Calculate Accuracies....
[INFO] 2021-01-02 00:47:09 > F_8 score (Step: 94000, Using valid images): 0.0002335650866493564
[INFO] 2021-01-02 00:47:09 > F_1/8 score (Step: 94000, Using valid images): 0.010550332401969963
[INFO] 2021-01-02 00:47:09 > FID score (Step: 94000, Using valid moments): 289.6065887068346
[INFO] 2021-01-02 00:47:09 > Inception score (Step: 94000, 10000 generated images): 2.1117970943450928
[INFO] 2021-01-02 00:47:09 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-02 00:47:10 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 00:48:08 > Step:   94100 Progress: 94.1% Elapsed: 16:34:38 temperature: no ada_p: No Discriminator_loss: 0.000205359 Generator_loss: 0.510992 
[INFO] 2021-01-02 00:49:07 > Step:   94200 Progress: 94.2% Elapsed: 16:35:37 temperature: no ada_p: No Discriminator_loss: 0.00024395 Generator_loss: 0.501898 
[INFO] 2021-01-02 00:50:06 > Step:   94300 Progress: 94.3% Elapsed: 16:36:36 temperature: no ada_p: No Discriminator_loss: 0.000173802 Generator_loss: 0.49906 
[INFO] 2021-01-02 00:51:06 > Step:   94400 Progress: 94.4% Elapsed: 16:37:36 temperature: no ada_p: No Discriminator_loss: 0.000260289 Generator_loss: 0.505251 
[INFO] 2021-01-02 00:52:04 > Step:   94500 Progress: 94.5% Elapsed: 16:38:34 temperature: no ada_p: No Discriminator_loss: 0.000233224 Generator_loss: 0.49432 
[INFO] 2021-01-02 00:53:03 > Step:   94600 Progress: 94.6% Elapsed: 16:39:33 temperature: no ada_p: No Discriminator_loss: 5.74045e-05 Generator_loss: 0.498051 
[INFO] 2021-01-02 00:54:01 > Step:   94700 Progress: 94.7% Elapsed: 16:40:32 temperature: no ada_p: No Discriminator_loss: 0.000392733 Generator_loss: 0.492978 
[INFO] 2021-01-02 00:55:01 > Step:   94800 Progress: 94.8% Elapsed: 16:41:31 temperature: no ada_p: No Discriminator_loss: 0.000118127 Generator_loss: 0.496647 
[INFO] 2021-01-02 00:55:59 > Step:   94900 Progress: 94.9% Elapsed: 16:42:29 temperature: no ada_p: No Discriminator_loss: 4.45777e-05 Generator_loss: 0.499484 
[INFO] 2021-01-02 00:56:58 > Step:   95000 Progress: 95.0% Elapsed: 16:43:28 temperature: no ada_p: No Discriminator_loss: 9.40072e-05 Generator_loss: 0.497244 
[INFO] 2021-01-02 00:57:56 > Step:   95100 Progress: 95.1% Elapsed: 16:44:26 temperature: no ada_p: No Discriminator_loss: 0.000241262 Generator_loss: 0.500707 
[INFO] 2021-01-02 00:58:55 > Step:   95200 Progress: 95.2% Elapsed: 16:45:25 temperature: no ada_p: No Discriminator_loss: 0.000154902 Generator_loss: 0.500858 
[INFO] 2021-01-02 00:59:54 > Step:   95300 Progress: 95.3% Elapsed: 16:46:24 temperature: no ada_p: No Discriminator_loss: 0.000251818 Generator_loss: 0.496495 
[INFO] 2021-01-02 01:00:52 > Step:   95400 Progress: 95.4% Elapsed: 16:47:22 temperature: no ada_p: No Discriminator_loss: 0.000120492 Generator_loss: 0.500757 
[INFO] 2021-01-02 01:01:51 > Step:   95500 Progress: 95.5% Elapsed: 16:48:21 temperature: no ada_p: No Discriminator_loss: 6.76677e-05 Generator_loss: 0.503416 
[INFO] 2021-01-02 01:02:50 > Step:   95600 Progress: 95.6% Elapsed: 16:49:20 temperature: no ada_p: No Discriminator_loss: 0.000103857 Generator_loss: 0.503939 
[INFO] 2021-01-02 01:03:48 > Step:   95700 Progress: 95.7% Elapsed: 16:50:18 temperature: no ada_p: No Discriminator_loss: 3.26939e-05 Generator_loss: 0.501123 
[INFO] 2021-01-02 01:04:46 > Step:   95800 Progress: 95.8% Elapsed: 16:51:16 temperature: no ada_p: No Discriminator_loss: 3.81572e-05 Generator_loss: 0.500959 
[INFO] 2021-01-02 01:05:44 > Step:   95900 Progress: 95.9% Elapsed: 16:52:15 temperature: no ada_p: No Discriminator_loss: 0.000128581 Generator_loss: 0.493259 
[INFO] 2021-01-02 01:06:43 > Step:   96000 Progress: 96.0% Elapsed: 16:53:14 temperature: no ada_p: No Discriminator_loss: 0.000164767 Generator_loss: 0.499586 
[INFO] 2021-01-02 01:06:43 > Start Evaluation (96000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 01:06:43 > Calculating FID Score....
[INFO] 2021-01-02 01:07:09 > Calculating Inception Score....
[INFO] 2021-01-02 01:07:24 > Calculate F_beta Score....
[INFO] 2021-01-02 01:08:08 > Calculate Accuracies....
[INFO] 2021-01-02 01:08:14 > Calculate Accuracies....
[INFO] 2021-01-02 01:08:16 > F_8 score (Step: 96000, Using valid images): 2.0312001465545453e-05
[INFO] 2021-01-02 01:08:16 > F_1/8 score (Step: 96000, Using valid images): 0.001181247363744828
[INFO] 2021-01-02 01:08:16 > FID score (Step: 96000, Using valid moments): 323.93583194411195
[INFO] 2021-01-02 01:08:16 > Inception score (Step: 96000, 10000 generated images): 1.967612385749817
[INFO] 2021-01-02 01:08:16 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-02 01:08:18 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 01:09:15 > Step:   96100 Progress: 96.1% Elapsed: 16:55:45 temperature: no ada_p: No Discriminator_loss: 5.84433e-05 Generator_loss: 0.499854 
[INFO] 2021-01-02 01:10:14 > Step:   96200 Progress: 96.2% Elapsed: 16:56:44 temperature: no ada_p: No Discriminator_loss: 2.95303e-05 Generator_loss: 0.500059 
[INFO] 2021-01-02 01:11:13 > Step:   96300 Progress: 96.3% Elapsed: 16:57:43 temperature: no ada_p: No Discriminator_loss: 0.000618905 Generator_loss: 0.500139 
[INFO] 2021-01-02 01:12:13 > Step:   96400 Progress: 96.4% Elapsed: 16:58:43 temperature: no ada_p: No Discriminator_loss: 2.90087e-05 Generator_loss: 0.501712 
[INFO] 2021-01-02 01:13:11 > Step:   96500 Progress: 96.5% Elapsed: 16:59:41 temperature: no ada_p: No Discriminator_loss: 5.74314e-05 Generator_loss: 0.502429 
[INFO] 2021-01-02 01:14:10 > Step:   96600 Progress: 96.6% Elapsed: 17:00:40 temperature: no ada_p: No Discriminator_loss: 3.87496e-05 Generator_loss: 0.498919 
[INFO] 2021-01-02 01:15:08 > Step:   96700 Progress: 96.7% Elapsed: 17:01:38 temperature: no ada_p: No Discriminator_loss: 8.04155e-05 Generator_loss: 0.501278 
[INFO] 2021-01-02 01:16:07 > Step:   96800 Progress: 96.8% Elapsed: 17:02:38 temperature: no ada_p: No Discriminator_loss: 3.6755e-05 Generator_loss: 0.499692 
[INFO] 2021-01-02 01:17:06 > Step:   96900 Progress: 96.9% Elapsed: 17:03:36 temperature: no ada_p: No Discriminator_loss: 9.44676e-05 Generator_loss: 0.502925 
[INFO] 2021-01-02 01:18:05 > Step:   97000 Progress: 97.0% Elapsed: 17:04:35 temperature: no ada_p: No Discriminator_loss: 4.93825e-05 Generator_loss: 0.499558 
[INFO] 2021-01-02 01:19:03 > Step:   97100 Progress: 97.1% Elapsed: 17:05:33 temperature: no ada_p: No Discriminator_loss: 0.0001326 Generator_loss: 0.499331 
[INFO] 2021-01-02 01:20:02 > Step:   97200 Progress: 97.2% Elapsed: 17:06:32 temperature: no ada_p: No Discriminator_loss: 3.46973e-05 Generator_loss: 0.500798 
[INFO] 2021-01-02 01:21:00 > Step:   97300 Progress: 97.3% Elapsed: 17:07:31 temperature: no ada_p: No Discriminator_loss: 1.70555e-05 Generator_loss: 0.498521 
[INFO] 2021-01-02 01:21:59 > Step:   97400 Progress: 97.4% Elapsed: 17:08:29 temperature: no ada_p: No Discriminator_loss: 0.000107851 Generator_loss: 0.499638 
[INFO] 2021-01-02 01:22:57 > Step:   97500 Progress: 97.5% Elapsed: 17:09:27 temperature: no ada_p: No Discriminator_loss: 9.1087e-05 Generator_loss: 0.499382 
[INFO] 2021-01-02 01:23:57 > Step:   97600 Progress: 97.6% Elapsed: 17:10:27 temperature: no ada_p: No Discriminator_loss: 4.00298e-05 Generator_loss: 0.499968 
[INFO] 2021-01-02 01:24:55 > Step:   97700 Progress: 97.7% Elapsed: 17:11:25 temperature: no ada_p: No Discriminator_loss: 2.26005e-05 Generator_loss: 0.502366 
[INFO] 2021-01-02 01:25:54 > Step:   97800 Progress: 97.8% Elapsed: 17:12:24 temperature: no ada_p: No Discriminator_loss: 0.000153049 Generator_loss: 0.492894 
[INFO] 2021-01-02 01:26:53 > Step:   97900 Progress: 97.9% Elapsed: 17:13:23 temperature: no ada_p: No Discriminator_loss: 0.000230313 Generator_loss: 0.491729 
[INFO] 2021-01-02 01:27:51 > Step:   98000 Progress: 98.0% Elapsed: 17:14:21 temperature: no ada_p: No Discriminator_loss: 7.15322e-05 Generator_loss: 0.495427 
[INFO] 2021-01-02 01:27:51 > Start Evaluation (98000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 01:27:51 > Calculating FID Score....
[INFO] 2021-01-02 01:28:16 > Calculating Inception Score....
[INFO] 2021-01-02 01:28:31 > Calculate F_beta Score....
[INFO] 2021-01-02 01:29:15 > Calculate Accuracies....
[INFO] 2021-01-02 01:29:21 > Calculate Accuracies....
[INFO] 2021-01-02 01:29:23 > F_8 score (Step: 98000, Using valid images): 0.0013979971987013763
[INFO] 2021-01-02 01:29:23 > F_1/8 score (Step: 98000, Using valid images): 0.007843385664896368
[INFO] 2021-01-02 01:29:23 > FID score (Step: 98000, Using valid moments): 337.5951952390597
[INFO] 2021-01-02 01:29:23 > Inception score (Step: 98000, 10000 generated images): 1.4926873445510864
[INFO] 2021-01-02 01:29:23 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-02 01:29:24 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 01:30:21 > Step:   98100 Progress: 98.1% Elapsed: 17:16:51 temperature: no ada_p: No Discriminator_loss: 0.00023913 Generator_loss: 0.502431 
[INFO] 2021-01-02 01:31:19 > Step:   98200 Progress: 98.2% Elapsed: 17:17:49 temperature: no ada_p: No Discriminator_loss: 5.16764e-05 Generator_loss: 0.499746 
[INFO] 2021-01-02 01:32:17 > Step:   98300 Progress: 98.3% Elapsed: 17:18:47 temperature: no ada_p: No Discriminator_loss: 8.29628e-05 Generator_loss: 0.502375 
[INFO] 2021-01-02 01:33:14 > Step:   98400 Progress: 98.4% Elapsed: 17:19:44 temperature: no ada_p: No Discriminator_loss: 7.24975e-05 Generator_loss: 0.500123 
[INFO] 2021-01-02 01:34:11 > Step:   98500 Progress: 98.5% Elapsed: 17:20:41 temperature: no ada_p: No Discriminator_loss: 0.000100769 Generator_loss: 0.497038 
[INFO] 2021-01-02 01:35:08 > Step:   98600 Progress: 98.6% Elapsed: 17:21:39 temperature: no ada_p: No Discriminator_loss: 5.16691e-05 Generator_loss: 0.504636 
[INFO] 2021-01-02 01:36:06 > Step:   98700 Progress: 98.7% Elapsed: 17:22:36 temperature: no ada_p: No Discriminator_loss: 5.27318e-05 Generator_loss: 0.49731 
[INFO] 2021-01-02 01:37:03 > Step:   98800 Progress: 98.8% Elapsed: 17:23:33 temperature: no ada_p: No Discriminator_loss: 7.38546e-05 Generator_loss: 0.502668 
[INFO] 2021-01-02 01:38:00 > Step:   98900 Progress: 98.9% Elapsed: 17:24:30 temperature: no ada_p: No Discriminator_loss: 6.2626e-05 Generator_loss: 0.499439 
[INFO] 2021-01-02 01:38:57 > Step:   99000 Progress: 99.0% Elapsed: 17:25:27 temperature: no ada_p: No Discriminator_loss: 1.04015e-05 Generator_loss: 0.497059 
[INFO] 2021-01-02 01:39:55 > Step:   99100 Progress: 99.1% Elapsed: 17:26:25 temperature: no ada_p: No Discriminator_loss: 0.000137875 Generator_loss: 0.501424 
[INFO] 2021-01-02 01:40:52 > Step:   99200 Progress: 99.2% Elapsed: 17:27:22 temperature: no ada_p: No Discriminator_loss: 8.82817e-05 Generator_loss: 0.512907 
[INFO] 2021-01-02 01:41:49 > Step:   99300 Progress: 99.3% Elapsed: 17:28:19 temperature: no ada_p: No Discriminator_loss: 0.000167695 Generator_loss: 0.500848 
[INFO] 2021-01-02 01:42:46 > Step:   99400 Progress: 99.4% Elapsed: 17:29:16 temperature: no ada_p: No Discriminator_loss: 0.000111793 Generator_loss: 0.491052 
[INFO] 2021-01-02 01:43:43 > Step:   99500 Progress: 99.5% Elapsed: 17:30:13 temperature: no ada_p: No Discriminator_loss: 8.16725e-05 Generator_loss: 0.498786 
[INFO] 2021-01-02 01:44:40 > Step:   99600 Progress: 99.6% Elapsed: 17:31:10 temperature: no ada_p: No Discriminator_loss: 0.000295611 Generator_loss: 0.498045 
[INFO] 2021-01-02 01:45:37 > Step:   99700 Progress: 99.7% Elapsed: 17:32:07 temperature: no ada_p: No Discriminator_loss: 5.59295e-05 Generator_loss: 0.497167 
[INFO] 2021-01-02 01:46:34 > Step:   99800 Progress: 99.8% Elapsed: 17:33:04 temperature: no ada_p: No Discriminator_loss: 7.56782e-05 Generator_loss: 0.503775 
[INFO] 2021-01-02 01:47:32 > Step:   99900 Progress: 99.9% Elapsed: 17:34:02 temperature: no ada_p: No Discriminator_loss: 1.95141e-05 Generator_loss: 0.497566 
[INFO] 2021-01-02 01:48:29 > Step:  100000 Progress: 100.0% Elapsed: 17:34:59 temperature: no ada_p: No Discriminator_loss: 6.87181e-05 Generator_loss: 0.49902 
[INFO] 2021-01-02 01:48:29 > Start Evaluation (100000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 01:48:29 > Calculating FID Score....
[INFO] 2021-01-02 01:48:54 > Calculating Inception Score....
[INFO] 2021-01-02 01:49:08 > Calculate F_beta Score....
[INFO] 2021-01-02 01:49:50 > Calculate Accuracies....
[INFO] 2021-01-02 01:49:56 > Calculate Accuracies....
[INFO] 2021-01-02 01:49:58 > F_8 score (Step: 100000, Using valid images): 0.026385165677664916
[INFO] 2021-01-02 01:49:58 > F_1/8 score (Step: 100000, Using valid images): 0.003206347852198145
[INFO] 2021-01-02 01:49:58 > FID score (Step: 100000, Using valid moments): 328.01332692465905
[INFO] 2021-01-02 01:49:58 > Inception score (Step: 100000, 10000 generated images): 1.6134275197982788
[INFO] 2021-01-02 01:49:58 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662
[INFO] 2021-01-02 01:49:59 > Save model to checkpoints/LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 01:50:00 > Start Evaluation (100000 Step): LSGAN-train-2021_01_01_08_13_17
[INFO] 2021-01-02 01:50:00 > Calculating FID Score....
[INFO] 2021-01-02 01:50:24 > Calculating Inception Score....
[INFO] 2021-01-02 01:50:39 > Calculate F_beta Score....
[INFO] 2021-01-02 01:51:22 > Calculate Accuracies....
[INFO] 2021-01-02 01:51:28 > Calculate Accuracies....
[INFO] 2021-01-02 01:51:30 > F_8 score (Step: 100000, Using valid images): 0.001192887628228863
[INFO] 2021-01-02 01:51:30 > F_1/8 score (Step: 100000, Using valid images): 0.00409731404894524
[INFO] 2021-01-02 01:51:30 > FID score (Step: 100000, Using valid moments): 325.2358212272459
[INFO] 2021-01-02 01:51:30 > Inception score (Step: 100000, 10000 generated images): 1.5980888605117798
[INFO] 2021-01-02 01:51:30 > Best FID score (Step: 36000, Using valid moments): 90.00847030941662