DiffAugGAN(P)-train-2020_09_18_14_33_57.log

[INFO] 2020-09-18 14:33:57 > Run name : DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 14:33:57 > {'config_path': './configs/CIFAR10/DiffAugGAN(P).json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': 82624, 'num_workers': 8, 'synchronized_bn': False, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'test'}
[INFO] 2020-09-18 14:33:57 > {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'projGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 2, 'attention_after_nth_dis_block': 1, 'z_dim': 80, 'shared_dim': 128, 'g_conv_dim': 96, 'd_conv_dim': 96, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 64, 'accumulation_steps': 1, 'd_lr': 0.0002, 'g_lr': 0.0002, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.5, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 5, 'total_step': 200000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': True, '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': True, 'ema_decay': 0.9999, 'ema_start': 1000}}
[INFO] 2020-09-18 14:33:57 > Loading train datasets...
[INFO] 2020-09-18 14:33:57 > Train dataset size : 50000
[INFO] 2020-09-18 14:33:57 > Loading test datasets...
[INFO] 2020-09-18 14:33:58 > Eval dataset size : 10000
[INFO] 2020-09-18 14:33:58 > Building model...
[INFO] 2020-09-18 14:33:58 > Modules are located on models.big_resnet
[INFO] 2020-09-18 14:34:01 > Number of parameters: 9416196
[INFO] 2020-09-18 14:34:01 > Generator(
  (linear0): Linear(in_features=20, out_features=6144, bias=True)
  (shared): Embedding(10, 128)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(384, 384, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(384, 384, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(384, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(384, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(384, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(192, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (3): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(384, 384, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(384, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2020-09-18 14:34:01 > Number of parameters: 2415170
[INFO] 2020-09-18 14:34:01 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 192, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (activation): ReLU(inplace=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (1): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(192, 192, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=192, out_features=1, bias=True)
  (embedding): Embedding(10, 192)
)
[INFO] 2020-09-18 14:34:05 > Start training....
[INFO] 2020-09-18 14:34:52 > Step:     100 Progress: 0.1% Elapsed: 0:00:46 temperature: no ada_p: No Discriminator_loss: 0.925416 Generator_loss: 1.02511 
[INFO] 2020-09-18 14:35:38 > Step:     200 Progress: 0.1% Elapsed: 0:01:32 temperature: no ada_p: No Discriminator_loss: 1.40607 Generator_loss: 0.812064 
[INFO] 2020-09-18 14:36:24 > Step:     300 Progress: 0.1% Elapsed: 0:02:18 temperature: no ada_p: No Discriminator_loss: 1.37487 Generator_loss: 0.932308 
[INFO] 2020-09-18 14:37:10 > Step:     400 Progress: 0.2% Elapsed: 0:03:04 temperature: no ada_p: No Discriminator_loss: 1.58999 Generator_loss: -0.358188 
[INFO] 2020-09-18 14:37:57 > Step:     500 Progress: 0.2% Elapsed: 0:03:51 temperature: no ada_p: No Discriminator_loss: 1.23727 Generator_loss: 0.655266 
[INFO] 2020-09-18 14:38:43 > Step:     600 Progress: 0.3% Elapsed: 0:04:37 temperature: no ada_p: No Discriminator_loss: 1.1531 Generator_loss: 0.0718991 
[INFO] 2020-09-18 14:39:31 > Step:     700 Progress: 0.4% Elapsed: 0:05:25 temperature: no ada_p: No Discriminator_loss: 1.33297 Generator_loss: 0.393768 
[INFO] 2020-09-18 14:40:19 > Step:     800 Progress: 0.4% Elapsed: 0:06:13 temperature: no ada_p: No Discriminator_loss: 1.17164 Generator_loss: 0.468021 
[INFO] 2020-09-18 14:41:07 > Step:     900 Progress: 0.4% Elapsed: 0:07:02 temperature: no ada_p: No Discriminator_loss: 1.55751 Generator_loss: -0.518032 
[INFO] 2020-09-18 14:41:56 > Step:    1000 Progress: 0.5% Elapsed: 0:07:50 temperature: no ada_p: No Discriminator_loss: 1.91586 Generator_loss: -0.21944 
[INFO] 2020-09-18 14:42:44 > Step:    1100 Progress: 0.5% Elapsed: 0:08:38 temperature: no ada_p: No Discriminator_loss: 1.15778 Generator_loss: 0.0100985 
[INFO] 2020-09-18 14:43:33 > Step:    1200 Progress: 0.6% Elapsed: 0:09:27 temperature: no ada_p: No Discriminator_loss: 1.41442 Generator_loss: 1.42297 
[INFO] 2020-09-18 14:44:21 > Step:    1300 Progress: 0.7% Elapsed: 0:10:16 temperature: no ada_p: No Discriminator_loss: 1.17891 Generator_loss: 1.1762 
[INFO] 2020-09-18 14:45:10 > Step:    1400 Progress: 0.7% Elapsed: 0:11:04 temperature: no ada_p: No Discriminator_loss: 1.21063 Generator_loss: 0.522687 
[INFO] 2020-09-18 14:45:58 > Step:    1500 Progress: 0.8% Elapsed: 0:11:52 temperature: no ada_p: No Discriminator_loss: 1.36218 Generator_loss: 0.518777 
[INFO] 2020-09-18 14:46:45 > Step:    1600 Progress: 0.8% Elapsed: 0:12:40 temperature: no ada_p: No Discriminator_loss: 1.31278 Generator_loss: 0.525437 
[INFO] 2020-09-18 14:47:33 > Step:    1700 Progress: 0.9% Elapsed: 0:13:27 temperature: no ada_p: No Discriminator_loss: 1.37581 Generator_loss: 0.777518 
[INFO] 2020-09-18 14:48:21 > Step:    1800 Progress: 0.9% Elapsed: 0:14:15 temperature: no ada_p: No Discriminator_loss: 1.46052 Generator_loss: 0.67034 
[INFO] 2020-09-18 14:49:09 > Step:    1900 Progress: 0.9% Elapsed: 0:15:03 temperature: no ada_p: No Discriminator_loss: 1.17591 Generator_loss: -0.0906795 
[INFO] 2020-09-18 14:49:56 > Step:    2000 Progress: 1.0% Elapsed: 0:15:50 temperature: no ada_p: No Discriminator_loss: 1.14243 Generator_loss: 0.689559 
[INFO] 2020-09-18 14:49:56 > Start Evaluation (2000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 14:51:50 > F_8 score (Step: 2000, Using test images): 0.7673620488290138
[INFO] 2020-09-18 14:51:50 > F_1/8 score (Step: 2000, Using test images): 0.8516142303208889
[INFO] 2020-09-18 14:51:50 > FID score (Step: 2000, Using test moments): 51.577752250856804
[INFO] 2020-09-18 14:51:50 > Inception score (Step: 2000, 10000 generated images): 5.638471603393555
[INFO] 2020-09-18 14:51:50 > Best FID score (Step: 2000, Using test moments): 51.577752250856804
[INFO] 2020-09-18 14:51:51 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 14:52:39 > Step:    2100 Progress: 1.1% Elapsed: 0:18:33 temperature: no ada_p: No Discriminator_loss: 1.32895 Generator_loss: 1.51518 
[INFO] 2020-09-18 14:53:28 > Step:    2200 Progress: 1.1% Elapsed: 0:19:22 temperature: no ada_p: No Discriminator_loss: 1.58124 Generator_loss: 1.15407 
[INFO] 2020-09-18 14:54:15 > Step:    2300 Progress: 1.1% Elapsed: 0:20:09 temperature: no ada_p: No Discriminator_loss: 1.10633 Generator_loss: -0.308841 
[INFO] 2020-09-18 14:55:03 > Step:    2400 Progress: 1.2% Elapsed: 0:20:57 temperature: no ada_p: No Discriminator_loss: 1.53114 Generator_loss: 0.986823 
[INFO] 2020-09-18 14:55:51 > Step:    2500 Progress: 1.2% Elapsed: 0:21:46 temperature: no ada_p: No Discriminator_loss: 1.04022 Generator_loss: 0.227905 
[INFO] 2020-09-18 14:56:39 > Step:    2600 Progress: 1.3% Elapsed: 0:22:33 temperature: no ada_p: No Discriminator_loss: 1.19909 Generator_loss: 0.686036 
[INFO] 2020-09-18 14:57:27 > Step:    2700 Progress: 1.4% Elapsed: 0:23:21 temperature: no ada_p: No Discriminator_loss: 1.3527 Generator_loss: 0.622225 
[INFO] 2020-09-18 14:58:14 > Step:    2800 Progress: 1.4% Elapsed: 0:24:08 temperature: no ada_p: No Discriminator_loss: 1.0315 Generator_loss: 0.484683 
[INFO] 2020-09-18 14:59:02 > Step:    2900 Progress: 1.5% Elapsed: 0:24:56 temperature: no ada_p: No Discriminator_loss: 1.42324 Generator_loss: 0.727735 
[INFO] 2020-09-18 14:59:50 > Step:    3000 Progress: 1.5% Elapsed: 0:25:44 temperature: no ada_p: No Discriminator_loss: 1.10212 Generator_loss: 0.905962 
[INFO] 2020-09-18 15:00:37 > Step:    3100 Progress: 1.6% Elapsed: 0:26:31 temperature: no ada_p: No Discriminator_loss: 1.24542 Generator_loss: 0.673553 
[INFO] 2020-09-18 15:01:25 > Step:    3200 Progress: 1.6% Elapsed: 0:27:19 temperature: no ada_p: No Discriminator_loss: 1.20028 Generator_loss: 1.36228 
[INFO] 2020-09-18 15:02:14 > Step:    3300 Progress: 1.7% Elapsed: 0:28:08 temperature: no ada_p: No Discriminator_loss: 1.25146 Generator_loss: 0.388619 
[INFO] 2020-09-18 15:03:01 > Step:    3400 Progress: 1.7% Elapsed: 0:28:56 temperature: no ada_p: No Discriminator_loss: 1.13552 Generator_loss: 0.479435 
[INFO] 2020-09-18 15:03:50 > Step:    3500 Progress: 1.8% Elapsed: 0:29:44 temperature: no ada_p: No Discriminator_loss: 1.24194 Generator_loss: 0.769554 
[INFO] 2020-09-18 15:04:39 > Step:    3600 Progress: 1.8% Elapsed: 0:30:33 temperature: no ada_p: No Discriminator_loss: 1.10905 Generator_loss: -0.166158 
[INFO] 2020-09-18 15:05:27 > Step:    3700 Progress: 1.8% Elapsed: 0:31:21 temperature: no ada_p: No Discriminator_loss: 1.15225 Generator_loss: 0.556198 
[INFO] 2020-09-18 15:06:15 > Step:    3800 Progress: 1.9% Elapsed: 0:32:09 temperature: no ada_p: No Discriminator_loss: 1.26815 Generator_loss: 0.423037 
[INFO] 2020-09-18 15:07:02 > Step:    3900 Progress: 1.9% Elapsed: 0:32:56 temperature: no ada_p: No Discriminator_loss: 1.15013 Generator_loss: 0.542201 
[INFO] 2020-09-18 15:07:51 > Step:    4000 Progress: 2.0% Elapsed: 0:33:45 temperature: no ada_p: No Discriminator_loss: 1.09492 Generator_loss: 0.251687 
[INFO] 2020-09-18 15:07:51 > Start Evaluation (4000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:09:43 > F_8 score (Step: 4000, Using test images): 0.8375275348555343
[INFO] 2020-09-18 15:09:43 > F_1/8 score (Step: 4000, Using test images): 0.8694238288067588
[INFO] 2020-09-18 15:09:43 > FID score (Step: 4000, Using test moments): 44.92731135879433
[INFO] 2020-09-18 15:09:43 > Inception score (Step: 4000, 10000 generated images): 6.652228832244873
[INFO] 2020-09-18 15:09:43 > Best FID score (Step: 4000, Using test moments): 44.92731135879433
[INFO] 2020-09-18 15:09:43 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:10:31 > Step:    4100 Progress: 2.1% Elapsed: 0:36:25 temperature: no ada_p: No Discriminator_loss: 1.32957 Generator_loss: 1.29 
[INFO] 2020-09-18 15:11:18 > Step:    4200 Progress: 2.1% Elapsed: 0:37:13 temperature: no ada_p: No Discriminator_loss: 1.10059 Generator_loss: 0.277309 
[INFO] 2020-09-18 15:12:07 > Step:    4300 Progress: 2.1% Elapsed: 0:38:01 temperature: no ada_p: No Discriminator_loss: 0.96175 Generator_loss: 1.12201 
[INFO] 2020-09-18 15:12:56 > Step:    4400 Progress: 2.2% Elapsed: 0:38:50 temperature: no ada_p: No Discriminator_loss: 1.25921 Generator_loss: 0.125517 
[INFO] 2020-09-18 15:13:44 > Step:    4500 Progress: 2.2% Elapsed: 0:39:38 temperature: no ada_p: No Discriminator_loss: 1.31797 Generator_loss: 1.34947 
[INFO] 2020-09-18 15:14:32 > Step:    4600 Progress: 2.3% Elapsed: 0:40:26 temperature: no ada_p: No Discriminator_loss: 1.18415 Generator_loss: 0.426202 
[INFO] 2020-09-18 15:15:20 > Step:    4700 Progress: 2.4% Elapsed: 0:41:15 temperature: no ada_p: No Discriminator_loss: 1.13878 Generator_loss: 0.984468 
[INFO] 2020-09-18 15:16:09 > Step:    4800 Progress: 2.4% Elapsed: 0:42:03 temperature: no ada_p: No Discriminator_loss: 1.1949 Generator_loss: 0.913912 
[INFO] 2020-09-18 15:16:58 > Step:    4900 Progress: 2.5% Elapsed: 0:42:53 temperature: no ada_p: No Discriminator_loss: 1.2071 Generator_loss: 0.925876 
[INFO] 2020-09-18 15:17:46 > Step:    5000 Progress: 2.5% Elapsed: 0:43:41 temperature: no ada_p: No Discriminator_loss: 0.853576 Generator_loss: 0.360007 
[INFO] 2020-09-18 15:18:34 > Step:    5100 Progress: 2.5% Elapsed: 0:44:28 temperature: no ada_p: No Discriminator_loss: 1.16719 Generator_loss: 1.26863 
[INFO] 2020-09-18 15:19:22 > Step:    5200 Progress: 2.6% Elapsed: 0:45:16 temperature: no ada_p: No Discriminator_loss: 1.0376 Generator_loss: 1.14572 
[INFO] 2020-09-18 15:20:09 > Step:    5300 Progress: 2.6% Elapsed: 0:46:03 temperature: no ada_p: No Discriminator_loss: 1.0589 Generator_loss: 0.137021 
[INFO] 2020-09-18 15:20:58 > Step:    5400 Progress: 2.7% Elapsed: 0:46:52 temperature: no ada_p: No Discriminator_loss: 1.29171 Generator_loss: 0.977421 
[INFO] 2020-09-18 15:21:46 > Step:    5500 Progress: 2.8% Elapsed: 0:47:40 temperature: no ada_p: No Discriminator_loss: 1.07242 Generator_loss: 0.772783 
[INFO] 2020-09-18 15:22:33 > Step:    5600 Progress: 2.8% Elapsed: 0:48:27 temperature: no ada_p: No Discriminator_loss: 1.17902 Generator_loss: 0.350077 
[INFO] 2020-09-18 15:23:21 > Step:    5700 Progress: 2.9% Elapsed: 0:49:16 temperature: no ada_p: No Discriminator_loss: 1.08463 Generator_loss: 0.419371 
[INFO] 2020-09-18 15:24:09 > Step:    5800 Progress: 2.9% Elapsed: 0:50:04 temperature: no ada_p: No Discriminator_loss: 1.42177 Generator_loss: 0.606321 
[INFO] 2020-09-18 15:24:57 > Step:    5900 Progress: 2.9% Elapsed: 0:50:51 temperature: no ada_p: No Discriminator_loss: 1.10652 Generator_loss: 0.396135 
[INFO] 2020-09-18 15:25:45 > Step:    6000 Progress: 3.0% Elapsed: 0:51:39 temperature: no ada_p: No Discriminator_loss: 1.30333 Generator_loss: 0.815507 
[INFO] 2020-09-18 15:25:45 > Start Evaluation (6000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:27:36 > F_8 score (Step: 6000, Using test images): 0.8744622225227564
[INFO] 2020-09-18 15:27:36 > F_1/8 score (Step: 6000, Using test images): 0.9043646561385595
[INFO] 2020-09-18 15:27:36 > FID score (Step: 6000, Using test moments): 38.63025541686903
[INFO] 2020-09-18 15:27:36 > Inception score (Step: 6000, 10000 generated images): 7.234260082244873
[INFO] 2020-09-18 15:27:36 > Best FID score (Step: 6000, Using test moments): 38.63025541686903
[INFO] 2020-09-18 15:27:37 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:28:24 > Step:    6100 Progress: 3.0% Elapsed: 0:54:18 temperature: no ada_p: No Discriminator_loss: 1.33362 Generator_loss: 1.01423 
[INFO] 2020-09-18 15:29:12 > Step:    6200 Progress: 3.1% Elapsed: 0:55:06 temperature: no ada_p: No Discriminator_loss: 1.15408 Generator_loss: 0.754459 
[INFO] 2020-09-18 15:30:01 > Step:    6300 Progress: 3.1% Elapsed: 0:55:55 temperature: no ada_p: No Discriminator_loss: 1.5372 Generator_loss: 0.727733 
[INFO] 2020-09-18 15:30:50 > Step:    6400 Progress: 3.2% Elapsed: 0:56:44 temperature: no ada_p: No Discriminator_loss: 1.18916 Generator_loss: 0.718667 
[INFO] 2020-09-18 15:31:38 > Step:    6500 Progress: 3.2% Elapsed: 0:57:32 temperature: no ada_p: No Discriminator_loss: 1.07413 Generator_loss: 0.267281 
[INFO] 2020-09-18 15:32:27 > Step:    6600 Progress: 3.3% Elapsed: 0:58:21 temperature: no ada_p: No Discriminator_loss: 1.10684 Generator_loss: 1.16284 
[INFO] 2020-09-18 15:33:14 > Step:    6700 Progress: 3.4% Elapsed: 0:59:09 temperature: no ada_p: No Discriminator_loss: 1.11919 Generator_loss: 1.30598 
[INFO] 2020-09-18 15:34:04 > Step:    6800 Progress: 3.4% Elapsed: 0:59:58 temperature: no ada_p: No Discriminator_loss: 1.31213 Generator_loss: 0.164047 
[INFO] 2020-09-18 15:34:52 > Step:    6900 Progress: 3.5% Elapsed: 1:00:46 temperature: no ada_p: No Discriminator_loss: 1.55866 Generator_loss: -0.198413 
[INFO] 2020-09-18 15:35:40 > Step:    7000 Progress: 3.5% Elapsed: 1:01:34 temperature: no ada_p: No Discriminator_loss: 1.18039 Generator_loss: 0.937518 
[INFO] 2020-09-18 15:36:29 > Step:    7100 Progress: 3.5% Elapsed: 1:02:23 temperature: no ada_p: No Discriminator_loss: 1.30669 Generator_loss: 0.661903 
[INFO] 2020-09-18 15:37:17 > Step:    7200 Progress: 3.6% Elapsed: 1:03:12 temperature: no ada_p: No Discriminator_loss: 1.08696 Generator_loss: 0.09919 
[INFO] 2020-09-18 15:38:05 > Step:    7300 Progress: 3.6% Elapsed: 1:04:00 temperature: no ada_p: No Discriminator_loss: 1.30796 Generator_loss: 0.356577 
[INFO] 2020-09-18 15:38:53 > Step:    7400 Progress: 3.7% Elapsed: 1:04:47 temperature: no ada_p: No Discriminator_loss: 1.28417 Generator_loss: 0.661078 
[INFO] 2020-09-18 15:39:41 > Step:    7500 Progress: 3.8% Elapsed: 1:05:35 temperature: no ada_p: No Discriminator_loss: 1.27488 Generator_loss: 0.037087 
[INFO] 2020-09-18 15:40:28 > Step:    7600 Progress: 3.8% Elapsed: 1:06:22 temperature: no ada_p: No Discriminator_loss: 1.31222 Generator_loss: 0.925394 
[INFO] 2020-09-18 15:41:17 > Step:    7700 Progress: 3.9% Elapsed: 1:07:11 temperature: no ada_p: No Discriminator_loss: 1.12335 Generator_loss: 1.03061 
[INFO] 2020-09-18 15:42:05 > Step:    7800 Progress: 3.9% Elapsed: 1:07:59 temperature: no ada_p: No Discriminator_loss: 1.36296 Generator_loss: 0.913349 
[INFO] 2020-09-18 15:42:53 > Step:    7900 Progress: 4.0% Elapsed: 1:08:47 temperature: no ada_p: No Discriminator_loss: 1.20824 Generator_loss: 0.37001 
[INFO] 2020-09-18 15:43:41 > Step:    8000 Progress: 4.0% Elapsed: 1:09:35 temperature: no ada_p: No Discriminator_loss: 0.971763 Generator_loss: 0.546414 
[INFO] 2020-09-18 15:43:41 > Start Evaluation (8000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:45:31 > F_8 score (Step: 8000, Using test images): 0.9318154397989009
[INFO] 2020-09-18 15:45:32 > F_1/8 score (Step: 8000, Using test images): 0.9351910010116853
[INFO] 2020-09-18 15:45:32 > FID score (Step: 8000, Using test moments): 32.51017994008657
[INFO] 2020-09-18 15:45:32 > Inception score (Step: 8000, 10000 generated images): 8.036153793334961
[INFO] 2020-09-18 15:45:32 > Best FID score (Step: 8000, Using test moments): 32.51017994008657
[INFO] 2020-09-18 15:45:32 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 15:46:20 > Step:    8100 Progress: 4.0% Elapsed: 1:12:14 temperature: no ada_p: No Discriminator_loss: 1.12326 Generator_loss: 0.806236 
[INFO] 2020-09-18 15:47:09 > Step:    8200 Progress: 4.1% Elapsed: 1:13:03 temperature: no ada_p: No Discriminator_loss: 1.15466 Generator_loss: 0.519435 
[INFO] 2020-09-18 15:47:57 > Step:    8300 Progress: 4.2% Elapsed: 1:13:51 temperature: no ada_p: No Discriminator_loss: 1.14604 Generator_loss: 0.433648 
[INFO] 2020-09-18 15:48:45 > Step:    8400 Progress: 4.2% Elapsed: 1:14:39 temperature: no ada_p: No Discriminator_loss: 1.04681 Generator_loss: 0.375467 
[INFO] 2020-09-18 15:49:33 > Step:    8500 Progress: 4.2% Elapsed: 1:15:27 temperature: no ada_p: No Discriminator_loss: 1.12619 Generator_loss: -0.00122603 
[INFO] 2020-09-18 15:50:22 > Step:    8600 Progress: 4.3% Elapsed: 1:16:16 temperature: no ada_p: No Discriminator_loss: 1.044 Generator_loss: 0.727293 
[INFO] 2020-09-18 15:51:09 > Step:    8700 Progress: 4.3% Elapsed: 1:17:03 temperature: no ada_p: No Discriminator_loss: 1.51672 Generator_loss: 0.30612 
[INFO] 2020-09-18 15:51:57 > Step:    8800 Progress: 4.4% Elapsed: 1:17:51 temperature: no ada_p: No Discriminator_loss: 1.48151 Generator_loss: 0.537742 
[INFO] 2020-09-18 15:52:45 > Step:    8900 Progress: 4.5% Elapsed: 1:18:39 temperature: no ada_p: No Discriminator_loss: 1.20844 Generator_loss: 0.557743 
[INFO] 2020-09-18 15:53:34 > Step:    9000 Progress: 4.5% Elapsed: 1:19:28 temperature: no ada_p: No Discriminator_loss: 1.6011 Generator_loss: 1.50107 
[INFO] 2020-09-18 15:54:22 > Step:    9100 Progress: 4.5% Elapsed: 1:20:16 temperature: no ada_p: No Discriminator_loss: 1.15214 Generator_loss: 0.447229 
[INFO] 2020-09-18 15:55:10 > Step:    9200 Progress: 4.6% Elapsed: 1:21:04 temperature: no ada_p: No Discriminator_loss: 1.30592 Generator_loss: 0.572877 
[INFO] 2020-09-18 15:55:59 > Step:    9300 Progress: 4.7% Elapsed: 1:21:53 temperature: no ada_p: No Discriminator_loss: 1.20752 Generator_loss: 1.13563 
[INFO] 2020-09-18 15:56:47 > Step:    9400 Progress: 4.7% Elapsed: 1:22:42 temperature: no ada_p: No Discriminator_loss: 1.17885 Generator_loss: 1.20896 
[INFO] 2020-09-18 15:57:35 > Step:    9500 Progress: 4.8% Elapsed: 1:23:29 temperature: no ada_p: No Discriminator_loss: 1.28074 Generator_loss: 1.34356 
[INFO] 2020-09-18 15:58:23 > Step:    9600 Progress: 4.8% Elapsed: 1:24:17 temperature: no ada_p: No Discriminator_loss: 1.58032 Generator_loss: 0.861055 
[INFO] 2020-09-18 15:59:11 > Step:    9700 Progress: 4.9% Elapsed: 1:25:06 temperature: no ada_p: No Discriminator_loss: 1.20767 Generator_loss: 1.06151 
[INFO] 2020-09-18 16:00:00 > Step:    9800 Progress: 4.9% Elapsed: 1:25:54 temperature: no ada_p: No Discriminator_loss: 1.33168 Generator_loss: 0.378269 
[INFO] 2020-09-18 16:00:48 > Step:    9900 Progress: 5.0% Elapsed: 1:26:42 temperature: no ada_p: No Discriminator_loss: 1.2036 Generator_loss: 1.00339 
[INFO] 2020-09-18 16:01:37 > Step:   10000 Progress: 5.0% Elapsed: 1:27:31 temperature: no ada_p: No Discriminator_loss: 1.35146 Generator_loss: 0.26443 
[INFO] 2020-09-18 16:01:37 > Start Evaluation (10000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:03:29 > F_8 score (Step: 10000, Using test images): 0.9404481826919364
[INFO] 2020-09-18 16:03:29 > F_1/8 score (Step: 10000, Using test images): 0.9605511651975189
[INFO] 2020-09-18 16:03:29 > FID score (Step: 10000, Using test moments): 27.97691095144421
[INFO] 2020-09-18 16:03:29 > Inception score (Step: 10000, 10000 generated images): 8.427762031555176
[INFO] 2020-09-18 16:03:29 > Best FID score (Step: 10000, Using test moments): 27.97691095144421
[INFO] 2020-09-18 16:03:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:04:17 > Step:   10100 Progress: 5.1% Elapsed: 1:30:11 temperature: no ada_p: No Discriminator_loss: 1.149 Generator_loss: 0.793847 
[INFO] 2020-09-18 16:05:05 > Step:   10200 Progress: 5.1% Elapsed: 1:30:59 temperature: no ada_p: No Discriminator_loss: 1.07527 Generator_loss: 0.518324 
[INFO] 2020-09-18 16:05:52 > Step:   10300 Progress: 5.1% Elapsed: 1:31:46 temperature: no ada_p: No Discriminator_loss: 1.08405 Generator_loss: 1.01892 
[INFO] 2020-09-18 16:06:40 > Step:   10400 Progress: 5.2% Elapsed: 1:32:35 temperature: no ada_p: No Discriminator_loss: 1.30465 Generator_loss: 0.540161 
[INFO] 2020-09-18 16:07:29 > Step:   10500 Progress: 5.2% Elapsed: 1:33:23 temperature: no ada_p: No Discriminator_loss: 1.06312 Generator_loss: 0.597377 
[INFO] 2020-09-18 16:08:16 > Step:   10600 Progress: 5.3% Elapsed: 1:34:10 temperature: no ada_p: No Discriminator_loss: 1.0654 Generator_loss: 0.637573 
[INFO] 2020-09-18 16:09:04 > Step:   10700 Progress: 5.3% Elapsed: 1:34:58 temperature: no ada_p: No Discriminator_loss: 1.01985 Generator_loss: 1.15377 
[INFO] 2020-09-18 16:09:53 > Step:   10800 Progress: 5.4% Elapsed: 1:35:47 temperature: no ada_p: No Discriminator_loss: 1.13896 Generator_loss: 0.847861 
[INFO] 2020-09-18 16:10:41 > Step:   10900 Progress: 5.5% Elapsed: 1:36:35 temperature: no ada_p: No Discriminator_loss: 1.11086 Generator_loss: 1.36715 
[INFO] 2020-09-18 16:11:30 > Step:   11000 Progress: 5.5% Elapsed: 1:37:24 temperature: no ada_p: No Discriminator_loss: 1.18112 Generator_loss: 1.05734 
[INFO] 2020-09-18 16:12:18 > Step:   11100 Progress: 5.5% Elapsed: 1:38:12 temperature: no ada_p: No Discriminator_loss: 1.20613 Generator_loss: 1.07597 
[INFO] 2020-09-18 16:13:05 > Step:   11200 Progress: 5.6% Elapsed: 1:38:59 temperature: no ada_p: No Discriminator_loss: 1.31042 Generator_loss: 0.469427 
[INFO] 2020-09-18 16:13:54 > Step:   11300 Progress: 5.7% Elapsed: 1:39:48 temperature: no ada_p: No Discriminator_loss: 1.08251 Generator_loss: 0.381845 
[INFO] 2020-09-18 16:14:41 > Step:   11400 Progress: 5.7% Elapsed: 1:40:36 temperature: no ada_p: No Discriminator_loss: 1.16859 Generator_loss: 0.499505 
[INFO] 2020-09-18 16:15:30 > Step:   11500 Progress: 5.8% Elapsed: 1:41:24 temperature: no ada_p: No Discriminator_loss: 1.26038 Generator_loss: 0.923042 
[INFO] 2020-09-18 16:16:19 > Step:   11600 Progress: 5.8% Elapsed: 1:42:13 temperature: no ada_p: No Discriminator_loss: 0.993442 Generator_loss: 0.664881 
[INFO] 2020-09-18 16:17:07 > Step:   11700 Progress: 5.9% Elapsed: 1:43:01 temperature: no ada_p: No Discriminator_loss: 1.02521 Generator_loss: 0.334588 
[INFO] 2020-09-18 16:17:56 > Step:   11800 Progress: 5.9% Elapsed: 1:43:50 temperature: no ada_p: No Discriminator_loss: 1.08848 Generator_loss: 1.26878 
[INFO] 2020-09-18 16:18:45 > Step:   11900 Progress: 5.9% Elapsed: 1:44:39 temperature: no ada_p: No Discriminator_loss: 1.22259 Generator_loss: 0.452042 
[INFO] 2020-09-18 16:19:32 > Step:   12000 Progress: 6.0% Elapsed: 1:45:26 temperature: no ada_p: No Discriminator_loss: 1.23724 Generator_loss: 1.09155 
[INFO] 2020-09-18 16:19:32 > Start Evaluation (12000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:21:23 > F_8 score (Step: 12000, Using test images): 0.958093527587724
[INFO] 2020-09-18 16:21:23 > F_1/8 score (Step: 12000, Using test images): 0.9652038868577155
[INFO] 2020-09-18 16:21:23 > FID score (Step: 12000, Using test moments): 24.535585231704033
[INFO] 2020-09-18 16:21:23 > Inception score (Step: 12000, 10000 generated images): 8.65234375
[INFO] 2020-09-18 16:21:23 > Best FID score (Step: 12000, Using test moments): 24.535585231704033
[INFO] 2020-09-18 16:21:24 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:22:12 > Step:   12100 Progress: 6.0% Elapsed: 1:48:06 temperature: no ada_p: No Discriminator_loss: 1.28075 Generator_loss: 0.6756 
[INFO] 2020-09-18 16:23:01 > Step:   12200 Progress: 6.1% Elapsed: 1:48:55 temperature: no ada_p: No Discriminator_loss: 1.30266 Generator_loss: 0.464469 
[INFO] 2020-09-18 16:23:48 > Step:   12300 Progress: 6.2% Elapsed: 1:49:42 temperature: no ada_p: No Discriminator_loss: 1.14029 Generator_loss: 0.196033 
[INFO] 2020-09-18 16:24:37 > Step:   12400 Progress: 6.2% Elapsed: 1:50:31 temperature: no ada_p: No Discriminator_loss: 1.27159 Generator_loss: 1.0051 
[INFO] 2020-09-18 16:25:25 > Step:   12500 Progress: 6.2% Elapsed: 1:51:20 temperature: no ada_p: No Discriminator_loss: 1.05635 Generator_loss: 0.435376 
[INFO] 2020-09-18 16:26:13 > Step:   12600 Progress: 6.3% Elapsed: 1:52:07 temperature: no ada_p: No Discriminator_loss: 1.1688 Generator_loss: 0.345223 
[INFO] 2020-09-18 16:27:01 > Step:   12700 Progress: 6.3% Elapsed: 1:52:55 temperature: no ada_p: No Discriminator_loss: 1.22314 Generator_loss: 0.87264 
[INFO] 2020-09-18 16:27:48 > Step:   12800 Progress: 6.4% Elapsed: 1:53:42 temperature: no ada_p: No Discriminator_loss: 1.18206 Generator_loss: 1.04751 
[INFO] 2020-09-18 16:28:37 > Step:   12900 Progress: 6.5% Elapsed: 1:54:31 temperature: no ada_p: No Discriminator_loss: 1.02491 Generator_loss: 0.568386 
[INFO] 2020-09-18 16:29:26 > Step:   13000 Progress: 6.5% Elapsed: 1:55:21 temperature: no ada_p: No Discriminator_loss: 1.24405 Generator_loss: 1.16547 
[INFO] 2020-09-18 16:30:14 > Step:   13100 Progress: 6.6% Elapsed: 1:56:08 temperature: no ada_p: No Discriminator_loss: 1.13192 Generator_loss: 0.719065 
[INFO] 2020-09-18 16:31:02 > Step:   13200 Progress: 6.6% Elapsed: 1:56:56 temperature: no ada_p: No Discriminator_loss: 1.10465 Generator_loss: 0.688351 
[INFO] 2020-09-18 16:31:50 > Step:   13300 Progress: 6.7% Elapsed: 1:57:44 temperature: no ada_p: No Discriminator_loss: 1.26247 Generator_loss: 1.27731 
[INFO] 2020-09-18 16:32:38 > Step:   13400 Progress: 6.7% Elapsed: 1:58:32 temperature: no ada_p: No Discriminator_loss: 1.01012 Generator_loss: 1.04806 
[INFO] 2020-09-18 16:33:26 > Step:   13500 Progress: 6.8% Elapsed: 1:59:20 temperature: no ada_p: No Discriminator_loss: 1.19676 Generator_loss: 0.113174 
[INFO] 2020-09-18 16:34:14 > Step:   13600 Progress: 6.8% Elapsed: 2:00:08 temperature: no ada_p: No Discriminator_loss: 0.921936 Generator_loss: 0.889591 
[INFO] 2020-09-18 16:35:02 > Step:   13700 Progress: 6.9% Elapsed: 2:00:56 temperature: no ada_p: No Discriminator_loss: 1.07113 Generator_loss: 0.223496 
[INFO] 2020-09-18 16:35:50 > Step:   13800 Progress: 6.9% Elapsed: 2:01:45 temperature: no ada_p: No Discriminator_loss: 1.11358 Generator_loss: 1.4055 
[INFO] 2020-09-18 16:36:39 > Step:   13900 Progress: 7.0% Elapsed: 2:02:33 temperature: no ada_p: No Discriminator_loss: 1.14788 Generator_loss: 1.13557 
[INFO] 2020-09-18 16:37:27 > Step:   14000 Progress: 7.0% Elapsed: 2:03:21 temperature: no ada_p: No Discriminator_loss: 1.00198 Generator_loss: 1.24778 
[INFO] 2020-09-18 16:37:27 > Start Evaluation (14000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:39:19 > F_8 score (Step: 14000, Using test images): 0.9630669239253791
[INFO] 2020-09-18 16:39:19 > F_1/8 score (Step: 14000, Using test images): 0.9685984704270251
[INFO] 2020-09-18 16:39:19 > FID score (Step: 14000, Using test moments): 21.418023130384768
[INFO] 2020-09-18 16:39:19 > Inception score (Step: 14000, 10000 generated images): 8.871191024780273
[INFO] 2020-09-18 16:39:19 > Best FID score (Step: 14000, Using test moments): 21.418023130384768
[INFO] 2020-09-18 16:39:19 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:40:07 > Step:   14100 Progress: 7.0% Elapsed: 2:06:01 temperature: no ada_p: No Discriminator_loss: 1.23842 Generator_loss: 1.00671 
[INFO] 2020-09-18 16:40:55 > Step:   14200 Progress: 7.1% Elapsed: 2:06:49 temperature: no ada_p: No Discriminator_loss: 1.33535 Generator_loss: 1.21465 
[INFO] 2020-09-18 16:41:43 > Step:   14300 Progress: 7.1% Elapsed: 2:07:38 temperature: no ada_p: No Discriminator_loss: 1.10862 Generator_loss: 0.851259 
[INFO] 2020-09-18 16:42:33 > Step:   14400 Progress: 7.2% Elapsed: 2:08:27 temperature: no ada_p: No Discriminator_loss: 1.34704 Generator_loss: 0.183035 
[INFO] 2020-09-18 16:43:20 > Step:   14500 Progress: 7.2% Elapsed: 2:09:14 temperature: no ada_p: No Discriminator_loss: 1.21798 Generator_loss: 0.662432 
[INFO] 2020-09-18 16:44:08 > Step:   14600 Progress: 7.3% Elapsed: 2:10:03 temperature: no ada_p: No Discriminator_loss: 1.09283 Generator_loss: 1.0435 
[INFO] 2020-09-18 16:44:57 > Step:   14700 Progress: 7.3% Elapsed: 2:10:51 temperature: no ada_p: No Discriminator_loss: 1.1614 Generator_loss: 1.76968 
[INFO] 2020-09-18 16:45:45 > Step:   14800 Progress: 7.4% Elapsed: 2:11:39 temperature: no ada_p: No Discriminator_loss: 1.30484 Generator_loss: 0.259624 
[INFO] 2020-09-18 16:46:33 > Step:   14900 Progress: 7.4% Elapsed: 2:12:27 temperature: no ada_p: No Discriminator_loss: 1.08553 Generator_loss: 0.695393 
[INFO] 2020-09-18 16:47:21 > Step:   15000 Progress: 7.5% Elapsed: 2:13:16 temperature: no ada_p: No Discriminator_loss: 0.901013 Generator_loss: 0.910965 
[INFO] 2020-09-18 16:48:09 > Step:   15100 Progress: 7.5% Elapsed: 2:14:03 temperature: no ada_p: No Discriminator_loss: 0.940459 Generator_loss: 1.09435 
[INFO] 2020-09-18 16:48:58 > Step:   15200 Progress: 7.6% Elapsed: 2:14:52 temperature: no ada_p: No Discriminator_loss: 0.955344 Generator_loss: 0.722646 
[INFO] 2020-09-18 16:49:46 > Step:   15300 Progress: 7.6% Elapsed: 2:15:41 temperature: no ada_p: No Discriminator_loss: 1.22106 Generator_loss: 0.430725 
[INFO] 2020-09-18 16:50:35 > Step:   15400 Progress: 7.7% Elapsed: 2:16:29 temperature: no ada_p: No Discriminator_loss: 1.31054 Generator_loss: 0.462669 
[INFO] 2020-09-18 16:51:23 > Step:   15500 Progress: 7.8% Elapsed: 2:17:17 temperature: no ada_p: No Discriminator_loss: 1.12388 Generator_loss: 1.02738 
[INFO] 2020-09-18 16:52:11 > Step:   15600 Progress: 7.8% Elapsed: 2:18:05 temperature: no ada_p: No Discriminator_loss: 1.11429 Generator_loss: 0.474676 
[INFO] 2020-09-18 16:53:00 > Step:   15700 Progress: 7.8% Elapsed: 2:18:54 temperature: no ada_p: No Discriminator_loss: 1.11711 Generator_loss: 0.760906 
[INFO] 2020-09-18 16:53:49 > Step:   15800 Progress: 7.9% Elapsed: 2:19:43 temperature: no ada_p: No Discriminator_loss: 1.05356 Generator_loss: 0.0215483 
[INFO] 2020-09-18 16:54:37 > Step:   15900 Progress: 8.0% Elapsed: 2:20:31 temperature: no ada_p: No Discriminator_loss: 1.08966 Generator_loss: 0.23234 
[INFO] 2020-09-18 16:55:25 > Step:   16000 Progress: 8.0% Elapsed: 2:21:19 temperature: no ada_p: No Discriminator_loss: 1.21166 Generator_loss: 0.935012 
[INFO] 2020-09-18 16:55:25 > Start Evaluation (16000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:57:15 > F_8 score (Step: 16000, Using test images): 0.9681457440946165
[INFO] 2020-09-18 16:57:15 > F_1/8 score (Step: 16000, Using test images): 0.9740768329717738
[INFO] 2020-09-18 16:57:15 > FID score (Step: 16000, Using test moments): 19.484231475964066
[INFO] 2020-09-18 16:57:15 > Inception score (Step: 16000, 10000 generated images): 9.110804557800293
[INFO] 2020-09-18 16:57:15 > Best FID score (Step: 16000, Using test moments): 19.484231475964066
[INFO] 2020-09-18 16:57:16 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 16:58:04 > Step:   16100 Progress: 8.1% Elapsed: 2:23:58 temperature: no ada_p: No Discriminator_loss: 1.21557 Generator_loss: 0.561985 
[INFO] 2020-09-18 16:58:52 > Step:   16200 Progress: 8.1% Elapsed: 2:24:46 temperature: no ada_p: No Discriminator_loss: 1.14336 Generator_loss: 0.904154 
[INFO] 2020-09-18 16:59:40 > Step:   16300 Progress: 8.2% Elapsed: 2:25:34 temperature: no ada_p: No Discriminator_loss: 1.24046 Generator_loss: 0.8359 
[INFO] 2020-09-18 17:00:28 > Step:   16400 Progress: 8.2% Elapsed: 2:26:22 temperature: no ada_p: No Discriminator_loss: 1.01317 Generator_loss: 1.04701 
[INFO] 2020-09-18 17:01:18 > Step:   16500 Progress: 8.2% Elapsed: 2:27:12 temperature: no ada_p: No Discriminator_loss: 1.19068 Generator_loss: 0.854587 
[INFO] 2020-09-18 17:02:06 > Step:   16600 Progress: 8.3% Elapsed: 2:28:00 temperature: no ada_p: No Discriminator_loss: 1.31629 Generator_loss: 1.22109 
[INFO] 2020-09-18 17:02:54 > Step:   16700 Progress: 8.3% Elapsed: 2:28:48 temperature: no ada_p: No Discriminator_loss: 0.850559 Generator_loss: 1.41609 
[INFO] 2020-09-18 17:03:42 > Step:   16800 Progress: 8.4% Elapsed: 2:29:36 temperature: no ada_p: No Discriminator_loss: 1.39478 Generator_loss: 1.0775 
[INFO] 2020-09-18 17:04:31 > Step:   16900 Progress: 8.5% Elapsed: 2:30:25 temperature: no ada_p: No Discriminator_loss: 1.04087 Generator_loss: 0.646006 
[INFO] 2020-09-18 17:05:18 > Step:   17000 Progress: 8.5% Elapsed: 2:31:12 temperature: no ada_p: No Discriminator_loss: 1.29727 Generator_loss: 0.479588 
[INFO] 2020-09-18 17:06:06 > Step:   17100 Progress: 8.6% Elapsed: 2:32:00 temperature: no ada_p: No Discriminator_loss: 1.1424 Generator_loss: 0.71603 
[INFO] 2020-09-18 17:06:54 > Step:   17200 Progress: 8.6% Elapsed: 2:32:49 temperature: no ada_p: No Discriminator_loss: 1.23748 Generator_loss: 0.866863 
[INFO] 2020-09-18 17:07:42 > Step:   17300 Progress: 8.6% Elapsed: 2:33:36 temperature: no ada_p: No Discriminator_loss: 1.05787 Generator_loss: 0.515774 
[INFO] 2020-09-18 17:08:31 > Step:   17400 Progress: 8.7% Elapsed: 2:34:25 temperature: no ada_p: No Discriminator_loss: 1.17642 Generator_loss: 0.324966 
[INFO] 2020-09-18 17:09:19 > Step:   17500 Progress: 8.8% Elapsed: 2:35:13 temperature: no ada_p: No Discriminator_loss: 0.961675 Generator_loss: 0.629434 
[INFO] 2020-09-18 17:10:06 > Step:   17600 Progress: 8.8% Elapsed: 2:36:01 temperature: no ada_p: No Discriminator_loss: 1.39263 Generator_loss: -0.357329 
[INFO] 2020-09-18 17:10:54 > Step:   17700 Progress: 8.8% Elapsed: 2:36:48 temperature: no ada_p: No Discriminator_loss: 0.899741 Generator_loss: 0.249457 
[INFO] 2020-09-18 17:11:42 > Step:   17800 Progress: 8.9% Elapsed: 2:37:36 temperature: no ada_p: No Discriminator_loss: 1.1683 Generator_loss: 1.18773 
[INFO] 2020-09-18 17:12:30 > Step:   17900 Progress: 8.9% Elapsed: 2:38:24 temperature: no ada_p: No Discriminator_loss: 0.88698 Generator_loss: 0.633869 
[INFO] 2020-09-18 17:13:18 > Step:   18000 Progress: 9.0% Elapsed: 2:39:12 temperature: no ada_p: No Discriminator_loss: 1.111 Generator_loss: 0.690637 
[INFO] 2020-09-18 17:13:18 > Start Evaluation (18000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:15:10 > F_8 score (Step: 18000, Using test images): 0.9681171838228506
[INFO] 2020-09-18 17:15:10 > F_1/8 score (Step: 18000, Using test images): 0.9783519243194924
[INFO] 2020-09-18 17:15:10 > FID score (Step: 18000, Using test moments): 18.41286794401543
[INFO] 2020-09-18 17:15:10 > Inception score (Step: 18000, 10000 generated images): 9.227836608886719
[INFO] 2020-09-18 17:15:10 > Best FID score (Step: 18000, Using test moments): 18.41286794401543
[INFO] 2020-09-18 17:15:10 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:15:58 > Step:   18100 Progress: 9.0% Elapsed: 2:41:52 temperature: no ada_p: No Discriminator_loss: 1.15391 Generator_loss: 1.07641 
[INFO] 2020-09-18 17:16:46 > Step:   18200 Progress: 9.1% Elapsed: 2:42:40 temperature: no ada_p: No Discriminator_loss: 1.19153 Generator_loss: 1.55515 
[INFO] 2020-09-18 17:17:35 > Step:   18300 Progress: 9.2% Elapsed: 2:43:29 temperature: no ada_p: No Discriminator_loss: 1.06742 Generator_loss: 0.790544 
[INFO] 2020-09-18 17:18:22 > Step:   18400 Progress: 9.2% Elapsed: 2:44:16 temperature: no ada_p: No Discriminator_loss: 1.28716 Generator_loss: 0.756068 
[INFO] 2020-09-18 17:19:10 > Step:   18500 Progress: 9.2% Elapsed: 2:45:04 temperature: no ada_p: No Discriminator_loss: 1.18794 Generator_loss: 0.875279 
[INFO] 2020-09-18 17:19:58 > Step:   18600 Progress: 9.3% Elapsed: 2:45:53 temperature: no ada_p: No Discriminator_loss: 1.16106 Generator_loss: 1.03535 
[INFO] 2020-09-18 17:20:46 > Step:   18700 Progress: 9.3% Elapsed: 2:46:40 temperature: no ada_p: No Discriminator_loss: 1.18426 Generator_loss: 0.453782 
[INFO] 2020-09-18 17:21:35 > Step:   18800 Progress: 9.4% Elapsed: 2:47:29 temperature: no ada_p: No Discriminator_loss: 1.01784 Generator_loss: 0.586046 
[INFO] 2020-09-18 17:22:22 > Step:   18900 Progress: 9.4% Elapsed: 2:48:16 temperature: no ada_p: No Discriminator_loss: 1.17002 Generator_loss: 1.13285 
[INFO] 2020-09-18 17:23:10 > Step:   19000 Progress: 9.5% Elapsed: 2:49:04 temperature: no ada_p: No Discriminator_loss: 1.06663 Generator_loss: 0.204058 
[INFO] 2020-09-18 17:23:58 > Step:   19100 Progress: 9.6% Elapsed: 2:49:53 temperature: no ada_p: No Discriminator_loss: 1.23927 Generator_loss: 1.39261 
[INFO] 2020-09-18 17:24:46 > Step:   19200 Progress: 9.6% Elapsed: 2:50:40 temperature: no ada_p: No Discriminator_loss: 1.18143 Generator_loss: 0.874441 
[INFO] 2020-09-18 17:25:36 > Step:   19300 Progress: 9.7% Elapsed: 2:51:30 temperature: no ada_p: No Discriminator_loss: 1.1839 Generator_loss: 1.25862 
[INFO] 2020-09-18 17:26:24 > Step:   19400 Progress: 9.7% Elapsed: 2:52:18 temperature: no ada_p: No Discriminator_loss: 1.15183 Generator_loss: 0.884271 
[INFO] 2020-09-18 17:27:11 > Step:   19500 Progress: 9.8% Elapsed: 2:53:06 temperature: no ada_p: No Discriminator_loss: 1.00438 Generator_loss: 1.13817 
[INFO] 2020-09-18 17:28:00 > Step:   19600 Progress: 9.8% Elapsed: 2:53:54 temperature: no ada_p: No Discriminator_loss: 0.998321 Generator_loss: 1.10351 
[INFO] 2020-09-18 17:28:48 > Step:   19700 Progress: 9.8% Elapsed: 2:54:43 temperature: no ada_p: No Discriminator_loss: 0.964355 Generator_loss: 0.89988 
[INFO] 2020-09-18 17:29:36 > Step:   19800 Progress: 9.9% Elapsed: 2:55:30 temperature: no ada_p: No Discriminator_loss: 1.18067 Generator_loss: 0.772339 
[INFO] 2020-09-18 17:30:24 > Step:   19900 Progress: 10.0% Elapsed: 2:56:18 temperature: no ada_p: No Discriminator_loss: 1.03007 Generator_loss: 0.601259 
[INFO] 2020-09-18 17:31:13 > Step:   20000 Progress: 10.0% Elapsed: 2:57:07 temperature: no ada_p: No Discriminator_loss: 1.27302 Generator_loss: 0.954441 
[INFO] 2020-09-18 17:31:13 > Start Evaluation (20000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:33:04 > F_8 score (Step: 20000, Using test images): 0.967500924160581
[INFO] 2020-09-18 17:33:04 > F_1/8 score (Step: 20000, Using test images): 0.9779231358754696
[INFO] 2020-09-18 17:33:04 > FID score (Step: 20000, Using test moments): 16.310253903205137
[INFO] 2020-09-18 17:33:04 > Inception score (Step: 20000, 10000 generated images): 9.30704116821289
[INFO] 2020-09-18 17:33:04 > Best FID score (Step: 20000, Using test moments): 16.310253903205137
[INFO] 2020-09-18 17:33:05 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:33:52 > Step:   20100 Progress: 10.1% Elapsed: 2:59:46 temperature: no ada_p: No Discriminator_loss: 1.18092 Generator_loss: 0.835195 
[INFO] 2020-09-18 17:34:40 > Step:   20200 Progress: 10.1% Elapsed: 3:00:34 temperature: no ada_p: No Discriminator_loss: 1.37396 Generator_loss: 1.28359 
[INFO] 2020-09-18 17:35:28 > Step:   20300 Progress: 10.2% Elapsed: 3:01:22 temperature: no ada_p: No Discriminator_loss: 1.1973 Generator_loss: 0.819946 
[INFO] 2020-09-18 17:36:16 > Step:   20400 Progress: 10.2% Elapsed: 3:02:10 temperature: no ada_p: No Discriminator_loss: 1.39977 Generator_loss: -0.142651 
[INFO] 2020-09-18 17:37:04 > Step:   20500 Progress: 10.2% Elapsed: 3:02:58 temperature: no ada_p: No Discriminator_loss: 1.04659 Generator_loss: 1.18672 
[INFO] 2020-09-18 17:37:52 > Step:   20600 Progress: 10.3% Elapsed: 3:03:46 temperature: no ada_p: No Discriminator_loss: 1.35062 Generator_loss: 1.08965 
[INFO] 2020-09-18 17:38:40 > Step:   20700 Progress: 10.3% Elapsed: 3:04:34 temperature: no ada_p: No Discriminator_loss: 0.995306 Generator_loss: 0.884365 
[INFO] 2020-09-18 17:39:28 > Step:   20800 Progress: 10.4% Elapsed: 3:05:23 temperature: no ada_p: No Discriminator_loss: 1.16372 Generator_loss: 0.751659 
[INFO] 2020-09-18 17:40:16 > Step:   20900 Progress: 10.4% Elapsed: 3:06:11 temperature: no ada_p: No Discriminator_loss: 1.13325 Generator_loss: 0.67759 
[INFO] 2020-09-18 17:41:05 > Step:   21000 Progress: 10.5% Elapsed: 3:06:59 temperature: no ada_p: No Discriminator_loss: 1.37627 Generator_loss: 0.0405672 
[INFO] 2020-09-18 17:41:54 > Step:   21100 Progress: 10.5% Elapsed: 3:07:48 temperature: no ada_p: No Discriminator_loss: 0.770469 Generator_loss: 1.01815 
[INFO] 2020-09-18 17:42:41 > Step:   21200 Progress: 10.6% Elapsed: 3:08:36 temperature: no ada_p: No Discriminator_loss: 1.15885 Generator_loss: 1.34744 
[INFO] 2020-09-18 17:43:30 > Step:   21300 Progress: 10.7% Elapsed: 3:09:24 temperature: no ada_p: No Discriminator_loss: 1.15466 Generator_loss: 0.749249 
[INFO] 2020-09-18 17:44:18 > Step:   21400 Progress: 10.7% Elapsed: 3:10:12 temperature: no ada_p: No Discriminator_loss: 1.08255 Generator_loss: 1.46407 
[INFO] 2020-09-18 17:45:06 > Step:   21500 Progress: 10.8% Elapsed: 3:11:00 temperature: no ada_p: No Discriminator_loss: 1.15956 Generator_loss: 0.882716 
[INFO] 2020-09-18 17:45:54 > Step:   21600 Progress: 10.8% Elapsed: 3:11:48 temperature: no ada_p: No Discriminator_loss: 1.08063 Generator_loss: 0.689068 
[INFO] 2020-09-18 17:46:42 > Step:   21700 Progress: 10.8% Elapsed: 3:12:36 temperature: no ada_p: No Discriminator_loss: 1.33906 Generator_loss: 0.264217 
[INFO] 2020-09-18 17:47:30 > Step:   21800 Progress: 10.9% Elapsed: 3:13:24 temperature: no ada_p: No Discriminator_loss: 1.16989 Generator_loss: 0.754449 
[INFO] 2020-09-18 17:48:18 > Step:   21900 Progress: 10.9% Elapsed: 3:14:13 temperature: no ada_p: No Discriminator_loss: 1.29983 Generator_loss: 1.1642 
[INFO] 2020-09-18 17:49:06 > Step:   22000 Progress: 11.0% Elapsed: 3:15:00 temperature: no ada_p: No Discriminator_loss: 1.20704 Generator_loss: 0.599724 
[INFO] 2020-09-18 17:49:06 > Start Evaluation (22000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:50:58 > F_8 score (Step: 22000, Using test images): 0.9755164225843156
[INFO] 2020-09-18 17:50:58 > F_1/8 score (Step: 22000, Using test images): 0.9845348491405714
[INFO] 2020-09-18 17:50:58 > FID score (Step: 22000, Using test moments): 15.915729063314075
[INFO] 2020-09-18 17:50:58 > Inception score (Step: 22000, 10000 generated images): 9.396052360534668
[INFO] 2020-09-18 17:50:58 > Best FID score (Step: 22000, Using test moments): 15.915729063314075
[INFO] 2020-09-18 17:50:59 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 17:51:47 > Step:   22100 Progress: 11.1% Elapsed: 3:17:41 temperature: no ada_p: No Discriminator_loss: 1.18831 Generator_loss: 1.3533 
[INFO] 2020-09-18 17:52:35 > Step:   22200 Progress: 11.1% Elapsed: 3:18:29 temperature: no ada_p: No Discriminator_loss: 1.11635 Generator_loss: 0.820769 
[INFO] 2020-09-18 17:53:23 > Step:   22300 Progress: 11.2% Elapsed: 3:19:17 temperature: no ada_p: No Discriminator_loss: 1.11398 Generator_loss: 1.35746 
[INFO] 2020-09-18 17:54:11 > Step:   22400 Progress: 11.2% Elapsed: 3:20:05 temperature: no ada_p: No Discriminator_loss: 1.17833 Generator_loss: 0.642792 
[INFO] 2020-09-18 17:54:59 > Step:   22500 Progress: 11.2% Elapsed: 3:20:53 temperature: no ada_p: No Discriminator_loss: 1.47143 Generator_loss: 0.565204 
[INFO] 2020-09-18 17:55:47 > Step:   22600 Progress: 11.3% Elapsed: 3:21:41 temperature: no ada_p: No Discriminator_loss: 1.22295 Generator_loss: 0.0866001 
[INFO] 2020-09-18 17:56:35 > Step:   22700 Progress: 11.3% Elapsed: 3:22:29 temperature: no ada_p: No Discriminator_loss: 1.08416 Generator_loss: 0.789764 
[INFO] 2020-09-18 17:57:23 > Step:   22800 Progress: 11.4% Elapsed: 3:23:17 temperature: no ada_p: No Discriminator_loss: 1.17026 Generator_loss: 0.748904 
[INFO] 2020-09-18 17:58:11 > Step:   22900 Progress: 11.5% Elapsed: 3:24:05 temperature: no ada_p: No Discriminator_loss: 1.12771 Generator_loss: 0.710467 
[INFO] 2020-09-18 17:58:59 > Step:   23000 Progress: 11.5% Elapsed: 3:24:53 temperature: no ada_p: No Discriminator_loss: 1.39282 Generator_loss: 0.855982 
[INFO] 2020-09-18 17:59:47 > Step:   23100 Progress: 11.6% Elapsed: 3:25:41 temperature: no ada_p: No Discriminator_loss: 1.60067 Generator_loss: 0.228518 
[INFO] 2020-09-18 18:00:36 > Step:   23200 Progress: 11.6% Elapsed: 3:26:30 temperature: no ada_p: No Discriminator_loss: 1.07182 Generator_loss: 0.423749 
[INFO] 2020-09-18 18:01:24 > Step:   23300 Progress: 11.7% Elapsed: 3:27:18 temperature: no ada_p: No Discriminator_loss: 1.11696 Generator_loss: 0.637458 
[INFO] 2020-09-18 18:02:11 > Step:   23400 Progress: 11.7% Elapsed: 3:28:05 temperature: no ada_p: No Discriminator_loss: 1.47734 Generator_loss: 0.771325 
[INFO] 2020-09-18 18:02:59 > Step:   23500 Progress: 11.8% Elapsed: 3:28:54 temperature: no ada_p: No Discriminator_loss: 1.38254 Generator_loss: 1.00993 
[INFO] 2020-09-18 18:03:48 > Step:   23600 Progress: 11.8% Elapsed: 3:29:42 temperature: no ada_p: No Discriminator_loss: 1.12212 Generator_loss: 0.737485 
[INFO] 2020-09-18 18:04:35 > Step:   23700 Progress: 11.8% Elapsed: 3:30:29 temperature: no ada_p: No Discriminator_loss: 1.14371 Generator_loss: 0.283346 
[INFO] 2020-09-18 18:05:23 > Step:   23800 Progress: 11.9% Elapsed: 3:31:17 temperature: no ada_p: No Discriminator_loss: 0.946853 Generator_loss: 0.937508 
[INFO] 2020-09-18 18:06:12 > Step:   23900 Progress: 11.9% Elapsed: 3:32:06 temperature: no ada_p: No Discriminator_loss: 1.19191 Generator_loss: 0.448529 
[INFO] 2020-09-18 18:07:00 > Step:   24000 Progress: 12.0% Elapsed: 3:32:54 temperature: no ada_p: No Discriminator_loss: 1.10722 Generator_loss: 0.42696 
[INFO] 2020-09-18 18:07:00 > Start Evaluation (24000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:08:52 > F_8 score (Step: 24000, Using test images): 0.9726865870530563
[INFO] 2020-09-18 18:08:52 > F_1/8 score (Step: 24000, Using test images): 0.9851112574384963
[INFO] 2020-09-18 18:08:52 > FID score (Step: 24000, Using test moments): 15.086606864735472
[INFO] 2020-09-18 18:08:52 > Inception score (Step: 24000, 10000 generated images): 9.331709861755371
[INFO] 2020-09-18 18:08:52 > Best FID score (Step: 24000, Using test moments): 15.086606864735472
[INFO] 2020-09-18 18:08:53 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:09:40 > Step:   24100 Progress: 12.0% Elapsed: 3:35:34 temperature: no ada_p: No Discriminator_loss: 1.091 Generator_loss: 1.24255 
[INFO] 2020-09-18 18:10:29 > Step:   24200 Progress: 12.1% Elapsed: 3:36:23 temperature: no ada_p: No Discriminator_loss: 1.1514 Generator_loss: 1.55521 
[INFO] 2020-09-18 18:11:18 > Step:   24300 Progress: 12.2% Elapsed: 3:37:12 temperature: no ada_p: No Discriminator_loss: 1.09938 Generator_loss: 0.208176 
[INFO] 2020-09-18 18:12:06 > Step:   24400 Progress: 12.2% Elapsed: 3:38:00 temperature: no ada_p: No Discriminator_loss: 1.2025 Generator_loss: 1.23006 
[INFO] 2020-09-18 18:12:53 > Step:   24500 Progress: 12.2% Elapsed: 3:38:47 temperature: no ada_p: No Discriminator_loss: 1.23932 Generator_loss: 0.978859 
[INFO] 2020-09-18 18:13:41 > Step:   24600 Progress: 12.3% Elapsed: 3:39:36 temperature: no ada_p: No Discriminator_loss: 1.28499 Generator_loss: 0.983378 
[INFO] 2020-09-18 18:14:30 > Step:   24700 Progress: 12.3% Elapsed: 3:40:24 temperature: no ada_p: No Discriminator_loss: 1.32879 Generator_loss: 1.0136 
[INFO] 2020-09-18 18:15:17 > Step:   24800 Progress: 12.4% Elapsed: 3:41:11 temperature: no ada_p: No Discriminator_loss: 1.00786 Generator_loss: 0.801411 
[INFO] 2020-09-18 18:16:07 > Step:   24900 Progress: 12.4% Elapsed: 3:42:01 temperature: no ada_p: No Discriminator_loss: 0.919702 Generator_loss: 0.291339 
[INFO] 2020-09-18 18:16:55 > Step:   25000 Progress: 12.5% Elapsed: 3:42:49 temperature: no ada_p: No Discriminator_loss: 0.903071 Generator_loss: 1.19784 
[INFO] 2020-09-18 18:17:43 > Step:   25100 Progress: 12.6% Elapsed: 3:43:37 temperature: no ada_p: No Discriminator_loss: 1.13837 Generator_loss: 0.645326 
[INFO] 2020-09-18 18:18:31 > Step:   25200 Progress: 12.6% Elapsed: 3:44:25 temperature: no ada_p: No Discriminator_loss: 1.00493 Generator_loss: 0.351312 
[INFO] 2020-09-18 18:19:19 > Step:   25300 Progress: 12.7% Elapsed: 3:45:13 temperature: no ada_p: No Discriminator_loss: 0.87586 Generator_loss: 0.81953 
[INFO] 2020-09-18 18:20:08 > Step:   25400 Progress: 12.7% Elapsed: 3:46:02 temperature: no ada_p: No Discriminator_loss: 1.12609 Generator_loss: 0.524803 
[INFO] 2020-09-18 18:20:56 > Step:   25500 Progress: 12.8% Elapsed: 3:46:50 temperature: no ada_p: No Discriminator_loss: 1.22713 Generator_loss: 0.640764 
[INFO] 2020-09-18 18:21:44 > Step:   25600 Progress: 12.8% Elapsed: 3:47:38 temperature: no ada_p: No Discriminator_loss: 1.20734 Generator_loss: 0.642296 
[INFO] 2020-09-18 18:22:32 > Step:   25700 Progress: 12.8% Elapsed: 3:48:26 temperature: no ada_p: No Discriminator_loss: 0.95576 Generator_loss: 0.583028 
[INFO] 2020-09-18 18:23:20 > Step:   25800 Progress: 12.9% Elapsed: 3:49:14 temperature: no ada_p: No Discriminator_loss: 1.23089 Generator_loss: 0.342084 
[INFO] 2020-09-18 18:24:08 > Step:   25900 Progress: 13.0% Elapsed: 3:50:02 temperature: no ada_p: No Discriminator_loss: 0.977042 Generator_loss: 0.745752 
[INFO] 2020-09-18 18:24:56 > Step:   26000 Progress: 13.0% Elapsed: 3:50:50 temperature: no ada_p: No Discriminator_loss: 1.28508 Generator_loss: 1.06234 
[INFO] 2020-09-18 18:24:56 > Start Evaluation (26000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:26:46 > F_8 score (Step: 26000, Using test images): 0.9801298613941887
[INFO] 2020-09-18 18:26:46 > F_1/8 score (Step: 26000, Using test images): 0.9845912111627131
[INFO] 2020-09-18 18:26:46 > FID score (Step: 26000, Using test moments): 14.265821935682823
[INFO] 2020-09-18 18:26:46 > Inception score (Step: 26000, 10000 generated images): 9.313756942749023
[INFO] 2020-09-18 18:26:46 > Best FID score (Step: 26000, Using test moments): 14.265821935682823
[INFO] 2020-09-18 18:26:47 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:27:35 > Step:   26100 Progress: 13.1% Elapsed: 3:53:29 temperature: no ada_p: No Discriminator_loss: 1.22771 Generator_loss: 0.750169 
[INFO] 2020-09-18 18:28:22 > Step:   26200 Progress: 13.1% Elapsed: 3:54:16 temperature: no ada_p: No Discriminator_loss: 0.958813 Generator_loss: 1.32325 
[INFO] 2020-09-18 18:29:10 > Step:   26300 Progress: 13.2% Elapsed: 3:55:04 temperature: no ada_p: No Discriminator_loss: 1.1464 Generator_loss: 0.508604 
[INFO] 2020-09-18 18:29:59 > Step:   26400 Progress: 13.2% Elapsed: 3:55:53 temperature: no ada_p: No Discriminator_loss: 0.804267 Generator_loss: 0.499211 
[INFO] 2020-09-18 18:30:46 > Step:   26500 Progress: 13.2% Elapsed: 3:56:40 temperature: no ada_p: No Discriminator_loss: 1.25944 Generator_loss: 0.830167 
[INFO] 2020-09-18 18:31:34 > Step:   26600 Progress: 13.3% Elapsed: 3:57:28 temperature: no ada_p: No Discriminator_loss: 1.12782 Generator_loss: 1.20693 
[INFO] 2020-09-18 18:32:21 > Step:   26700 Progress: 13.4% Elapsed: 3:58:15 temperature: no ada_p: No Discriminator_loss: 0.933826 Generator_loss: -0.0668303 
[INFO] 2020-09-18 18:33:09 > Step:   26800 Progress: 13.4% Elapsed: 3:59:03 temperature: no ada_p: No Discriminator_loss: 1.10207 Generator_loss: 1.10157 
[INFO] 2020-09-18 18:33:57 > Step:   26900 Progress: 13.5% Elapsed: 3:59:52 temperature: no ada_p: No Discriminator_loss: 1.35976 Generator_loss: 0.346468 
[INFO] 2020-09-18 18:34:46 > Step:   27000 Progress: 13.5% Elapsed: 4:00:40 temperature: no ada_p: No Discriminator_loss: 1.10994 Generator_loss: -0.111638 
[INFO] 2020-09-18 18:35:33 > Step:   27100 Progress: 13.6% Elapsed: 4:01:28 temperature: no ada_p: No Discriminator_loss: 1.04707 Generator_loss: 1.13585 
[INFO] 2020-09-18 18:36:22 > Step:   27200 Progress: 13.6% Elapsed: 4:02:16 temperature: no ada_p: No Discriminator_loss: 0.954462 Generator_loss: 1.07897 
[INFO] 2020-09-18 18:37:10 > Step:   27300 Progress: 13.7% Elapsed: 4:03:04 temperature: no ada_p: No Discriminator_loss: 1.03429 Generator_loss: 0.202272 
[INFO] 2020-09-18 18:37:58 > Step:   27400 Progress: 13.7% Elapsed: 4:03:52 temperature: no ada_p: No Discriminator_loss: 1.14778 Generator_loss: 0.32541 
[INFO] 2020-09-18 18:38:46 > Step:   27500 Progress: 13.8% Elapsed: 4:04:40 temperature: no ada_p: No Discriminator_loss: 1.2069 Generator_loss: 1.12992 
[INFO] 2020-09-18 18:39:33 > Step:   27600 Progress: 13.8% Elapsed: 4:05:27 temperature: no ada_p: No Discriminator_loss: 1.09343 Generator_loss: 0.640939 
[INFO] 2020-09-18 18:40:22 > Step:   27700 Progress: 13.9% Elapsed: 4:06:16 temperature: no ada_p: No Discriminator_loss: 0.976215 Generator_loss: 0.739377 
[INFO] 2020-09-18 18:41:09 > Step:   27800 Progress: 13.9% Elapsed: 4:07:03 temperature: no ada_p: No Discriminator_loss: 1.19254 Generator_loss: 0.873235 
[INFO] 2020-09-18 18:41:57 > Step:   27900 Progress: 14.0% Elapsed: 4:07:51 temperature: no ada_p: No Discriminator_loss: 1.04644 Generator_loss: 0.813275 
[INFO] 2020-09-18 18:42:46 > Step:   28000 Progress: 14.0% Elapsed: 4:08:40 temperature: no ada_p: No Discriminator_loss: 1.27008 Generator_loss: 0.644673 
[INFO] 2020-09-18 18:42:46 > Start Evaluation (28000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:44:37 > F_8 score (Step: 28000, Using test images): 0.9787753360854325
[INFO] 2020-09-18 18:44:37 > F_1/8 score (Step: 28000, Using test images): 0.984515742324516
[INFO] 2020-09-18 18:44:37 > FID score (Step: 28000, Using test moments): 13.483060291612333
[INFO] 2020-09-18 18:44:37 > Inception score (Step: 28000, 10000 generated images): 9.406648635864258
[INFO] 2020-09-18 18:44:37 > Best FID score (Step: 28000, Using test moments): 13.483060291612333
[INFO] 2020-09-18 18:44:38 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 18:45:25 > Step:   28100 Progress: 14.1% Elapsed: 4:11:19 temperature: no ada_p: No Discriminator_loss: 1.10416 Generator_loss: 1.04395 
[INFO] 2020-09-18 18:46:13 > Step:   28200 Progress: 14.1% Elapsed: 4:12:07 temperature: no ada_p: No Discriminator_loss: 0.977443 Generator_loss: 1.18598 
[INFO] 2020-09-18 18:47:02 > Step:   28300 Progress: 14.1% Elapsed: 4:12:56 temperature: no ada_p: No Discriminator_loss: 0.961074 Generator_loss: 0.80902 
[INFO] 2020-09-18 18:47:50 > Step:   28400 Progress: 14.2% Elapsed: 4:13:44 temperature: no ada_p: No Discriminator_loss: 1.30702 Generator_loss: -0.0192904 
[INFO] 2020-09-18 18:48:38 > Step:   28500 Progress: 14.2% Elapsed: 4:14:32 temperature: no ada_p: No Discriminator_loss: 1.20534 Generator_loss: 1.25365 
[INFO] 2020-09-18 18:49:26 > Step:   28600 Progress: 14.3% Elapsed: 4:15:20 temperature: no ada_p: No Discriminator_loss: 1.28854 Generator_loss: 0.600881 
[INFO] 2020-09-18 18:50:14 > Step:   28700 Progress: 14.3% Elapsed: 4:16:08 temperature: no ada_p: No Discriminator_loss: 1.21359 Generator_loss: 0.782061 
[INFO] 2020-09-18 18:51:02 > Step:   28800 Progress: 14.4% Elapsed: 4:16:57 temperature: no ada_p: No Discriminator_loss: 1.21962 Generator_loss: 0.971747 
[INFO] 2020-09-18 18:51:51 > Step:   28900 Progress: 14.4% Elapsed: 4:17:45 temperature: no ada_p: No Discriminator_loss: 0.95381 Generator_loss: 0.62643 
[INFO] 2020-09-18 18:52:39 > Step:   29000 Progress: 14.5% Elapsed: 4:18:34 temperature: no ada_p: No Discriminator_loss: 0.941093 Generator_loss: 0.912493 
[INFO] 2020-09-18 18:53:28 > Step:   29100 Progress: 14.5% Elapsed: 4:19:22 temperature: no ada_p: No Discriminator_loss: 1.0785 Generator_loss: 0.544747 
[INFO] 2020-09-18 18:54:16 > Step:   29200 Progress: 14.6% Elapsed: 4:20:10 temperature: no ada_p: No Discriminator_loss: 1.17149 Generator_loss: 0.462141 
[INFO] 2020-09-18 18:55:04 > Step:   29300 Progress: 14.6% Elapsed: 4:20:58 temperature: no ada_p: No Discriminator_loss: 1.06206 Generator_loss: 0.947245 
[INFO] 2020-09-18 18:55:52 > Step:   29400 Progress: 14.7% Elapsed: 4:21:46 temperature: no ada_p: No Discriminator_loss: 0.967838 Generator_loss: 0.438437 
[INFO] 2020-09-18 18:56:40 > Step:   29500 Progress: 14.8% Elapsed: 4:22:34 temperature: no ada_p: No Discriminator_loss: 1.01343 Generator_loss: -0.236092 
[INFO] 2020-09-18 18:57:28 > Step:   29600 Progress: 14.8% Elapsed: 4:23:22 temperature: no ada_p: No Discriminator_loss: 1.20802 Generator_loss: 0.907541 
[INFO] 2020-09-18 18:58:16 > Step:   29700 Progress: 14.8% Elapsed: 4:24:10 temperature: no ada_p: No Discriminator_loss: 1.06695 Generator_loss: 0.434295 
[INFO] 2020-09-18 18:59:03 > Step:   29800 Progress: 14.9% Elapsed: 4:24:58 temperature: no ada_p: No Discriminator_loss: 0.984898 Generator_loss: 1.16752 
[INFO] 2020-09-18 18:59:52 > Step:   29900 Progress: 14.9% Elapsed: 4:25:46 temperature: no ada_p: No Discriminator_loss: 0.948052 Generator_loss: 1.03126 
[INFO] 2020-09-18 19:00:40 > Step:   30000 Progress: 15.0% Elapsed: 4:26:34 temperature: no ada_p: No Discriminator_loss: 1.16215 Generator_loss: 0.584727 
[INFO] 2020-09-18 19:00:40 > Start Evaluation (30000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:02:32 > F_8 score (Step: 30000, Using test images): 0.9776033875990384
[INFO] 2020-09-18 19:02:32 > F_1/8 score (Step: 30000, Using test images): 0.9898754410309891
[INFO] 2020-09-18 19:02:32 > FID score (Step: 30000, Using test moments): 13.095250398327153
[INFO] 2020-09-18 19:02:32 > Inception score (Step: 30000, 10000 generated images): 9.51706314086914
[INFO] 2020-09-18 19:02:32 > Best FID score (Step: 30000, Using test moments): 13.095250398327153
[INFO] 2020-09-18 19:02:32 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:03:20 > Step:   30100 Progress: 15.0% Elapsed: 4:29:14 temperature: no ada_p: No Discriminator_loss: 1.2542 Generator_loss: 0.974049 
[INFO] 2020-09-18 19:04:08 > Step:   30200 Progress: 15.1% Elapsed: 4:30:03 temperature: no ada_p: No Discriminator_loss: 1.16644 Generator_loss: 0.791315 
[INFO] 2020-09-18 19:04:56 > Step:   30300 Progress: 15.2% Elapsed: 4:30:50 temperature: no ada_p: No Discriminator_loss: 1.04094 Generator_loss: 0.592848 
[INFO] 2020-09-18 19:05:44 > Step:   30400 Progress: 15.2% Elapsed: 4:31:38 temperature: no ada_p: No Discriminator_loss: 0.963675 Generator_loss: 1.34522 
[INFO] 2020-09-18 19:06:33 > Step:   30500 Progress: 15.2% Elapsed: 4:32:27 temperature: no ada_p: No Discriminator_loss: 1.09315 Generator_loss: 0.795532 
[INFO] 2020-09-18 19:07:22 > Step:   30600 Progress: 15.3% Elapsed: 4:33:16 temperature: no ada_p: No Discriminator_loss: 1.17319 Generator_loss: 1.18677 
[INFO] 2020-09-18 19:08:11 > Step:   30700 Progress: 15.3% Elapsed: 4:34:05 temperature: no ada_p: No Discriminator_loss: 1.11638 Generator_loss: 0.997 
[INFO] 2020-09-18 19:08:59 > Step:   30800 Progress: 15.4% Elapsed: 4:34:53 temperature: no ada_p: No Discriminator_loss: 0.751232 Generator_loss: 0.909175 
[INFO] 2020-09-18 19:09:47 > Step:   30900 Progress: 15.4% Elapsed: 4:35:41 temperature: no ada_p: No Discriminator_loss: 1.3232 Generator_loss: 0.784736 
[INFO] 2020-09-18 19:10:35 > Step:   31000 Progress: 15.5% Elapsed: 4:36:30 temperature: no ada_p: No Discriminator_loss: 1.15217 Generator_loss: 0.478281 
[INFO] 2020-09-18 19:11:24 > Step:   31100 Progress: 15.6% Elapsed: 4:37:18 temperature: no ada_p: No Discriminator_loss: 1.25613 Generator_loss: 0.29615 
[INFO] 2020-09-18 19:12:12 > Step:   31200 Progress: 15.6% Elapsed: 4:38:06 temperature: no ada_p: No Discriminator_loss: 1.0132 Generator_loss: 0.324691 
[INFO] 2020-09-18 19:13:01 > Step:   31300 Progress: 15.7% Elapsed: 4:38:55 temperature: no ada_p: No Discriminator_loss: 0.968827 Generator_loss: 1.02407 
[INFO] 2020-09-18 19:13:49 > Step:   31400 Progress: 15.7% Elapsed: 4:39:43 temperature: no ada_p: No Discriminator_loss: 1.08575 Generator_loss: 0.321703 
[INFO] 2020-09-18 19:14:37 > Step:   31500 Progress: 15.8% Elapsed: 4:40:31 temperature: no ada_p: No Discriminator_loss: 1.13223 Generator_loss: 0.841392 
[INFO] 2020-09-18 19:15:25 > Step:   31600 Progress: 15.8% Elapsed: 4:41:20 temperature: no ada_p: No Discriminator_loss: 1.05814 Generator_loss: 0.981383 
[INFO] 2020-09-18 19:16:14 > Step:   31700 Progress: 15.8% Elapsed: 4:42:08 temperature: no ada_p: No Discriminator_loss: 0.976311 Generator_loss: 0.817515 
[INFO] 2020-09-18 19:17:02 > Step:   31800 Progress: 15.9% Elapsed: 4:42:56 temperature: no ada_p: No Discriminator_loss: 1.20422 Generator_loss: 0.556499 
[INFO] 2020-09-18 19:17:50 > Step:   31900 Progress: 16.0% Elapsed: 4:43:45 temperature: no ada_p: No Discriminator_loss: 1.14092 Generator_loss: 0.677528 
[INFO] 2020-09-18 19:18:38 > Step:   32000 Progress: 16.0% Elapsed: 4:44:32 temperature: no ada_p: No Discriminator_loss: 1.10855 Generator_loss: 0.74026 
[INFO] 2020-09-18 19:18:38 > Start Evaluation (32000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:20:29 > F_8 score (Step: 32000, Using test images): 0.9811653486736214
[INFO] 2020-09-18 19:20:29 > F_1/8 score (Step: 32000, Using test images): 0.988195304369122
[INFO] 2020-09-18 19:20:29 > FID score (Step: 32000, Using test moments): 12.583107538394643
[INFO] 2020-09-18 19:20:29 > Inception score (Step: 32000, 10000 generated images): 9.487260818481445
[INFO] 2020-09-18 19:20:29 > Best FID score (Step: 32000, Using test moments): 12.583107538394643
[INFO] 2020-09-18 19:20:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:21:18 > Step:   32100 Progress: 16.1% Elapsed: 4:47:12 temperature: no ada_p: No Discriminator_loss: 1.09747 Generator_loss: 0.555613 
[INFO] 2020-09-18 19:22:07 > Step:   32200 Progress: 16.1% Elapsed: 4:48:01 temperature: no ada_p: No Discriminator_loss: 1.11389 Generator_loss: 0.334091 
[INFO] 2020-09-18 19:22:55 > Step:   32300 Progress: 16.2% Elapsed: 4:48:50 temperature: no ada_p: No Discriminator_loss: 1.26218 Generator_loss: 0.284503 
[INFO] 2020-09-18 19:23:45 > Step:   32400 Progress: 16.2% Elapsed: 4:49:39 temperature: no ada_p: No Discriminator_loss: 0.866478 Generator_loss: 0.686488 
[INFO] 2020-09-18 19:24:34 > Step:   32500 Progress: 16.2% Elapsed: 4:50:28 temperature: no ada_p: No Discriminator_loss: 1.18053 Generator_loss: 1.43073 
[INFO] 2020-09-18 19:25:21 > Step:   32600 Progress: 16.3% Elapsed: 4:51:15 temperature: no ada_p: No Discriminator_loss: 1.15527 Generator_loss: 0.872857 
[INFO] 2020-09-18 19:26:10 > Step:   32700 Progress: 16.4% Elapsed: 4:52:04 temperature: no ada_p: No Discriminator_loss: 1.18466 Generator_loss: 0.451917 
[INFO] 2020-09-18 19:26:58 > Step:   32800 Progress: 16.4% Elapsed: 4:52:52 temperature: no ada_p: No Discriminator_loss: 1.11456 Generator_loss: 1.11287 
[INFO] 2020-09-18 19:27:46 > Step:   32900 Progress: 16.4% Elapsed: 4:53:40 temperature: no ada_p: No Discriminator_loss: 1.21158 Generator_loss: 0.745394 
[INFO] 2020-09-18 19:28:35 > Step:   33000 Progress: 16.5% Elapsed: 4:54:29 temperature: no ada_p: No Discriminator_loss: 1.15163 Generator_loss: 1.07638 
[INFO] 2020-09-18 19:29:22 > Step:   33100 Progress: 16.6% Elapsed: 4:55:17 temperature: no ada_p: No Discriminator_loss: 1.05714 Generator_loss: 1.12256 
[INFO] 2020-09-18 19:30:10 > Step:   33200 Progress: 16.6% Elapsed: 4:56:05 temperature: no ada_p: No Discriminator_loss: 0.987655 Generator_loss: 0.907299 
[INFO] 2020-09-18 19:30:59 > Step:   33300 Progress: 16.7% Elapsed: 4:56:53 temperature: no ada_p: No Discriminator_loss: 0.944282 Generator_loss: 1.31126 
[INFO] 2020-09-18 19:31:46 > Step:   33400 Progress: 16.7% Elapsed: 4:57:40 temperature: no ada_p: No Discriminator_loss: 1.35511 Generator_loss: 0.861666 
[INFO] 2020-09-18 19:32:37 > Step:   33500 Progress: 16.8% Elapsed: 4:58:31 temperature: no ada_p: No Discriminator_loss: 1.10146 Generator_loss: 0.606518 
[INFO] 2020-09-18 19:33:25 > Step:   33600 Progress: 16.8% Elapsed: 4:59:19 temperature: no ada_p: No Discriminator_loss: 1.07869 Generator_loss: 1.05502 
[INFO] 2020-09-18 19:34:13 > Step:   33700 Progress: 16.9% Elapsed: 5:00:07 temperature: no ada_p: No Discriminator_loss: 1.17189 Generator_loss: 0.558981 
[INFO] 2020-09-18 19:35:02 > Step:   33800 Progress: 16.9% Elapsed: 5:00:56 temperature: no ada_p: No Discriminator_loss: 1.26019 Generator_loss: 1.13073 
[INFO] 2020-09-18 19:35:50 > Step:   33900 Progress: 17.0% Elapsed: 5:01:44 temperature: no ada_p: No Discriminator_loss: 1.27758 Generator_loss: 0.533438 
[INFO] 2020-09-18 19:36:38 > Step:   34000 Progress: 17.0% Elapsed: 5:02:32 temperature: no ada_p: No Discriminator_loss: 1.14904 Generator_loss: 0.928971 
[INFO] 2020-09-18 19:36:38 > Start Evaluation (34000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:38:30 > F_8 score (Step: 34000, Using test images): 0.982116149542259
[INFO] 2020-09-18 19:38:30 > F_1/8 score (Step: 34000, Using test images): 0.989829979862105
[INFO] 2020-09-18 19:38:30 > FID score (Step: 34000, Using test moments): 12.082597795589777
[INFO] 2020-09-18 19:38:30 > Inception score (Step: 34000, 10000 generated images): 9.759958267211914
[INFO] 2020-09-18 19:38:30 > Best FID score (Step: 34000, Using test moments): 12.082597795589777
[INFO] 2020-09-18 19:38:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:39:18 > Step:   34100 Progress: 17.1% Elapsed: 5:05:12 temperature: no ada_p: No Discriminator_loss: 1.23464 Generator_loss: 0.803456 
[INFO] 2020-09-18 19:40:06 > Step:   34200 Progress: 17.1% Elapsed: 5:06:00 temperature: no ada_p: No Discriminator_loss: 1.21598 Generator_loss: 0.983928 
[INFO] 2020-09-18 19:40:54 > Step:   34300 Progress: 17.2% Elapsed: 5:06:49 temperature: no ada_p: No Discriminator_loss: 1.1726 Generator_loss: 0.580517 
[INFO] 2020-09-18 19:41:43 > Step:   34400 Progress: 17.2% Elapsed: 5:07:37 temperature: no ada_p: No Discriminator_loss: 1.32283 Generator_loss: 0.999029 
[INFO] 2020-09-18 19:42:31 > Step:   34500 Progress: 17.2% Elapsed: 5:08:25 temperature: no ada_p: No Discriminator_loss: 1.28863 Generator_loss: 1.23037 
[INFO] 2020-09-18 19:43:19 > Step:   34600 Progress: 17.3% Elapsed: 5:09:13 temperature: no ada_p: No Discriminator_loss: 1.04314 Generator_loss: 0.567661 
[INFO] 2020-09-18 19:44:08 > Step:   34700 Progress: 17.3% Elapsed: 5:10:02 temperature: no ada_p: No Discriminator_loss: 1.19181 Generator_loss: 0.382721 
[INFO] 2020-09-18 19:44:55 > Step:   34800 Progress: 17.4% Elapsed: 5:10:49 temperature: no ada_p: No Discriminator_loss: 1.03869 Generator_loss: 0.646688 
[INFO] 2020-09-18 19:45:43 > Step:   34900 Progress: 17.4% Elapsed: 5:11:37 temperature: no ada_p: No Discriminator_loss: 1.12004 Generator_loss: 0.585807 
[INFO] 2020-09-18 19:46:31 > Step:   35000 Progress: 17.5% Elapsed: 5:12:26 temperature: no ada_p: No Discriminator_loss: 1.11863 Generator_loss: 0.461693 
[INFO] 2020-09-18 19:47:19 > Step:   35100 Progress: 17.5% Elapsed: 5:13:14 temperature: no ada_p: No Discriminator_loss: 1.0428 Generator_loss: 0.796835 
[INFO] 2020-09-18 19:48:07 > Step:   35200 Progress: 17.6% Elapsed: 5:14:02 temperature: no ada_p: No Discriminator_loss: 1.19314 Generator_loss: 0.895276 
[INFO] 2020-09-18 19:48:55 > Step:   35300 Progress: 17.6% Elapsed: 5:14:49 temperature: no ada_p: No Discriminator_loss: 1.14593 Generator_loss: 0.812186 
[INFO] 2020-09-18 19:49:43 > Step:   35400 Progress: 17.7% Elapsed: 5:15:37 temperature: no ada_p: No Discriminator_loss: 1.05805 Generator_loss: 0.7669 
[INFO] 2020-09-18 19:50:31 > Step:   35500 Progress: 17.8% Elapsed: 5:16:25 temperature: no ada_p: No Discriminator_loss: 1.07944 Generator_loss: 0.37704 
[INFO] 2020-09-18 19:51:19 > Step:   35600 Progress: 17.8% Elapsed: 5:17:13 temperature: no ada_p: No Discriminator_loss: 1.05748 Generator_loss: 0.549024 
[INFO] 2020-09-18 19:52:07 > Step:   35700 Progress: 17.8% Elapsed: 5:18:02 temperature: no ada_p: No Discriminator_loss: 1.10565 Generator_loss: 0.204101 
[INFO] 2020-09-18 19:52:56 > Step:   35800 Progress: 17.9% Elapsed: 5:18:51 temperature: no ada_p: No Discriminator_loss: 1.20281 Generator_loss: 0.991856 
[INFO] 2020-09-18 19:53:44 > Step:   35900 Progress: 17.9% Elapsed: 5:19:38 temperature: no ada_p: No Discriminator_loss: 0.971436 Generator_loss: 0.64978 
[INFO] 2020-09-18 19:54:32 > Step:   36000 Progress: 18.0% Elapsed: 5:20:26 temperature: no ada_p: No Discriminator_loss: 1.14553 Generator_loss: 1.04112 
[INFO] 2020-09-18 19:54:32 > Start Evaluation (36000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:56:23 > F_8 score (Step: 36000, Using test images): 0.9833714747443919
[INFO] 2020-09-18 19:56:23 > F_1/8 score (Step: 36000, Using test images): 0.9896631821302874
[INFO] 2020-09-18 19:56:23 > FID score (Step: 36000, Using test moments): 11.64751436810485
[INFO] 2020-09-18 19:56:23 > Inception score (Step: 36000, 10000 generated images): 9.683294296264648
[INFO] 2020-09-18 19:56:23 > Best FID score (Step: 36000, Using test moments): 11.64751436810485
[INFO] 2020-09-18 19:56:24 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 19:57:12 > Step:   36100 Progress: 18.1% Elapsed: 5:23:06 temperature: no ada_p: No Discriminator_loss: 1.23624 Generator_loss: 0.959008 
[INFO] 2020-09-18 19:58:00 > Step:   36200 Progress: 18.1% Elapsed: 5:23:55 temperature: no ada_p: No Discriminator_loss: 0.898976 Generator_loss: 0.67271 
[INFO] 2020-09-18 19:58:49 > Step:   36300 Progress: 18.1% Elapsed: 5:24:43 temperature: no ada_p: No Discriminator_loss: 1.10613 Generator_loss: 0.707079 
[INFO] 2020-09-18 19:59:37 > Step:   36400 Progress: 18.2% Elapsed: 5:25:31 temperature: no ada_p: No Discriminator_loss: 1.26718 Generator_loss: 0.44242 
[INFO] 2020-09-18 20:00:25 > Step:   36500 Progress: 18.2% Elapsed: 5:26:19 temperature: no ada_p: No Discriminator_loss: 1.22206 Generator_loss: 0.370361 
[INFO] 2020-09-18 20:01:14 > Step:   36600 Progress: 18.3% Elapsed: 5:27:08 temperature: no ada_p: No Discriminator_loss: 0.950258 Generator_loss: 0.862349 
[INFO] 2020-09-18 20:02:01 > Step:   36700 Progress: 18.4% Elapsed: 5:27:55 temperature: no ada_p: No Discriminator_loss: 0.920959 Generator_loss: 0.974065 
[INFO] 2020-09-18 20:02:50 > Step:   36800 Progress: 18.4% Elapsed: 5:28:44 temperature: no ada_p: No Discriminator_loss: 1.0203 Generator_loss: -0.11191 
[INFO] 2020-09-18 20:03:39 > Step:   36900 Progress: 18.4% Elapsed: 5:29:33 temperature: no ada_p: No Discriminator_loss: 1.23041 Generator_loss: 0.310209 
[INFO] 2020-09-18 20:04:26 > Step:   37000 Progress: 18.5% Elapsed: 5:30:21 temperature: no ada_p: No Discriminator_loss: 1.10966 Generator_loss: 0.477757 
[INFO] 2020-09-18 20:05:15 > Step:   37100 Progress: 18.6% Elapsed: 5:31:09 temperature: no ada_p: No Discriminator_loss: 1.29597 Generator_loss: 1.17425 
[INFO] 2020-09-18 20:06:03 > Step:   37200 Progress: 18.6% Elapsed: 5:31:58 temperature: no ada_p: No Discriminator_loss: 1.05885 Generator_loss: 0.841894 
[INFO] 2020-09-18 20:06:51 > Step:   37300 Progress: 18.6% Elapsed: 5:32:45 temperature: no ada_p: No Discriminator_loss: 1.28041 Generator_loss: 0.658302 
[INFO] 2020-09-18 20:07:39 > Step:   37400 Progress: 18.7% Elapsed: 5:33:33 temperature: no ada_p: No Discriminator_loss: 1.19252 Generator_loss: 0.87366 
[INFO] 2020-09-18 20:08:27 > Step:   37500 Progress: 18.8% Elapsed: 5:34:21 temperature: no ada_p: No Discriminator_loss: 1.08352 Generator_loss: 1.39429 
[INFO] 2020-09-18 20:09:14 > Step:   37600 Progress: 18.8% Elapsed: 5:35:08 temperature: no ada_p: No Discriminator_loss: 1.02218 Generator_loss: 0.849907 
[INFO] 2020-09-18 20:10:03 > Step:   37700 Progress: 18.9% Elapsed: 5:35:57 temperature: no ada_p: No Discriminator_loss: 1.21929 Generator_loss: 0.410122 
[INFO] 2020-09-18 20:10:50 > Step:   37800 Progress: 18.9% Elapsed: 5:36:45 temperature: no ada_p: No Discriminator_loss: 1.36168 Generator_loss: 0.58462 
[INFO] 2020-09-18 20:11:38 > Step:   37900 Progress: 18.9% Elapsed: 5:37:33 temperature: no ada_p: No Discriminator_loss: 1.15147 Generator_loss: 0.857887 
[INFO] 2020-09-18 20:12:27 > Step:   38000 Progress: 19.0% Elapsed: 5:38:21 temperature: no ada_p: No Discriminator_loss: 1.12415 Generator_loss: 0.460346 
[INFO] 2020-09-18 20:12:27 > Start Evaluation (38000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:14:20 > F_8 score (Step: 38000, Using test images): 0.9844991735759665
[INFO] 2020-09-18 20:14:20 > F_1/8 score (Step: 38000, Using test images): 0.9902770096079004
[INFO] 2020-09-18 20:14:20 > FID score (Step: 38000, Using test moments): 11.48418573488641
[INFO] 2020-09-18 20:14:20 > Inception score (Step: 38000, 10000 generated images): 9.641512870788574
[INFO] 2020-09-18 20:14:20 > Best FID score (Step: 38000, Using test moments): 11.48418573488641
[INFO] 2020-09-18 20:14:21 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:15:07 > Step:   38100 Progress: 19.1% Elapsed: 5:41:01 temperature: no ada_p: No Discriminator_loss: 0.967049 Generator_loss: 0.656977 
[INFO] 2020-09-18 20:15:56 > Step:   38200 Progress: 19.1% Elapsed: 5:41:51 temperature: no ada_p: No Discriminator_loss: 1.33707 Generator_loss: 0.592739 
[INFO] 2020-09-18 20:16:45 > Step:   38300 Progress: 19.1% Elapsed: 5:42:39 temperature: no ada_p: No Discriminator_loss: 1.0234 Generator_loss: 1.40508 
[INFO] 2020-09-18 20:17:32 > Step:   38400 Progress: 19.2% Elapsed: 5:43:26 temperature: no ada_p: No Discriminator_loss: 1.25959 Generator_loss: 0.38085 
[INFO] 2020-09-18 20:18:20 > Step:   38500 Progress: 19.2% Elapsed: 5:44:14 temperature: no ada_p: No Discriminator_loss: 1.18796 Generator_loss: 0.811251 
[INFO] 2020-09-18 20:19:08 > Step:   38600 Progress: 19.3% Elapsed: 5:45:02 temperature: no ada_p: No Discriminator_loss: 1.13274 Generator_loss: 0.466175 
[INFO] 2020-09-18 20:19:55 > Step:   38700 Progress: 19.4% Elapsed: 5:45:49 temperature: no ada_p: No Discriminator_loss: 1.15602 Generator_loss: 1.46051 
[INFO] 2020-09-18 20:20:43 > Step:   38800 Progress: 19.4% Elapsed: 5:46:37 temperature: no ada_p: No Discriminator_loss: 1.13856 Generator_loss: 1.19967 
[INFO] 2020-09-18 20:21:31 > Step:   38900 Progress: 19.4% Elapsed: 5:47:26 temperature: no ada_p: No Discriminator_loss: 1.18084 Generator_loss: 0.589279 
[INFO] 2020-09-18 20:22:19 > Step:   39000 Progress: 19.5% Elapsed: 5:48:13 temperature: no ada_p: No Discriminator_loss: 1.03419 Generator_loss: 0.818441 
[INFO] 2020-09-18 20:23:07 > Step:   39100 Progress: 19.6% Elapsed: 5:49:01 temperature: no ada_p: No Discriminator_loss: 1.25882 Generator_loss: 1.44712 
[INFO] 2020-09-18 20:23:55 > Step:   39200 Progress: 19.6% Elapsed: 5:49:50 temperature: no ada_p: No Discriminator_loss: 1.47801 Generator_loss: 0.576749 
[INFO] 2020-09-18 20:24:43 > Step:   39300 Progress: 19.7% Elapsed: 5:50:38 temperature: no ada_p: No Discriminator_loss: 1.08348 Generator_loss: 0.579931 
[INFO] 2020-09-18 20:25:32 > Step:   39400 Progress: 19.7% Elapsed: 5:51:26 temperature: no ada_p: No Discriminator_loss: 1.05552 Generator_loss: 0.733402 
[INFO] 2020-09-18 20:26:19 > Step:   39500 Progress: 19.8% Elapsed: 5:52:13 temperature: no ada_p: No Discriminator_loss: 1.06488 Generator_loss: 0.712309 
[INFO] 2020-09-18 20:27:07 > Step:   39600 Progress: 19.8% Elapsed: 5:53:02 temperature: no ada_p: No Discriminator_loss: 1.28985 Generator_loss: 1.68375 
[INFO] 2020-09-18 20:27:56 > Step:   39700 Progress: 19.9% Elapsed: 5:53:50 temperature: no ada_p: No Discriminator_loss: 1.24626 Generator_loss: 0.732194 
[INFO] 2020-09-18 20:28:43 > Step:   39800 Progress: 19.9% Elapsed: 5:54:37 temperature: no ada_p: No Discriminator_loss: 1.18484 Generator_loss: 0.431193 
[INFO] 2020-09-18 20:29:31 > Step:   39900 Progress: 20.0% Elapsed: 5:55:26 temperature: no ada_p: No Discriminator_loss: 0.995572 Generator_loss: 0.150165 
[INFO] 2020-09-18 20:30:20 > Step:   40000 Progress: 20.0% Elapsed: 5:56:14 temperature: no ada_p: No Discriminator_loss: 1.13102 Generator_loss: 0.732373 
[INFO] 2020-09-18 20:30:20 > Start Evaluation (40000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:32:11 > F_8 score (Step: 40000, Using test images): 0.9853873625982063
[INFO] 2020-09-18 20:32:11 > F_1/8 score (Step: 40000, Using test images): 0.9900802367747945
[INFO] 2020-09-18 20:32:11 > FID score (Step: 40000, Using test moments): 11.162181056708732
[INFO] 2020-09-18 20:32:11 > Inception score (Step: 40000, 10000 generated images): 9.688145637512207
[INFO] 2020-09-18 20:32:11 > Best FID score (Step: 40000, Using test moments): 11.162181056708732
[INFO] 2020-09-18 20:32:12 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:32:58 > Step:   40100 Progress: 20.1% Elapsed: 5:58:52 temperature: no ada_p: No Discriminator_loss: 1.19788 Generator_loss: 0.360029 
[INFO] 2020-09-18 20:33:46 > Step:   40200 Progress: 20.1% Elapsed: 5:59:41 temperature: no ada_p: No Discriminator_loss: 1.058 Generator_loss: 0.901095 
[INFO] 2020-09-18 20:34:35 > Step:   40300 Progress: 20.2% Elapsed: 6:00:29 temperature: no ada_p: No Discriminator_loss: 1.0075 Generator_loss: 1.37436 
[INFO] 2020-09-18 20:35:23 > Step:   40400 Progress: 20.2% Elapsed: 6:01:17 temperature: no ada_p: No Discriminator_loss: 1.22542 Generator_loss: 0.32706 
[INFO] 2020-09-18 20:36:10 > Step:   40500 Progress: 20.2% Elapsed: 6:02:05 temperature: no ada_p: No Discriminator_loss: 1.04031 Generator_loss: 0.554303 
[INFO] 2020-09-18 20:36:58 > Step:   40600 Progress: 20.3% Elapsed: 6:02:52 temperature: no ada_p: No Discriminator_loss: 1.02746 Generator_loss: 0.9079 
[INFO] 2020-09-18 20:37:46 > Step:   40700 Progress: 20.3% Elapsed: 6:03:40 temperature: no ada_p: No Discriminator_loss: 1.3064 Generator_loss: 0.395119 
[INFO] 2020-09-18 20:38:34 > Step:   40800 Progress: 20.4% Elapsed: 6:04:28 temperature: no ada_p: No Discriminator_loss: 1.25524 Generator_loss: 0.406649 
[INFO] 2020-09-18 20:39:21 > Step:   40900 Progress: 20.4% Elapsed: 6:05:15 temperature: no ada_p: No Discriminator_loss: 1.1157 Generator_loss: 0.930916 
[INFO] 2020-09-18 20:40:09 > Step:   41000 Progress: 20.5% Elapsed: 6:06:03 temperature: no ada_p: No Discriminator_loss: 1.12043 Generator_loss: 1.18694 
[INFO] 2020-09-18 20:40:57 > Step:   41100 Progress: 20.5% Elapsed: 6:06:51 temperature: no ada_p: No Discriminator_loss: 1.19297 Generator_loss: 1.00255 
[INFO] 2020-09-18 20:41:44 > Step:   41200 Progress: 20.6% Elapsed: 6:07:38 temperature: no ada_p: No Discriminator_loss: 1.0341 Generator_loss: 0.864748 
[INFO] 2020-09-18 20:42:33 > Step:   41300 Progress: 20.6% Elapsed: 6:08:27 temperature: no ada_p: No Discriminator_loss: 1.04984 Generator_loss: 0.17868 
[INFO] 2020-09-18 20:43:21 > Step:   41400 Progress: 20.7% Elapsed: 6:09:15 temperature: no ada_p: No Discriminator_loss: 1.38107 Generator_loss: 0.412139 
[INFO] 2020-09-18 20:44:09 > Step:   41500 Progress: 20.8% Elapsed: 6:10:03 temperature: no ada_p: No Discriminator_loss: 1.12252 Generator_loss: 0.941294 
[INFO] 2020-09-18 20:44:58 > Step:   41600 Progress: 20.8% Elapsed: 6:10:52 temperature: no ada_p: No Discriminator_loss: 1.01949 Generator_loss: 0.916399 
[INFO] 2020-09-18 20:45:45 > Step:   41700 Progress: 20.8% Elapsed: 6:11:39 temperature: no ada_p: No Discriminator_loss: 1.08526 Generator_loss: 1.09621 
[INFO] 2020-09-18 20:46:33 > Step:   41800 Progress: 20.9% Elapsed: 6:12:28 temperature: no ada_p: No Discriminator_loss: 1.37175 Generator_loss: 0.793357 
[INFO] 2020-09-18 20:47:21 > Step:   41900 Progress: 20.9% Elapsed: 6:13:15 temperature: no ada_p: No Discriminator_loss: 0.997976 Generator_loss: 0.992025 
[INFO] 2020-09-18 20:48:09 > Step:   42000 Progress: 21.0% Elapsed: 6:14:03 temperature: no ada_p: No Discriminator_loss: 0.968983 Generator_loss: 0.509348 
[INFO] 2020-09-18 20:48:09 > Start Evaluation (42000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:50:00 > F_8 score (Step: 42000, Using test images): 0.9863469914169749
[INFO] 2020-09-18 20:50:00 > F_1/8 score (Step: 42000, Using test images): 0.9915146683006361
[INFO] 2020-09-18 20:50:00 > FID score (Step: 42000, Using test moments): 10.906932278649208
[INFO] 2020-09-18 20:50:00 > Inception score (Step: 42000, 10000 generated images): 9.705222129821777
[INFO] 2020-09-18 20:50:00 > Best FID score (Step: 42000, Using test moments): 10.906932278649208
[INFO] 2020-09-18 20:50:00 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 20:50:48 > Step:   42100 Progress: 21.1% Elapsed: 6:16:42 temperature: no ada_p: No Discriminator_loss: 1.16926 Generator_loss: 1.11326 
[INFO] 2020-09-18 20:51:37 > Step:   42200 Progress: 21.1% Elapsed: 6:17:31 temperature: no ada_p: No Discriminator_loss: 1.03254 Generator_loss: 0.793529 
[INFO] 2020-09-18 20:52:25 > Step:   42300 Progress: 21.1% Elapsed: 6:18:19 temperature: no ada_p: No Discriminator_loss: 1.09334 Generator_loss: 1.0939 
[INFO] 2020-09-18 20:53:13 > Step:   42400 Progress: 21.2% Elapsed: 6:19:07 temperature: no ada_p: No Discriminator_loss: 1.11027 Generator_loss: 0.811592 
[INFO] 2020-09-18 20:54:01 > Step:   42500 Progress: 21.2% Elapsed: 6:19:55 temperature: no ada_p: No Discriminator_loss: 1.42179 Generator_loss: 1.11294 
[INFO] 2020-09-18 20:54:49 > Step:   42600 Progress: 21.3% Elapsed: 6:20:43 temperature: no ada_p: No Discriminator_loss: 1.27519 Generator_loss: -0.00430342 
[INFO] 2020-09-18 20:55:37 > Step:   42700 Progress: 21.3% Elapsed: 6:21:31 temperature: no ada_p: No Discriminator_loss: 1.21181 Generator_loss: 0.645518 
[INFO] 2020-09-18 20:56:26 > Step:   42800 Progress: 21.4% Elapsed: 6:22:20 temperature: no ada_p: No Discriminator_loss: 1.00783 Generator_loss: 1.19981 
[INFO] 2020-09-18 20:57:13 > Step:   42900 Progress: 21.4% Elapsed: 6:23:07 temperature: no ada_p: No Discriminator_loss: 1.13515 Generator_loss: 0.68943 
[INFO] 2020-09-18 20:58:01 > Step:   43000 Progress: 21.5% Elapsed: 6:23:55 temperature: no ada_p: No Discriminator_loss: 1.18829 Generator_loss: 0.727113 
[INFO] 2020-09-18 20:58:49 > Step:   43100 Progress: 21.6% Elapsed: 6:24:43 temperature: no ada_p: No Discriminator_loss: 0.845523 Generator_loss: 0.842933 
[INFO] 2020-09-18 20:59:37 > Step:   43200 Progress: 21.6% Elapsed: 6:25:31 temperature: no ada_p: No Discriminator_loss: 1.04492 Generator_loss: 0.725725 
[INFO] 2020-09-18 21:00:26 > Step:   43300 Progress: 21.6% Elapsed: 6:26:20 temperature: no ada_p: No Discriminator_loss: 1.13418 Generator_loss: 0.616091 
[INFO] 2020-09-18 21:01:13 > Step:   43400 Progress: 21.7% Elapsed: 6:27:07 temperature: no ada_p: No Discriminator_loss: 1.12924 Generator_loss: 1.1387 
[INFO] 2020-09-18 21:02:01 > Step:   43500 Progress: 21.8% Elapsed: 6:27:55 temperature: no ada_p: No Discriminator_loss: 1.10885 Generator_loss: 0.763915 
[INFO] 2020-09-18 21:02:50 > Step:   43600 Progress: 21.8% Elapsed: 6:28:44 temperature: no ada_p: No Discriminator_loss: 1.08187 Generator_loss: 0.425846 
[INFO] 2020-09-18 21:03:37 > Step:   43700 Progress: 21.9% Elapsed: 6:29:31 temperature: no ada_p: No Discriminator_loss: 1.04272 Generator_loss: 0.96819 
[INFO] 2020-09-18 21:04:26 > Step:   43800 Progress: 21.9% Elapsed: 6:30:20 temperature: no ada_p: No Discriminator_loss: 1.31648 Generator_loss: 1.57369 
[INFO] 2020-09-18 21:05:14 > Step:   43900 Progress: 21.9% Elapsed: 6:31:08 temperature: no ada_p: No Discriminator_loss: 0.940533 Generator_loss: 0.49862 
[INFO] 2020-09-18 21:06:01 > Step:   44000 Progress: 22.0% Elapsed: 6:31:55 temperature: no ada_p: No Discriminator_loss: 1.05675 Generator_loss: 1.32127 
[INFO] 2020-09-18 21:06:01 > Start Evaluation (44000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:07:54 > F_8 score (Step: 44000, Using test images): 0.9846458248789909
[INFO] 2020-09-18 21:07:54 > F_1/8 score (Step: 44000, Using test images): 0.991153891579482
[INFO] 2020-09-18 21:07:54 > FID score (Step: 44000, Using test moments): 10.567233755221196
[INFO] 2020-09-18 21:07:54 > Inception score (Step: 44000, 10000 generated images): 9.579157829284668
[INFO] 2020-09-18 21:07:54 > Best FID score (Step: 44000, Using test moments): 10.567233755221196
[INFO] 2020-09-18 21:07:55 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:08:43 > Step:   44100 Progress: 22.1% Elapsed: 6:34:37 temperature: no ada_p: No Discriminator_loss: 1.26413 Generator_loss: 1.16823 
[INFO] 2020-09-18 21:09:31 > Step:   44200 Progress: 22.1% Elapsed: 6:35:25 temperature: no ada_p: No Discriminator_loss: 1.35807 Generator_loss: 1.00583 
[INFO] 2020-09-18 21:10:20 > Step:   44300 Progress: 22.1% Elapsed: 6:36:14 temperature: no ada_p: No Discriminator_loss: 0.958739 Generator_loss: 0.94322 
[INFO] 2020-09-18 21:11:08 > Step:   44400 Progress: 22.2% Elapsed: 6:37:02 temperature: no ada_p: No Discriminator_loss: 1.34354 Generator_loss: 0.808574 
[INFO] 2020-09-18 21:11:55 > Step:   44500 Progress: 22.2% Elapsed: 6:37:49 temperature: no ada_p: No Discriminator_loss: 1.04626 Generator_loss: 0.722039 
[INFO] 2020-09-18 21:12:43 > Step:   44600 Progress: 22.3% Elapsed: 6:38:37 temperature: no ada_p: No Discriminator_loss: 1.05365 Generator_loss: 0.876188 
[INFO] 2020-09-18 21:13:32 > Step:   44700 Progress: 22.4% Elapsed: 6:39:27 temperature: no ada_p: No Discriminator_loss: 1.27234 Generator_loss: 1.33939 
[INFO] 2020-09-18 21:14:21 > Step:   44800 Progress: 22.4% Elapsed: 6:40:15 temperature: no ada_p: No Discriminator_loss: 0.905901 Generator_loss: 0.762479 
[INFO] 2020-09-18 21:15:09 > Step:   44900 Progress: 22.4% Elapsed: 6:41:03 temperature: no ada_p: No Discriminator_loss: 1.17146 Generator_loss: 0.708044 
[INFO] 2020-09-18 21:15:57 > Step:   45000 Progress: 22.5% Elapsed: 6:41:51 temperature: no ada_p: No Discriminator_loss: 1.30701 Generator_loss: 0.27393 
[INFO] 2020-09-18 21:16:45 > Step:   45100 Progress: 22.6% Elapsed: 6:42:39 temperature: no ada_p: No Discriminator_loss: 1.19237 Generator_loss: 0.662742 
[INFO] 2020-09-18 21:17:33 > Step:   45200 Progress: 22.6% Elapsed: 6:43:27 temperature: no ada_p: No Discriminator_loss: 1.21047 Generator_loss: 1.06765 
[INFO] 2020-09-18 21:18:21 > Step:   45300 Progress: 22.7% Elapsed: 6:44:15 temperature: no ada_p: No Discriminator_loss: 1.18879 Generator_loss: 0.817049 
[INFO] 2020-09-18 21:19:08 > Step:   45400 Progress: 22.7% Elapsed: 6:45:02 temperature: no ada_p: No Discriminator_loss: 1.27317 Generator_loss: 0.739315 
[INFO] 2020-09-18 21:19:56 > Step:   45500 Progress: 22.8% Elapsed: 6:45:50 temperature: no ada_p: No Discriminator_loss: 1.19011 Generator_loss: 0.485678 
[INFO] 2020-09-18 21:20:44 > Step:   45600 Progress: 22.8% Elapsed: 6:46:38 temperature: no ada_p: No Discriminator_loss: 1.02695 Generator_loss: 0.881311 
[INFO] 2020-09-18 21:21:33 > Step:   45700 Progress: 22.9% Elapsed: 6:47:27 temperature: no ada_p: No Discriminator_loss: 1.01407 Generator_loss: 1.00663 
[INFO] 2020-09-18 21:22:21 > Step:   45800 Progress: 22.9% Elapsed: 6:48:15 temperature: no ada_p: No Discriminator_loss: 1.09229 Generator_loss: 0.707362 
[INFO] 2020-09-18 21:23:09 > Step:   45900 Progress: 22.9% Elapsed: 6:49:03 temperature: no ada_p: No Discriminator_loss: 1.02249 Generator_loss: 0.793598 
[INFO] 2020-09-18 21:23:57 > Step:   46000 Progress: 23.0% Elapsed: 6:49:51 temperature: no ada_p: No Discriminator_loss: 1.09451 Generator_loss: 0.360154 
[INFO] 2020-09-18 21:23:57 > Start Evaluation (46000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:25:49 > F_8 score (Step: 46000, Using test images): 0.9853721418502492
[INFO] 2020-09-18 21:25:49 > F_1/8 score (Step: 46000, Using test images): 0.9912076765288346
[INFO] 2020-09-18 21:25:49 > FID score (Step: 46000, Using test moments): 10.373414512021043
[INFO] 2020-09-18 21:25:49 > Inception score (Step: 46000, 10000 generated images): 9.631485939025879
[INFO] 2020-09-18 21:25:49 > Best FID score (Step: 46000, Using test moments): 10.373414512021043
[INFO] 2020-09-18 21:25:49 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:26:37 > Step:   46100 Progress: 23.1% Elapsed: 6:52:31 temperature: no ada_p: No Discriminator_loss: 1.2046 Generator_loss: 0.748881 
[INFO] 2020-09-18 21:27:24 > Step:   46200 Progress: 23.1% Elapsed: 6:53:19 temperature: no ada_p: No Discriminator_loss: 1.22078 Generator_loss: 1.13911 
[INFO] 2020-09-18 21:28:13 > Step:   46300 Progress: 23.2% Elapsed: 6:54:07 temperature: no ada_p: No Discriminator_loss: 1.01335 Generator_loss: 0.753456 
[INFO] 2020-09-18 21:29:02 > Step:   46400 Progress: 23.2% Elapsed: 6:54:56 temperature: no ada_p: No Discriminator_loss: 1.13079 Generator_loss: 0.869369 
[INFO] 2020-09-18 21:29:50 > Step:   46500 Progress: 23.2% Elapsed: 6:55:44 temperature: no ada_p: No Discriminator_loss: 1.24192 Generator_loss: 1.02139 
[INFO] 2020-09-18 21:30:38 > Step:   46600 Progress: 23.3% Elapsed: 6:56:32 temperature: no ada_p: No Discriminator_loss: 1.13534 Generator_loss: 1.04877 
[INFO] 2020-09-18 21:31:26 > Step:   46700 Progress: 23.4% Elapsed: 6:57:21 temperature: no ada_p: No Discriminator_loss: 1.10616 Generator_loss: 0.309256 
[INFO] 2020-09-18 21:32:15 > Step:   46800 Progress: 23.4% Elapsed: 6:58:09 temperature: no ada_p: No Discriminator_loss: 1.25297 Generator_loss: 0.874126 
[INFO] 2020-09-18 21:33:03 > Step:   46900 Progress: 23.4% Elapsed: 6:58:57 temperature: no ada_p: No Discriminator_loss: 0.965153 Generator_loss: 0.709768 
[INFO] 2020-09-18 21:33:50 > Step:   47000 Progress: 23.5% Elapsed: 6:59:44 temperature: no ada_p: No Discriminator_loss: 1.05131 Generator_loss: 0.762944 
[INFO] 2020-09-18 21:34:38 > Step:   47100 Progress: 23.5% Elapsed: 7:00:33 temperature: no ada_p: No Discriminator_loss: 1.21143 Generator_loss: 0.416988 
[INFO] 2020-09-18 21:35:28 > Step:   47200 Progress: 23.6% Elapsed: 7:01:22 temperature: no ada_p: No Discriminator_loss: 0.99086 Generator_loss: 0.270791 
[INFO] 2020-09-18 21:36:15 > Step:   47300 Progress: 23.6% Elapsed: 7:02:09 temperature: no ada_p: No Discriminator_loss: 1.18426 Generator_loss: 0.821041 
[INFO] 2020-09-18 21:37:03 > Step:   47400 Progress: 23.7% Elapsed: 7:02:57 temperature: no ada_p: No Discriminator_loss: 1.05328 Generator_loss: 0.701301 
[INFO] 2020-09-18 21:37:51 > Step:   47500 Progress: 23.8% Elapsed: 7:03:45 temperature: no ada_p: No Discriminator_loss: 1.41421 Generator_loss: 0.845847 
[INFO] 2020-09-18 21:38:39 > Step:   47600 Progress: 23.8% Elapsed: 7:04:33 temperature: no ada_p: No Discriminator_loss: 0.896104 Generator_loss: 0.589698 
[INFO] 2020-09-18 21:39:27 > Step:   47700 Progress: 23.8% Elapsed: 7:05:22 temperature: no ada_p: No Discriminator_loss: 1.16411 Generator_loss: 1.00442 
[INFO] 2020-09-18 21:40:16 > Step:   47800 Progress: 23.9% Elapsed: 7:06:10 temperature: no ada_p: No Discriminator_loss: 1.18774 Generator_loss: 0.652257 
[INFO] 2020-09-18 21:41:03 > Step:   47900 Progress: 23.9% Elapsed: 7:06:58 temperature: no ada_p: No Discriminator_loss: 1.3946 Generator_loss: 0.545019 
[INFO] 2020-09-18 21:41:52 > Step:   48000 Progress: 24.0% Elapsed: 7:07:46 temperature: no ada_p: No Discriminator_loss: 1.10115 Generator_loss: 0.884398 
[INFO] 2020-09-18 21:41:52 > Start Evaluation (48000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:43:43 > F_8 score (Step: 48000, Using test images): 0.9876750046226473
[INFO] 2020-09-18 21:43:43 > F_1/8 score (Step: 48000, Using test images): 0.993183159197145
[INFO] 2020-09-18 21:43:43 > FID score (Step: 48000, Using test moments): 10.071486905831875
[INFO] 2020-09-18 21:43:43 > Inception score (Step: 48000, 10000 generated images): 9.816271781921387
[INFO] 2020-09-18 21:43:43 > Best FID score (Step: 48000, Using test moments): 10.071486905831875
[INFO] 2020-09-18 21:43:44 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 21:44:31 > Step:   48100 Progress: 24.1% Elapsed: 7:10:25 temperature: no ada_p: No Discriminator_loss: 1.20195 Generator_loss: 0.509781 
[INFO] 2020-09-18 21:45:19 > Step:   48200 Progress: 24.1% Elapsed: 7:11:13 temperature: no ada_p: No Discriminator_loss: 1.27651 Generator_loss: 0.489958 
[INFO] 2020-09-18 21:46:08 > Step:   48300 Progress: 24.1% Elapsed: 7:12:02 temperature: no ada_p: No Discriminator_loss: 1.08988 Generator_loss: 0.547622 
[INFO] 2020-09-18 21:46:56 > Step:   48400 Progress: 24.2% Elapsed: 7:12:50 temperature: no ada_p: No Discriminator_loss: 1.24826 Generator_loss: 0.209349 
[INFO] 2020-09-18 21:47:45 > Step:   48500 Progress: 24.2% Elapsed: 7:13:39 temperature: no ada_p: No Discriminator_loss: 1.21395 Generator_loss: 0.600474 
[INFO] 2020-09-18 21:48:33 > Step:   48600 Progress: 24.3% Elapsed: 7:14:27 temperature: no ada_p: No Discriminator_loss: 0.993501 Generator_loss: 0.428015 
[INFO] 2020-09-18 21:49:21 > Step:   48700 Progress: 24.3% Elapsed: 7:15:15 temperature: no ada_p: No Discriminator_loss: 1.38436 Generator_loss: 0.280161 
[INFO] 2020-09-18 21:50:09 > Step:   48800 Progress: 24.4% Elapsed: 7:16:04 temperature: no ada_p: No Discriminator_loss: 1.18638 Generator_loss: 1.31289 
[INFO] 2020-09-18 21:50:58 > Step:   48900 Progress: 24.4% Elapsed: 7:16:52 temperature: no ada_p: No Discriminator_loss: 1.09358 Generator_loss: 0.811185 
[INFO] 2020-09-18 21:51:47 > Step:   49000 Progress: 24.5% Elapsed: 7:17:41 temperature: no ada_p: No Discriminator_loss: 0.972982 Generator_loss: 0.843136 
[INFO] 2020-09-18 21:52:36 > Step:   49100 Progress: 24.6% Elapsed: 7:18:30 temperature: no ada_p: No Discriminator_loss: 1.33707 Generator_loss: 1.15495 
[INFO] 2020-09-18 21:53:23 > Step:   49200 Progress: 24.6% Elapsed: 7:19:18 temperature: no ada_p: No Discriminator_loss: 1.01959 Generator_loss: 0.717875 
[INFO] 2020-09-18 21:54:12 > Step:   49300 Progress: 24.6% Elapsed: 7:20:07 temperature: no ada_p: No Discriminator_loss: 0.979061 Generator_loss: 0.617627 
[INFO] 2020-09-18 21:55:01 > Step:   49400 Progress: 24.7% Elapsed: 7:20:55 temperature: no ada_p: No Discriminator_loss: 1.31295 Generator_loss: 1.12353 
[INFO] 2020-09-18 21:55:50 > Step:   49500 Progress: 24.8% Elapsed: 7:21:44 temperature: no ada_p: No Discriminator_loss: 1.04336 Generator_loss: 0.669204 
[INFO] 2020-09-18 21:56:38 > Step:   49600 Progress: 24.8% Elapsed: 7:22:32 temperature: no ada_p: No Discriminator_loss: 1.14475 Generator_loss: 0.928588 
[INFO] 2020-09-18 21:57:26 > Step:   49700 Progress: 24.9% Elapsed: 7:23:20 temperature: no ada_p: No Discriminator_loss: 1.22578 Generator_loss: 0.908252 
[INFO] 2020-09-18 21:58:14 > Step:   49800 Progress: 24.9% Elapsed: 7:24:08 temperature: no ada_p: No Discriminator_loss: 1.22473 Generator_loss: 0.706567 
[INFO] 2020-09-18 21:59:02 > Step:   49900 Progress: 24.9% Elapsed: 7:24:57 temperature: no ada_p: No Discriminator_loss: 1.29259 Generator_loss: 0.896096 
[INFO] 2020-09-18 21:59:51 > Step:   50000 Progress: 25.0% Elapsed: 7:25:45 temperature: no ada_p: No Discriminator_loss: 0.961521 Generator_loss: 1.1127 
[INFO] 2020-09-18 21:59:51 > Start Evaluation (50000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:01:42 > F_8 score (Step: 50000, Using test images): 0.9893245158933083
[INFO] 2020-09-18 22:01:42 > F_1/8 score (Step: 50000, Using test images): 0.9927407781244453
[INFO] 2020-09-18 22:01:42 > FID score (Step: 50000, Using test moments): 9.779745331852553
[INFO] 2020-09-18 22:01:42 > Inception score (Step: 50000, 10000 generated images): 9.74118423461914
[INFO] 2020-09-18 22:01:42 > Best FID score (Step: 50000, Using test moments): 9.779745331852553
[INFO] 2020-09-18 22:01:43 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:02:30 > Step:   50100 Progress: 25.1% Elapsed: 7:28:24 temperature: no ada_p: No Discriminator_loss: 1.24093 Generator_loss: 0.903323 
[INFO] 2020-09-18 22:03:19 > Step:   50200 Progress: 25.1% Elapsed: 7:29:13 temperature: no ada_p: No Discriminator_loss: 1.30803 Generator_loss: 0.26293 
[INFO] 2020-09-18 22:04:07 > Step:   50300 Progress: 25.1% Elapsed: 7:30:01 temperature: no ada_p: No Discriminator_loss: 1.25332 Generator_loss: 0.752812 
[INFO] 2020-09-18 22:04:55 > Step:   50400 Progress: 25.2% Elapsed: 7:30:49 temperature: no ada_p: No Discriminator_loss: 1.29018 Generator_loss: 0.907273 
[INFO] 2020-09-18 22:05:45 > Step:   50500 Progress: 25.2% Elapsed: 7:31:39 temperature: no ada_p: No Discriminator_loss: 1.20008 Generator_loss: 0.386722 
[INFO] 2020-09-18 22:06:32 > Step:   50600 Progress: 25.3% Elapsed: 7:32:26 temperature: no ada_p: No Discriminator_loss: 1.20673 Generator_loss: 0.708181 
[INFO] 2020-09-18 22:07:20 > Step:   50700 Progress: 25.4% Elapsed: 7:33:14 temperature: no ada_p: No Discriminator_loss: 1.18659 Generator_loss: 1.17299 
[INFO] 2020-09-18 22:08:09 > Step:   50800 Progress: 25.4% Elapsed: 7:34:03 temperature: no ada_p: No Discriminator_loss: 1.26824 Generator_loss: 0.629179 
[INFO] 2020-09-18 22:08:57 > Step:   50900 Progress: 25.4% Elapsed: 7:34:51 temperature: no ada_p: No Discriminator_loss: 1.05125 Generator_loss: 0.930781 
[INFO] 2020-09-18 22:09:45 > Step:   51000 Progress: 25.5% Elapsed: 7:35:39 temperature: no ada_p: No Discriminator_loss: 1.31766 Generator_loss: 0.70309 
[INFO] 2020-09-18 22:10:33 > Step:   51100 Progress: 25.6% Elapsed: 7:36:28 temperature: no ada_p: No Discriminator_loss: 1.2104 Generator_loss: 0.886409 
[INFO] 2020-09-18 22:11:21 > Step:   51200 Progress: 25.6% Elapsed: 7:37:15 temperature: no ada_p: No Discriminator_loss: 1.01562 Generator_loss: 1.14371 
[INFO] 2020-09-18 22:12:09 > Step:   51300 Progress: 25.7% Elapsed: 7:38:03 temperature: no ada_p: No Discriminator_loss: 1.1509 Generator_loss: 0.698108 
[INFO] 2020-09-18 22:12:58 > Step:   51400 Progress: 25.7% Elapsed: 7:38:52 temperature: no ada_p: No Discriminator_loss: 1.1759 Generator_loss: 0.506152 
[INFO] 2020-09-18 22:13:45 > Step:   51500 Progress: 25.8% Elapsed: 7:39:39 temperature: no ada_p: No Discriminator_loss: 0.909445 Generator_loss: 0.26651 
[INFO] 2020-09-18 22:14:33 > Step:   51600 Progress: 25.8% Elapsed: 7:40:27 temperature: no ada_p: No Discriminator_loss: 1.22098 Generator_loss: 1.11157 
[INFO] 2020-09-18 22:15:21 > Step:   51700 Progress: 25.9% Elapsed: 7:41:15 temperature: no ada_p: No Discriminator_loss: 1.10551 Generator_loss: 1.21172 
[INFO] 2020-09-18 22:16:09 > Step:   51800 Progress: 25.9% Elapsed: 7:42:04 temperature: no ada_p: No Discriminator_loss: 1.18179 Generator_loss: 0.585297 
[INFO] 2020-09-18 22:16:58 > Step:   51900 Progress: 25.9% Elapsed: 7:42:52 temperature: no ada_p: No Discriminator_loss: 1.22179 Generator_loss: 0.486758 
[INFO] 2020-09-18 22:17:45 > Step:   52000 Progress: 26.0% Elapsed: 7:43:39 temperature: no ada_p: No Discriminator_loss: 1.31326 Generator_loss: 0.319532 
[INFO] 2020-09-18 22:17:45 > Start Evaluation (52000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:19:36 > F_8 score (Step: 52000, Using test images): 0.987915085537237
[INFO] 2020-09-18 22:19:36 > F_1/8 score (Step: 52000, Using test images): 0.9921607672826682
[INFO] 2020-09-18 22:19:36 > FID score (Step: 52000, Using test moments): 9.834914937657118
[INFO] 2020-09-18 22:19:36 > Inception score (Step: 52000, 10000 generated images): 9.724963188171387
[INFO] 2020-09-18 22:19:36 > Best FID score (Step: 50000, Using test moments): 9.779745331852553
[INFO] 2020-09-18 22:19:37 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:20:25 > Step:   52100 Progress: 26.1% Elapsed: 7:46:19 temperature: no ada_p: No Discriminator_loss: 1.28307 Generator_loss: 0.367219 
[INFO] 2020-09-18 22:21:13 > Step:   52200 Progress: 26.1% Elapsed: 7:47:07 temperature: no ada_p: No Discriminator_loss: 1.27892 Generator_loss: 0.711544 
[INFO] 2020-09-18 22:22:01 > Step:   52300 Progress: 26.2% Elapsed: 7:47:55 temperature: no ada_p: No Discriminator_loss: 1.14109 Generator_loss: 0.721185 
[INFO] 2020-09-18 22:22:50 > Step:   52400 Progress: 26.2% Elapsed: 7:48:44 temperature: no ada_p: No Discriminator_loss: 1.14223 Generator_loss: 0.483572 
[INFO] 2020-09-18 22:23:38 > Step:   52500 Progress: 26.2% Elapsed: 7:49:33 temperature: no ada_p: No Discriminator_loss: 1.10362 Generator_loss: 0.688198 
[INFO] 2020-09-18 22:24:26 > Step:   52600 Progress: 26.3% Elapsed: 7:50:20 temperature: no ada_p: No Discriminator_loss: 1.06403 Generator_loss: 0.707845 
[INFO] 2020-09-18 22:25:14 > Step:   52700 Progress: 26.4% Elapsed: 7:51:08 temperature: no ada_p: No Discriminator_loss: 1.07827 Generator_loss: 0.329178 
[INFO] 2020-09-18 22:26:03 > Step:   52800 Progress: 26.4% Elapsed: 7:51:57 temperature: no ada_p: No Discriminator_loss: 1.10148 Generator_loss: 0.917456 
[INFO] 2020-09-18 22:26:50 > Step:   52900 Progress: 26.5% Elapsed: 7:52:45 temperature: no ada_p: No Discriminator_loss: 0.950673 Generator_loss: 0.479855 
[INFO] 2020-09-18 22:27:39 > Step:   53000 Progress: 26.5% Elapsed: 7:53:33 temperature: no ada_p: No Discriminator_loss: 1.0342 Generator_loss: 0.923647 
[INFO] 2020-09-18 22:28:26 > Step:   53100 Progress: 26.6% Elapsed: 7:54:20 temperature: no ada_p: No Discriminator_loss: 1.10431 Generator_loss: 0.17942 
[INFO] 2020-09-18 22:29:14 > Step:   53200 Progress: 26.6% Elapsed: 7:55:08 temperature: no ada_p: No Discriminator_loss: 1.23302 Generator_loss: 1.09859 
[INFO] 2020-09-18 22:30:03 > Step:   53300 Progress: 26.7% Elapsed: 7:55:58 temperature: no ada_p: No Discriminator_loss: 1.17566 Generator_loss: 0.865517 
[INFO] 2020-09-18 22:30:52 > Step:   53400 Progress: 26.7% Elapsed: 7:56:46 temperature: no ada_p: No Discriminator_loss: 1.32181 Generator_loss: 0.533066 
[INFO] 2020-09-18 22:31:41 > Step:   53500 Progress: 26.8% Elapsed: 7:57:35 temperature: no ada_p: No Discriminator_loss: 1.17342 Generator_loss: 1.0701 
[INFO] 2020-09-18 22:32:29 > Step:   53600 Progress: 26.8% Elapsed: 7:58:23 temperature: no ada_p: No Discriminator_loss: 0.950767 Generator_loss: 1.03359 
[INFO] 2020-09-18 22:33:17 > Step:   53700 Progress: 26.9% Elapsed: 7:59:11 temperature: no ada_p: No Discriminator_loss: 1.25212 Generator_loss: 0.669731 
[INFO] 2020-09-18 22:34:05 > Step:   53800 Progress: 26.9% Elapsed: 7:59:59 temperature: no ada_p: No Discriminator_loss: 1.09809 Generator_loss: 0.515578 
[INFO] 2020-09-18 22:34:53 > Step:   53900 Progress: 27.0% Elapsed: 8:00:47 temperature: no ada_p: No Discriminator_loss: 0.989502 Generator_loss: 0.54392 
[INFO] 2020-09-18 22:35:40 > Step:   54000 Progress: 27.0% Elapsed: 8:01:34 temperature: no ada_p: No Discriminator_loss: 1.07406 Generator_loss: 0.52001 
[INFO] 2020-09-18 22:35:40 > Start Evaluation (54000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:37:32 > F_8 score (Step: 54000, Using test images): 0.99071253659449
[INFO] 2020-09-18 22:37:32 > F_1/8 score (Step: 54000, Using test images): 0.9922135984043368
[INFO] 2020-09-18 22:37:32 > FID score (Step: 54000, Using test moments): 9.535668391112836
[INFO] 2020-09-18 22:37:32 > Inception score (Step: 54000, 10000 generated images): 9.672094345092773
[INFO] 2020-09-18 22:37:32 > Best FID score (Step: 54000, Using test moments): 9.535668391112836
[INFO] 2020-09-18 22:37:32 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:38:21 > Step:   54100 Progress: 27.1% Elapsed: 8:04:15 temperature: no ada_p: No Discriminator_loss: 1.07383 Generator_loss: 0.153121 
[INFO] 2020-09-18 22:39:09 > Step:   54200 Progress: 27.1% Elapsed: 8:05:03 temperature: no ada_p: No Discriminator_loss: 0.993048 Generator_loss: 0.983474 
[INFO] 2020-09-18 22:39:57 > Step:   54300 Progress: 27.2% Elapsed: 8:05:51 temperature: no ada_p: No Discriminator_loss: 0.893712 Generator_loss: 1.00243 
[INFO] 2020-09-18 22:40:46 > Step:   54400 Progress: 27.2% Elapsed: 8:06:40 temperature: no ada_p: No Discriminator_loss: 1.01326 Generator_loss: 0.844308 
[INFO] 2020-09-18 22:41:34 > Step:   54500 Progress: 27.3% Elapsed: 8:07:28 temperature: no ada_p: No Discriminator_loss: 1.13003 Generator_loss: 0.627698 
[INFO] 2020-09-18 22:42:23 > Step:   54600 Progress: 27.3% Elapsed: 8:08:17 temperature: no ada_p: No Discriminator_loss: 1.10533 Generator_loss: 0.772467 
[INFO] 2020-09-18 22:43:11 > Step:   54700 Progress: 27.4% Elapsed: 8:09:05 temperature: no ada_p: No Discriminator_loss: 1.17929 Generator_loss: 0.386841 
[INFO] 2020-09-18 22:43:59 > Step:   54800 Progress: 27.4% Elapsed: 8:09:53 temperature: no ada_p: No Discriminator_loss: 1.03947 Generator_loss: 1.33972 
[INFO] 2020-09-18 22:44:47 > Step:   54900 Progress: 27.5% Elapsed: 8:10:41 temperature: no ada_p: No Discriminator_loss: 1.10334 Generator_loss: 0.651759 
[INFO] 2020-09-18 22:45:35 > Step:   55000 Progress: 27.5% Elapsed: 8:11:29 temperature: no ada_p: No Discriminator_loss: 1.20995 Generator_loss: 0.213518 
[INFO] 2020-09-18 22:46:23 > Step:   55100 Progress: 27.6% Elapsed: 8:12:17 temperature: no ada_p: No Discriminator_loss: 1.2494 Generator_loss: 0.554607 
[INFO] 2020-09-18 22:47:11 > Step:   55200 Progress: 27.6% Elapsed: 8:13:05 temperature: no ada_p: No Discriminator_loss: 1.24312 Generator_loss: 0.866883 
[INFO] 2020-09-18 22:47:59 > Step:   55300 Progress: 27.7% Elapsed: 8:13:53 temperature: no ada_p: No Discriminator_loss: 1.4818 Generator_loss: 1.05463 
[INFO] 2020-09-18 22:48:47 > Step:   55400 Progress: 27.7% Elapsed: 8:14:41 temperature: no ada_p: No Discriminator_loss: 1.23838 Generator_loss: 0.43944 
[INFO] 2020-09-18 22:49:36 > Step:   55500 Progress: 27.8% Elapsed: 8:15:30 temperature: no ada_p: No Discriminator_loss: 1.37943 Generator_loss: 0.764151 
[INFO] 2020-09-18 22:50:24 > Step:   55600 Progress: 27.8% Elapsed: 8:16:18 temperature: no ada_p: No Discriminator_loss: 1.08024 Generator_loss: 0.061032 
[INFO] 2020-09-18 22:51:12 > Step:   55700 Progress: 27.9% Elapsed: 8:17:06 temperature: no ada_p: No Discriminator_loss: 1.18696 Generator_loss: 0.330349 
[INFO] 2020-09-18 22:52:00 > Step:   55800 Progress: 27.9% Elapsed: 8:17:55 temperature: no ada_p: No Discriminator_loss: 1.19196 Generator_loss: 0.464912 
[INFO] 2020-09-18 22:52:49 > Step:   55900 Progress: 28.0% Elapsed: 8:18:43 temperature: no ada_p: No Discriminator_loss: 1.14474 Generator_loss: 0.796236 
[INFO] 2020-09-18 22:53:37 > Step:   56000 Progress: 28.0% Elapsed: 8:19:31 temperature: no ada_p: No Discriminator_loss: 1.09162 Generator_loss: 1.03801 
[INFO] 2020-09-18 22:53:37 > Start Evaluation (56000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:55:28 > F_8 score (Step: 56000, Using test images): 0.9892017594605836
[INFO] 2020-09-18 22:55:28 > F_1/8 score (Step: 56000, Using test images): 0.9937474236086019
[INFO] 2020-09-18 22:55:28 > FID score (Step: 56000, Using test moments): 9.331586638159308
[INFO] 2020-09-18 22:55:28 > Inception score (Step: 56000, 10000 generated images): 9.588162422180176
[INFO] 2020-09-18 22:55:28 > Best FID score (Step: 56000, Using test moments): 9.331586638159308
[INFO] 2020-09-18 22:55:29 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 22:56:17 > Step:   56100 Progress: 28.1% Elapsed: 8:22:11 temperature: no ada_p: No Discriminator_loss: 1.28865 Generator_loss: 0.666544 
[INFO] 2020-09-18 22:57:05 > Step:   56200 Progress: 28.1% Elapsed: 8:22:59 temperature: no ada_p: No Discriminator_loss: 1.042 Generator_loss: 0.530962 
[INFO] 2020-09-18 22:57:53 > Step:   56300 Progress: 28.1% Elapsed: 8:23:47 temperature: no ada_p: No Discriminator_loss: 1.11606 Generator_loss: 0.679462 
[INFO] 2020-09-18 22:58:41 > Step:   56400 Progress: 28.2% Elapsed: 8:24:36 temperature: no ada_p: No Discriminator_loss: 1.07857 Generator_loss: 0.39674 
[INFO] 2020-09-18 22:59:29 > Step:   56500 Progress: 28.2% Elapsed: 8:25:23 temperature: no ada_p: No Discriminator_loss: 1.24737 Generator_loss: 0.445666 
[INFO] 2020-09-18 23:00:19 > Step:   56600 Progress: 28.3% Elapsed: 8:26:13 temperature: no ada_p: No Discriminator_loss: 1.12638 Generator_loss: 1.49571 
[INFO] 2020-09-18 23:01:06 > Step:   56700 Progress: 28.3% Elapsed: 8:27:00 temperature: no ada_p: No Discriminator_loss: 1.2373 Generator_loss: 1.03592 
[INFO] 2020-09-18 23:01:54 > Step:   56800 Progress: 28.4% Elapsed: 8:27:48 temperature: no ada_p: No Discriminator_loss: 1.07294 Generator_loss: 0.0666186 
[INFO] 2020-09-18 23:02:43 > Step:   56900 Progress: 28.4% Elapsed: 8:28:37 temperature: no ada_p: No Discriminator_loss: 1.04347 Generator_loss: 1.11775 
[INFO] 2020-09-18 23:03:30 > Step:   57000 Progress: 28.5% Elapsed: 8:29:24 temperature: no ada_p: No Discriminator_loss: 1.06372 Generator_loss: 0.92721 
[INFO] 2020-09-18 23:04:19 > Step:   57100 Progress: 28.5% Elapsed: 8:30:13 temperature: no ada_p: No Discriminator_loss: 1.34741 Generator_loss: 1.08439 
[INFO] 2020-09-18 23:05:07 > Step:   57200 Progress: 28.6% Elapsed: 8:31:01 temperature: no ada_p: No Discriminator_loss: 1.26508 Generator_loss: 0.655781 
[INFO] 2020-09-18 23:05:55 > Step:   57300 Progress: 28.6% Elapsed: 8:31:49 temperature: no ada_p: No Discriminator_loss: 1.24658 Generator_loss: 1.28977 
[INFO] 2020-09-18 23:06:43 > Step:   57400 Progress: 28.7% Elapsed: 8:32:37 temperature: no ada_p: No Discriminator_loss: 1.38483 Generator_loss: 0.535947 
[INFO] 2020-09-18 23:07:31 > Step:   57500 Progress: 28.7% Elapsed: 8:33:26 temperature: no ada_p: No Discriminator_loss: 1.36344 Generator_loss: 0.325285 
[INFO] 2020-09-18 23:08:20 > Step:   57600 Progress: 28.8% Elapsed: 8:34:14 temperature: no ada_p: No Discriminator_loss: 1.39053 Generator_loss: 0.758351 
[INFO] 2020-09-18 23:09:09 > Step:   57700 Progress: 28.8% Elapsed: 8:35:03 temperature: no ada_p: No Discriminator_loss: 1.06217 Generator_loss: 1.06908 
[INFO] 2020-09-18 23:09:57 > Step:   57800 Progress: 28.9% Elapsed: 8:35:51 temperature: no ada_p: No Discriminator_loss: 1.29549 Generator_loss: 0.430012 
[INFO] 2020-09-18 23:10:45 > Step:   57900 Progress: 28.9% Elapsed: 8:36:39 temperature: no ada_p: No Discriminator_loss: 1.17469 Generator_loss: 0.809171 
[INFO] 2020-09-18 23:11:34 > Step:   58000 Progress: 29.0% Elapsed: 8:37:28 temperature: no ada_p: No Discriminator_loss: 1.13993 Generator_loss: 0.668472 
[INFO] 2020-09-18 23:11:34 > Start Evaluation (58000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:13:25 > F_8 score (Step: 58000, Using test images): 0.9894088891581867
[INFO] 2020-09-18 23:13:25 > F_1/8 score (Step: 58000, Using test images): 0.9921210483921556
[INFO] 2020-09-18 23:13:25 > FID score (Step: 58000, Using test moments): 9.175918181224347
[INFO] 2020-09-18 23:13:25 > Inception score (Step: 58000, 10000 generated images): 9.669098854064941
[INFO] 2020-09-18 23:13:25 > Best FID score (Step: 58000, Using test moments): 9.175918181224347
[INFO] 2020-09-18 23:13:26 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:14:12 > Step:   58100 Progress: 29.0% Elapsed: 8:40:06 temperature: no ada_p: No Discriminator_loss: 1.1822 Generator_loss: 0.425279 
[INFO] 2020-09-18 23:15:00 > Step:   58200 Progress: 29.1% Elapsed: 8:40:55 temperature: no ada_p: No Discriminator_loss: 1.10543 Generator_loss: 0.380731 
[INFO] 2020-09-18 23:15:49 > Step:   58300 Progress: 29.1% Elapsed: 8:41:43 temperature: no ada_p: No Discriminator_loss: 0.947326 Generator_loss: 0.66116 
[INFO] 2020-09-18 23:16:37 > Step:   58400 Progress: 29.2% Elapsed: 8:42:31 temperature: no ada_p: No Discriminator_loss: 1.13869 Generator_loss: 0.0947283 
[INFO] 2020-09-18 23:17:26 > Step:   58500 Progress: 29.2% Elapsed: 8:43:20 temperature: no ada_p: No Discriminator_loss: 1.07139 Generator_loss: 0.762617 
[INFO] 2020-09-18 23:18:15 > Step:   58600 Progress: 29.3% Elapsed: 8:44:09 temperature: no ada_p: No Discriminator_loss: 1.17487 Generator_loss: 1.0193 
[INFO] 2020-09-18 23:19:03 > Step:   58700 Progress: 29.3% Elapsed: 8:44:57 temperature: no ada_p: No Discriminator_loss: 1.09235 Generator_loss: 0.44244 
[INFO] 2020-09-18 23:19:51 > Step:   58800 Progress: 29.4% Elapsed: 8:45:45 temperature: no ada_p: No Discriminator_loss: 1.15474 Generator_loss: 1.14194 
[INFO] 2020-09-18 23:20:39 > Step:   58900 Progress: 29.4% Elapsed: 8:46:34 temperature: no ada_p: No Discriminator_loss: 0.940327 Generator_loss: 0.78227 
[INFO] 2020-09-18 23:21:27 > Step:   59000 Progress: 29.5% Elapsed: 8:47:21 temperature: no ada_p: No Discriminator_loss: 1.05084 Generator_loss: 0.633913 
[INFO] 2020-09-18 23:22:16 > Step:   59100 Progress: 29.5% Elapsed: 8:48:10 temperature: no ada_p: No Discriminator_loss: 1.20399 Generator_loss: 0.943232 
[INFO] 2020-09-18 23:23:04 > Step:   59200 Progress: 29.6% Elapsed: 8:48:58 temperature: no ada_p: No Discriminator_loss: 1.13471 Generator_loss: 1.01612 
[INFO] 2020-09-18 23:23:52 > Step:   59300 Progress: 29.6% Elapsed: 8:49:46 temperature: no ada_p: No Discriminator_loss: 1.20583 Generator_loss: 0.570205 
[INFO] 2020-09-18 23:24:40 > Step:   59400 Progress: 29.7% Elapsed: 8:50:35 temperature: no ada_p: No Discriminator_loss: 1.24882 Generator_loss: 0.42007 
[INFO] 2020-09-18 23:25:28 > Step:   59500 Progress: 29.8% Elapsed: 8:51:22 temperature: no ada_p: No Discriminator_loss: 1.27382 Generator_loss: 1.00335 
[INFO] 2020-09-18 23:26:16 > Step:   59600 Progress: 29.8% Elapsed: 8:52:10 temperature: no ada_p: No Discriminator_loss: 1.0695 Generator_loss: 1.09496 
[INFO] 2020-09-18 23:27:04 > Step:   59700 Progress: 29.8% Elapsed: 8:52:58 temperature: no ada_p: No Discriminator_loss: 1.3613 Generator_loss: 0.363387 
[INFO] 2020-09-18 23:27:51 > Step:   59800 Progress: 29.9% Elapsed: 8:53:45 temperature: no ada_p: No Discriminator_loss: 1.10065 Generator_loss: 0.921432 
[INFO] 2020-09-18 23:28:39 > Step:   59900 Progress: 29.9% Elapsed: 8:54:33 temperature: no ada_p: No Discriminator_loss: 0.882804 Generator_loss: 0.669454 
[INFO] 2020-09-18 23:29:27 > Step:   60000 Progress: 30.0% Elapsed: 8:55:21 temperature: no ada_p: No Discriminator_loss: 1.3933 Generator_loss: 0.82191 
[INFO] 2020-09-18 23:29:27 > Start Evaluation (60000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:31:17 > F_8 score (Step: 60000, Using test images): 0.988746540006068
[INFO] 2020-09-18 23:31:17 > F_1/8 score (Step: 60000, Using test images): 0.9919681704051114
[INFO] 2020-09-18 23:31:17 > FID score (Step: 60000, Using test moments): 9.14688401349008
[INFO] 2020-09-18 23:31:17 > Inception score (Step: 60000, 10000 generated images): 9.608172416687012
[INFO] 2020-09-18 23:31:17 > Best FID score (Step: 60000, Using test moments): 9.14688401349008
[INFO] 2020-09-18 23:31:18 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:32:05 > Step:   60100 Progress: 30.0% Elapsed: 8:57:59 temperature: no ada_p: No Discriminator_loss: 1.16477 Generator_loss: 0.884076 
[INFO] 2020-09-18 23:32:54 > Step:   60200 Progress: 30.1% Elapsed: 8:58:48 temperature: no ada_p: No Discriminator_loss: 1.13844 Generator_loss: 0.727679 
[INFO] 2020-09-18 23:33:42 > Step:   60300 Progress: 30.1% Elapsed: 8:59:37 temperature: no ada_p: No Discriminator_loss: 1.21142 Generator_loss: 0.389419 
[INFO] 2020-09-18 23:34:30 > Step:   60400 Progress: 30.2% Elapsed: 9:00:24 temperature: no ada_p: No Discriminator_loss: 1.19699 Generator_loss: 0.966179 
[INFO] 2020-09-18 23:35:19 > Step:   60500 Progress: 30.2% Elapsed: 9:01:13 temperature: no ada_p: No Discriminator_loss: 1.30222 Generator_loss: 0.711852 
[INFO] 2020-09-18 23:36:06 > Step:   60600 Progress: 30.3% Elapsed: 9:02:01 temperature: no ada_p: No Discriminator_loss: 1.26477 Generator_loss: 1.23333 
[INFO] 2020-09-18 23:36:55 > Step:   60700 Progress: 30.3% Elapsed: 9:02:49 temperature: no ada_p: No Discriminator_loss: 1.13761 Generator_loss: 0.163918 
[INFO] 2020-09-18 23:37:43 > Step:   60800 Progress: 30.4% Elapsed: 9:03:37 temperature: no ada_p: No Discriminator_loss: 1.13282 Generator_loss: 1.17277 
[INFO] 2020-09-18 23:38:31 > Step:   60900 Progress: 30.4% Elapsed: 9:04:26 temperature: no ada_p: No Discriminator_loss: 1.37149 Generator_loss: 1.29119 
[INFO] 2020-09-18 23:39:19 > Step:   61000 Progress: 30.5% Elapsed: 9:05:14 temperature: no ada_p: No Discriminator_loss: 1.09021 Generator_loss: 1.08019 
[INFO] 2020-09-18 23:40:08 > Step:   61100 Progress: 30.6% Elapsed: 9:06:02 temperature: no ada_p: No Discriminator_loss: 1.12635 Generator_loss: 0.359137 
[INFO] 2020-09-18 23:40:56 > Step:   61200 Progress: 30.6% Elapsed: 9:06:50 temperature: no ada_p: No Discriminator_loss: 1.17425 Generator_loss: 0.408613 
[INFO] 2020-09-18 23:41:44 > Step:   61300 Progress: 30.6% Elapsed: 9:07:38 temperature: no ada_p: No Discriminator_loss: 1.04599 Generator_loss: 0.348858 
[INFO] 2020-09-18 23:42:32 > Step:   61400 Progress: 30.7% Elapsed: 9:08:26 temperature: no ada_p: No Discriminator_loss: 1.37992 Generator_loss: 0.828204 
[INFO] 2020-09-18 23:43:19 > Step:   61500 Progress: 30.8% Elapsed: 9:09:14 temperature: no ada_p: No Discriminator_loss: 1.23949 Generator_loss: 0.429903 
[INFO] 2020-09-18 23:44:07 > Step:   61600 Progress: 30.8% Elapsed: 9:10:02 temperature: no ada_p: No Discriminator_loss: 1.11634 Generator_loss: 0.879092 
[INFO] 2020-09-18 23:44:56 > Step:   61700 Progress: 30.9% Elapsed: 9:10:50 temperature: no ada_p: No Discriminator_loss: 1.46949 Generator_loss: 0.702038 
[INFO] 2020-09-18 23:45:44 > Step:   61800 Progress: 30.9% Elapsed: 9:11:38 temperature: no ada_p: No Discriminator_loss: 0.958042 Generator_loss: 0.99738 
[INFO] 2020-09-18 23:46:32 > Step:   61900 Progress: 30.9% Elapsed: 9:12:26 temperature: no ada_p: No Discriminator_loss: 1.13981 Generator_loss: 0.723947 
[INFO] 2020-09-18 23:47:19 > Step:   62000 Progress: 31.0% Elapsed: 9:13:13 temperature: no ada_p: No Discriminator_loss: 0.906751 Generator_loss: 0.784177 
[INFO] 2020-09-18 23:47:19 > Start Evaluation (62000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:49:10 > F_8 score (Step: 62000, Using test images): 0.9886548202837759
[INFO] 2020-09-18 23:49:10 > F_1/8 score (Step: 62000, Using test images): 0.993515774765496
[INFO] 2020-09-18 23:49:10 > FID score (Step: 62000, Using test moments): 9.024398985473624
[INFO] 2020-09-18 23:49:10 > Inception score (Step: 62000, 10000 generated images): 9.698829650878906
[INFO] 2020-09-18 23:49:10 > Best FID score (Step: 62000, Using test moments): 9.024398985473624
[INFO] 2020-09-18 23:49:11 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-18 23:49:59 > Step:   62100 Progress: 31.1% Elapsed: 9:15:53 temperature: no ada_p: No Discriminator_loss: 1.23353 Generator_loss: 0.458891 
[INFO] 2020-09-18 23:50:47 > Step:   62200 Progress: 31.1% Elapsed: 9:16:41 temperature: no ada_p: No Discriminator_loss: 1.15084 Generator_loss: 0.93769 
[INFO] 2020-09-18 23:51:36 > Step:   62300 Progress: 31.1% Elapsed: 9:17:30 temperature: no ada_p: No Discriminator_loss: 1.07213 Generator_loss: 0.917533 
[INFO] 2020-09-18 23:52:24 > Step:   62400 Progress: 31.2% Elapsed: 9:18:18 temperature: no ada_p: No Discriminator_loss: 1.28788 Generator_loss: 1.24932 
[INFO] 2020-09-18 23:53:13 > Step:   62500 Progress: 31.2% Elapsed: 9:19:07 temperature: no ada_p: No Discriminator_loss: 1.0389 Generator_loss: 1.26097 
[INFO] 2020-09-18 23:54:01 > Step:   62600 Progress: 31.3% Elapsed: 9:19:55 temperature: no ada_p: No Discriminator_loss: 1.01182 Generator_loss: 0.861524 
[INFO] 2020-09-18 23:54:49 > Step:   62700 Progress: 31.4% Elapsed: 9:20:43 temperature: no ada_p: No Discriminator_loss: 1.27262 Generator_loss: 0.749242 
[INFO] 2020-09-18 23:55:38 > Step:   62800 Progress: 31.4% Elapsed: 9:21:32 temperature: no ada_p: No Discriminator_loss: 1.32441 Generator_loss: 1.17085 
[INFO] 2020-09-18 23:56:25 > Step:   62900 Progress: 31.4% Elapsed: 9:22:20 temperature: no ada_p: No Discriminator_loss: 0.860593 Generator_loss: 0.311961 
[INFO] 2020-09-18 23:57:13 > Step:   63000 Progress: 31.5% Elapsed: 9:23:08 temperature: no ada_p: No Discriminator_loss: 1.26213 Generator_loss: 0.647784 
[INFO] 2020-09-18 23:58:01 > Step:   63100 Progress: 31.6% Elapsed: 9:23:55 temperature: no ada_p: No Discriminator_loss: 1.24272 Generator_loss: 1.14623 
[INFO] 2020-09-18 23:58:51 > Step:   63200 Progress: 31.6% Elapsed: 9:24:45 temperature: no ada_p: No Discriminator_loss: 0.869993 Generator_loss: 0.521071 
[INFO] 2020-09-18 23:59:40 > Step:   63300 Progress: 31.6% Elapsed: 9:25:34 temperature: no ada_p: No Discriminator_loss: 1.07603 Generator_loss: 0.592721 
[INFO] 2020-09-19 00:00:29 > Step:   63400 Progress: 31.7% Elapsed: 9:26:23 temperature: no ada_p: No Discriminator_loss: 0.999268 Generator_loss: 0.863307 
[INFO] 2020-09-19 00:01:17 > Step:   63500 Progress: 31.8% Elapsed: 9:27:11 temperature: no ada_p: No Discriminator_loss: 1.28366 Generator_loss: 1.3082 
[INFO] 2020-09-19 00:02:05 > Step:   63600 Progress: 31.8% Elapsed: 9:27:59 temperature: no ada_p: No Discriminator_loss: 1.14371 Generator_loss: 0.572814 
[INFO] 2020-09-19 00:02:53 > Step:   63700 Progress: 31.9% Elapsed: 9:28:47 temperature: no ada_p: No Discriminator_loss: 1.21577 Generator_loss: 0.426453 
[INFO] 2020-09-19 00:03:41 > Step:   63800 Progress: 31.9% Elapsed: 9:29:35 temperature: no ada_p: No Discriminator_loss: 0.977158 Generator_loss: 0.983588 
[INFO] 2020-09-19 00:04:29 > Step:   63900 Progress: 31.9% Elapsed: 9:30:23 temperature: no ada_p: No Discriminator_loss: 1.15831 Generator_loss: 0.460291 
[INFO] 2020-09-19 00:05:16 > Step:   64000 Progress: 32.0% Elapsed: 9:31:10 temperature: no ada_p: No Discriminator_loss: 1.22573 Generator_loss: 0.19913 
[INFO] 2020-09-19 00:05:16 > Start Evaluation (64000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:07:07 > F_8 score (Step: 64000, Using test images): 0.9915995652002764
[INFO] 2020-09-19 00:07:07 > F_1/8 score (Step: 64000, Using test images): 0.9933670356495031
[INFO] 2020-09-19 00:07:07 > FID score (Step: 64000, Using test moments): 9.035711362530776
[INFO] 2020-09-19 00:07:07 > Inception score (Step: 64000, 10000 generated images): 9.83456802368164
[INFO] 2020-09-19 00:07:07 > Best FID score (Step: 62000, Using test moments): 9.024398985473624
[INFO] 2020-09-19 00:07:08 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:07:56 > Step:   64100 Progress: 32.0% Elapsed: 9:33:50 temperature: no ada_p: No Discriminator_loss: 1.28197 Generator_loss: 0.885174 
[INFO] 2020-09-19 00:08:44 > Step:   64200 Progress: 32.1% Elapsed: 9:34:38 temperature: no ada_p: No Discriminator_loss: 1.02525 Generator_loss: 0.292477 
[INFO] 2020-09-19 00:09:32 > Step:   64300 Progress: 32.1% Elapsed: 9:35:26 temperature: no ada_p: No Discriminator_loss: 1.11872 Generator_loss: 0.819088 
[INFO] 2020-09-19 00:10:20 > Step:   64400 Progress: 32.2% Elapsed: 9:36:14 temperature: no ada_p: No Discriminator_loss: 1.25017 Generator_loss: 1.07198 
[INFO] 2020-09-19 00:11:07 > Step:   64500 Progress: 32.2% Elapsed: 9:37:01 temperature: no ada_p: No Discriminator_loss: 1.03295 Generator_loss: 0.729324 
[INFO] 2020-09-19 00:11:55 > Step:   64600 Progress: 32.3% Elapsed: 9:37:50 temperature: no ada_p: No Discriminator_loss: 1.22608 Generator_loss: 0.63891 
[INFO] 2020-09-19 00:12:44 > Step:   64700 Progress: 32.4% Elapsed: 9:38:38 temperature: no ada_p: No Discriminator_loss: 1.37216 Generator_loss: 1.02458 
[INFO] 2020-09-19 00:13:32 > Step:   64800 Progress: 32.4% Elapsed: 9:39:26 temperature: no ada_p: No Discriminator_loss: 1.22398 Generator_loss: 1.02248 
[INFO] 2020-09-19 00:14:20 > Step:   64900 Progress: 32.5% Elapsed: 9:40:14 temperature: no ada_p: No Discriminator_loss: 1.1318 Generator_loss: 0.639484 
[INFO] 2020-09-19 00:15:09 > Step:   65000 Progress: 32.5% Elapsed: 9:41:03 temperature: no ada_p: No Discriminator_loss: 1.2052 Generator_loss: 0.809533 
[INFO] 2020-09-19 00:15:56 > Step:   65100 Progress: 32.6% Elapsed: 9:41:50 temperature: no ada_p: No Discriminator_loss: 1.11382 Generator_loss: 0.570151 
[INFO] 2020-09-19 00:16:44 > Step:   65200 Progress: 32.6% Elapsed: 9:42:39 temperature: no ada_p: No Discriminator_loss: 1.3477 Generator_loss: 0.861677 
[INFO] 2020-09-19 00:17:33 > Step:   65300 Progress: 32.6% Elapsed: 9:43:27 temperature: no ada_p: No Discriminator_loss: 1.30832 Generator_loss: 0.845414 
[INFO] 2020-09-19 00:18:20 > Step:   65400 Progress: 32.7% Elapsed: 9:44:14 temperature: no ada_p: No Discriminator_loss: 1.09145 Generator_loss: 0.802914 
[INFO] 2020-09-19 00:19:08 > Step:   65500 Progress: 32.8% Elapsed: 9:45:03 temperature: no ada_p: No Discriminator_loss: 1.17149 Generator_loss: 1.21332 
[INFO] 2020-09-19 00:19:56 > Step:   65600 Progress: 32.8% Elapsed: 9:45:50 temperature: no ada_p: No Discriminator_loss: 1.08608 Generator_loss: 0.765463 
[INFO] 2020-09-19 00:20:45 > Step:   65700 Progress: 32.9% Elapsed: 9:46:39 temperature: no ada_p: No Discriminator_loss: 1.28263 Generator_loss: 1.00139 
[INFO] 2020-09-19 00:21:33 > Step:   65800 Progress: 32.9% Elapsed: 9:47:27 temperature: no ada_p: No Discriminator_loss: 1.22205 Generator_loss: 0.463111 
[INFO] 2020-09-19 00:22:21 > Step:   65900 Progress: 33.0% Elapsed: 9:48:15 temperature: no ada_p: No Discriminator_loss: 1.25987 Generator_loss: -0.0545117 
[INFO] 2020-09-19 00:23:09 > Step:   66000 Progress: 33.0% Elapsed: 9:49:03 temperature: no ada_p: No Discriminator_loss: 1.09705 Generator_loss: 0.958239 
[INFO] 2020-09-19 00:23:09 > Start Evaluation (66000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:25:01 > F_8 score (Step: 66000, Using test images): 0.9922361547899544
[INFO] 2020-09-19 00:25:01 > F_1/8 score (Step: 66000, Using test images): 0.9928401961628716
[INFO] 2020-09-19 00:25:01 > FID score (Step: 66000, Using test moments): 8.94288059720742
[INFO] 2020-09-19 00:25:01 > Inception score (Step: 66000, 10000 generated images): 9.682382583618164
[INFO] 2020-09-19 00:25:01 > Best FID score (Step: 66000, Using test moments): 8.94288059720742
[INFO] 2020-09-19 00:25:02 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:25:50 > Step:   66100 Progress: 33.1% Elapsed: 9:51:44 temperature: no ada_p: No Discriminator_loss: 1.07792 Generator_loss: 0.749507 
[INFO] 2020-09-19 00:26:38 > Step:   66200 Progress: 33.1% Elapsed: 9:52:32 temperature: no ada_p: No Discriminator_loss: 1.07895 Generator_loss: 0.784453 
[INFO] 2020-09-19 00:27:26 > Step:   66300 Progress: 33.1% Elapsed: 9:53:20 temperature: no ada_p: No Discriminator_loss: 1.05839 Generator_loss: 0.0610411 
[INFO] 2020-09-19 00:28:14 > Step:   66400 Progress: 33.2% Elapsed: 9:54:08 temperature: no ada_p: No Discriminator_loss: 1.23096 Generator_loss: 0.955655 
[INFO] 2020-09-19 00:29:02 > Step:   66500 Progress: 33.2% Elapsed: 9:54:56 temperature: no ada_p: No Discriminator_loss: 1.02378 Generator_loss: 0.79331 
[INFO] 2020-09-19 00:29:51 > Step:   66600 Progress: 33.3% Elapsed: 9:55:45 temperature: no ada_p: No Discriminator_loss: 1.11307 Generator_loss: 0.256557 
[INFO] 2020-09-19 00:30:39 > Step:   66700 Progress: 33.4% Elapsed: 9:56:34 temperature: no ada_p: No Discriminator_loss: 1.25723 Generator_loss: 0.860748 
[INFO] 2020-09-19 00:31:28 > Step:   66800 Progress: 33.4% Elapsed: 9:57:22 temperature: no ada_p: No Discriminator_loss: 1.0635 Generator_loss: 0.846566 
[INFO] 2020-09-19 00:32:16 > Step:   66900 Progress: 33.5% Elapsed: 9:58:10 temperature: no ada_p: No Discriminator_loss: 0.981003 Generator_loss: 0.824754 
[INFO] 2020-09-19 00:33:04 > Step:   67000 Progress: 33.5% Elapsed: 9:58:59 temperature: no ada_p: No Discriminator_loss: 1.28448 Generator_loss: 1.23053 
[INFO] 2020-09-19 00:33:53 > Step:   67100 Progress: 33.6% Elapsed: 9:59:47 temperature: no ada_p: No Discriminator_loss: 1.0242 Generator_loss: 0.782518 
[INFO] 2020-09-19 00:34:41 > Step:   67200 Progress: 33.6% Elapsed: 10:00:35 temperature: no ada_p: No Discriminator_loss: 1.03177 Generator_loss: 1.11677 
[INFO] 2020-09-19 00:35:29 > Step:   67300 Progress: 33.7% Elapsed: 10:01:23 temperature: no ada_p: No Discriminator_loss: 1.05338 Generator_loss: 0.521505 
[INFO] 2020-09-19 00:36:18 > Step:   67400 Progress: 33.7% Elapsed: 10:02:12 temperature: no ada_p: No Discriminator_loss: 1.02983 Generator_loss: 1.18062 
[INFO] 2020-09-19 00:37:06 > Step:   67500 Progress: 33.8% Elapsed: 10:03:01 temperature: no ada_p: No Discriminator_loss: 1.19143 Generator_loss: 0.43686 
[INFO] 2020-09-19 00:37:54 > Step:   67600 Progress: 33.8% Elapsed: 10:03:48 temperature: no ada_p: No Discriminator_loss: 1.37518 Generator_loss: 0.622954 
[INFO] 2020-09-19 00:38:42 > Step:   67700 Progress: 33.9% Elapsed: 10:04:36 temperature: no ada_p: No Discriminator_loss: 1.35025 Generator_loss: 0.727457 
[INFO] 2020-09-19 00:39:30 > Step:   67800 Progress: 33.9% Elapsed: 10:05:24 temperature: no ada_p: No Discriminator_loss: 1.03558 Generator_loss: 0.545534 
[INFO] 2020-09-19 00:40:17 > Step:   67900 Progress: 34.0% Elapsed: 10:06:12 temperature: no ada_p: No Discriminator_loss: 1.09332 Generator_loss: 0.456195 
[INFO] 2020-09-19 00:41:06 > Step:   68000 Progress: 34.0% Elapsed: 10:07:00 temperature: no ada_p: No Discriminator_loss: 1.42326 Generator_loss: 0.430346 
[INFO] 2020-09-19 00:41:06 > Start Evaluation (68000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:42:56 > F_8 score (Step: 68000, Using test images): 0.9891707329583217
[INFO] 2020-09-19 00:42:56 > F_1/8 score (Step: 68000, Using test images): 0.9920942400496567
[INFO] 2020-09-19 00:42:56 > FID score (Step: 68000, Using test moments): 8.975731345950237
[INFO] 2020-09-19 00:42:56 > Inception score (Step: 68000, 10000 generated images): 9.789711952209473
[INFO] 2020-09-19 00:42:56 > Best FID score (Step: 66000, Using test moments): 8.94288059720742
[INFO] 2020-09-19 00:42:57 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 00:43:44 > Step:   68100 Progress: 34.1% Elapsed: 10:09:38 temperature: no ada_p: No Discriminator_loss: 0.911294 Generator_loss: 0.933953 
[INFO] 2020-09-19 00:44:33 > Step:   68200 Progress: 34.1% Elapsed: 10:10:27 temperature: no ada_p: No Discriminator_loss: 1.05722 Generator_loss: 0.734581 
[INFO] 2020-09-19 00:45:21 > Step:   68300 Progress: 34.2% Elapsed: 10:11:15 temperature: no ada_p: No Discriminator_loss: 1.2213 Generator_loss: 0.632646 
[INFO] 2020-09-19 00:46:09 > Step:   68400 Progress: 34.2% Elapsed: 10:12:03 temperature: no ada_p: No Discriminator_loss: 1.35856 Generator_loss: 0.827404 
[INFO] 2020-09-19 00:46:57 > Step:   68500 Progress: 34.2% Elapsed: 10:12:51 temperature: no ada_p: No Discriminator_loss: 1.04953 Generator_loss: 0.876515 
[INFO] 2020-09-19 00:47:45 > Step:   68600 Progress: 34.3% Elapsed: 10:13:39 temperature: no ada_p: No Discriminator_loss: 1.01327 Generator_loss: 0.485095 
[INFO] 2020-09-19 00:48:33 > Step:   68700 Progress: 34.4% Elapsed: 10:14:27 temperature: no ada_p: No Discriminator_loss: 1.05398 Generator_loss: 1.10505 
[INFO] 2020-09-19 00:49:22 > Step:   68800 Progress: 34.4% Elapsed: 10:15:16 temperature: no ada_p: No Discriminator_loss: 1.1689 Generator_loss: 0.00276702 
[INFO] 2020-09-19 00:50:10 > Step:   68900 Progress: 34.4% Elapsed: 10:16:04 temperature: no ada_p: No Discriminator_loss: 1.28553 Generator_loss: 0.43109 
[INFO] 2020-09-19 00:50:57 > Step:   69000 Progress: 34.5% Elapsed: 10:16:51 temperature: no ada_p: No Discriminator_loss: 1.11773 Generator_loss: 0.761233 
[INFO] 2020-09-19 00:51:46 > Step:   69100 Progress: 34.5% Elapsed: 10:17:40 temperature: no ada_p: No Discriminator_loss: 1.24779 Generator_loss: 0.283218 
[INFO] 2020-09-19 00:52:34 > Step:   69200 Progress: 34.6% Elapsed: 10:18:28 temperature: no ada_p: No Discriminator_loss: 1.05018 Generator_loss: 0.427737 
[INFO] 2020-09-19 00:53:21 > Step:   69300 Progress: 34.6% Elapsed: 10:19:15 temperature: no ada_p: No Discriminator_loss: 1.06992 Generator_loss: 0.823474 
[INFO] 2020-09-19 00:54:10 > Step:   69400 Progress: 34.7% Elapsed: 10:20:04 temperature: no ada_p: No Discriminator_loss: 1.06016 Generator_loss: 0.986332 
[INFO] 2020-09-19 00:54:57 > Step:   69500 Progress: 34.8% Elapsed: 10:20:51 temperature: no ada_p: No Discriminator_loss: 1.47741 Generator_loss: 0.364701 
[INFO] 2020-09-19 00:55:45 > Step:   69600 Progress: 34.8% Elapsed: 10:21:40 temperature: no ada_p: No Discriminator_loss: 1.01645 Generator_loss: 0.830315 
[INFO] 2020-09-19 00:56:33 > Step:   69700 Progress: 34.8% Elapsed: 10:22:28 temperature: no ada_p: No Discriminator_loss: 1.19609 Generator_loss: 0.488756 
[INFO] 2020-09-19 00:57:21 > Step:   69800 Progress: 34.9% Elapsed: 10:23:15 temperature: no ada_p: No Discriminator_loss: 1.34179 Generator_loss: 0.722717 
[INFO] 2020-09-19 00:58:09 > Step:   69900 Progress: 34.9% Elapsed: 10:24:04 temperature: no ada_p: No Discriminator_loss: 1.19309 Generator_loss: 0.852815 
[INFO] 2020-09-19 00:58:58 > Step:   70000 Progress: 35.0% Elapsed: 10:24:52 temperature: no ada_p: No Discriminator_loss: 1.19712 Generator_loss: 1.03306 
[INFO] 2020-09-19 00:58:58 > Start Evaluation (70000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:00:49 > F_8 score (Step: 70000, Using test images): 0.991254132238412
[INFO] 2020-09-19 01:00:49 > F_1/8 score (Step: 70000, Using test images): 0.9935002632733128
[INFO] 2020-09-19 01:00:49 > FID score (Step: 70000, Using test moments): 8.961906046126217
[INFO] 2020-09-19 01:00:49 > Inception score (Step: 70000, 10000 generated images): 9.675588607788086
[INFO] 2020-09-19 01:00:49 > Best FID score (Step: 66000, Using test moments): 8.94288059720742
[INFO] 2020-09-19 01:00:50 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:01:37 > Step:   70100 Progress: 35.0% Elapsed: 10:27:31 temperature: no ada_p: No Discriminator_loss: 1.40846 Generator_loss: 1.10965 
[INFO] 2020-09-19 01:02:26 > Step:   70200 Progress: 35.1% Elapsed: 10:28:20 temperature: no ada_p: No Discriminator_loss: 1.15186 Generator_loss: 0.85264 
[INFO] 2020-09-19 01:03:14 > Step:   70300 Progress: 35.1% Elapsed: 10:29:09 temperature: no ada_p: No Discriminator_loss: 1.13943 Generator_loss: 0.666835 
[INFO] 2020-09-19 01:04:02 > Step:   70400 Progress: 35.2% Elapsed: 10:29:56 temperature: no ada_p: No Discriminator_loss: 1.11858 Generator_loss: 0.885466 
[INFO] 2020-09-19 01:04:52 > Step:   70500 Progress: 35.2% Elapsed: 10:30:46 temperature: no ada_p: No Discriminator_loss: 1.07836 Generator_loss: 0.234122 
[INFO] 2020-09-19 01:05:40 > Step:   70600 Progress: 35.3% Elapsed: 10:31:34 temperature: no ada_p: No Discriminator_loss: 1.17734 Generator_loss: 0.567476 
[INFO] 2020-09-19 01:06:29 > Step:   70700 Progress: 35.4% Elapsed: 10:32:23 temperature: no ada_p: No Discriminator_loss: 1.19766 Generator_loss: 0.472074 
[INFO] 2020-09-19 01:07:17 > Step:   70800 Progress: 35.4% Elapsed: 10:33:11 temperature: no ada_p: No Discriminator_loss: 1.05595 Generator_loss: 0.78723 
[INFO] 2020-09-19 01:08:04 > Step:   70900 Progress: 35.4% Elapsed: 10:33:59 temperature: no ada_p: No Discriminator_loss: 1.17834 Generator_loss: 0.313847 
[INFO] 2020-09-19 01:08:53 > Step:   71000 Progress: 35.5% Elapsed: 10:34:47 temperature: no ada_p: No Discriminator_loss: 1.19778 Generator_loss: 0.778125 
[INFO] 2020-09-19 01:09:42 > Step:   71100 Progress: 35.5% Elapsed: 10:35:36 temperature: no ada_p: No Discriminator_loss: 0.974184 Generator_loss: 0.493625 
[INFO] 2020-09-19 01:10:30 > Step:   71200 Progress: 35.6% Elapsed: 10:36:24 temperature: no ada_p: No Discriminator_loss: 1.17907 Generator_loss: 0.265335 
[INFO] 2020-09-19 01:11:19 > Step:   71300 Progress: 35.6% Elapsed: 10:37:13 temperature: no ada_p: No Discriminator_loss: 1.27331 Generator_loss: 0.855832 
[INFO] 2020-09-19 01:12:07 > Step:   71400 Progress: 35.7% Elapsed: 10:38:01 temperature: no ada_p: No Discriminator_loss: 1.08866 Generator_loss: 0.787104 
[INFO] 2020-09-19 01:12:54 > Step:   71500 Progress: 35.8% Elapsed: 10:38:48 temperature: no ada_p: No Discriminator_loss: 1.15047 Generator_loss: 0.906452 
[INFO] 2020-09-19 01:13:43 > Step:   71600 Progress: 35.8% Elapsed: 10:39:37 temperature: no ada_p: No Discriminator_loss: 1.01572 Generator_loss: 0.816876 
[INFO] 2020-09-19 01:14:31 > Step:   71700 Progress: 35.9% Elapsed: 10:40:25 temperature: no ada_p: No Discriminator_loss: 0.925853 Generator_loss: 0.285155 
[INFO] 2020-09-19 01:15:18 > Step:   71800 Progress: 35.9% Elapsed: 10:41:12 temperature: no ada_p: No Discriminator_loss: 1.24022 Generator_loss: 0.848319 
[INFO] 2020-09-19 01:16:07 > Step:   71900 Progress: 35.9% Elapsed: 10:42:01 temperature: no ada_p: No Discriminator_loss: 1.3307 Generator_loss: 0.616352 
[INFO] 2020-09-19 01:16:55 > Step:   72000 Progress: 36.0% Elapsed: 10:42:49 temperature: no ada_p: No Discriminator_loss: 1.2979 Generator_loss: 0.513408 
[INFO] 2020-09-19 01:16:55 > Start Evaluation (72000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:18:47 > F_8 score (Step: 72000, Using test images): 0.9926308156973913
[INFO] 2020-09-19 01:18:47 > F_1/8 score (Step: 72000, Using test images): 0.9941727644449221
[INFO] 2020-09-19 01:18:47 > FID score (Step: 72000, Using test moments): 8.646736749494607
[INFO] 2020-09-19 01:18:47 > Inception score (Step: 72000, 10000 generated images): 9.744598388671875
[INFO] 2020-09-19 01:18:47 > Best FID score (Step: 72000, Using test moments): 8.646736749494607
[INFO] 2020-09-19 01:18:48 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:19:36 > Step:   72100 Progress: 36.0% Elapsed: 10:45:30 temperature: no ada_p: No Discriminator_loss: 0.964067 Generator_loss: 0.483519 
[INFO] 2020-09-19 01:20:24 > Step:   72200 Progress: 36.1% Elapsed: 10:46:18 temperature: no ada_p: No Discriminator_loss: 1.34581 Generator_loss: 0.980302 
[INFO] 2020-09-19 01:21:12 > Step:   72300 Progress: 36.1% Elapsed: 10:47:06 temperature: no ada_p: No Discriminator_loss: 1.10198 Generator_loss: 0.628149 
[INFO] 2020-09-19 01:22:00 > Step:   72400 Progress: 36.2% Elapsed: 10:47:55 temperature: no ada_p: No Discriminator_loss: 1.22021 Generator_loss: -0.231288 
[INFO] 2020-09-19 01:22:50 > Step:   72500 Progress: 36.2% Elapsed: 10:48:44 temperature: no ada_p: No Discriminator_loss: 0.955683 Generator_loss: 1.0633 
[INFO] 2020-09-19 01:23:38 > Step:   72600 Progress: 36.3% Elapsed: 10:49:32 temperature: no ada_p: No Discriminator_loss: 1.24778 Generator_loss: 1.15775 
[INFO] 2020-09-19 01:24:27 > Step:   72700 Progress: 36.4% Elapsed: 10:50:21 temperature: no ada_p: No Discriminator_loss: 1.20925 Generator_loss: 0.714062 
[INFO] 2020-09-19 01:25:15 > Step:   72800 Progress: 36.4% Elapsed: 10:51:09 temperature: no ada_p: No Discriminator_loss: 1.26724 Generator_loss: 0.323812 
[INFO] 2020-09-19 01:26:02 > Step:   72900 Progress: 36.4% Elapsed: 10:51:56 temperature: no ada_p: No Discriminator_loss: 1.31548 Generator_loss: 0.775619 
[INFO] 2020-09-19 01:26:51 > Step:   73000 Progress: 36.5% Elapsed: 10:52:45 temperature: no ada_p: No Discriminator_loss: 1.0546 Generator_loss: 0.439937 
[INFO] 2020-09-19 01:27:38 > Step:   73100 Progress: 36.5% Elapsed: 10:53:32 temperature: no ada_p: No Discriminator_loss: 0.992355 Generator_loss: 0.825634 
[INFO] 2020-09-19 01:28:26 > Step:   73200 Progress: 36.6% Elapsed: 10:54:20 temperature: no ada_p: No Discriminator_loss: 1.18884 Generator_loss: 0.923951 
[INFO] 2020-09-19 01:29:15 > Step:   73300 Progress: 36.6% Elapsed: 10:55:09 temperature: no ada_p: No Discriminator_loss: 1.21214 Generator_loss: 0.825566 
[INFO] 2020-09-19 01:30:03 > Step:   73400 Progress: 36.7% Elapsed: 10:55:57 temperature: no ada_p: No Discriminator_loss: 1.05564 Generator_loss: 0.729159 
[INFO] 2020-09-19 01:30:53 > Step:   73500 Progress: 36.8% Elapsed: 10:56:47 temperature: no ada_p: No Discriminator_loss: 1.28227 Generator_loss: 0.569113 
[INFO] 2020-09-19 01:31:41 > Step:   73600 Progress: 36.8% Elapsed: 10:57:36 temperature: no ada_p: No Discriminator_loss: 1.1044 Generator_loss: 0.835052 
[INFO] 2020-09-19 01:32:29 > Step:   73700 Progress: 36.9% Elapsed: 10:58:24 temperature: no ada_p: No Discriminator_loss: 0.99152 Generator_loss: 0.45171 
[INFO] 2020-09-19 01:33:18 > Step:   73800 Progress: 36.9% Elapsed: 10:59:12 temperature: no ada_p: No Discriminator_loss: 1.06158 Generator_loss: 0.637669 
[INFO] 2020-09-19 01:34:06 > Step:   73900 Progress: 37.0% Elapsed: 11:00:00 temperature: no ada_p: No Discriminator_loss: 1.16941 Generator_loss: 0.90457 
[INFO] 2020-09-19 01:34:54 > Step:   74000 Progress: 37.0% Elapsed: 11:00:48 temperature: no ada_p: No Discriminator_loss: 1.16798 Generator_loss: 0.916404 
[INFO] 2020-09-19 01:34:54 > Start Evaluation (74000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:36:46 > F_8 score (Step: 74000, Using test images): 0.9931595518953856
[INFO] 2020-09-19 01:36:46 > F_1/8 score (Step: 74000, Using test images): 0.9955267077896919
[INFO] 2020-09-19 01:36:46 > FID score (Step: 74000, Using test moments): 8.579863230541378
[INFO] 2020-09-19 01:36:46 > Inception score (Step: 74000, 10000 generated images): 9.735834121704102
[INFO] 2020-09-19 01:36:46 > Best FID score (Step: 74000, Using test moments): 8.579863230541378
[INFO] 2020-09-19 01:36:47 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:37:36 > Step:   74100 Progress: 37.0% Elapsed: 11:03:30 temperature: no ada_p: No Discriminator_loss: 1.16448 Generator_loss: 0.791261 
[INFO] 2020-09-19 01:38:24 > Step:   74200 Progress: 37.1% Elapsed: 11:04:18 temperature: no ada_p: No Discriminator_loss: 1.08837 Generator_loss: 1.29879 
[INFO] 2020-09-19 01:39:12 > Step:   74300 Progress: 37.1% Elapsed: 11:05:06 temperature: no ada_p: No Discriminator_loss: 0.888703 Generator_loss: 1.10009 
[INFO] 2020-09-19 01:40:01 > Step:   74400 Progress: 37.2% Elapsed: 11:05:55 temperature: no ada_p: No Discriminator_loss: 1.18937 Generator_loss: 0.728174 
[INFO] 2020-09-19 01:40:49 > Step:   74500 Progress: 37.2% Elapsed: 11:06:43 temperature: no ada_p: No Discriminator_loss: 1.18484 Generator_loss: 0.820898 
[INFO] 2020-09-19 01:41:37 > Step:   74600 Progress: 37.3% Elapsed: 11:07:31 temperature: no ada_p: No Discriminator_loss: 1.20428 Generator_loss: 0.298676 
[INFO] 2020-09-19 01:42:25 > Step:   74700 Progress: 37.4% Elapsed: 11:08:19 temperature: no ada_p: No Discriminator_loss: 1.18361 Generator_loss: 0.529899 
[INFO] 2020-09-19 01:43:12 > Step:   74800 Progress: 37.4% Elapsed: 11:09:07 temperature: no ada_p: No Discriminator_loss: 1.26015 Generator_loss: 0.999379 
[INFO] 2020-09-19 01:44:01 > Step:   74900 Progress: 37.5% Elapsed: 11:09:55 temperature: no ada_p: No Discriminator_loss: 1.14584 Generator_loss: 0.570911 
[INFO] 2020-09-19 01:44:49 > Step:   75000 Progress: 37.5% Elapsed: 11:10:43 temperature: no ada_p: No Discriminator_loss: 1.04694 Generator_loss: 1.17625 
[INFO] 2020-09-19 01:45:37 > Step:   75100 Progress: 37.5% Elapsed: 11:11:31 temperature: no ada_p: No Discriminator_loss: 1.35895 Generator_loss: 0.833765 
[INFO] 2020-09-19 01:46:25 > Step:   75200 Progress: 37.6% Elapsed: 11:12:19 temperature: no ada_p: No Discriminator_loss: 1.04249 Generator_loss: 1.60814 
[INFO] 2020-09-19 01:47:13 > Step:   75300 Progress: 37.6% Elapsed: 11:13:08 temperature: no ada_p: No Discriminator_loss: 1.32753 Generator_loss: 0.756108 
[INFO] 2020-09-19 01:48:02 > Step:   75400 Progress: 37.7% Elapsed: 11:13:56 temperature: no ada_p: No Discriminator_loss: 1.0451 Generator_loss: 1.29713 
[INFO] 2020-09-19 01:48:50 > Step:   75500 Progress: 37.8% Elapsed: 11:14:44 temperature: no ada_p: No Discriminator_loss: 1.1811 Generator_loss: 0.690354 
[INFO] 2020-09-19 01:49:38 > Step:   75600 Progress: 37.8% Elapsed: 11:15:32 temperature: no ada_p: No Discriminator_loss: 1.21593 Generator_loss: 0.651521 
[INFO] 2020-09-19 01:50:26 > Step:   75700 Progress: 37.9% Elapsed: 11:16:20 temperature: no ada_p: No Discriminator_loss: 1.26583 Generator_loss: 0.532418 
[INFO] 2020-09-19 01:51:14 > Step:   75800 Progress: 37.9% Elapsed: 11:17:08 temperature: no ada_p: No Discriminator_loss: 1.04081 Generator_loss: 0.41279 
[INFO] 2020-09-19 01:52:02 > Step:   75900 Progress: 38.0% Elapsed: 11:17:56 temperature: no ada_p: No Discriminator_loss: 1.27333 Generator_loss: 0.837245 
[INFO] 2020-09-19 01:52:50 > Step:   76000 Progress: 38.0% Elapsed: 11:18:44 temperature: no ada_p: No Discriminator_loss: 1.17367 Generator_loss: 0.406236 
[INFO] 2020-09-19 01:52:50 > Start Evaluation (76000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:54:41 > F_8 score (Step: 76000, Using test images): 0.98966364227317
[INFO] 2020-09-19 01:54:41 > F_1/8 score (Step: 76000, Using test images): 0.9944161196490531
[INFO] 2020-09-19 01:54:41 > FID score (Step: 76000, Using test moments): 8.610349972634765
[INFO] 2020-09-19 01:54:41 > Inception score (Step: 76000, 10000 generated images): 9.895896911621094
[INFO] 2020-09-19 01:54:41 > Best FID score (Step: 74000, Using test moments): 8.579863230541378
[INFO] 2020-09-19 01:54:41 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 01:55:29 > Step:   76100 Progress: 38.0% Elapsed: 11:21:23 temperature: no ada_p: No Discriminator_loss: 1.21868 Generator_loss: 1.3769 
[INFO] 2020-09-19 01:56:17 > Step:   76200 Progress: 38.1% Elapsed: 11:22:11 temperature: no ada_p: No Discriminator_loss: 1.21421 Generator_loss: 0.510249 
[INFO] 2020-09-19 01:57:06 > Step:   76300 Progress: 38.1% Elapsed: 11:23:00 temperature: no ada_p: No Discriminator_loss: 1.13093 Generator_loss: 0.560911 
[INFO] 2020-09-19 01:57:55 > Step:   76400 Progress: 38.2% Elapsed: 11:23:49 temperature: no ada_p: No Discriminator_loss: 1.20818 Generator_loss: 0.649557 
[INFO] 2020-09-19 01:58:43 > Step:   76500 Progress: 38.2% Elapsed: 11:24:37 temperature: no ada_p: No Discriminator_loss: 1.22159 Generator_loss: -0.0585164 
[INFO] 2020-09-19 01:59:31 > Step:   76600 Progress: 38.3% Elapsed: 11:25:26 temperature: no ada_p: No Discriminator_loss: 1.29148 Generator_loss: 0.183844 
[INFO] 2020-09-19 02:00:19 > Step:   76700 Progress: 38.4% Elapsed: 11:26:14 temperature: no ada_p: No Discriminator_loss: 1.27904 Generator_loss: 0.912879 
[INFO] 2020-09-19 02:01:07 > Step:   76800 Progress: 38.4% Elapsed: 11:27:01 temperature: no ada_p: No Discriminator_loss: 1.45087 Generator_loss: 0.873276 
[INFO] 2020-09-19 02:01:55 > Step:   76900 Progress: 38.5% Elapsed: 11:27:49 temperature: no ada_p: No Discriminator_loss: 0.958026 Generator_loss: 1.02324 
[INFO] 2020-09-19 02:02:42 > Step:   77000 Progress: 38.5% Elapsed: 11:28:36 temperature: no ada_p: No Discriminator_loss: 1.30288 Generator_loss: 0.516806 
[INFO] 2020-09-19 02:03:30 > Step:   77100 Progress: 38.6% Elapsed: 11:29:24 temperature: no ada_p: No Discriminator_loss: 1.33222 Generator_loss: 0.782265 
[INFO] 2020-09-19 02:04:18 > Step:   77200 Progress: 38.6% Elapsed: 11:30:12 temperature: no ada_p: No Discriminator_loss: 1.36738 Generator_loss: 0.635924 
[INFO] 2020-09-19 02:05:06 > Step:   77300 Progress: 38.6% Elapsed: 11:31:00 temperature: no ada_p: No Discriminator_loss: 1.35431 Generator_loss: 0.555431 
[INFO] 2020-09-19 02:05:54 > Step:   77400 Progress: 38.7% Elapsed: 11:31:48 temperature: no ada_p: No Discriminator_loss: 1.02523 Generator_loss: 0.468511 
[INFO] 2020-09-19 02:06:43 > Step:   77500 Progress: 38.8% Elapsed: 11:32:37 temperature: no ada_p: No Discriminator_loss: 1.01837 Generator_loss: 0.723031 
[INFO] 2020-09-19 02:07:30 > Step:   77600 Progress: 38.8% Elapsed: 11:33:24 temperature: no ada_p: No Discriminator_loss: 1.07281 Generator_loss: 0.57217 
[INFO] 2020-09-19 02:08:18 > Step:   77700 Progress: 38.9% Elapsed: 11:34:12 temperature: no ada_p: No Discriminator_loss: 1.17242 Generator_loss: 1.52699 
[INFO] 2020-09-19 02:09:07 > Step:   77800 Progress: 38.9% Elapsed: 11:35:01 temperature: no ada_p: No Discriminator_loss: 1.13809 Generator_loss: 0.458306 
[INFO] 2020-09-19 02:09:54 > Step:   77900 Progress: 39.0% Elapsed: 11:35:48 temperature: no ada_p: No Discriminator_loss: 1.05864 Generator_loss: 0.205221 
[INFO] 2020-09-19 02:10:42 > Step:   78000 Progress: 39.0% Elapsed: 11:36:36 temperature: no ada_p: No Discriminator_loss: 1.04593 Generator_loss: 1.07908 
[INFO] 2020-09-19 02:10:42 > Start Evaluation (78000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:12:35 > F_8 score (Step: 78000, Using test images): 0.9918232516030491
[INFO] 2020-09-19 02:12:35 > F_1/8 score (Step: 78000, Using test images): 0.9942110980630231
[INFO] 2020-09-19 02:12:35 > FID score (Step: 78000, Using test moments): 8.643296431639214
[INFO] 2020-09-19 02:12:35 > Inception score (Step: 78000, 10000 generated images): 9.717398643493652
[INFO] 2020-09-19 02:12:35 > Best FID score (Step: 74000, Using test moments): 8.579863230541378
[INFO] 2020-09-19 02:12:35 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:13:23 > Step:   78100 Progress: 39.1% Elapsed: 11:39:17 temperature: no ada_p: No Discriminator_loss: 1.21145 Generator_loss: 0.446998 
[INFO] 2020-09-19 02:14:11 > Step:   78200 Progress: 39.1% Elapsed: 11:40:05 temperature: no ada_p: No Discriminator_loss: 1.2464 Generator_loss: 0.444347 
[INFO] 2020-09-19 02:14:59 > Step:   78300 Progress: 39.1% Elapsed: 11:40:54 temperature: no ada_p: No Discriminator_loss: 1.57047 Generator_loss: 0.592597 
[INFO] 2020-09-19 02:15:47 > Step:   78400 Progress: 39.2% Elapsed: 11:41:41 temperature: no ada_p: No Discriminator_loss: 1.12213 Generator_loss: 0.841548 
[INFO] 2020-09-19 02:16:36 > Step:   78500 Progress: 39.2% Elapsed: 11:42:30 temperature: no ada_p: No Discriminator_loss: 0.988416 Generator_loss: 1.20408 
[INFO] 2020-09-19 02:17:25 > Step:   78600 Progress: 39.3% Elapsed: 11:43:19 temperature: no ada_p: No Discriminator_loss: 1.03733 Generator_loss: 0.217939 
[INFO] 2020-09-19 02:18:12 > Step:   78700 Progress: 39.4% Elapsed: 11:44:07 temperature: no ada_p: No Discriminator_loss: 1.22451 Generator_loss: 0.715661 
[INFO] 2020-09-19 02:19:02 > Step:   78800 Progress: 39.4% Elapsed: 11:44:56 temperature: no ada_p: No Discriminator_loss: 1.25938 Generator_loss: 0.437939 
[INFO] 2020-09-19 02:19:51 > Step:   78900 Progress: 39.5% Elapsed: 11:45:45 temperature: no ada_p: No Discriminator_loss: 1.23346 Generator_loss: 0.483089 
[INFO] 2020-09-19 02:20:38 > Step:   79000 Progress: 39.5% Elapsed: 11:46:32 temperature: no ada_p: No Discriminator_loss: 1.0935 Generator_loss: 1.0584 
[INFO] 2020-09-19 02:21:26 > Step:   79100 Progress: 39.6% Elapsed: 11:47:20 temperature: no ada_p: No Discriminator_loss: 1.12179 Generator_loss: 0.617006 
[INFO] 2020-09-19 02:22:15 > Step:   79200 Progress: 39.6% Elapsed: 11:48:09 temperature: no ada_p: No Discriminator_loss: 1.04386 Generator_loss: 1.11141 
[INFO] 2020-09-19 02:23:02 > Step:   79300 Progress: 39.6% Elapsed: 11:48:56 temperature: no ada_p: No Discriminator_loss: 1.22282 Generator_loss: 0.892512 
[INFO] 2020-09-19 02:23:52 > Step:   79400 Progress: 39.7% Elapsed: 11:49:46 temperature: no ada_p: No Discriminator_loss: 1.19004 Generator_loss: 0.334697 
[INFO] 2020-09-19 02:24:40 > Step:   79500 Progress: 39.8% Elapsed: 11:50:34 temperature: no ada_p: No Discriminator_loss: 1.30661 Generator_loss: 0.578954 
[INFO] 2020-09-19 02:25:29 > Step:   79600 Progress: 39.8% Elapsed: 11:51:23 temperature: no ada_p: No Discriminator_loss: 1.17899 Generator_loss: 0.258482 
[INFO] 2020-09-19 02:26:17 > Step:   79700 Progress: 39.9% Elapsed: 11:52:11 temperature: no ada_p: No Discriminator_loss: 1.18846 Generator_loss: 0.924505 
[INFO] 2020-09-19 02:27:04 > Step:   79800 Progress: 39.9% Elapsed: 11:52:59 temperature: no ada_p: No Discriminator_loss: 1.3028 Generator_loss: 0.779798 
[INFO] 2020-09-19 02:27:53 > Step:   79900 Progress: 40.0% Elapsed: 11:53:47 temperature: no ada_p: No Discriminator_loss: 1.08874 Generator_loss: 0.372927 
[INFO] 2020-09-19 02:28:41 > Step:   80000 Progress: 40.0% Elapsed: 11:54:35 temperature: no ada_p: No Discriminator_loss: 1.10457 Generator_loss: 1.18557 
[INFO] 2020-09-19 02:28:41 > Start Evaluation (80000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:30:33 > F_8 score (Step: 80000, Using test images): 0.9914993352845171
[INFO] 2020-09-19 02:30:33 > F_1/8 score (Step: 80000, Using test images): 0.9935106790849719
[INFO] 2020-09-19 02:30:33 > FID score (Step: 80000, Using test moments): 8.542260834044384
[INFO] 2020-09-19 02:30:33 > Inception score (Step: 80000, 10000 generated images): 9.786762237548828
[INFO] 2020-09-19 02:30:33 > Best FID score (Step: 80000, Using test moments): 8.542260834044384
[INFO] 2020-09-19 02:30:34 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:31:21 > Step:   80100 Progress: 40.1% Elapsed: 11:57:15 temperature: no ada_p: No Discriminator_loss: 1.24698 Generator_loss: 0.349212 
[INFO] 2020-09-19 02:32:09 > Step:   80200 Progress: 40.1% Elapsed: 11:58:04 temperature: no ada_p: No Discriminator_loss: 1.19173 Generator_loss: 1.01783 
[INFO] 2020-09-19 02:32:58 > Step:   80300 Progress: 40.2% Elapsed: 11:58:52 temperature: no ada_p: No Discriminator_loss: 1.4456 Generator_loss: 0.945211 
[INFO] 2020-09-19 02:33:46 > Step:   80400 Progress: 40.2% Elapsed: 11:59:40 temperature: no ada_p: No Discriminator_loss: 1.25245 Generator_loss: 0.688112 
[INFO] 2020-09-19 02:34:34 > Step:   80500 Progress: 40.2% Elapsed: 12:00:28 temperature: no ada_p: No Discriminator_loss: 1.2241 Generator_loss: 0.329586 
[INFO] 2020-09-19 02:35:22 > Step:   80600 Progress: 40.3% Elapsed: 12:01:16 temperature: no ada_p: No Discriminator_loss: 1.13687 Generator_loss: 1.01624 
[INFO] 2020-09-19 02:36:10 > Step:   80700 Progress: 40.4% Elapsed: 12:02:04 temperature: no ada_p: No Discriminator_loss: 1.12293 Generator_loss: 1.26744 
[INFO] 2020-09-19 02:37:00 > Step:   80800 Progress: 40.4% Elapsed: 12:02:54 temperature: no ada_p: No Discriminator_loss: 1.38051 Generator_loss: 1.0358 
[INFO] 2020-09-19 02:37:48 > Step:   80900 Progress: 40.5% Elapsed: 12:03:42 temperature: no ada_p: No Discriminator_loss: 1.04913 Generator_loss: 1.04236 
[INFO] 2020-09-19 02:38:36 > Step:   81000 Progress: 40.5% Elapsed: 12:04:30 temperature: no ada_p: No Discriminator_loss: 1.1255 Generator_loss: 1.40016 
[INFO] 2020-09-19 02:39:25 > Step:   81100 Progress: 40.6% Elapsed: 12:05:19 temperature: no ada_p: No Discriminator_loss: 1.12388 Generator_loss: 0.606073 
[INFO] 2020-09-19 02:40:13 > Step:   81200 Progress: 40.6% Elapsed: 12:06:07 temperature: no ada_p: No Discriminator_loss: 1.21 Generator_loss: 0.170694 
[INFO] 2020-09-19 02:41:02 > Step:   81300 Progress: 40.6% Elapsed: 12:06:56 temperature: no ada_p: No Discriminator_loss: 1.01696 Generator_loss: 0.591451 
[INFO] 2020-09-19 02:41:50 > Step:   81400 Progress: 40.7% Elapsed: 12:07:45 temperature: no ada_p: No Discriminator_loss: 1.02913 Generator_loss: 0.975505 
[INFO] 2020-09-19 02:42:38 > Step:   81500 Progress: 40.8% Elapsed: 12:08:33 temperature: no ada_p: No Discriminator_loss: 1.17057 Generator_loss: 0.783525 
[INFO] 2020-09-19 02:43:27 > Step:   81600 Progress: 40.8% Elapsed: 12:09:21 temperature: no ada_p: No Discriminator_loss: 1.12236 Generator_loss: 0.393594 
[INFO] 2020-09-19 02:44:15 > Step:   81700 Progress: 40.8% Elapsed: 12:10:09 temperature: no ada_p: No Discriminator_loss: 0.927783 Generator_loss: 1.15608 
[INFO] 2020-09-19 02:45:03 > Step:   81800 Progress: 40.9% Elapsed: 12:10:57 temperature: no ada_p: No Discriminator_loss: 1.03646 Generator_loss: 0.911695 
[INFO] 2020-09-19 02:45:52 > Step:   81900 Progress: 40.9% Elapsed: 12:11:46 temperature: no ada_p: No Discriminator_loss: 1.20947 Generator_loss: 0.457957 
[INFO] 2020-09-19 02:46:40 > Step:   82000 Progress: 41.0% Elapsed: 12:12:34 temperature: no ada_p: No Discriminator_loss: 1.18315 Generator_loss: 0.600045 
[INFO] 2020-09-19 02:46:40 > Start Evaluation (82000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:48:34 > F_8 score (Step: 82000, Using test images): 0.9916878211136314
[INFO] 2020-09-19 02:48:34 > F_1/8 score (Step: 82000, Using test images): 0.9950679365503746
[INFO] 2020-09-19 02:48:34 > FID score (Step: 82000, Using test moments): 8.482548060629767
[INFO] 2020-09-19 02:48:34 > Inception score (Step: 82000, 10000 generated images): 9.832208633422852
[INFO] 2020-09-19 02:48:34 > Best FID score (Step: 82000, Using test moments): 8.482548060629767
[INFO] 2020-09-19 02:48:34 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 02:49:23 > Step:   82100 Progress: 41.0% Elapsed: 12:15:17 temperature: no ada_p: No Discriminator_loss: 1.0864 Generator_loss: 0.588696 
[INFO] 2020-09-19 02:50:11 > Step:   82200 Progress: 41.1% Elapsed: 12:16:05 temperature: no ada_p: No Discriminator_loss: 1.32246 Generator_loss: 0.479762 
[INFO] 2020-09-19 02:50:59 > Step:   82300 Progress: 41.1% Elapsed: 12:16:53 temperature: no ada_p: No Discriminator_loss: 1.20127 Generator_loss: 0.716179 
[INFO] 2020-09-19 02:51:47 > Step:   82400 Progress: 41.2% Elapsed: 12:17:41 temperature: no ada_p: No Discriminator_loss: 1.10941 Generator_loss: 0.825936 
[INFO] 2020-09-19 02:52:37 > Step:   82500 Progress: 41.2% Elapsed: 12:18:31 temperature: no ada_p: No Discriminator_loss: 1.12433 Generator_loss: 0.50611 
[INFO] 2020-09-19 02:53:25 > Step:   82600 Progress: 41.3% Elapsed: 12:19:19 temperature: no ada_p: No Discriminator_loss: 0.994819 Generator_loss: 0.69584 
[INFO] 2020-09-19 02:54:14 > Step:   82700 Progress: 41.3% Elapsed: 12:20:08 temperature: no ada_p: No Discriminator_loss: 1.30996 Generator_loss: 0.9064 
[INFO] 2020-09-19 02:55:03 > Step:   82800 Progress: 41.4% Elapsed: 12:20:57 temperature: no ada_p: No Discriminator_loss: 1.20721 Generator_loss: 0.740237 
[INFO] 2020-09-19 02:55:50 > Step:   82900 Progress: 41.4% Elapsed: 12:21:44 temperature: no ada_p: No Discriminator_loss: 0.938501 Generator_loss: 0.616453 
[INFO] 2020-09-19 02:56:38 > Step:   83000 Progress: 41.5% Elapsed: 12:22:32 temperature: no ada_p: No Discriminator_loss: 1.15076 Generator_loss: 0.341759 
[INFO] 2020-09-19 02:57:26 > Step:   83100 Progress: 41.5% Elapsed: 12:23:20 temperature: no ada_p: No Discriminator_loss: 1.20322 Generator_loss: 0.697747 
[INFO] 2020-09-19 02:58:13 > Step:   83200 Progress: 41.6% Elapsed: 12:24:08 temperature: no ada_p: No Discriminator_loss: 1.14638 Generator_loss: 0.50514 
[INFO] 2020-09-19 02:59:02 > Step:   83300 Progress: 41.6% Elapsed: 12:24:56 temperature: no ada_p: No Discriminator_loss: 1.36832 Generator_loss: 0.878205 
[INFO] 2020-09-19 02:59:49 > Step:   83400 Progress: 41.7% Elapsed: 12:25:43 temperature: no ada_p: No Discriminator_loss: 1.14361 Generator_loss: 0.797726 
[INFO] 2020-09-19 03:00:37 > Step:   83500 Progress: 41.8% Elapsed: 12:26:31 temperature: no ada_p: No Discriminator_loss: 1.07136 Generator_loss: 0.843766 
[INFO] 2020-09-19 03:01:26 > Step:   83600 Progress: 41.8% Elapsed: 12:27:20 temperature: no ada_p: No Discriminator_loss: 1.1673 Generator_loss: 0.577409 
[INFO] 2020-09-19 03:02:13 > Step:   83700 Progress: 41.9% Elapsed: 12:28:08 temperature: no ada_p: No Discriminator_loss: 1.28312 Generator_loss: 1.05159 
[INFO] 2020-09-19 03:03:02 > Step:   83800 Progress: 41.9% Elapsed: 12:28:56 temperature: no ada_p: No Discriminator_loss: 1.00452 Generator_loss: 1.04256 
[INFO] 2020-09-19 03:03:51 > Step:   83900 Progress: 41.9% Elapsed: 12:29:45 temperature: no ada_p: No Discriminator_loss: 1.0157 Generator_loss: 0.419085 
[INFO] 2020-09-19 03:04:38 > Step:   84000 Progress: 42.0% Elapsed: 12:30:33 temperature: no ada_p: No Discriminator_loss: 1.05739 Generator_loss: 0.615321 
[INFO] 2020-09-19 03:04:38 > Start Evaluation (84000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:06:30 > F_8 score (Step: 84000, Using test images): 0.9927297575526426
[INFO] 2020-09-19 03:06:30 > F_1/8 score (Step: 84000, Using test images): 0.9951612585449066
[INFO] 2020-09-19 03:06:30 > FID score (Step: 84000, Using test moments): 8.490724199262843
[INFO] 2020-09-19 03:06:30 > Inception score (Step: 84000, 10000 generated images): 9.812137603759766
[INFO] 2020-09-19 03:06:30 > Best FID score (Step: 82000, Using test moments): 8.482548060629767
[INFO] 2020-09-19 03:06:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:07:19 > Step:   84100 Progress: 42.0% Elapsed: 12:33:13 temperature: no ada_p: No Discriminator_loss: 1.23298 Generator_loss: 0.757418 
[INFO] 2020-09-19 03:08:08 > Step:   84200 Progress: 42.1% Elapsed: 12:34:02 temperature: no ada_p: No Discriminator_loss: 1.15027 Generator_loss: 0.888183 
[INFO] 2020-09-19 03:08:56 > Step:   84300 Progress: 42.1% Elapsed: 12:34:50 temperature: no ada_p: No Discriminator_loss: 1.25576 Generator_loss: 0.805769 
[INFO] 2020-09-19 03:09:44 > Step:   84400 Progress: 42.2% Elapsed: 12:35:39 temperature: no ada_p: No Discriminator_loss: 0.980393 Generator_loss: 0.97945 
[INFO] 2020-09-19 03:10:32 > Step:   84500 Progress: 42.2% Elapsed: 12:36:26 temperature: no ada_p: No Discriminator_loss: 1.10528 Generator_loss: 0.848716 
[INFO] 2020-09-19 03:11:21 > Step:   84600 Progress: 42.3% Elapsed: 12:37:15 temperature: no ada_p: No Discriminator_loss: 1.03532 Generator_loss: 0.680641 
[INFO] 2020-09-19 03:12:10 > Step:   84700 Progress: 42.4% Elapsed: 12:38:04 temperature: no ada_p: No Discriminator_loss: 1.20171 Generator_loss: 0.814003 
[INFO] 2020-09-19 03:12:57 > Step:   84800 Progress: 42.4% Elapsed: 12:38:52 temperature: no ada_p: No Discriminator_loss: 1.24519 Generator_loss: 0.61647 
[INFO] 2020-09-19 03:13:46 > Step:   84900 Progress: 42.4% Elapsed: 12:39:40 temperature: no ada_p: No Discriminator_loss: 1.31716 Generator_loss: 0.792527 
[INFO] 2020-09-19 03:14:35 > Step:   85000 Progress: 42.5% Elapsed: 12:40:29 temperature: no ada_p: No Discriminator_loss: 1.22426 Generator_loss: 0.675996 
[INFO] 2020-09-19 03:15:22 > Step:   85100 Progress: 42.5% Elapsed: 12:41:16 temperature: no ada_p: No Discriminator_loss: 1.26405 Generator_loss: 0.630567 
[INFO] 2020-09-19 03:16:11 > Step:   85200 Progress: 42.6% Elapsed: 12:42:05 temperature: no ada_p: No Discriminator_loss: 1.2649 Generator_loss: 1.22335 
[INFO] 2020-09-19 03:16:59 > Step:   85300 Progress: 42.6% Elapsed: 12:42:53 temperature: no ada_p: No Discriminator_loss: 1.2584 Generator_loss: 0.284768 
[INFO] 2020-09-19 03:17:47 > Step:   85400 Progress: 42.7% Elapsed: 12:43:41 temperature: no ada_p: No Discriminator_loss: 1.08501 Generator_loss: 0.28387 
[INFO] 2020-09-19 03:18:35 > Step:   85500 Progress: 42.8% Elapsed: 12:44:30 temperature: no ada_p: No Discriminator_loss: 1.19406 Generator_loss: 1.30597 
[INFO] 2020-09-19 03:19:24 > Step:   85600 Progress: 42.8% Elapsed: 12:45:18 temperature: no ada_p: No Discriminator_loss: 1.18511 Generator_loss: 0.698903 
[INFO] 2020-09-19 03:20:12 > Step:   85700 Progress: 42.9% Elapsed: 12:46:06 temperature: no ada_p: No Discriminator_loss: 1.19574 Generator_loss: 0.976395 
[INFO] 2020-09-19 03:21:00 > Step:   85800 Progress: 42.9% Elapsed: 12:46:54 temperature: no ada_p: No Discriminator_loss: 1.03909 Generator_loss: 0.544019 
[INFO] 2020-09-19 03:21:48 > Step:   85900 Progress: 43.0% Elapsed: 12:47:42 temperature: no ada_p: No Discriminator_loss: 1.00436 Generator_loss: 1.26943 
[INFO] 2020-09-19 03:22:36 > Step:   86000 Progress: 43.0% Elapsed: 12:48:31 temperature: no ada_p: No Discriminator_loss: 1.45757 Generator_loss: 1.07199 
[INFO] 2020-09-19 03:22:37 > Start Evaluation (86000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:24:29 > F_8 score (Step: 86000, Using test images): 0.9922349059128779
[INFO] 2020-09-19 03:24:29 > F_1/8 score (Step: 86000, Using test images): 0.9941502127789752
[INFO] 2020-09-19 03:24:29 > FID score (Step: 86000, Using test moments): 8.408718450216725
[INFO] 2020-09-19 03:24:29 > Inception score (Step: 86000, 10000 generated images): 9.688005447387695
[INFO] 2020-09-19 03:24:29 > Best FID score (Step: 86000, Using test moments): 8.408718450216725
[INFO] 2020-09-19 03:24:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:25:18 > Step:   86100 Progress: 43.0% Elapsed: 12:51:12 temperature: no ada_p: No Discriminator_loss: 1.28424 Generator_loss: 0.477519 
[INFO] 2020-09-19 03:26:06 > Step:   86200 Progress: 43.1% Elapsed: 12:52:00 temperature: no ada_p: No Discriminator_loss: 1.4298 Generator_loss: 0.601574 
[INFO] 2020-09-19 03:26:54 > Step:   86300 Progress: 43.1% Elapsed: 12:52:49 temperature: no ada_p: No Discriminator_loss: 1.29769 Generator_loss: 0.714881 
[INFO] 2020-09-19 03:27:43 > Step:   86400 Progress: 43.2% Elapsed: 12:53:37 temperature: no ada_p: No Discriminator_loss: 1.0418 Generator_loss: 0.542293 
[INFO] 2020-09-19 03:28:31 > Step:   86500 Progress: 43.2% Elapsed: 12:54:25 temperature: no ada_p: No Discriminator_loss: 1.24242 Generator_loss: 0.60933 
[INFO] 2020-09-19 03:29:20 > Step:   86600 Progress: 43.3% Elapsed: 12:55:14 temperature: no ada_p: No Discriminator_loss: 1.10916 Generator_loss: 0.427251 
[INFO] 2020-09-19 03:30:09 > Step:   86700 Progress: 43.4% Elapsed: 12:56:03 temperature: no ada_p: No Discriminator_loss: 1.2078 Generator_loss: 0.665774 
[INFO] 2020-09-19 03:30:56 > Step:   86800 Progress: 43.4% Elapsed: 12:56:51 temperature: no ada_p: No Discriminator_loss: 1.12713 Generator_loss: 1.19816 
[INFO] 2020-09-19 03:31:45 > Step:   86900 Progress: 43.5% Elapsed: 12:57:39 temperature: no ada_p: No Discriminator_loss: 1.1805 Generator_loss: 0.782441 
[INFO] 2020-09-19 03:32:33 > Step:   87000 Progress: 43.5% Elapsed: 12:58:27 temperature: no ada_p: No Discriminator_loss: 1.46367 Generator_loss: 0.68014 
[INFO] 2020-09-19 03:33:21 > Step:   87100 Progress: 43.5% Elapsed: 12:59:16 temperature: no ada_p: No Discriminator_loss: 1.22666 Generator_loss: 0.562841 
[INFO] 2020-09-19 03:34:10 > Step:   87200 Progress: 43.6% Elapsed: 13:00:04 temperature: no ada_p: No Discriminator_loss: 0.994262 Generator_loss: 0.394109 
[INFO] 2020-09-19 03:34:58 > Step:   87300 Progress: 43.6% Elapsed: 13:00:52 temperature: no ada_p: No Discriminator_loss: 1.03228 Generator_loss: 1.04847 
[INFO] 2020-09-19 03:35:46 > Step:   87400 Progress: 43.7% Elapsed: 13:01:40 temperature: no ada_p: No Discriminator_loss: 1.13154 Generator_loss: 0.647469 
[INFO] 2020-09-19 03:36:35 > Step:   87500 Progress: 43.8% Elapsed: 13:02:29 temperature: no ada_p: No Discriminator_loss: 1.28526 Generator_loss: 1.20969 
[INFO] 2020-09-19 03:37:23 > Step:   87600 Progress: 43.8% Elapsed: 13:03:17 temperature: no ada_p: No Discriminator_loss: 1.14414 Generator_loss: 0.885256 
[INFO] 2020-09-19 03:38:11 > Step:   87700 Progress: 43.9% Elapsed: 13:04:05 temperature: no ada_p: No Discriminator_loss: 1.24671 Generator_loss: -0.0771443 
[INFO] 2020-09-19 03:39:00 > Step:   87800 Progress: 43.9% Elapsed: 13:04:54 temperature: no ada_p: No Discriminator_loss: 1.11141 Generator_loss: 0.344545 
[INFO] 2020-09-19 03:39:48 > Step:   87900 Progress: 44.0% Elapsed: 13:05:42 temperature: no ada_p: No Discriminator_loss: 0.998532 Generator_loss: 0.69669 
[INFO] 2020-09-19 03:40:36 > Step:   88000 Progress: 44.0% Elapsed: 13:06:30 temperature: no ada_p: No Discriminator_loss: 0.978241 Generator_loss: 0.393332 
[INFO] 2020-09-19 03:40:36 > Start Evaluation (88000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:42:28 > F_8 score (Step: 88000, Using test images): 0.9887266038934763
[INFO] 2020-09-19 03:42:28 > F_1/8 score (Step: 88000, Using test images): 0.9946661554484684
[INFO] 2020-09-19 03:42:28 > FID score (Step: 88000, Using test moments): 8.237701319696498
[INFO] 2020-09-19 03:42:28 > Inception score (Step: 88000, 10000 generated images): 9.853858947753906
[INFO] 2020-09-19 03:42:28 > Best FID score (Step: 88000, Using test moments): 8.237701319696498
[INFO] 2020-09-19 03:42:29 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 03:43:17 > Step:   88100 Progress: 44.0% Elapsed: 13:09:11 temperature: no ada_p: No Discriminator_loss: 1.03188 Generator_loss: 1.27106 
[INFO] 2020-09-19 03:44:05 > Step:   88200 Progress: 44.1% Elapsed: 13:09:59 temperature: no ada_p: No Discriminator_loss: 1.17626 Generator_loss: 0.868602 
[INFO] 2020-09-19 03:44:54 > Step:   88300 Progress: 44.1% Elapsed: 13:10:48 temperature: no ada_p: No Discriminator_loss: 1.09725 Generator_loss: 0.956799 
[INFO] 2020-09-19 03:45:42 > Step:   88400 Progress: 44.2% Elapsed: 13:11:36 temperature: no ada_p: No Discriminator_loss: 1.20872 Generator_loss: 0.528674 
[INFO] 2020-09-19 03:46:30 > Step:   88500 Progress: 44.2% Elapsed: 13:12:24 temperature: no ada_p: No Discriminator_loss: 1.05739 Generator_loss: 1.01421 
[INFO] 2020-09-19 03:47:19 > Step:   88600 Progress: 44.3% Elapsed: 13:13:13 temperature: no ada_p: No Discriminator_loss: 1.10669 Generator_loss: 1.23535 
[INFO] 2020-09-19 03:48:06 > Step:   88700 Progress: 44.4% Elapsed: 13:14:00 temperature: no ada_p: No Discriminator_loss: 1.26422 Generator_loss: 0.672097 
[INFO] 2020-09-19 03:48:55 > Step:   88800 Progress: 44.4% Elapsed: 13:14:49 temperature: no ada_p: No Discriminator_loss: 1.33733 Generator_loss: 1.58575 
[INFO] 2020-09-19 03:49:44 > Step:   88900 Progress: 44.5% Elapsed: 13:15:38 temperature: no ada_p: No Discriminator_loss: 1.36214 Generator_loss: 0.501538 
[INFO] 2020-09-19 03:50:31 > Step:   89000 Progress: 44.5% Elapsed: 13:16:26 temperature: no ada_p: No Discriminator_loss: 1.30895 Generator_loss: 0.951375 
[INFO] 2020-09-19 03:51:20 > Step:   89100 Progress: 44.5% Elapsed: 13:17:14 temperature: no ada_p: No Discriminator_loss: 1.24995 Generator_loss: 0.695286 
[INFO] 2020-09-19 03:52:09 > Step:   89200 Progress: 44.6% Elapsed: 13:18:03 temperature: no ada_p: No Discriminator_loss: 1.11282 Generator_loss: 0.639394 
[INFO] 2020-09-19 03:52:56 > Step:   89300 Progress: 44.6% Elapsed: 13:18:50 temperature: no ada_p: No Discriminator_loss: 1.31471 Generator_loss: 0.243992 
[INFO] 2020-09-19 03:53:45 > Step:   89400 Progress: 44.7% Elapsed: 13:19:39 temperature: no ada_p: No Discriminator_loss: 1.03698 Generator_loss: 0.203211 
[INFO] 2020-09-19 03:54:33 > Step:   89500 Progress: 44.8% Elapsed: 13:20:27 temperature: no ada_p: No Discriminator_loss: 1.32524 Generator_loss: 0.850823 
[INFO] 2020-09-19 03:55:22 > Step:   89600 Progress: 44.8% Elapsed: 13:21:16 temperature: no ada_p: No Discriminator_loss: 1.24204 Generator_loss: 0.566874 
[INFO] 2020-09-19 03:56:10 > Step:   89700 Progress: 44.9% Elapsed: 13:22:04 temperature: no ada_p: No Discriminator_loss: 1.41149 Generator_loss: 0.516498 
[INFO] 2020-09-19 03:56:58 > Step:   89800 Progress: 44.9% Elapsed: 13:22:52 temperature: no ada_p: No Discriminator_loss: 1.0936 Generator_loss: 0.10798 
[INFO] 2020-09-19 03:57:47 > Step:   89900 Progress: 45.0% Elapsed: 13:23:41 temperature: no ada_p: No Discriminator_loss: 1.39538 Generator_loss: 1.13976 
[INFO] 2020-09-19 03:58:35 > Step:   90000 Progress: 45.0% Elapsed: 13:24:29 temperature: no ada_p: No Discriminator_loss: 0.982737 Generator_loss: 0.224762 
[INFO] 2020-09-19 03:58:35 > Start Evaluation (90000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:00:28 > F_8 score (Step: 90000, Using test images): 0.9896563885821248
[INFO] 2020-09-19 04:00:28 > F_1/8 score (Step: 90000, Using test images): 0.9950103110507512
[INFO] 2020-09-19 04:00:28 > FID score (Step: 90000, Using test moments): 8.19561684793166
[INFO] 2020-09-19 04:00:28 > Inception score (Step: 90000, 10000 generated images): 9.870328903198242
[INFO] 2020-09-19 04:00:28 > Best FID score (Step: 90000, Using test moments): 8.19561684793166
[INFO] 2020-09-19 04:00:29 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:01:16 > Step:   90100 Progress: 45.1% Elapsed: 13:27:10 temperature: no ada_p: No Discriminator_loss: 1.19941 Generator_loss: 0.487587 
[INFO] 2020-09-19 04:02:04 > Step:   90200 Progress: 45.1% Elapsed: 13:27:59 temperature: no ada_p: No Discriminator_loss: 1.18418 Generator_loss: 0.482615 
[INFO] 2020-09-19 04:02:53 > Step:   90300 Progress: 45.1% Elapsed: 13:28:47 temperature: no ada_p: No Discriminator_loss: 1.12345 Generator_loss: 0.949967 
[INFO] 2020-09-19 04:03:41 > Step:   90400 Progress: 45.2% Elapsed: 13:29:36 temperature: no ada_p: No Discriminator_loss: 1.10213 Generator_loss: 0.386838 
[INFO] 2020-09-19 04:04:30 > Step:   90500 Progress: 45.2% Elapsed: 13:30:24 temperature: no ada_p: No Discriminator_loss: 1.15222 Generator_loss: 0.756642 
[INFO] 2020-09-19 04:05:19 > Step:   90600 Progress: 45.3% Elapsed: 13:31:13 temperature: no ada_p: No Discriminator_loss: 1.32434 Generator_loss: 0.972949 
[INFO] 2020-09-19 04:06:07 > Step:   90700 Progress: 45.4% Elapsed: 13:32:01 temperature: no ada_p: No Discriminator_loss: 1.27967 Generator_loss: 0.575765 
[INFO] 2020-09-19 04:06:56 > Step:   90800 Progress: 45.4% Elapsed: 13:32:50 temperature: no ada_p: No Discriminator_loss: 1.04544 Generator_loss: 0.25557 
[INFO] 2020-09-19 04:07:43 > Step:   90900 Progress: 45.5% Elapsed: 13:33:38 temperature: no ada_p: No Discriminator_loss: 1.10061 Generator_loss: 1.03998 
[INFO] 2020-09-19 04:08:32 > Step:   91000 Progress: 45.5% Elapsed: 13:34:26 temperature: no ada_p: No Discriminator_loss: 1.20775 Generator_loss: 0.891846 
[INFO] 2020-09-19 04:09:21 > Step:   91100 Progress: 45.6% Elapsed: 13:35:15 temperature: no ada_p: No Discriminator_loss: 0.951358 Generator_loss: 0.928802 
[INFO] 2020-09-19 04:10:09 > Step:   91200 Progress: 45.6% Elapsed: 13:36:03 temperature: no ada_p: No Discriminator_loss: 1.06291 Generator_loss: 1.0927 
[INFO] 2020-09-19 04:10:57 > Step:   91300 Progress: 45.6% Elapsed: 13:36:51 temperature: no ada_p: No Discriminator_loss: 1.28713 Generator_loss: 0.928247 
[INFO] 2020-09-19 04:11:46 > Step:   91400 Progress: 45.7% Elapsed: 13:37:40 temperature: no ada_p: No Discriminator_loss: 1.27332 Generator_loss: 0.106286 
[INFO] 2020-09-19 04:12:34 > Step:   91500 Progress: 45.8% Elapsed: 13:38:28 temperature: no ada_p: No Discriminator_loss: 1.2929 Generator_loss: 1.74005 
[INFO] 2020-09-19 04:13:22 > Step:   91600 Progress: 45.8% Elapsed: 13:39:16 temperature: no ada_p: No Discriminator_loss: 1.25251 Generator_loss: 0.257493 
[INFO] 2020-09-19 04:14:11 > Step:   91700 Progress: 45.9% Elapsed: 13:40:05 temperature: no ada_p: No Discriminator_loss: 1.47057 Generator_loss: 0.74987 
[INFO] 2020-09-19 04:14:59 > Step:   91800 Progress: 45.9% Elapsed: 13:40:53 temperature: no ada_p: No Discriminator_loss: 0.975331 Generator_loss: 1.09402 
[INFO] 2020-09-19 04:15:47 > Step:   91900 Progress: 46.0% Elapsed: 13:41:41 temperature: no ada_p: No Discriminator_loss: 1.08117 Generator_loss: 1.29537 
[INFO] 2020-09-19 04:16:35 > Step:   92000 Progress: 46.0% Elapsed: 13:42:29 temperature: no ada_p: No Discriminator_loss: 1.17705 Generator_loss: 0.280104 
[INFO] 2020-09-19 04:16:35 > Start Evaluation (92000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:18:26 > F_8 score (Step: 92000, Using test images): 0.9901247930390593
[INFO] 2020-09-19 04:18:26 > F_1/8 score (Step: 92000, Using test images): 0.9944752337978209
[INFO] 2020-09-19 04:18:26 > FID score (Step: 92000, Using test moments): 8.384261926594604
[INFO] 2020-09-19 04:18:26 > Inception score (Step: 92000, 10000 generated images): 9.915040969848633
[INFO] 2020-09-19 04:18:26 > Best FID score (Step: 90000, Using test moments): 8.19561684793166
[INFO] 2020-09-19 04:18:27 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:19:15 > Step:   92100 Progress: 46.1% Elapsed: 13:45:09 temperature: no ada_p: No Discriminator_loss: 1.17599 Generator_loss: 0.208641 
[INFO] 2020-09-19 04:20:04 > Step:   92200 Progress: 46.1% Elapsed: 13:45:58 temperature: no ada_p: No Discriminator_loss: 0.980043 Generator_loss: 0.513843 
[INFO] 2020-09-19 04:20:52 > Step:   92300 Progress: 46.2% Elapsed: 13:46:46 temperature: no ada_p: No Discriminator_loss: 1.25567 Generator_loss: 0.539035 
[INFO] 2020-09-19 04:21:40 > Step:   92400 Progress: 46.2% Elapsed: 13:47:35 temperature: no ada_p: No Discriminator_loss: 0.79202 Generator_loss: 0.618898 
[INFO] 2020-09-19 04:22:29 > Step:   92500 Progress: 46.2% Elapsed: 13:48:23 temperature: no ada_p: No Discriminator_loss: 1.06607 Generator_loss: 0.400745 
[INFO] 2020-09-19 04:23:17 > Step:   92600 Progress: 46.3% Elapsed: 13:49:11 temperature: no ada_p: No Discriminator_loss: 1.04887 Generator_loss: 0.69045 
[INFO] 2020-09-19 04:24:06 > Step:   92700 Progress: 46.4% Elapsed: 13:50:00 temperature: no ada_p: No Discriminator_loss: 1.1016 Generator_loss: 0.708655 
[INFO] 2020-09-19 04:24:55 > Step:   92800 Progress: 46.4% Elapsed: 13:50:49 temperature: no ada_p: No Discriminator_loss: 1.03496 Generator_loss: 0.677946 
[INFO] 2020-09-19 04:25:43 > Step:   92900 Progress: 46.5% Elapsed: 13:51:37 temperature: no ada_p: No Discriminator_loss: 1.17955 Generator_loss: 0.737113 
[INFO] 2020-09-19 04:26:32 > Step:   93000 Progress: 46.5% Elapsed: 13:52:26 temperature: no ada_p: No Discriminator_loss: 1.21071 Generator_loss: 0.81034 
[INFO] 2020-09-19 04:27:20 > Step:   93100 Progress: 46.6% Elapsed: 13:53:15 temperature: no ada_p: No Discriminator_loss: 1.35828 Generator_loss: 0.989692 
[INFO] 2020-09-19 04:28:08 > Step:   93200 Progress: 46.6% Elapsed: 13:54:02 temperature: no ada_p: No Discriminator_loss: 0.91806 Generator_loss: 0.593576 
[INFO] 2020-09-19 04:28:57 > Step:   93300 Progress: 46.7% Elapsed: 13:54:51 temperature: no ada_p: No Discriminator_loss: 1.30298 Generator_loss: 0.787091 
[INFO] 2020-09-19 04:29:44 > Step:   93400 Progress: 46.7% Elapsed: 13:55:38 temperature: no ada_p: No Discriminator_loss: 1.30955 Generator_loss: 1.14096 
[INFO] 2020-09-19 04:30:33 > Step:   93500 Progress: 46.8% Elapsed: 13:56:27 temperature: no ada_p: No Discriminator_loss: 1.28066 Generator_loss: 0.814878 
[INFO] 2020-09-19 04:31:22 > Step:   93600 Progress: 46.8% Elapsed: 13:57:16 temperature: no ada_p: No Discriminator_loss: 1.14692 Generator_loss: 1.0342 
[INFO] 2020-09-19 04:32:09 > Step:   93700 Progress: 46.9% Elapsed: 13:58:04 temperature: no ada_p: No Discriminator_loss: 1.21153 Generator_loss: 0.890139 
[INFO] 2020-09-19 04:32:58 > Step:   93800 Progress: 46.9% Elapsed: 13:58:52 temperature: no ada_p: No Discriminator_loss: 1.2382 Generator_loss: 0.735188 
[INFO] 2020-09-19 04:33:47 > Step:   93900 Progress: 46.9% Elapsed: 13:59:41 temperature: no ada_p: No Discriminator_loss: 1.21159 Generator_loss: 0.84773 
[INFO] 2020-09-19 04:34:34 > Step:   94000 Progress: 47.0% Elapsed: 14:00:29 temperature: no ada_p: No Discriminator_loss: 1.34212 Generator_loss: 0.721553 
[INFO] 2020-09-19 04:34:35 > Start Evaluation (94000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:36:26 > F_8 score (Step: 94000, Using test images): 0.9923390919895841
[INFO] 2020-09-19 04:36:26 > F_1/8 score (Step: 94000, Using test images): 0.9939394458348374
[INFO] 2020-09-19 04:36:26 > FID score (Step: 94000, Using test moments): 8.175586815871554
[INFO] 2020-09-19 04:36:26 > Inception score (Step: 94000, 10000 generated images): 9.900069236755371
[INFO] 2020-09-19 04:36:26 > Best FID score (Step: 94000, Using test moments): 8.175586815871554
[INFO] 2020-09-19 04:36:27 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:37:15 > Step:   94100 Progress: 47.0% Elapsed: 14:03:09 temperature: no ada_p: No Discriminator_loss: 0.92335 Generator_loss: 0.973942 
[INFO] 2020-09-19 04:38:04 > Step:   94200 Progress: 47.1% Elapsed: 14:03:58 temperature: no ada_p: No Discriminator_loss: 1.14156 Generator_loss: 0.886413 
[INFO] 2020-09-19 04:38:51 > Step:   94300 Progress: 47.1% Elapsed: 14:04:46 temperature: no ada_p: No Discriminator_loss: 1.02373 Generator_loss: 0.497885 
[INFO] 2020-09-19 04:39:40 > Step:   94400 Progress: 47.2% Elapsed: 14:05:34 temperature: no ada_p: No Discriminator_loss: 1.03029 Generator_loss: 0.599624 
[INFO] 2020-09-19 04:40:28 > Step:   94500 Progress: 47.2% Elapsed: 14:06:22 temperature: no ada_p: No Discriminator_loss: 1.25836 Generator_loss: 1.0683 
[INFO] 2020-09-19 04:41:16 > Step:   94600 Progress: 47.3% Elapsed: 14:07:11 temperature: no ada_p: No Discriminator_loss: 1.13408 Generator_loss: 1.12857 
[INFO] 2020-09-19 04:42:05 > Step:   94700 Progress: 47.3% Elapsed: 14:07:59 temperature: no ada_p: No Discriminator_loss: 1.00232 Generator_loss: 0.54882 
[INFO] 2020-09-19 04:42:53 > Step:   94800 Progress: 47.4% Elapsed: 14:08:47 temperature: no ada_p: No Discriminator_loss: 1.06405 Generator_loss: 0.661154 
[INFO] 2020-09-19 04:43:41 > Step:   94900 Progress: 47.4% Elapsed: 14:09:35 temperature: no ada_p: No Discriminator_loss: 1.0936 Generator_loss: 0.76676 
[INFO] 2020-09-19 04:44:30 > Step:   95000 Progress: 47.5% Elapsed: 14:10:24 temperature: no ada_p: No Discriminator_loss: 1.06447 Generator_loss: 0.527284 
[INFO] 2020-09-19 04:45:17 > Step:   95100 Progress: 47.5% Elapsed: 14:11:11 temperature: no ada_p: No Discriminator_loss: 1.48017 Generator_loss: 0.749838 
[INFO] 2020-09-19 04:46:06 > Step:   95200 Progress: 47.6% Elapsed: 14:12:00 temperature: no ada_p: No Discriminator_loss: 0.928756 Generator_loss: 0.938116 
[INFO] 2020-09-19 04:46:54 > Step:   95300 Progress: 47.6% Elapsed: 14:12:49 temperature: no ada_p: No Discriminator_loss: 1.294 Generator_loss: 0.872832 
[INFO] 2020-09-19 04:47:42 > Step:   95400 Progress: 47.7% Elapsed: 14:13:36 temperature: no ada_p: No Discriminator_loss: 1.07331 Generator_loss: 0.595458 
[INFO] 2020-09-19 04:48:31 > Step:   95500 Progress: 47.8% Elapsed: 14:14:25 temperature: no ada_p: No Discriminator_loss: 1.06828 Generator_loss: 0.510361 
[INFO] 2020-09-19 04:49:20 > Step:   95600 Progress: 47.8% Elapsed: 14:15:14 temperature: no ada_p: No Discriminator_loss: 1.10059 Generator_loss: 0.552189 
[INFO] 2020-09-19 04:50:07 > Step:   95700 Progress: 47.9% Elapsed: 14:16:01 temperature: no ada_p: No Discriminator_loss: 1.27864 Generator_loss: 1.30396 
[INFO] 2020-09-19 04:50:56 > Step:   95800 Progress: 47.9% Elapsed: 14:16:50 temperature: no ada_p: No Discriminator_loss: 1.06557 Generator_loss: 0.354667 
[INFO] 2020-09-19 04:51:43 > Step:   95900 Progress: 47.9% Elapsed: 14:17:38 temperature: no ada_p: No Discriminator_loss: 1.33164 Generator_loss: 0.394783 
[INFO] 2020-09-19 04:52:32 > Step:   96000 Progress: 48.0% Elapsed: 14:18:26 temperature: no ada_p: No Discriminator_loss: 1.0507 Generator_loss: 0.546062 
[INFO] 2020-09-19 04:52:32 > Start Evaluation (96000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:54:24 > F_8 score (Step: 96000, Using test images): 0.9875879277992694
[INFO] 2020-09-19 04:54:24 > F_1/8 score (Step: 96000, Using test images): 0.9947200570232907
[INFO] 2020-09-19 04:54:24 > FID score (Step: 96000, Using test moments): 8.17070531457074
[INFO] 2020-09-19 04:54:24 > Inception score (Step: 96000, 10000 generated images): 9.663411140441895
[INFO] 2020-09-19 04:54:24 > Best FID score (Step: 96000, Using test moments): 8.17070531457074
[INFO] 2020-09-19 04:54:25 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 04:55:13 > Step:   96100 Progress: 48.0% Elapsed: 14:21:07 temperature: no ada_p: No Discriminator_loss: 1.23054 Generator_loss: 0.63257 
[INFO] 2020-09-19 04:56:00 > Step:   96200 Progress: 48.1% Elapsed: 14:21:54 temperature: no ada_p: No Discriminator_loss: 1.06985 Generator_loss: 0.652541 
[INFO] 2020-09-19 04:56:49 > Step:   96300 Progress: 48.1% Elapsed: 14:22:43 temperature: no ada_p: No Discriminator_loss: 1.28762 Generator_loss: 0.662417 
[INFO] 2020-09-19 04:57:37 > Step:   96400 Progress: 48.2% Elapsed: 14:23:32 temperature: no ada_p: No Discriminator_loss: 1.14454 Generator_loss: 0.706917 
[INFO] 2020-09-19 04:58:25 > Step:   96500 Progress: 48.2% Elapsed: 14:24:19 temperature: no ada_p: No Discriminator_loss: 1.09123 Generator_loss: 1.07488 
[INFO] 2020-09-19 04:59:14 > Step:   96600 Progress: 48.3% Elapsed: 14:25:08 temperature: no ada_p: No Discriminator_loss: 1.14992 Generator_loss: 0.913057 
[INFO] 2020-09-19 05:00:02 > Step:   96700 Progress: 48.4% Elapsed: 14:25:56 temperature: no ada_p: No Discriminator_loss: 1.05442 Generator_loss: 0.345685 
[INFO] 2020-09-19 05:00:50 > Step:   96800 Progress: 48.4% Elapsed: 14:26:44 temperature: no ada_p: No Discriminator_loss: 1.40538 Generator_loss: 0.673146 
[INFO] 2020-09-19 05:01:39 > Step:   96900 Progress: 48.4% Elapsed: 14:27:33 temperature: no ada_p: No Discriminator_loss: 1.33181 Generator_loss: 0.735508 
[INFO] 2020-09-19 05:02:26 > Step:   97000 Progress: 48.5% Elapsed: 14:28:20 temperature: no ada_p: No Discriminator_loss: 1.12544 Generator_loss: 0.894676 
[INFO] 2020-09-19 05:03:15 > Step:   97100 Progress: 48.5% Elapsed: 14:29:09 temperature: no ada_p: No Discriminator_loss: 1.1299 Generator_loss: 0.361861 
[INFO] 2020-09-19 05:04:04 > Step:   97200 Progress: 48.6% Elapsed: 14:29:58 temperature: no ada_p: No Discriminator_loss: 1.12969 Generator_loss: 1.07952 
[INFO] 2020-09-19 05:04:52 > Step:   97300 Progress: 48.6% Elapsed: 14:30:46 temperature: no ada_p: No Discriminator_loss: 1.17254 Generator_loss: 0.912648 
[INFO] 2020-09-19 05:05:41 > Step:   97400 Progress: 48.7% Elapsed: 14:31:35 temperature: no ada_p: No Discriminator_loss: 1.07112 Generator_loss: 0.640218 
[INFO] 2020-09-19 05:06:29 > Step:   97500 Progress: 48.8% Elapsed: 14:32:24 temperature: no ada_p: No Discriminator_loss: 1.32421 Generator_loss: 0.109093 
[INFO] 2020-09-19 05:07:17 > Step:   97600 Progress: 48.8% Elapsed: 14:33:11 temperature: no ada_p: No Discriminator_loss: 1.03853 Generator_loss: 0.742246 
[INFO] 2020-09-19 05:08:06 > Step:   97700 Progress: 48.9% Elapsed: 14:34:00 temperature: no ada_p: No Discriminator_loss: 1.27592 Generator_loss: 0.0961651 
[INFO] 2020-09-19 05:08:54 > Step:   97800 Progress: 48.9% Elapsed: 14:34:48 temperature: no ada_p: No Discriminator_loss: 1.19853 Generator_loss: 1.12711 
[INFO] 2020-09-19 05:09:42 > Step:   97900 Progress: 48.9% Elapsed: 14:35:36 temperature: no ada_p: No Discriminator_loss: 1.22857 Generator_loss: 0.12138 
[INFO] 2020-09-19 05:10:30 > Step:   98000 Progress: 49.0% Elapsed: 14:36:24 temperature: no ada_p: No Discriminator_loss: 1.29726 Generator_loss: 0.408626 
[INFO] 2020-09-19 05:10:30 > Start Evaluation (98000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:12:22 > F_8 score (Step: 98000, Using test images): 0.9925904466645208
[INFO] 2020-09-19 05:12:22 > F_1/8 score (Step: 98000, Using test images): 0.9936891372686992
[INFO] 2020-09-19 05:12:22 > FID score (Step: 98000, Using test moments): 8.351508602878027
[INFO] 2020-09-19 05:12:22 > Inception score (Step: 98000, 10000 generated images): 9.92516803741455
[INFO] 2020-09-19 05:12:22 > Best FID score (Step: 96000, Using test moments): 8.17070531457074
[INFO] 2020-09-19 05:12:22 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:13:10 > Step:   98100 Progress: 49.0% Elapsed: 14:39:04 temperature: no ada_p: No Discriminator_loss: 1.33772 Generator_loss: 0.667357 
[INFO] 2020-09-19 05:13:58 > Step:   98200 Progress: 49.1% Elapsed: 14:39:52 temperature: no ada_p: No Discriminator_loss: 1.24489 Generator_loss: 0.177137 
[INFO] 2020-09-19 05:14:47 > Step:   98300 Progress: 49.1% Elapsed: 14:40:41 temperature: no ada_p: No Discriminator_loss: 1.33157 Generator_loss: 1.07666 
[INFO] 2020-09-19 05:15:35 > Step:   98400 Progress: 49.2% Elapsed: 14:41:29 temperature: no ada_p: No Discriminator_loss: 1.24393 Generator_loss: 0.0428511 
[INFO] 2020-09-19 05:16:23 > Step:   98500 Progress: 49.2% Elapsed: 14:42:17 temperature: no ada_p: No Discriminator_loss: 0.914755 Generator_loss: 0.759083 
[INFO] 2020-09-19 05:17:12 > Step:   98600 Progress: 49.3% Elapsed: 14:43:06 temperature: no ada_p: No Discriminator_loss: 1.06628 Generator_loss: 1.22043 
[INFO] 2020-09-19 05:18:00 > Step:   98700 Progress: 49.4% Elapsed: 14:43:54 temperature: no ada_p: No Discriminator_loss: 1.31921 Generator_loss: 0.459207 
[INFO] 2020-09-19 05:18:48 > Step:   98800 Progress: 49.4% Elapsed: 14:44:42 temperature: no ada_p: No Discriminator_loss: 1.24461 Generator_loss: 0.461582 
[INFO] 2020-09-19 05:19:37 > Step:   98900 Progress: 49.5% Elapsed: 14:45:31 temperature: no ada_p: No Discriminator_loss: 1.21759 Generator_loss: 0.730248 
[INFO] 2020-09-19 05:20:24 > Step:   99000 Progress: 49.5% Elapsed: 14:46:19 temperature: no ada_p: No Discriminator_loss: 1.16723 Generator_loss: 0.608224 
[INFO] 2020-09-19 05:21:13 > Step:   99100 Progress: 49.5% Elapsed: 14:47:07 temperature: no ada_p: No Discriminator_loss: 1.21026 Generator_loss: 0.716812 
[INFO] 2020-09-19 05:22:01 > Step:   99200 Progress: 49.6% Elapsed: 14:47:55 temperature: no ada_p: No Discriminator_loss: 1.20656 Generator_loss: 0.577457 
[INFO] 2020-09-19 05:22:49 > Step:   99300 Progress: 49.6% Elapsed: 14:48:43 temperature: no ada_p: No Discriminator_loss: 1.26442 Generator_loss: 0.916983 
[INFO] 2020-09-19 05:23:37 > Step:   99400 Progress: 49.7% Elapsed: 14:49:32 temperature: no ada_p: No Discriminator_loss: 1.28273 Generator_loss: 0.674353 
[INFO] 2020-09-19 05:24:26 > Step:   99500 Progress: 49.8% Elapsed: 14:50:20 temperature: no ada_p: No Discriminator_loss: 1.30488 Generator_loss: 0.581395 
[INFO] 2020-09-19 05:25:14 > Step:   99600 Progress: 49.8% Elapsed: 14:51:09 temperature: no ada_p: No Discriminator_loss: 1.21228 Generator_loss: 0.439573 
[INFO] 2020-09-19 05:26:03 > Step:   99700 Progress: 49.9% Elapsed: 14:51:57 temperature: no ada_p: No Discriminator_loss: 1.37881 Generator_loss: 0.511896 
[INFO] 2020-09-19 05:26:51 > Step:   99800 Progress: 49.9% Elapsed: 14:52:45 temperature: no ada_p: No Discriminator_loss: 1.14868 Generator_loss: 0.471139 
[INFO] 2020-09-19 05:27:40 > Step:   99900 Progress: 50.0% Elapsed: 14:53:34 temperature: no ada_p: No Discriminator_loss: 1.11273 Generator_loss: 0.715779 
[INFO] 2020-09-19 05:28:28 > Step:  100000 Progress: 50.0% Elapsed: 14:54:22 temperature: no ada_p: No Discriminator_loss: 0.922422 Generator_loss: 1.16101 
[INFO] 2020-09-19 05:28:28 > Start Evaluation (100000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:30:22 > F_8 score (Step: 100000, Using test images): 0.9926154290404237
[INFO] 2020-09-19 05:30:22 > F_1/8 score (Step: 100000, Using test images): 0.9957643164384667
[INFO] 2020-09-19 05:30:22 > FID score (Step: 100000, Using test moments): 8.14374593000531
[INFO] 2020-09-19 05:30:22 > Inception score (Step: 100000, 10000 generated images): 9.828943252563477
[INFO] 2020-09-19 05:30:22 > Best FID score (Step: 100000, Using test moments): 8.14374593000531
[INFO] 2020-09-19 05:30:22 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:31:10 > Step:  100100 Progress: 50.0% Elapsed: 14:57:04 temperature: no ada_p: No Discriminator_loss: 1.06145 Generator_loss: 0.923579 
[INFO] 2020-09-19 05:31:58 > Step:  100200 Progress: 50.1% Elapsed: 14:57:52 temperature: no ada_p: No Discriminator_loss: 1.29239 Generator_loss: 1.18964 
[INFO] 2020-09-19 05:32:47 > Step:  100300 Progress: 50.1% Elapsed: 14:58:41 temperature: no ada_p: No Discriminator_loss: 1.24552 Generator_loss: 0.830699 
[INFO] 2020-09-19 05:33:35 > Step:  100400 Progress: 50.2% Elapsed: 14:59:29 temperature: no ada_p: No Discriminator_loss: 1.32864 Generator_loss: 1.33415 
[INFO] 2020-09-19 05:34:24 > Step:  100500 Progress: 50.2% Elapsed: 15:00:18 temperature: no ada_p: No Discriminator_loss: 1.22184 Generator_loss: 0.604674 
[INFO] 2020-09-19 05:35:12 > Step:  100600 Progress: 50.3% Elapsed: 15:01:06 temperature: no ada_p: No Discriminator_loss: 0.905389 Generator_loss: 0.694263 
[INFO] 2020-09-19 05:36:00 > Step:  100700 Progress: 50.3% Elapsed: 15:01:54 temperature: no ada_p: No Discriminator_loss: 1.13093 Generator_loss: 0.362511 
[INFO] 2020-09-19 05:36:49 > Step:  100800 Progress: 50.4% Elapsed: 15:02:43 temperature: no ada_p: No Discriminator_loss: 1.4361 Generator_loss: 0.911586 
[INFO] 2020-09-19 05:37:36 > Step:  100900 Progress: 50.4% Elapsed: 15:03:31 temperature: no ada_p: No Discriminator_loss: 1.12969 Generator_loss: 0.864034 
[INFO] 2020-09-19 05:38:25 > Step:  101000 Progress: 50.5% Elapsed: 15:04:19 temperature: no ada_p: No Discriminator_loss: 1.22835 Generator_loss: 0.626755 
[INFO] 2020-09-19 05:39:14 > Step:  101100 Progress: 50.5% Elapsed: 15:05:08 temperature: no ada_p: No Discriminator_loss: 1.09163 Generator_loss: 0.747325 
[INFO] 2020-09-19 05:40:01 > Step:  101200 Progress: 50.6% Elapsed: 15:05:55 temperature: no ada_p: No Discriminator_loss: 1.05068 Generator_loss: 1.12063 
[INFO] 2020-09-19 05:40:50 > Step:  101300 Progress: 50.6% Elapsed: 15:06:44 temperature: no ada_p: No Discriminator_loss: 1.15852 Generator_loss: 0.607854 
[INFO] 2020-09-19 05:41:39 > Step:  101400 Progress: 50.7% Elapsed: 15:07:33 temperature: no ada_p: No Discriminator_loss: 1.24012 Generator_loss: 1.41465 
[INFO] 2020-09-19 05:42:26 > Step:  101500 Progress: 50.7% Elapsed: 15:08:21 temperature: no ada_p: No Discriminator_loss: 1.04815 Generator_loss: 0.201898 
[INFO] 2020-09-19 05:43:15 > Step:  101600 Progress: 50.8% Elapsed: 15:09:09 temperature: no ada_p: No Discriminator_loss: 0.916058 Generator_loss: 0.383661 
[INFO] 2020-09-19 05:44:04 > Step:  101700 Progress: 50.8% Elapsed: 15:09:58 temperature: no ada_p: No Discriminator_loss: 1.22845 Generator_loss: 0.924096 
[INFO] 2020-09-19 05:44:51 > Step:  101800 Progress: 50.9% Elapsed: 15:10:46 temperature: no ada_p: No Discriminator_loss: 1.07323 Generator_loss: 1.06923 
[INFO] 2020-09-19 05:45:40 > Step:  101900 Progress: 50.9% Elapsed: 15:11:34 temperature: no ada_p: No Discriminator_loss: 1.20636 Generator_loss: 0.508193 
[INFO] 2020-09-19 05:46:29 > Step:  102000 Progress: 51.0% Elapsed: 15:12:23 temperature: no ada_p: No Discriminator_loss: 1.20795 Generator_loss: 0.813283 
[INFO] 2020-09-19 05:46:29 > Start Evaluation (102000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:48:21 > F_8 score (Step: 102000, Using test images): 0.9884150049629218
[INFO] 2020-09-19 05:48:21 > F_1/8 score (Step: 102000, Using test images): 0.993547960753739
[INFO] 2020-09-19 05:48:21 > FID score (Step: 102000, Using test moments): 8.046808428321526
[INFO] 2020-09-19 05:48:21 > Inception score (Step: 102000, 10000 generated images): 9.875603675842285
[INFO] 2020-09-19 05:48:21 > Best FID score (Step: 102000, Using test moments): 8.046808428321526
[INFO] 2020-09-19 05:48:22 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 05:49:09 > Step:  102100 Progress: 51.0% Elapsed: 15:15:03 temperature: no ada_p: No Discriminator_loss: 0.993017 Generator_loss: 0.97229 
[INFO] 2020-09-19 05:49:58 > Step:  102200 Progress: 51.1% Elapsed: 15:15:52 temperature: no ada_p: No Discriminator_loss: 1.1762 Generator_loss: 0.679697 
[INFO] 2020-09-19 05:50:45 > Step:  102300 Progress: 51.1% Elapsed: 15:16:40 temperature: no ada_p: No Discriminator_loss: 0.970198 Generator_loss: 0.43408 
[INFO] 2020-09-19 05:51:34 > Step:  102400 Progress: 51.2% Elapsed: 15:17:28 temperature: no ada_p: No Discriminator_loss: 1.26104 Generator_loss: 0.402431 
[INFO] 2020-09-19 05:52:22 > Step:  102500 Progress: 51.2% Elapsed: 15:18:17 temperature: no ada_p: No Discriminator_loss: 1.28401 Generator_loss: 0.241323 
[INFO] 2020-09-19 05:53:10 > Step:  102600 Progress: 51.3% Elapsed: 15:19:04 temperature: no ada_p: No Discriminator_loss: 1.26124 Generator_loss: 1.0539 
[INFO] 2020-09-19 05:53:58 > Step:  102700 Progress: 51.3% Elapsed: 15:19:53 temperature: no ada_p: No Discriminator_loss: 1.15893 Generator_loss: 0.674346 
[INFO] 2020-09-19 05:54:47 > Step:  102800 Progress: 51.4% Elapsed: 15:20:41 temperature: no ada_p: No Discriminator_loss: 1.12429 Generator_loss: 0.784501 
[INFO] 2020-09-19 05:55:35 > Step:  102900 Progress: 51.4% Elapsed: 15:21:29 temperature: no ada_p: No Discriminator_loss: 1.1405 Generator_loss: 1.04903 
[INFO] 2020-09-19 05:56:23 > Step:  103000 Progress: 51.5% Elapsed: 15:22:18 temperature: no ada_p: No Discriminator_loss: 0.974374 Generator_loss: 0.478392 
[INFO] 2020-09-19 05:57:12 > Step:  103100 Progress: 51.5% Elapsed: 15:23:06 temperature: no ada_p: No Discriminator_loss: 1.15017 Generator_loss: 1.09885 
[INFO] 2020-09-19 05:57:59 > Step:  103200 Progress: 51.6% Elapsed: 15:23:53 temperature: no ada_p: No Discriminator_loss: 1.05112 Generator_loss: 0.898117 
[INFO] 2020-09-19 05:58:48 > Step:  103300 Progress: 51.6% Elapsed: 15:24:42 temperature: no ada_p: No Discriminator_loss: 1.24059 Generator_loss: 0.597396 
[INFO] 2020-09-19 05:59:36 > Step:  103400 Progress: 51.7% Elapsed: 15:25:30 temperature: no ada_p: No Discriminator_loss: 1.09832 Generator_loss: 0.289907 
[INFO] 2020-09-19 06:00:25 > Step:  103500 Progress: 51.7% Elapsed: 15:26:19 temperature: no ada_p: No Discriminator_loss: 1.18919 Generator_loss: 0.72804 
[INFO] 2020-09-19 06:01:13 > Step:  103600 Progress: 51.8% Elapsed: 15:27:07 temperature: no ada_p: No Discriminator_loss: 1.04549 Generator_loss: 0.97056 
[INFO] 2020-09-19 06:02:00 > Step:  103700 Progress: 51.8% Elapsed: 15:27:54 temperature: no ada_p: No Discriminator_loss: 1.02572 Generator_loss: 1.21841 
[INFO] 2020-09-19 06:02:48 > Step:  103800 Progress: 51.9% Elapsed: 15:28:42 temperature: no ada_p: No Discriminator_loss: 1.05621 Generator_loss: 0.918461 
[INFO] 2020-09-19 06:03:36 > Step:  103900 Progress: 51.9% Elapsed: 15:29:30 temperature: no ada_p: No Discriminator_loss: 1.23316 Generator_loss: 0.854712 
[INFO] 2020-09-19 06:04:23 > Step:  104000 Progress: 52.0% Elapsed: 15:30:18 temperature: no ada_p: No Discriminator_loss: 1.19209 Generator_loss: 0.673567 
[INFO] 2020-09-19 06:04:24 > Start Evaluation (104000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:06:17 > F_8 score (Step: 104000, Using test images): 0.9906440808987017
[INFO] 2020-09-19 06:06:17 > F_1/8 score (Step: 104000, Using test images): 0.9944721597671695
[INFO] 2020-09-19 06:06:17 > FID score (Step: 104000, Using test moments): 7.941923896604635
[INFO] 2020-09-19 06:06:17 > Inception score (Step: 104000, 10000 generated images): 9.667043685913086
[INFO] 2020-09-19 06:06:17 > Best FID score (Step: 104000, Using test moments): 7.941923896604635
[INFO] 2020-09-19 06:06:17 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:07:05 > Step:  104100 Progress: 52.0% Elapsed: 15:32:59 temperature: no ada_p: No Discriminator_loss: 1.35807 Generator_loss: 0.812598 
[INFO] 2020-09-19 06:07:53 > Step:  104200 Progress: 52.1% Elapsed: 15:33:47 temperature: no ada_p: No Discriminator_loss: 1.19322 Generator_loss: 0.808567 
[INFO] 2020-09-19 06:08:41 > Step:  104300 Progress: 52.1% Elapsed: 15:34:36 temperature: no ada_p: No Discriminator_loss: 1.19416 Generator_loss: 0.8989 
[INFO] 2020-09-19 06:09:30 > Step:  104400 Progress: 52.2% Elapsed: 15:35:24 temperature: no ada_p: No Discriminator_loss: 1.15011 Generator_loss: 0.918181 
[INFO] 2020-09-19 06:10:18 > Step:  104500 Progress: 52.2% Elapsed: 15:36:13 temperature: no ada_p: No Discriminator_loss: 1.24716 Generator_loss: 1.10933 
[INFO] 2020-09-19 06:11:07 > Step:  104600 Progress: 52.3% Elapsed: 15:37:01 temperature: no ada_p: No Discriminator_loss: 1.25736 Generator_loss: 0.721051 
[INFO] 2020-09-19 06:11:55 > Step:  104700 Progress: 52.3% Elapsed: 15:37:49 temperature: no ada_p: No Discriminator_loss: 1.08081 Generator_loss: 0.656772 
[INFO] 2020-09-19 06:12:43 > Step:  104800 Progress: 52.4% Elapsed: 15:38:37 temperature: no ada_p: No Discriminator_loss: 1.16298 Generator_loss: 0.827834 
[INFO] 2020-09-19 06:13:31 > Step:  104900 Progress: 52.4% Elapsed: 15:39:25 temperature: no ada_p: No Discriminator_loss: 1.07677 Generator_loss: 0.443471 
[INFO] 2020-09-19 06:14:20 > Step:  105000 Progress: 52.5% Elapsed: 15:40:15 temperature: no ada_p: No Discriminator_loss: 1.01561 Generator_loss: 0.171356 
[INFO] 2020-09-19 06:15:08 > Step:  105100 Progress: 52.5% Elapsed: 15:41:02 temperature: no ada_p: No Discriminator_loss: 1.11768 Generator_loss: 0.678875 
[INFO] 2020-09-19 06:15:57 > Step:  105200 Progress: 52.6% Elapsed: 15:41:51 temperature: no ada_p: No Discriminator_loss: 1.08531 Generator_loss: 1.28042 
[INFO] 2020-09-19 06:16:46 > Step:  105300 Progress: 52.6% Elapsed: 15:42:40 temperature: no ada_p: No Discriminator_loss: 1.45154 Generator_loss: 1.23585 
[INFO] 2020-09-19 06:17:33 > Step:  105400 Progress: 52.7% Elapsed: 15:43:28 temperature: no ada_p: No Discriminator_loss: 1.4143 Generator_loss: 1.48976 
[INFO] 2020-09-19 06:18:22 > Step:  105500 Progress: 52.8% Elapsed: 15:44:16 temperature: no ada_p: No Discriminator_loss: 1.122 Generator_loss: 0.592962 
[INFO] 2020-09-19 06:19:10 > Step:  105600 Progress: 52.8% Elapsed: 15:45:04 temperature: no ada_p: No Discriminator_loss: 1.17757 Generator_loss: 0.91324 
[INFO] 2020-09-19 06:19:58 > Step:  105700 Progress: 52.8% Elapsed: 15:45:52 temperature: no ada_p: No Discriminator_loss: 1.21291 Generator_loss: 1.04537 
[INFO] 2020-09-19 06:20:46 > Step:  105800 Progress: 52.9% Elapsed: 15:46:40 temperature: no ada_p: No Discriminator_loss: 0.886419 Generator_loss: 0.147209 
[INFO] 2020-09-19 06:21:33 > Step:  105900 Progress: 52.9% Elapsed: 15:47:27 temperature: no ada_p: No Discriminator_loss: 1.27707 Generator_loss: 1.25992 
[INFO] 2020-09-19 06:22:22 > Step:  106000 Progress: 53.0% Elapsed: 15:48:16 temperature: no ada_p: No Discriminator_loss: 1.08275 Generator_loss: 0.256785 
[INFO] 2020-09-19 06:22:22 > Start Evaluation (106000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:24:14 > F_8 score (Step: 106000, Using test images): 0.9929108666225611
[INFO] 2020-09-19 06:24:14 > F_1/8 score (Step: 106000, Using test images): 0.9942655207748352
[INFO] 2020-09-19 06:24:14 > FID score (Step: 106000, Using test moments): 7.920436661624876
[INFO] 2020-09-19 06:24:14 > Inception score (Step: 106000, 10000 generated images): 9.810857772827148
[INFO] 2020-09-19 06:24:14 > Best FID score (Step: 106000, Using test moments): 7.920436661624876
[INFO] 2020-09-19 06:24:15 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:25:03 > Step:  106100 Progress: 53.0% Elapsed: 15:50:57 temperature: no ada_p: No Discriminator_loss: 0.878405 Generator_loss: 0.697144 
[INFO] 2020-09-19 06:25:51 > Step:  106200 Progress: 53.1% Elapsed: 15:51:45 temperature: no ada_p: No Discriminator_loss: 1.60485 Generator_loss: 0.937826 
[INFO] 2020-09-19 06:26:41 > Step:  106300 Progress: 53.1% Elapsed: 15:52:35 temperature: no ada_p: No Discriminator_loss: 1.02592 Generator_loss: 0.550516 
[INFO] 2020-09-19 06:27:30 > Step:  106400 Progress: 53.2% Elapsed: 15:53:24 temperature: no ada_p: No Discriminator_loss: 1.44218 Generator_loss: 0.555064 
[INFO] 2020-09-19 06:28:19 > Step:  106500 Progress: 53.2% Elapsed: 15:54:13 temperature: no ada_p: No Discriminator_loss: 1.4188 Generator_loss: 0.810207 
[INFO] 2020-09-19 06:29:07 > Step:  106600 Progress: 53.3% Elapsed: 15:55:02 temperature: no ada_p: No Discriminator_loss: 0.865753 Generator_loss: 0.457944 
[INFO] 2020-09-19 06:29:56 > Step:  106700 Progress: 53.3% Elapsed: 15:55:50 temperature: no ada_p: No Discriminator_loss: 1.11226 Generator_loss: 0.261232 
[INFO] 2020-09-19 06:30:44 > Step:  106800 Progress: 53.4% Elapsed: 15:56:38 temperature: no ada_p: No Discriminator_loss: 0.979264 Generator_loss: 1.21407 
[INFO] 2020-09-19 06:31:33 > Step:  106900 Progress: 53.4% Elapsed: 15:57:27 temperature: no ada_p: No Discriminator_loss: 1.1057 Generator_loss: 0.454347 
[INFO] 2020-09-19 06:32:21 > Step:  107000 Progress: 53.5% Elapsed: 15:58:15 temperature: no ada_p: No Discriminator_loss: 1.06045 Generator_loss: 0.894251 
[INFO] 2020-09-19 06:33:10 > Step:  107100 Progress: 53.5% Elapsed: 15:59:04 temperature: no ada_p: No Discriminator_loss: 1.1363 Generator_loss: 0.0345464 
[INFO] 2020-09-19 06:33:59 > Step:  107200 Progress: 53.6% Elapsed: 15:59:53 temperature: no ada_p: No Discriminator_loss: 1.0638 Generator_loss: 1.2043 
[INFO] 2020-09-19 06:34:46 > Step:  107300 Progress: 53.6% Elapsed: 16:00:40 temperature: no ada_p: No Discriminator_loss: 1.02675 Generator_loss: 0.599144 
[INFO] 2020-09-19 06:35:35 > Step:  107400 Progress: 53.7% Elapsed: 16:01:30 temperature: no ada_p: No Discriminator_loss: 1.09781 Generator_loss: 0.347711 
[INFO] 2020-09-19 06:36:25 > Step:  107500 Progress: 53.8% Elapsed: 16:02:19 temperature: no ada_p: No Discriminator_loss: 1.04548 Generator_loss: 0.619549 
[INFO] 2020-09-19 06:37:12 > Step:  107600 Progress: 53.8% Elapsed: 16:03:06 temperature: no ada_p: No Discriminator_loss: 1.20219 Generator_loss: 0.348135 
[INFO] 2020-09-19 06:38:01 > Step:  107700 Progress: 53.8% Elapsed: 16:03:55 temperature: no ada_p: No Discriminator_loss: 1.43129 Generator_loss: 0.564802 
[INFO] 2020-09-19 06:38:49 > Step:  107800 Progress: 53.9% Elapsed: 16:04:43 temperature: no ada_p: No Discriminator_loss: 1.35146 Generator_loss: 0.838552 
[INFO] 2020-09-19 06:39:36 > Step:  107900 Progress: 53.9% Elapsed: 16:05:31 temperature: no ada_p: No Discriminator_loss: 1.05969 Generator_loss: 1.07812 
[INFO] 2020-09-19 06:40:25 > Step:  108000 Progress: 54.0% Elapsed: 16:06:19 temperature: no ada_p: No Discriminator_loss: 1.13153 Generator_loss: 0.74712 
[INFO] 2020-09-19 06:40:25 > Start Evaluation (108000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:42:16 > F_8 score (Step: 108000, Using test images): 0.9925690456083252
[INFO] 2020-09-19 06:42:16 > F_1/8 score (Step: 108000, Using test images): 0.9940722833054013
[INFO] 2020-09-19 06:42:16 > FID score (Step: 108000, Using test moments): 7.921593313266385
[INFO] 2020-09-19 06:42:16 > Inception score (Step: 108000, 10000 generated images): 9.938587188720703
[INFO] 2020-09-19 06:42:16 > Best FID score (Step: 106000, Using test moments): 7.920436661624876
[INFO] 2020-09-19 06:42:17 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 06:43:04 > Step:  108100 Progress: 54.0% Elapsed: 16:08:58 temperature: no ada_p: No Discriminator_loss: 1.22811 Generator_loss: 0.646968 
[INFO] 2020-09-19 06:43:52 > Step:  108200 Progress: 54.1% Elapsed: 16:09:46 temperature: no ada_p: No Discriminator_loss: 1.15153 Generator_loss: 0.718483 
[INFO] 2020-09-19 06:44:40 > Step:  108300 Progress: 54.1% Elapsed: 16:10:34 temperature: no ada_p: No Discriminator_loss: 0.870954 Generator_loss: 0.836352 
[INFO] 2020-09-19 06:45:28 > Step:  108400 Progress: 54.2% Elapsed: 16:11:22 temperature: no ada_p: No Discriminator_loss: 1.26832 Generator_loss: 0.46529 
[INFO] 2020-09-19 06:46:16 > Step:  108500 Progress: 54.2% Elapsed: 16:12:11 temperature: no ada_p: No Discriminator_loss: 1.15232 Generator_loss: 0.533077 
[INFO] 2020-09-19 06:47:05 > Step:  108600 Progress: 54.3% Elapsed: 16:12:59 temperature: no ada_p: No Discriminator_loss: 1.41177 Generator_loss: 0.310851 
[INFO] 2020-09-19 06:47:53 > Step:  108700 Progress: 54.4% Elapsed: 16:13:47 temperature: no ada_p: No Discriminator_loss: 1.31149 Generator_loss: 0.813053 
[INFO] 2020-09-19 06:48:42 > Step:  108800 Progress: 54.4% Elapsed: 16:14:36 temperature: no ada_p: No Discriminator_loss: 1.19788 Generator_loss: 0.567483 
[INFO] 2020-09-19 06:49:30 > Step:  108900 Progress: 54.4% Elapsed: 16:15:24 temperature: no ada_p: No Discriminator_loss: 1.13046 Generator_loss: 0.88931 
[INFO] 2020-09-19 06:50:17 > Step:  109000 Progress: 54.5% Elapsed: 16:16:11 temperature: no ada_p: No Discriminator_loss: 1.15242 Generator_loss: 0.552137 
[INFO] 2020-09-19 06:51:05 > Step:  109100 Progress: 54.5% Elapsed: 16:16:59 temperature: no ada_p: No Discriminator_loss: 1.29589 Generator_loss: 0.41379 
[INFO] 2020-09-19 06:51:53 > Step:  109200 Progress: 54.6% Elapsed: 16:17:48 temperature: no ada_p: No Discriminator_loss: 1.27463 Generator_loss: 0.18324 
[INFO] 2020-09-19 06:52:41 > Step:  109300 Progress: 54.6% Elapsed: 16:18:35 temperature: no ada_p: No Discriminator_loss: 1.15055 Generator_loss: 0.960576 
[INFO] 2020-09-19 06:53:29 > Step:  109400 Progress: 54.7% Elapsed: 16:19:23 temperature: no ada_p: No Discriminator_loss: 1.25718 Generator_loss: 0.54174 
[INFO] 2020-09-19 06:54:17 > Step:  109500 Progress: 54.8% Elapsed: 16:20:12 temperature: no ada_p: No Discriminator_loss: 1.21993 Generator_loss: 0.291223 
[INFO] 2020-09-19 06:55:06 > Step:  109600 Progress: 54.8% Elapsed: 16:21:00 temperature: no ada_p: No Discriminator_loss: 1.30854 Generator_loss: 1.00379 
[INFO] 2020-09-19 06:55:54 > Step:  109700 Progress: 54.9% Elapsed: 16:21:48 temperature: no ada_p: No Discriminator_loss: 1.28649 Generator_loss: 0.464637 
[INFO] 2020-09-19 06:56:41 > Step:  109800 Progress: 54.9% Elapsed: 16:22:35 temperature: no ada_p: No Discriminator_loss: 1.15715 Generator_loss: 0.486886 
[INFO] 2020-09-19 06:57:29 > Step:  109900 Progress: 54.9% Elapsed: 16:23:24 temperature: no ada_p: No Discriminator_loss: 1.29152 Generator_loss: 1.01237 
[INFO] 2020-09-19 06:58:18 > Step:  110000 Progress: 55.0% Elapsed: 16:24:12 temperature: no ada_p: No Discriminator_loss: 1.13117 Generator_loss: 0.502166 
[INFO] 2020-09-19 06:58:18 > Start Evaluation (110000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:00:10 > F_8 score (Step: 110000, Using test images): 0.9922968253321865
[INFO] 2020-09-19 07:00:10 > F_1/8 score (Step: 110000, Using test images): 0.9952518195487868
[INFO] 2020-09-19 07:00:10 > FID score (Step: 110000, Using test moments): 7.873573489508658
[INFO] 2020-09-19 07:00:10 > Inception score (Step: 110000, 10000 generated images): 10.013928413391113
[INFO] 2020-09-19 07:00:10 > Best FID score (Step: 110000, Using test moments): 7.873573489508658
[INFO] 2020-09-19 07:00:10 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:00:58 > Step:  110100 Progress: 55.0% Elapsed: 16:26:52 temperature: no ada_p: No Discriminator_loss: 1.05737 Generator_loss: 0.802701 
[INFO] 2020-09-19 07:01:47 > Step:  110200 Progress: 55.1% Elapsed: 16:27:41 temperature: no ada_p: No Discriminator_loss: 1.19954 Generator_loss: 0.618582 
[INFO] 2020-09-19 07:02:35 > Step:  110300 Progress: 55.1% Elapsed: 16:28:30 temperature: no ada_p: No Discriminator_loss: 1.24338 Generator_loss: 0.492021 
[INFO] 2020-09-19 07:03:23 > Step:  110400 Progress: 55.2% Elapsed: 16:29:17 temperature: no ada_p: No Discriminator_loss: 1.18939 Generator_loss: 1.22088 
[INFO] 2020-09-19 07:04:12 > Step:  110500 Progress: 55.2% Elapsed: 16:30:06 temperature: no ada_p: No Discriminator_loss: 1.19767 Generator_loss: 1.16093 
[INFO] 2020-09-19 07:05:01 > Step:  110600 Progress: 55.3% Elapsed: 16:30:55 temperature: no ada_p: No Discriminator_loss: 1.13591 Generator_loss: 0.733571 
[INFO] 2020-09-19 07:05:48 > Step:  110700 Progress: 55.4% Elapsed: 16:31:43 temperature: no ada_p: No Discriminator_loss: 1.14457 Generator_loss: 0.554522 
[INFO] 2020-09-19 07:06:37 > Step:  110800 Progress: 55.4% Elapsed: 16:32:31 temperature: no ada_p: No Discriminator_loss: 1.06021 Generator_loss: 0.836761 
[INFO] 2020-09-19 07:07:25 > Step:  110900 Progress: 55.5% Elapsed: 16:33:19 temperature: no ada_p: No Discriminator_loss: 1.28349 Generator_loss: 0.726872 
[INFO] 2020-09-19 07:08:14 > Step:  111000 Progress: 55.5% Elapsed: 16:34:08 temperature: no ada_p: No Discriminator_loss: 1.03481 Generator_loss: 0.689417 
[INFO] 2020-09-19 07:09:03 > Step:  111100 Progress: 55.5% Elapsed: 16:34:57 temperature: no ada_p: No Discriminator_loss: 1.45852 Generator_loss: 0.916349 
[INFO] 2020-09-19 07:09:51 > Step:  111200 Progress: 55.6% Elapsed: 16:35:45 temperature: no ada_p: No Discriminator_loss: 1.25801 Generator_loss: 0.790627 
[INFO] 2020-09-19 07:10:39 > Step:  111300 Progress: 55.6% Elapsed: 16:36:33 temperature: no ada_p: No Discriminator_loss: 1.26671 Generator_loss: 0.236654 
[INFO] 2020-09-19 07:11:27 > Step:  111400 Progress: 55.7% Elapsed: 16:37:21 temperature: no ada_p: No Discriminator_loss: 1.24918 Generator_loss: 0.32746 
[INFO] 2020-09-19 07:12:14 > Step:  111500 Progress: 55.8% Elapsed: 16:38:08 temperature: no ada_p: No Discriminator_loss: 1.34271 Generator_loss: 0.356693 
[INFO] 2020-09-19 07:13:02 > Step:  111600 Progress: 55.8% Elapsed: 16:38:56 temperature: no ada_p: No Discriminator_loss: 0.99522 Generator_loss: 0.799749 
[INFO] 2020-09-19 07:13:51 > Step:  111700 Progress: 55.9% Elapsed: 16:39:45 temperature: no ada_p: No Discriminator_loss: 1.22698 Generator_loss: 0.121047 
[INFO] 2020-09-19 07:14:38 > Step:  111800 Progress: 55.9% Elapsed: 16:40:32 temperature: no ada_p: No Discriminator_loss: 1.12681 Generator_loss: 0.458059 
[INFO] 2020-09-19 07:15:26 > Step:  111900 Progress: 56.0% Elapsed: 16:41:21 temperature: no ada_p: No Discriminator_loss: 1.14241 Generator_loss: 0.743816 
[INFO] 2020-09-19 07:16:15 > Step:  112000 Progress: 56.0% Elapsed: 16:42:09 temperature: no ada_p: No Discriminator_loss: 1.08017 Generator_loss: 0.428374 
[INFO] 2020-09-19 07:16:15 > Start Evaluation (112000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:18:07 > F_8 score (Step: 112000, Using test images): 0.9914305255874976
[INFO] 2020-09-19 07:18:07 > F_1/8 score (Step: 112000, Using test images): 0.9944238056523503
[INFO] 2020-09-19 07:18:07 > FID score (Step: 112000, Using test moments): 7.8657522629313235
[INFO] 2020-09-19 07:18:07 > Inception score (Step: 112000, 10000 generated images): 10.0233736038208
[INFO] 2020-09-19 07:18:07 > Best FID score (Step: 112000, Using test moments): 7.8657522629313235
[INFO] 2020-09-19 07:18:07 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:18:54 > Step:  112100 Progress: 56.0% Elapsed: 16:44:48 temperature: no ada_p: No Discriminator_loss: 1.26303 Generator_loss: 0.803165 
[INFO] 2020-09-19 07:19:42 > Step:  112200 Progress: 56.1% Elapsed: 16:45:36 temperature: no ada_p: No Discriminator_loss: 1.12672 Generator_loss: 0.747868 
[INFO] 2020-09-19 07:20:30 > Step:  112300 Progress: 56.1% Elapsed: 16:46:24 temperature: no ada_p: No Discriminator_loss: 1.19416 Generator_loss: 0.949738 
[INFO] 2020-09-19 07:21:18 > Step:  112400 Progress: 56.2% Elapsed: 16:47:13 temperature: no ada_p: No Discriminator_loss: 1.29402 Generator_loss: 0.592877 
[INFO] 2020-09-19 07:22:08 > Step:  112500 Progress: 56.2% Elapsed: 16:48:02 temperature: no ada_p: No Discriminator_loss: 1.14825 Generator_loss: 0.737067 
[INFO] 2020-09-19 07:22:55 > Step:  112600 Progress: 56.3% Elapsed: 16:48:49 temperature: no ada_p: No Discriminator_loss: 1.48782 Generator_loss: 0.668884 
[INFO] 2020-09-19 07:23:44 > Step:  112700 Progress: 56.4% Elapsed: 16:49:38 temperature: no ada_p: No Discriminator_loss: 1.02077 Generator_loss: 0.395902 
[INFO] 2020-09-19 07:24:33 > Step:  112800 Progress: 56.4% Elapsed: 16:50:27 temperature: no ada_p: No Discriminator_loss: 1.10611 Generator_loss: 0.799707 
[INFO] 2020-09-19 07:25:20 > Step:  112900 Progress: 56.5% Elapsed: 16:51:14 temperature: no ada_p: No Discriminator_loss: 1.20497 Generator_loss: 1.30985 
[INFO] 2020-09-19 07:26:08 > Step:  113000 Progress: 56.5% Elapsed: 16:52:03 temperature: no ada_p: No Discriminator_loss: 1.19173 Generator_loss: 1.22782 
[INFO] 2020-09-19 07:26:56 > Step:  113100 Progress: 56.5% Elapsed: 16:52:51 temperature: no ada_p: No Discriminator_loss: 1.28117 Generator_loss: 0.843434 
[INFO] 2020-09-19 07:27:44 > Step:  113200 Progress: 56.6% Elapsed: 16:53:38 temperature: no ada_p: No Discriminator_loss: 1.08565 Generator_loss: 0.688945 
[INFO] 2020-09-19 07:28:32 > Step:  113300 Progress: 56.6% Elapsed: 16:54:27 temperature: no ada_p: No Discriminator_loss: 1.10136 Generator_loss: 1.0151 
[INFO] 2020-09-19 07:29:21 > Step:  113400 Progress: 56.7% Elapsed: 16:55:15 temperature: no ada_p: No Discriminator_loss: 1.20776 Generator_loss: 0.937362 
[INFO] 2020-09-19 07:30:09 > Step:  113500 Progress: 56.8% Elapsed: 16:56:04 temperature: no ada_p: No Discriminator_loss: 0.966959 Generator_loss: 0.643783 
[INFO] 2020-09-19 07:30:58 > Step:  113600 Progress: 56.8% Elapsed: 16:56:52 temperature: no ada_p: No Discriminator_loss: 1.16208 Generator_loss: 0.925611 
[INFO] 2020-09-19 07:31:46 > Step:  113700 Progress: 56.9% Elapsed: 16:57:40 temperature: no ada_p: No Discriminator_loss: 1.22778 Generator_loss: 0.450613 
[INFO] 2020-09-19 07:32:34 > Step:  113800 Progress: 56.9% Elapsed: 16:58:28 temperature: no ada_p: No Discriminator_loss: 1.15378 Generator_loss: 0.829145 
[INFO] 2020-09-19 07:33:22 > Step:  113900 Progress: 57.0% Elapsed: 16:59:16 temperature: no ada_p: No Discriminator_loss: 0.864247 Generator_loss: 0.692064 
[INFO] 2020-09-19 07:34:09 > Step:  114000 Progress: 57.0% Elapsed: 17:00:04 temperature: no ada_p: No Discriminator_loss: 1.09619 Generator_loss: 0.767169 
[INFO] 2020-09-19 07:34:09 > Start Evaluation (114000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:36:02 > F_8 score (Step: 114000, Using test images): 0.9923803869558866
[INFO] 2020-09-19 07:36:02 > F_1/8 score (Step: 114000, Using test images): 0.9945992473835548
[INFO] 2020-09-19 07:36:02 > FID score (Step: 114000, Using test moments): 7.846075224300648
[INFO] 2020-09-19 07:36:02 > Inception score (Step: 114000, 10000 generated images): 9.860543251037598
[INFO] 2020-09-19 07:36:02 > Best FID score (Step: 114000, Using test moments): 7.846075224300648
[INFO] 2020-09-19 07:36:02 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:36:50 > Step:  114100 Progress: 57.0% Elapsed: 17:02:44 temperature: no ada_p: No Discriminator_loss: 1.30859 Generator_loss: 0.448162 
[INFO] 2020-09-19 07:37:40 > Step:  114200 Progress: 57.1% Elapsed: 17:03:34 temperature: no ada_p: No Discriminator_loss: 1.254 Generator_loss: 0.698981 
[INFO] 2020-09-19 07:38:28 > Step:  114300 Progress: 57.1% Elapsed: 17:04:22 temperature: no ada_p: No Discriminator_loss: 1.18896 Generator_loss: 0.589832 
[INFO] 2020-09-19 07:39:16 > Step:  114400 Progress: 57.2% Elapsed: 17:05:10 temperature: no ada_p: No Discriminator_loss: 1.13785 Generator_loss: 0.809563 
[INFO] 2020-09-19 07:40:04 > Step:  114500 Progress: 57.2% Elapsed: 17:05:58 temperature: no ada_p: No Discriminator_loss: 1.19031 Generator_loss: 0.785917 
[INFO] 2020-09-19 07:40:51 > Step:  114600 Progress: 57.3% Elapsed: 17:06:46 temperature: no ada_p: No Discriminator_loss: 1.26763 Generator_loss: 0.851866 
[INFO] 2020-09-19 07:41:39 > Step:  114700 Progress: 57.4% Elapsed: 17:07:34 temperature: no ada_p: No Discriminator_loss: 1.20642 Generator_loss: 0.722597 
[INFO] 2020-09-19 07:42:27 > Step:  114800 Progress: 57.4% Elapsed: 17:08:21 temperature: no ada_p: No Discriminator_loss: 1.29785 Generator_loss: 0.435286 
[INFO] 2020-09-19 07:43:15 > Step:  114900 Progress: 57.5% Elapsed: 17:09:09 temperature: no ada_p: No Discriminator_loss: 1.30873 Generator_loss: 1.09672 
[INFO] 2020-09-19 07:44:03 > Step:  115000 Progress: 57.5% Elapsed: 17:09:57 temperature: no ada_p: No Discriminator_loss: 1.28158 Generator_loss: 0.804074 
[INFO] 2020-09-19 07:44:50 > Step:  115100 Progress: 57.6% Elapsed: 17:10:45 temperature: no ada_p: No Discriminator_loss: 1.11346 Generator_loss: 0.53611 
[INFO] 2020-09-19 07:45:39 > Step:  115200 Progress: 57.6% Elapsed: 17:11:33 temperature: no ada_p: No Discriminator_loss: 1.19364 Generator_loss: 0.743096 
[INFO] 2020-09-19 07:46:28 > Step:  115300 Progress: 57.6% Elapsed: 17:12:22 temperature: no ada_p: No Discriminator_loss: 1.2714 Generator_loss: 0.461017 
[INFO] 2020-09-19 07:47:16 > Step:  115400 Progress: 57.7% Elapsed: 17:13:10 temperature: no ada_p: No Discriminator_loss: 1.21103 Generator_loss: 0.626883 
[INFO] 2020-09-19 07:48:04 > Step:  115500 Progress: 57.8% Elapsed: 17:13:58 temperature: no ada_p: No Discriminator_loss: 1.25471 Generator_loss: 0.620527 
[INFO] 2020-09-19 07:48:52 > Step:  115600 Progress: 57.8% Elapsed: 17:14:46 temperature: no ada_p: No Discriminator_loss: 1.27677 Generator_loss: 0.944761 
[INFO] 2020-09-19 07:49:40 > Step:  115700 Progress: 57.9% Elapsed: 17:15:34 temperature: no ada_p: No Discriminator_loss: 1.07826 Generator_loss: 0.686454 
[INFO] 2020-09-19 07:50:28 > Step:  115800 Progress: 57.9% Elapsed: 17:16:22 temperature: no ada_p: No Discriminator_loss: 1.27666 Generator_loss: 1.34566 
[INFO] 2020-09-19 07:51:15 > Step:  115900 Progress: 58.0% Elapsed: 17:17:10 temperature: no ada_p: No Discriminator_loss: 1.13101 Generator_loss: 0.452768 
[INFO] 2020-09-19 07:52:04 > Step:  116000 Progress: 58.0% Elapsed: 17:17:58 temperature: no ada_p: No Discriminator_loss: 1.24005 Generator_loss: 0.888406 
[INFO] 2020-09-19 07:52:04 > Start Evaluation (116000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:53:57 > F_8 score (Step: 116000, Using test images): 0.9895702109904682
[INFO] 2020-09-19 07:53:57 > F_1/8 score (Step: 116000, Using test images): 0.9941133945654252
[INFO] 2020-09-19 07:53:57 > FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 07:53:57 > Inception score (Step: 116000, 10000 generated images): 9.966211318969727
[INFO] 2020-09-19 07:53:57 > Best FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 07:53:58 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 07:54:47 > Step:  116100 Progress: 58.1% Elapsed: 17:20:41 temperature: no ada_p: No Discriminator_loss: 1.35542 Generator_loss: -0.0213116 
[INFO] 2020-09-19 07:55:34 > Step:  116200 Progress: 58.1% Elapsed: 17:21:28 temperature: no ada_p: No Discriminator_loss: 0.927386 Generator_loss: 0.618277 
[INFO] 2020-09-19 07:56:22 > Step:  116300 Progress: 58.1% Elapsed: 17:22:16 temperature: no ada_p: No Discriminator_loss: 0.975118 Generator_loss: 0.799312 
[INFO] 2020-09-19 07:57:10 > Step:  116400 Progress: 58.2% Elapsed: 17:23:04 temperature: no ada_p: No Discriminator_loss: 1.18326 Generator_loss: 0.334417 
[INFO] 2020-09-19 07:57:58 > Step:  116500 Progress: 58.2% Elapsed: 17:23:52 temperature: no ada_p: No Discriminator_loss: 1.23361 Generator_loss: 0.430792 
[INFO] 2020-09-19 07:58:46 > Step:  116600 Progress: 58.3% Elapsed: 17:24:40 temperature: no ada_p: No Discriminator_loss: 1.42976 Generator_loss: 0.759387 
[INFO] 2020-09-19 07:59:35 > Step:  116700 Progress: 58.4% Elapsed: 17:25:30 temperature: no ada_p: No Discriminator_loss: 1.24944 Generator_loss: 0.33495 
[INFO] 2020-09-19 08:00:24 > Step:  116800 Progress: 58.4% Elapsed: 17:26:18 temperature: no ada_p: No Discriminator_loss: 1.11596 Generator_loss: 0.719669 
[INFO] 2020-09-19 08:01:12 > Step:  116900 Progress: 58.5% Elapsed: 17:27:06 temperature: no ada_p: No Discriminator_loss: 1.20676 Generator_loss: 1.08665 
[INFO] 2020-09-19 08:02:01 > Step:  117000 Progress: 58.5% Elapsed: 17:27:55 temperature: no ada_p: No Discriminator_loss: 1.29185 Generator_loss: 0.990666 
[INFO] 2020-09-19 08:02:48 > Step:  117100 Progress: 58.6% Elapsed: 17:28:43 temperature: no ada_p: No Discriminator_loss: 1.35157 Generator_loss: 1.14121 
[INFO] 2020-09-19 08:03:37 > Step:  117200 Progress: 58.6% Elapsed: 17:29:31 temperature: no ada_p: No Discriminator_loss: 1.01575 Generator_loss: 0.393513 
[INFO] 2020-09-19 08:04:25 > Step:  117300 Progress: 58.7% Elapsed: 17:30:19 temperature: no ada_p: No Discriminator_loss: 1.36732 Generator_loss: 0.350875 
[INFO] 2020-09-19 08:05:14 > Step:  117400 Progress: 58.7% Elapsed: 17:31:08 temperature: no ada_p: No Discriminator_loss: 1.27976 Generator_loss: 0.711459 
[INFO] 2020-09-19 08:06:03 > Step:  117500 Progress: 58.8% Elapsed: 17:31:57 temperature: no ada_p: No Discriminator_loss: 1.1274 Generator_loss: 0.481449 
[INFO] 2020-09-19 08:06:50 > Step:  117600 Progress: 58.8% Elapsed: 17:32:44 temperature: no ada_p: No Discriminator_loss: 1.1358 Generator_loss: 1.33031 
[INFO] 2020-09-19 08:07:39 > Step:  117700 Progress: 58.9% Elapsed: 17:33:33 temperature: no ada_p: No Discriminator_loss: 1.09196 Generator_loss: 0.560607 
[INFO] 2020-09-19 08:08:28 > Step:  117800 Progress: 58.9% Elapsed: 17:34:22 temperature: no ada_p: No Discriminator_loss: 1.12478 Generator_loss: 1.46374 
[INFO] 2020-09-19 08:09:16 > Step:  117900 Progress: 59.0% Elapsed: 17:35:10 temperature: no ada_p: No Discriminator_loss: 0.973879 Generator_loss: 0.791753 
[INFO] 2020-09-19 08:10:04 > Step:  118000 Progress: 59.0% Elapsed: 17:35:58 temperature: no ada_p: No Discriminator_loss: 1.22937 Generator_loss: 0.871743 
[INFO] 2020-09-19 08:10:04 > Start Evaluation (118000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:11:57 > F_8 score (Step: 118000, Using test images): 0.9927158437741416
[INFO] 2020-09-19 08:11:57 > F_1/8 score (Step: 118000, Using test images): 0.9950741293432634
[INFO] 2020-09-19 08:11:57 > FID score (Step: 118000, Using test moments): 7.924138811421869
[INFO] 2020-09-19 08:11:57 > Inception score (Step: 118000, 10000 generated images): 9.831052780151367
[INFO] 2020-09-19 08:11:57 > Best FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 08:11:57 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:12:45 > Step:  118100 Progress: 59.1% Elapsed: 17:38:40 temperature: no ada_p: No Discriminator_loss: 1.21893 Generator_loss: 1.19274 
[INFO] 2020-09-19 08:13:33 > Step:  118200 Progress: 59.1% Elapsed: 17:39:27 temperature: no ada_p: No Discriminator_loss: 1.19557 Generator_loss: 0.481511 
[INFO] 2020-09-19 08:14:22 > Step:  118300 Progress: 59.2% Elapsed: 17:40:16 temperature: no ada_p: No Discriminator_loss: 1.12169 Generator_loss: 0.772907 
[INFO] 2020-09-19 08:15:11 > Step:  118400 Progress: 59.2% Elapsed: 17:41:05 temperature: no ada_p: No Discriminator_loss: 1.32039 Generator_loss: 1.07095 
[INFO] 2020-09-19 08:15:58 > Step:  118500 Progress: 59.2% Elapsed: 17:41:52 temperature: no ada_p: No Discriminator_loss: 1.21611 Generator_loss: 0.802607 
[INFO] 2020-09-19 08:16:46 > Step:  118600 Progress: 59.3% Elapsed: 17:42:41 temperature: no ada_p: No Discriminator_loss: 1.26199 Generator_loss: 1.30034 
[INFO] 2020-09-19 08:17:34 > Step:  118700 Progress: 59.4% Elapsed: 17:43:28 temperature: no ada_p: No Discriminator_loss: 1.18726 Generator_loss: 0.858454 
[INFO] 2020-09-19 08:18:23 > Step:  118800 Progress: 59.4% Elapsed: 17:44:17 temperature: no ada_p: No Discriminator_loss: 1.2786 Generator_loss: 0.749743 
[INFO] 2020-09-19 08:19:11 > Step:  118900 Progress: 59.5% Elapsed: 17:45:06 temperature: no ada_p: No Discriminator_loss: 1.26222 Generator_loss: 0.711327 
[INFO] 2020-09-19 08:19:59 > Step:  119000 Progress: 59.5% Elapsed: 17:45:53 temperature: no ada_p: No Discriminator_loss: 1.22342 Generator_loss: 1.6369 
[INFO] 2020-09-19 08:20:47 > Step:  119100 Progress: 59.6% Elapsed: 17:46:42 temperature: no ada_p: No Discriminator_loss: 1.17925 Generator_loss: 0.906859 
[INFO] 2020-09-19 08:21:36 > Step:  119200 Progress: 59.6% Elapsed: 17:47:30 temperature: no ada_p: No Discriminator_loss: 1.28647 Generator_loss: 0.460088 
[INFO] 2020-09-19 08:22:23 > Step:  119300 Progress: 59.7% Elapsed: 17:48:18 temperature: no ada_p: No Discriminator_loss: 1.23738 Generator_loss: 0.846325 
[INFO] 2020-09-19 08:23:12 > Step:  119400 Progress: 59.7% Elapsed: 17:49:06 temperature: no ada_p: No Discriminator_loss: 1.39061 Generator_loss: 0.313935 
[INFO] 2020-09-19 08:24:00 > Step:  119500 Progress: 59.8% Elapsed: 17:49:54 temperature: no ada_p: No Discriminator_loss: 0.993239 Generator_loss: 0.430169 
[INFO] 2020-09-19 08:24:49 > Step:  119600 Progress: 59.8% Elapsed: 17:50:43 temperature: no ada_p: No Discriminator_loss: 1.23172 Generator_loss: 1.68096 
[INFO] 2020-09-19 08:25:37 > Step:  119700 Progress: 59.9% Elapsed: 17:51:31 temperature: no ada_p: No Discriminator_loss: 1.14176 Generator_loss: 0.295182 
[INFO] 2020-09-19 08:26:25 > Step:  119800 Progress: 59.9% Elapsed: 17:52:19 temperature: no ada_p: No Discriminator_loss: 1.26417 Generator_loss: 0.14978 
[INFO] 2020-09-19 08:27:13 > Step:  119900 Progress: 60.0% Elapsed: 17:53:07 temperature: no ada_p: No Discriminator_loss: 1.08824 Generator_loss: 0.640145 
[INFO] 2020-09-19 08:28:02 > Step:  120000 Progress: 60.0% Elapsed: 17:53:56 temperature: no ada_p: No Discriminator_loss: 1.32409 Generator_loss: 0.776228 
[INFO] 2020-09-19 08:28:02 > Start Evaluation (120000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:29:53 > F_8 score (Step: 120000, Using test images): 0.9926644265579814
[INFO] 2020-09-19 08:29:53 > F_1/8 score (Step: 120000, Using test images): 0.996069401144346
[INFO] 2020-09-19 08:29:53 > FID score (Step: 120000, Using test moments): 7.836268840691446
[INFO] 2020-09-19 08:29:53 > Inception score (Step: 120000, 10000 generated images): 9.78823471069336
[INFO] 2020-09-19 08:29:53 > Best FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 08:29:54 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:30:40 > Step:  120100 Progress: 60.1% Elapsed: 17:56:35 temperature: no ada_p: No Discriminator_loss: 1.12999 Generator_loss: 0.664521 
[INFO] 2020-09-19 08:31:29 > Step:  120200 Progress: 60.1% Elapsed: 17:57:23 temperature: no ada_p: No Discriminator_loss: 1.01619 Generator_loss: 0.499623 
[INFO] 2020-09-19 08:32:18 > Step:  120300 Progress: 60.2% Elapsed: 17:58:12 temperature: no ada_p: No Discriminator_loss: 0.984426 Generator_loss: 0.582933 
[INFO] 2020-09-19 08:33:06 > Step:  120400 Progress: 60.2% Elapsed: 17:59:01 temperature: no ada_p: No Discriminator_loss: 1.21396 Generator_loss: 0.716488 
[INFO] 2020-09-19 08:33:55 > Step:  120500 Progress: 60.2% Elapsed: 17:59:49 temperature: no ada_p: No Discriminator_loss: 1.00973 Generator_loss: 0.589107 
[INFO] 2020-09-19 08:34:43 > Step:  120600 Progress: 60.3% Elapsed: 18:00:37 temperature: no ada_p: No Discriminator_loss: 1.27254 Generator_loss: 1.12182 
[INFO] 2020-09-19 08:35:31 > Step:  120700 Progress: 60.4% Elapsed: 18:01:26 temperature: no ada_p: No Discriminator_loss: 0.961713 Generator_loss: 0.874405 
[INFO] 2020-09-19 08:36:20 > Step:  120800 Progress: 60.4% Elapsed: 18:02:14 temperature: no ada_p: No Discriminator_loss: 1.22562 Generator_loss: 0.580175 
[INFO] 2020-09-19 08:37:08 > Step:  120900 Progress: 60.5% Elapsed: 18:03:02 temperature: no ada_p: No Discriminator_loss: 1.04341 Generator_loss: 0.737632 
[INFO] 2020-09-19 08:37:56 > Step:  121000 Progress: 60.5% Elapsed: 18:03:50 temperature: no ada_p: No Discriminator_loss: 1.26616 Generator_loss: 0.315963 
[INFO] 2020-09-19 08:38:44 > Step:  121100 Progress: 60.6% Elapsed: 18:04:38 temperature: no ada_p: No Discriminator_loss: 1.32179 Generator_loss: 0.82173 
[INFO] 2020-09-19 08:39:31 > Step:  121200 Progress: 60.6% Elapsed: 18:05:25 temperature: no ada_p: No Discriminator_loss: 1.2037 Generator_loss: 0.693252 
[INFO] 2020-09-19 08:40:19 > Step:  121300 Progress: 60.7% Elapsed: 18:06:14 temperature: no ada_p: No Discriminator_loss: 1.1374 Generator_loss: 0.917243 
[INFO] 2020-09-19 08:41:08 > Step:  121400 Progress: 60.7% Elapsed: 18:07:02 temperature: no ada_p: No Discriminator_loss: 1.10247 Generator_loss: 0.336581 
[INFO] 2020-09-19 08:41:55 > Step:  121500 Progress: 60.8% Elapsed: 18:07:49 temperature: no ada_p: No Discriminator_loss: 0.907252 Generator_loss: 0.46826 
[INFO] 2020-09-19 08:42:44 > Step:  121600 Progress: 60.8% Elapsed: 18:08:38 temperature: no ada_p: No Discriminator_loss: 0.994405 Generator_loss: 0.7863 
[INFO] 2020-09-19 08:43:32 > Step:  121700 Progress: 60.9% Elapsed: 18:09:26 temperature: no ada_p: No Discriminator_loss: 0.988763 Generator_loss: 0.508134 
[INFO] 2020-09-19 08:44:20 > Step:  121800 Progress: 60.9% Elapsed: 18:10:15 temperature: no ada_p: No Discriminator_loss: 1.26498 Generator_loss: 0.505592 
[INFO] 2020-09-19 08:45:08 > Step:  121900 Progress: 61.0% Elapsed: 18:11:03 temperature: no ada_p: No Discriminator_loss: 1.27041 Generator_loss: 1.22738 
[INFO] 2020-09-19 08:45:57 > Step:  122000 Progress: 61.0% Elapsed: 18:11:51 temperature: no ada_p: No Discriminator_loss: 1.28579 Generator_loss: 0.885335 
[INFO] 2020-09-19 08:45:57 > Start Evaluation (122000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:47:49 > F_8 score (Step: 122000, Using test images): 0.9902623254318296
[INFO] 2020-09-19 08:47:49 > F_1/8 score (Step: 122000, Using test images): 0.9943651188862414
[INFO] 2020-09-19 08:47:49 > FID score (Step: 122000, Using test moments): 7.805860507937837
[INFO] 2020-09-19 08:47:49 > Inception score (Step: 122000, 10000 generated images): 9.949884414672852
[INFO] 2020-09-19 08:47:49 > Best FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 08:47:50 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 08:48:37 > Step:  122100 Progress: 61.1% Elapsed: 18:14:31 temperature: no ada_p: No Discriminator_loss: 1.13548 Generator_loss: 0.327744 
[INFO] 2020-09-19 08:49:25 > Step:  122200 Progress: 61.1% Elapsed: 18:15:19 temperature: no ada_p: No Discriminator_loss: 1.1732 Generator_loss: 0.33903 
[INFO] 2020-09-19 08:50:13 > Step:  122300 Progress: 61.2% Elapsed: 18:16:07 temperature: no ada_p: No Discriminator_loss: 1.26809 Generator_loss: 0.487217 
[INFO] 2020-09-19 08:51:01 > Step:  122400 Progress: 61.2% Elapsed: 18:16:55 temperature: no ada_p: No Discriminator_loss: 1.21553 Generator_loss: 0.7673 
[INFO] 2020-09-19 08:51:49 > Step:  122500 Progress: 61.3% Elapsed: 18:17:44 temperature: no ada_p: No Discriminator_loss: 1.32787 Generator_loss: 0.703494 
[INFO] 2020-09-19 08:52:37 > Step:  122600 Progress: 61.3% Elapsed: 18:18:31 temperature: no ada_p: No Discriminator_loss: 0.950042 Generator_loss: 0.729164 
[INFO] 2020-09-19 08:53:27 > Step:  122700 Progress: 61.4% Elapsed: 18:19:21 temperature: no ada_p: No Discriminator_loss: 1.44703 Generator_loss: 0.749181 
[INFO] 2020-09-19 08:54:16 > Step:  122800 Progress: 61.4% Elapsed: 18:20:11 temperature: no ada_p: No Discriminator_loss: 1.18777 Generator_loss: 0.346092 
[INFO] 2020-09-19 08:55:04 > Step:  122900 Progress: 61.5% Elapsed: 18:20:58 temperature: no ada_p: No Discriminator_loss: 1.28765 Generator_loss: 0.695673 
[INFO] 2020-09-19 08:55:52 > Step:  123000 Progress: 61.5% Elapsed: 18:21:47 temperature: no ada_p: No Discriminator_loss: 1.09935 Generator_loss: 0.797405 
[INFO] 2020-09-19 08:56:41 > Step:  123100 Progress: 61.6% Elapsed: 18:22:35 temperature: no ada_p: No Discriminator_loss: 1.357 Generator_loss: 0.970215 
[INFO] 2020-09-19 08:57:28 > Step:  123200 Progress: 61.6% Elapsed: 18:23:22 temperature: no ada_p: No Discriminator_loss: 1.2102 Generator_loss: 0.755922 
[INFO] 2020-09-19 08:58:16 > Step:  123300 Progress: 61.7% Elapsed: 18:24:11 temperature: no ada_p: No Discriminator_loss: 1.12685 Generator_loss: -0.11288 
[INFO] 2020-09-19 08:59:05 > Step:  123400 Progress: 61.7% Elapsed: 18:24:59 temperature: no ada_p: No Discriminator_loss: 1.16795 Generator_loss: 1.11724 
[INFO] 2020-09-19 08:59:54 > Step:  123500 Progress: 61.8% Elapsed: 18:25:48 temperature: no ada_p: No Discriminator_loss: 1.18042 Generator_loss: 0.696684 
[INFO] 2020-09-19 09:00:43 > Step:  123600 Progress: 61.8% Elapsed: 18:26:37 temperature: no ada_p: No Discriminator_loss: 1.16564 Generator_loss: 0.907239 
[INFO] 2020-09-19 09:01:31 > Step:  123700 Progress: 61.9% Elapsed: 18:27:25 temperature: no ada_p: No Discriminator_loss: 1.40353 Generator_loss: 0.567727 
[INFO] 2020-09-19 09:02:19 > Step:  123800 Progress: 61.9% Elapsed: 18:28:14 temperature: no ada_p: No Discriminator_loss: 1.1428 Generator_loss: 1.14539 
[INFO] 2020-09-19 09:03:08 > Step:  123900 Progress: 62.0% Elapsed: 18:29:02 temperature: no ada_p: No Discriminator_loss: 1.25439 Generator_loss: 1.04464 
[INFO] 2020-09-19 09:03:55 > Step:  124000 Progress: 62.0% Elapsed: 18:29:49 temperature: no ada_p: No Discriminator_loss: 1.26818 Generator_loss: 0.557063 
[INFO] 2020-09-19 09:03:55 > Start Evaluation (124000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:05:47 > F_8 score (Step: 124000, Using test images): 0.986999462766108
[INFO] 2020-09-19 09:05:47 > F_1/8 score (Step: 124000, Using test images): 0.9947087881538633
[INFO] 2020-09-19 09:05:47 > FID score (Step: 124000, Using test moments): 7.788960450046375
[INFO] 2020-09-19 09:05:47 > Inception score (Step: 124000, 10000 generated images): 9.86876392364502
[INFO] 2020-09-19 09:05:47 > Best FID score (Step: 116000, Using test moments): 7.777406861654072
[INFO] 2020-09-19 09:05:48 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:06:37 > Step:  124100 Progress: 62.1% Elapsed: 18:32:31 temperature: no ada_p: No Discriminator_loss: 0.977433 Generator_loss: 0.313941 
[INFO] 2020-09-19 09:07:25 > Step:  124200 Progress: 62.1% Elapsed: 18:33:19 temperature: no ada_p: No Discriminator_loss: 1.12308 Generator_loss: 0.970796 
[INFO] 2020-09-19 09:08:13 > Step:  124300 Progress: 62.2% Elapsed: 18:34:07 temperature: no ada_p: No Discriminator_loss: 1.30129 Generator_loss: 1.03712 
[INFO] 2020-09-19 09:09:02 > Step:  124400 Progress: 62.2% Elapsed: 18:34:56 temperature: no ada_p: No Discriminator_loss: 1.10483 Generator_loss: 0.463827 
[INFO] 2020-09-19 09:09:50 > Step:  124500 Progress: 62.3% Elapsed: 18:35:44 temperature: no ada_p: No Discriminator_loss: 1.32289 Generator_loss: 0.66457 
[INFO] 2020-09-19 09:10:38 > Step:  124600 Progress: 62.3% Elapsed: 18:36:32 temperature: no ada_p: No Discriminator_loss: 0.90946 Generator_loss: 0.161765 
[INFO] 2020-09-19 09:11:27 > Step:  124700 Progress: 62.4% Elapsed: 18:37:21 temperature: no ada_p: No Discriminator_loss: 0.992036 Generator_loss: 0.883698 
[INFO] 2020-09-19 09:12:15 > Step:  124800 Progress: 62.4% Elapsed: 18:38:09 temperature: no ada_p: No Discriminator_loss: 1.24036 Generator_loss: 1.59196 
[INFO] 2020-09-19 09:13:03 > Step:  124900 Progress: 62.5% Elapsed: 18:38:57 temperature: no ada_p: No Discriminator_loss: 1.31045 Generator_loss: 0.620344 
[INFO] 2020-09-19 09:13:51 > Step:  125000 Progress: 62.5% Elapsed: 18:39:45 temperature: no ada_p: No Discriminator_loss: 1.1967 Generator_loss: 0.15106 
[INFO] 2020-09-19 09:14:39 > Step:  125100 Progress: 62.5% Elapsed: 18:40:33 temperature: no ada_p: No Discriminator_loss: 1.23377 Generator_loss: 0.693635 
[INFO] 2020-09-19 09:15:28 > Step:  125200 Progress: 62.6% Elapsed: 18:41:22 temperature: no ada_p: No Discriminator_loss: 1.32571 Generator_loss: 0.866126 
[INFO] 2020-09-19 09:16:16 > Step:  125300 Progress: 62.6% Elapsed: 18:42:10 temperature: no ada_p: No Discriminator_loss: 1.3776 Generator_loss: 1.07081 
[INFO] 2020-09-19 09:17:04 > Step:  125400 Progress: 62.7% Elapsed: 18:42:58 temperature: no ada_p: No Discriminator_loss: 1.29569 Generator_loss: 0.382014 
[INFO] 2020-09-19 09:17:52 > Step:  125500 Progress: 62.7% Elapsed: 18:43:46 temperature: no ada_p: No Discriminator_loss: 1.22445 Generator_loss: 0.146712 
[INFO] 2020-09-19 09:18:40 > Step:  125600 Progress: 62.8% Elapsed: 18:44:34 temperature: no ada_p: No Discriminator_loss: 1.18133 Generator_loss: 0.65597 
[INFO] 2020-09-19 09:19:28 > Step:  125700 Progress: 62.8% Elapsed: 18:45:22 temperature: no ada_p: No Discriminator_loss: 1.12565 Generator_loss: 0.731421 
[INFO] 2020-09-19 09:20:17 > Step:  125800 Progress: 62.9% Elapsed: 18:46:11 temperature: no ada_p: No Discriminator_loss: 1.39114 Generator_loss: 0.728844 
[INFO] 2020-09-19 09:21:05 > Step:  125900 Progress: 62.9% Elapsed: 18:46:59 temperature: no ada_p: No Discriminator_loss: 1.1321 Generator_loss: 0.694872 
[INFO] 2020-09-19 09:21:52 > Step:  126000 Progress: 63.0% Elapsed: 18:47:46 temperature: no ada_p: No Discriminator_loss: 1.09521 Generator_loss: 0.755224 
[INFO] 2020-09-19 09:21:52 > Start Evaluation (126000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:23:43 > F_8 score (Step: 126000, Using test images): 0.9920138801413374
[INFO] 2020-09-19 09:23:43 > F_1/8 score (Step: 126000, Using test images): 0.994172892028838
[INFO] 2020-09-19 09:23:43 > FID score (Step: 126000, Using test moments): 7.696060280200868
[INFO] 2020-09-19 09:23:43 > Inception score (Step: 126000, 10000 generated images): 9.931012153625488
[INFO] 2020-09-19 09:23:43 > Best FID score (Step: 126000, Using test moments): 7.696060280200868
[INFO] 2020-09-19 09:23:44 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:24:32 > Step:  126100 Progress: 63.0% Elapsed: 18:50:26 temperature: no ada_p: No Discriminator_loss: 1.11189 Generator_loss: 1.13762 
[INFO] 2020-09-19 09:25:20 > Step:  126200 Progress: 63.1% Elapsed: 18:51:14 temperature: no ada_p: No Discriminator_loss: 1.14791 Generator_loss: 0.807859 
[INFO] 2020-09-19 09:26:08 > Step:  126300 Progress: 63.1% Elapsed: 18:52:03 temperature: no ada_p: No Discriminator_loss: 1.04881 Generator_loss: 1.51734 
[INFO] 2020-09-19 09:26:57 > Step:  126400 Progress: 63.2% Elapsed: 18:52:52 temperature: no ada_p: No Discriminator_loss: 1.36858 Generator_loss: 0.829232 
[INFO] 2020-09-19 09:27:45 > Step:  126500 Progress: 63.2% Elapsed: 18:53:39 temperature: no ada_p: No Discriminator_loss: 1.39819 Generator_loss: 0.294734 
[INFO] 2020-09-19 09:28:33 > Step:  126600 Progress: 63.3% Elapsed: 18:54:27 temperature: no ada_p: No Discriminator_loss: 1.14704 Generator_loss: 0.890783 
[INFO] 2020-09-19 09:29:22 > Step:  126700 Progress: 63.3% Elapsed: 18:55:16 temperature: no ada_p: No Discriminator_loss: 1.2583 Generator_loss: 0.849841 
[INFO] 2020-09-19 09:30:09 > Step:  126800 Progress: 63.4% Elapsed: 18:56:03 temperature: no ada_p: No Discriminator_loss: 1.17393 Generator_loss: 0.94129 
[INFO] 2020-09-19 09:30:57 > Step:  126900 Progress: 63.4% Elapsed: 18:56:52 temperature: no ada_p: No Discriminator_loss: 1.1871 Generator_loss: -0.0574178 
[INFO] 2020-09-19 09:31:46 > Step:  127000 Progress: 63.5% Elapsed: 18:57:40 temperature: no ada_p: No Discriminator_loss: 1.1092 Generator_loss: 0.409636 
[INFO] 2020-09-19 09:32:34 > Step:  127100 Progress: 63.5% Elapsed: 18:58:28 temperature: no ada_p: No Discriminator_loss: 0.966634 Generator_loss: 0.814584 
[INFO] 2020-09-19 09:33:22 > Step:  127200 Progress: 63.6% Elapsed: 18:59:16 temperature: no ada_p: No Discriminator_loss: 1.2308 Generator_loss: 0.369983 
[INFO] 2020-09-19 09:34:09 > Step:  127300 Progress: 63.6% Elapsed: 19:00:03 temperature: no ada_p: No Discriminator_loss: 1.3609 Generator_loss: 0.88583 
[INFO] 2020-09-19 09:34:57 > Step:  127400 Progress: 63.7% Elapsed: 19:00:51 temperature: no ada_p: No Discriminator_loss: 1.03703 Generator_loss: 0.750291 
[INFO] 2020-09-19 09:35:46 > Step:  127500 Progress: 63.7% Elapsed: 19:01:41 temperature: no ada_p: No Discriminator_loss: 1.45067 Generator_loss: 0.657834 
[INFO] 2020-09-19 09:36:34 > Step:  127600 Progress: 63.8% Elapsed: 19:02:28 temperature: no ada_p: No Discriminator_loss: 1.40934 Generator_loss: 0.928179 
[INFO] 2020-09-19 09:37:23 > Step:  127700 Progress: 63.8% Elapsed: 19:03:17 temperature: no ada_p: No Discriminator_loss: 1.43332 Generator_loss: 1.58918 
[INFO] 2020-09-19 09:38:11 > Step:  127800 Progress: 63.9% Elapsed: 19:04:05 temperature: no ada_p: No Discriminator_loss: 1.08101 Generator_loss: 0.631977 
[INFO] 2020-09-19 09:38:59 > Step:  127900 Progress: 63.9% Elapsed: 19:04:54 temperature: no ada_p: No Discriminator_loss: 1.23118 Generator_loss: 0.507459 
[INFO] 2020-09-19 09:39:48 > Step:  128000 Progress: 64.0% Elapsed: 19:05:42 temperature: no ada_p: No Discriminator_loss: 1.21583 Generator_loss: 0.573948 
[INFO] 2020-09-19 09:39:48 > Start Evaluation (128000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:41:39 > F_8 score (Step: 128000, Using test images): 0.9912239143124175
[INFO] 2020-09-19 09:41:39 > F_1/8 score (Step: 128000, Using test images): 0.9948620497075513
[INFO] 2020-09-19 09:41:39 > FID score (Step: 128000, Using test moments): 7.782976162220962
[INFO] 2020-09-19 09:41:39 > Inception score (Step: 128000, 10000 generated images): 9.783897399902344
[INFO] 2020-09-19 09:41:39 > Best FID score (Step: 126000, Using test moments): 7.696060280200868
[INFO] 2020-09-19 09:41:40 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:42:27 > Step:  128100 Progress: 64.0% Elapsed: 19:08:21 temperature: no ada_p: No Discriminator_loss: 1.27267 Generator_loss: 0.785223 
[INFO] 2020-09-19 09:43:15 > Step:  128200 Progress: 64.1% Elapsed: 19:09:09 temperature: no ada_p: No Discriminator_loss: 1.43935 Generator_loss: 0.777091 
[INFO] 2020-09-19 09:44:03 > Step:  128300 Progress: 64.1% Elapsed: 19:09:58 temperature: no ada_p: No Discriminator_loss: 1.27212 Generator_loss: 0.674756 
[INFO] 2020-09-19 09:44:52 > Step:  128400 Progress: 64.2% Elapsed: 19:10:46 temperature: no ada_p: No Discriminator_loss: 1.04679 Generator_loss: 0.805005 
[INFO] 2020-09-19 09:45:40 > Step:  128500 Progress: 64.2% Elapsed: 19:11:34 temperature: no ada_p: No Discriminator_loss: 1.07778 Generator_loss: 0.379874 
[INFO] 2020-09-19 09:46:28 > Step:  128600 Progress: 64.3% Elapsed: 19:12:22 temperature: no ada_p: No Discriminator_loss: 1.28189 Generator_loss: 0.198262 
[INFO] 2020-09-19 09:47:15 > Step:  128700 Progress: 64.3% Elapsed: 19:13:09 temperature: no ada_p: No Discriminator_loss: 1.29505 Generator_loss: 0.584423 
[INFO] 2020-09-19 09:48:03 > Step:  128800 Progress: 64.4% Elapsed: 19:13:58 temperature: no ada_p: No Discriminator_loss: 1.27219 Generator_loss: 0.622311 
[INFO] 2020-09-19 09:48:53 > Step:  128900 Progress: 64.5% Elapsed: 19:14:47 temperature: no ada_p: No Discriminator_loss: 1.11575 Generator_loss: -0.144394 
[INFO] 2020-09-19 09:49:40 > Step:  129000 Progress: 64.5% Elapsed: 19:15:34 temperature: no ada_p: No Discriminator_loss: 1.29027 Generator_loss: 0.590258 
[INFO] 2020-09-19 09:50:29 > Step:  129100 Progress: 64.5% Elapsed: 19:16:23 temperature: no ada_p: No Discriminator_loss: 1.40942 Generator_loss: 0.586555 
[INFO] 2020-09-19 09:51:18 > Step:  129200 Progress: 64.6% Elapsed: 19:17:12 temperature: no ada_p: No Discriminator_loss: 1.1193 Generator_loss: 0.460812 
[INFO] 2020-09-19 09:52:05 > Step:  129300 Progress: 64.6% Elapsed: 19:17:59 temperature: no ada_p: No Discriminator_loss: 1.32336 Generator_loss: 0.966649 
[INFO] 2020-09-19 09:52:53 > Step:  129400 Progress: 64.7% Elapsed: 19:18:47 temperature: no ada_p: No Discriminator_loss: 1.2719 Generator_loss: 1.08359 
[INFO] 2020-09-19 09:53:41 > Step:  129500 Progress: 64.8% Elapsed: 19:19:35 temperature: no ada_p: No Discriminator_loss: 1.05712 Generator_loss: 0.811938 
[INFO] 2020-09-19 09:54:28 > Step:  129600 Progress: 64.8% Elapsed: 19:20:22 temperature: no ada_p: No Discriminator_loss: 0.988624 Generator_loss: 0.450286 
[INFO] 2020-09-19 09:55:17 > Step:  129700 Progress: 64.8% Elapsed: 19:21:12 temperature: no ada_p: No Discriminator_loss: 1.13145 Generator_loss: 0.710894 
[INFO] 2020-09-19 09:56:05 > Step:  129800 Progress: 64.9% Elapsed: 19:21:59 temperature: no ada_p: No Discriminator_loss: 1.14472 Generator_loss: 0.891477 
[INFO] 2020-09-19 09:56:53 > Step:  129900 Progress: 65.0% Elapsed: 19:22:47 temperature: no ada_p: No Discriminator_loss: 1.13929 Generator_loss: 0.81168 
[INFO] 2020-09-19 09:57:42 > Step:  130000 Progress: 65.0% Elapsed: 19:23:36 temperature: no ada_p: No Discriminator_loss: 1.1584 Generator_loss: 0.410994 
[INFO] 2020-09-19 09:57:42 > Start Evaluation (130000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 09:59:33 > F_8 score (Step: 130000, Using test images): 0.994206959448461
[INFO] 2020-09-19 09:59:33 > F_1/8 score (Step: 130000, Using test images): 0.9956695807918722
[INFO] 2020-09-19 09:59:33 > FID score (Step: 130000, Using test moments): 7.814968443201053
[INFO] 2020-09-19 09:59:33 > Inception score (Step: 130000, 10000 generated images): 9.843460083007812
[INFO] 2020-09-19 09:59:33 > Best FID score (Step: 126000, Using test moments): 7.696060280200868
[INFO] 2020-09-19 09:59:34 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:00:21 > Step:  130100 Progress: 65.0% Elapsed: 19:26:15 temperature: no ada_p: No Discriminator_loss: 1.39163 Generator_loss: 0.536565 
[INFO] 2020-09-19 10:01:09 > Step:  130200 Progress: 65.1% Elapsed: 19:27:04 temperature: no ada_p: No Discriminator_loss: 1.19926 Generator_loss: 0.201072 
[INFO] 2020-09-19 10:01:58 > Step:  130300 Progress: 65.1% Elapsed: 19:27:52 temperature: no ada_p: No Discriminator_loss: 1.14126 Generator_loss: 0.121181 
[INFO] 2020-09-19 10:02:45 > Step:  130400 Progress: 65.2% Elapsed: 19:28:39 temperature: no ada_p: No Discriminator_loss: 1.17666 Generator_loss: 0.721196 
[INFO] 2020-09-19 10:03:34 > Step:  130500 Progress: 65.2% Elapsed: 19:29:28 temperature: no ada_p: No Discriminator_loss: 1.33479 Generator_loss: 0.836289 
[INFO] 2020-09-19 10:04:22 > Step:  130600 Progress: 65.3% Elapsed: 19:30:16 temperature: no ada_p: No Discriminator_loss: 1.05223 Generator_loss: 0.728375 
[INFO] 2020-09-19 10:05:09 > Step:  130700 Progress: 65.3% Elapsed: 19:31:03 temperature: no ada_p: No Discriminator_loss: 1.1004 Generator_loss: 0.480771 
[INFO] 2020-09-19 10:05:58 > Step:  130800 Progress: 65.4% Elapsed: 19:31:52 temperature: no ada_p: No Discriminator_loss: 1.03 Generator_loss: 0.313558 
[INFO] 2020-09-19 10:06:47 > Step:  130900 Progress: 65.5% Elapsed: 19:32:41 temperature: no ada_p: No Discriminator_loss: 1.10172 Generator_loss: 0.697409 
[INFO] 2020-09-19 10:07:35 > Step:  131000 Progress: 65.5% Elapsed: 19:33:29 temperature: no ada_p: No Discriminator_loss: 1.14068 Generator_loss: 0.0149733 
[INFO] 2020-09-19 10:08:24 > Step:  131100 Progress: 65.5% Elapsed: 19:34:18 temperature: no ada_p: No Discriminator_loss: 1.18461 Generator_loss: 1.45764 
[INFO] 2020-09-19 10:09:12 > Step:  131200 Progress: 65.6% Elapsed: 19:35:06 temperature: no ada_p: No Discriminator_loss: 1.07388 Generator_loss: 0.295121 
[INFO] 2020-09-19 10:10:01 > Step:  131300 Progress: 65.6% Elapsed: 19:35:55 temperature: no ada_p: No Discriminator_loss: 1.17498 Generator_loss: 0.357751 
[INFO] 2020-09-19 10:10:50 > Step:  131400 Progress: 65.7% Elapsed: 19:36:44 temperature: no ada_p: No Discriminator_loss: 1.128 Generator_loss: 0.648925 
[INFO] 2020-09-19 10:11:37 > Step:  131500 Progress: 65.8% Elapsed: 19:37:31 temperature: no ada_p: No Discriminator_loss: 1.1026 Generator_loss: 0.811679 
[INFO] 2020-09-19 10:12:25 > Step:  131600 Progress: 65.8% Elapsed: 19:38:19 temperature: no ada_p: No Discriminator_loss: 1.37416 Generator_loss: 0.499489 
[INFO] 2020-09-19 10:13:13 > Step:  131700 Progress: 65.8% Elapsed: 19:39:07 temperature: no ada_p: No Discriminator_loss: 1.18289 Generator_loss: 1.10251 
[INFO] 2020-09-19 10:14:00 > Step:  131800 Progress: 65.9% Elapsed: 19:39:54 temperature: no ada_p: No Discriminator_loss: 1.21927 Generator_loss: 0.79323 
[INFO] 2020-09-19 10:14:49 > Step:  131900 Progress: 66.0% Elapsed: 19:40:43 temperature: no ada_p: No Discriminator_loss: 1.33411 Generator_loss: 0.874025 
[INFO] 2020-09-19 10:15:37 > Step:  132000 Progress: 66.0% Elapsed: 19:41:31 temperature: no ada_p: No Discriminator_loss: 1.19205 Generator_loss: 0.889051 
[INFO] 2020-09-19 10:15:37 > Start Evaluation (132000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:17:29 > F_8 score (Step: 132000, Using test images): 0.9926818966428362
[INFO] 2020-09-19 10:17:29 > F_1/8 score (Step: 132000, Using test images): 0.9950986095353338
[INFO] 2020-09-19 10:17:29 > FID score (Step: 132000, Using test moments): 7.818792052615493
[INFO] 2020-09-19 10:17:29 > Inception score (Step: 132000, 10000 generated images): 9.903112411499023
[INFO] 2020-09-19 10:17:29 > Best FID score (Step: 126000, Using test moments): 7.696060280200868
[INFO] 2020-09-19 10:17:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:18:16 > Step:  132100 Progress: 66.0% Elapsed: 19:44:11 temperature: no ada_p: No Discriminator_loss: 1.02954 Generator_loss: 0.830143 
[INFO] 2020-09-19 10:19:05 > Step:  132200 Progress: 66.1% Elapsed: 19:44:59 temperature: no ada_p: No Discriminator_loss: 1.62335 Generator_loss: 0.735813 
[INFO] 2020-09-19 10:19:53 > Step:  132300 Progress: 66.1% Elapsed: 19:45:47 temperature: no ada_p: No Discriminator_loss: 1.25068 Generator_loss: 0.789507 
[INFO] 2020-09-19 10:20:41 > Step:  132400 Progress: 66.2% Elapsed: 19:46:35 temperature: no ada_p: No Discriminator_loss: 1.15624 Generator_loss: 0.407679 
[INFO] 2020-09-19 10:21:30 > Step:  132500 Progress: 66.2% Elapsed: 19:47:24 temperature: no ada_p: No Discriminator_loss: 1.1395 Generator_loss: 0.377087 
[INFO] 2020-09-19 10:22:17 > Step:  132600 Progress: 66.3% Elapsed: 19:48:12 temperature: no ada_p: No Discriminator_loss: 1.21852 Generator_loss: 0.801594 
[INFO] 2020-09-19 10:23:06 > Step:  132700 Progress: 66.3% Elapsed: 19:49:00 temperature: no ada_p: No Discriminator_loss: 1.11254 Generator_loss: 0.553115 
[INFO] 2020-09-19 10:23:54 > Step:  132800 Progress: 66.4% Elapsed: 19:49:48 temperature: no ada_p: No Discriminator_loss: 1.52851 Generator_loss: 1.05714 
[INFO] 2020-09-19 10:24:42 > Step:  132900 Progress: 66.5% Elapsed: 19:50:36 temperature: no ada_p: No Discriminator_loss: 1.16849 Generator_loss: 0.463931 
[INFO] 2020-09-19 10:25:30 > Step:  133000 Progress: 66.5% Elapsed: 19:51:24 temperature: no ada_p: No Discriminator_loss: 1.15751 Generator_loss: 0.748258 
[INFO] 2020-09-19 10:26:18 > Step:  133100 Progress: 66.5% Elapsed: 19:52:12 temperature: no ada_p: No Discriminator_loss: 1.0718 Generator_loss: 0.512152 
[INFO] 2020-09-19 10:27:06 > Step:  133200 Progress: 66.6% Elapsed: 19:53:00 temperature: no ada_p: No Discriminator_loss: 1.23072 Generator_loss: 0.760616 
[INFO] 2020-09-19 10:27:54 > Step:  133300 Progress: 66.6% Elapsed: 19:53:48 temperature: no ada_p: No Discriminator_loss: 1.00963 Generator_loss: 0.911639 
[INFO] 2020-09-19 10:28:42 > Step:  133400 Progress: 66.7% Elapsed: 19:54:37 temperature: no ada_p: No Discriminator_loss: 1.10397 Generator_loss: 0.486965 
[INFO] 2020-09-19 10:29:30 > Step:  133500 Progress: 66.8% Elapsed: 19:55:25 temperature: no ada_p: No Discriminator_loss: 1.22046 Generator_loss: 0.575119 
[INFO] 2020-09-19 10:30:19 > Step:  133600 Progress: 66.8% Elapsed: 19:56:13 temperature: no ada_p: No Discriminator_loss: 1.16223 Generator_loss: 0.794937 
[INFO] 2020-09-19 10:31:06 > Step:  133700 Progress: 66.8% Elapsed: 19:57:00 temperature: no ada_p: No Discriminator_loss: 1.16143 Generator_loss: 0.690205 
[INFO] 2020-09-19 10:31:54 > Step:  133800 Progress: 66.9% Elapsed: 19:57:48 temperature: no ada_p: No Discriminator_loss: 1.37283 Generator_loss: 0.433888 
[INFO] 2020-09-19 10:32:43 > Step:  133900 Progress: 67.0% Elapsed: 19:58:37 temperature: no ada_p: No Discriminator_loss: 1.20623 Generator_loss: 1.04373 
[INFO] 2020-09-19 10:33:31 > Step:  134000 Progress: 67.0% Elapsed: 19:59:25 temperature: no ada_p: No Discriminator_loss: 1.18552 Generator_loss: 0.208998 
[INFO] 2020-09-19 10:33:31 > Start Evaluation (134000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:35:22 > F_8 score (Step: 134000, Using test images): 0.993607098679143
[INFO] 2020-09-19 10:35:22 > F_1/8 score (Step: 134000, Using test images): 0.9949256420303115
[INFO] 2020-09-19 10:35:22 > FID score (Step: 134000, Using test moments): 7.672978103664036
[INFO] 2020-09-19 10:35:22 > Inception score (Step: 134000, 10000 generated images): 9.823044776916504
[INFO] 2020-09-19 10:35:22 > Best FID score (Step: 134000, Using test moments): 7.672978103664036
[INFO] 2020-09-19 10:35:23 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:36:11 > Step:  134100 Progress: 67.0% Elapsed: 20:02:05 temperature: no ada_p: No Discriminator_loss: 1.17085 Generator_loss: 1.10207 
[INFO] 2020-09-19 10:37:00 > Step:  134200 Progress: 67.1% Elapsed: 20:02:54 temperature: no ada_p: No Discriminator_loss: 1.22212 Generator_loss: 0.666439 
[INFO] 2020-09-19 10:37:48 > Step:  134300 Progress: 67.2% Elapsed: 20:03:42 temperature: no ada_p: No Discriminator_loss: 1.07266 Generator_loss: 0.717155 
[INFO] 2020-09-19 10:38:36 > Step:  134400 Progress: 67.2% Elapsed: 20:04:30 temperature: no ada_p: No Discriminator_loss: 1.09441 Generator_loss: 0.516092 
[INFO] 2020-09-19 10:39:24 > Step:  134500 Progress: 67.2% Elapsed: 20:05:18 temperature: no ada_p: No Discriminator_loss: 1.14279 Generator_loss: 0.954392 
[INFO] 2020-09-19 10:40:12 > Step:  134600 Progress: 67.3% Elapsed: 20:06:06 temperature: no ada_p: No Discriminator_loss: 1.00533 Generator_loss: 0.520384 
[INFO] 2020-09-19 10:41:00 > Step:  134700 Progress: 67.3% Elapsed: 20:06:54 temperature: no ada_p: No Discriminator_loss: 1.08858 Generator_loss: 0.804071 
[INFO] 2020-09-19 10:41:47 > Step:  134800 Progress: 67.4% Elapsed: 20:07:41 temperature: no ada_p: No Discriminator_loss: 1.17006 Generator_loss: 0.457935 
[INFO] 2020-09-19 10:42:35 > Step:  134900 Progress: 67.5% Elapsed: 20:08:30 temperature: no ada_p: No Discriminator_loss: 1.25316 Generator_loss: 0.408448 
[INFO] 2020-09-19 10:43:24 > Step:  135000 Progress: 67.5% Elapsed: 20:09:18 temperature: no ada_p: No Discriminator_loss: 1.09067 Generator_loss: 0.461134 
[INFO] 2020-09-19 10:44:12 > Step:  135100 Progress: 67.5% Elapsed: 20:10:06 temperature: no ada_p: No Discriminator_loss: 1.22472 Generator_loss: 0.915251 
[INFO] 2020-09-19 10:45:00 > Step:  135200 Progress: 67.6% Elapsed: 20:10:54 temperature: no ada_p: No Discriminator_loss: 1.08533 Generator_loss: 0.638295 
[INFO] 2020-09-19 10:45:48 > Step:  135300 Progress: 67.7% Elapsed: 20:11:42 temperature: no ada_p: No Discriminator_loss: 0.992886 Generator_loss: 0.987784 
[INFO] 2020-09-19 10:46:36 > Step:  135400 Progress: 67.7% Elapsed: 20:12:30 temperature: no ada_p: No Discriminator_loss: 1.10619 Generator_loss: 0.66545 
[INFO] 2020-09-19 10:47:24 > Step:  135500 Progress: 67.8% Elapsed: 20:13:19 temperature: no ada_p: No Discriminator_loss: 1.10745 Generator_loss: 0.109401 
[INFO] 2020-09-19 10:48:13 > Step:  135600 Progress: 67.8% Elapsed: 20:14:07 temperature: no ada_p: No Discriminator_loss: 1.30287 Generator_loss: 0.57284 
[INFO] 2020-09-19 10:49:01 > Step:  135700 Progress: 67.8% Elapsed: 20:14:55 temperature: no ada_p: No Discriminator_loss: 1.14138 Generator_loss: 0.513548 
[INFO] 2020-09-19 10:49:49 > Step:  135800 Progress: 67.9% Elapsed: 20:15:44 temperature: no ada_p: No Discriminator_loss: 1.04218 Generator_loss: 0.745288 
[INFO] 2020-09-19 10:50:37 > Step:  135900 Progress: 68.0% Elapsed: 20:16:31 temperature: no ada_p: No Discriminator_loss: 1.14237 Generator_loss: 0.919692 
[INFO] 2020-09-19 10:51:25 > Step:  136000 Progress: 68.0% Elapsed: 20:17:19 temperature: no ada_p: No Discriminator_loss: 1.16162 Generator_loss: 0.469491 
[INFO] 2020-09-19 10:51:25 > Start Evaluation (136000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:53:17 > F_8 score (Step: 136000, Using test images): 0.9920269522209338
[INFO] 2020-09-19 10:53:17 > F_1/8 score (Step: 136000, Using test images): 0.9957167115472036
[INFO] 2020-09-19 10:53:17 > FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 10:53:17 > Inception score (Step: 136000, 10000 generated images): 9.885038375854492
[INFO] 2020-09-19 10:53:17 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 10:53:18 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 10:54:06 > Step:  136100 Progress: 68.0% Elapsed: 20:20:00 temperature: no ada_p: No Discriminator_loss: 1.09291 Generator_loss: 0.78897 
[INFO] 2020-09-19 10:54:54 > Step:  136200 Progress: 68.1% Elapsed: 20:20:49 temperature: no ada_p: No Discriminator_loss: 1.09552 Generator_loss: 0.367021 
[INFO] 2020-09-19 10:55:43 > Step:  136300 Progress: 68.2% Elapsed: 20:21:37 temperature: no ada_p: No Discriminator_loss: 1.40615 Generator_loss: 0.536043 
[INFO] 2020-09-19 10:56:31 > Step:  136400 Progress: 68.2% Elapsed: 20:22:26 temperature: no ada_p: No Discriminator_loss: 1.32386 Generator_loss: 0.501622 
[INFO] 2020-09-19 10:57:19 > Step:  136500 Progress: 68.2% Elapsed: 20:23:13 temperature: no ada_p: No Discriminator_loss: 1.11208 Generator_loss: 0.44019 
[INFO] 2020-09-19 10:58:07 > Step:  136600 Progress: 68.3% Elapsed: 20:24:01 temperature: no ada_p: No Discriminator_loss: 0.812328 Generator_loss: 1.1771 
[INFO] 2020-09-19 10:58:55 > Step:  136700 Progress: 68.3% Elapsed: 20:24:50 temperature: no ada_p: No Discriminator_loss: 1.17682 Generator_loss: 0.71737 
[INFO] 2020-09-19 10:59:43 > Step:  136800 Progress: 68.4% Elapsed: 20:25:37 temperature: no ada_p: No Discriminator_loss: 1.11988 Generator_loss: 0.663987 
[INFO] 2020-09-19 11:00:31 > Step:  136900 Progress: 68.5% Elapsed: 20:26:25 temperature: no ada_p: No Discriminator_loss: 1.08755 Generator_loss: 0.506507 
[INFO] 2020-09-19 11:01:19 > Step:  137000 Progress: 68.5% Elapsed: 20:27:13 temperature: no ada_p: No Discriminator_loss: 1.16069 Generator_loss: 1.52778 
[INFO] 2020-09-19 11:02:06 > Step:  137100 Progress: 68.5% Elapsed: 20:28:01 temperature: no ada_p: No Discriminator_loss: 1.13657 Generator_loss: 0.413038 
[INFO] 2020-09-19 11:02:55 > Step:  137200 Progress: 68.6% Elapsed: 20:28:49 temperature: no ada_p: No Discriminator_loss: 1.26855 Generator_loss: 0.866826 
[INFO] 2020-09-19 11:03:44 > Step:  137300 Progress: 68.7% Elapsed: 20:29:38 temperature: no ada_p: No Discriminator_loss: 1.11111 Generator_loss: 0.670542 
[INFO] 2020-09-19 11:04:31 > Step:  137400 Progress: 68.7% Elapsed: 20:30:25 temperature: no ada_p: No Discriminator_loss: 1.2983 Generator_loss: 0.48586 
[INFO] 2020-09-19 11:05:20 > Step:  137500 Progress: 68.8% Elapsed: 20:31:14 temperature: no ada_p: No Discriminator_loss: 1.40696 Generator_loss: 1.07756 
[INFO] 2020-09-19 11:06:08 > Step:  137600 Progress: 68.8% Elapsed: 20:32:02 temperature: no ada_p: No Discriminator_loss: 1.19008 Generator_loss: 1.19796 
[INFO] 2020-09-19 11:06:56 > Step:  137700 Progress: 68.8% Elapsed: 20:32:50 temperature: no ada_p: No Discriminator_loss: 1.30155 Generator_loss: 0.966673 
[INFO] 2020-09-19 11:07:45 > Step:  137800 Progress: 68.9% Elapsed: 20:33:39 temperature: no ada_p: No Discriminator_loss: 1.22761 Generator_loss: 0.48726 
[INFO] 2020-09-19 11:08:34 > Step:  137900 Progress: 69.0% Elapsed: 20:34:28 temperature: no ada_p: No Discriminator_loss: 1.28499 Generator_loss: 0.636218 
[INFO] 2020-09-19 11:09:23 > Step:  138000 Progress: 69.0% Elapsed: 20:35:17 temperature: no ada_p: No Discriminator_loss: 1.38305 Generator_loss: 0.565632 
[INFO] 2020-09-19 11:09:23 > Start Evaluation (138000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:11:13 > F_8 score (Step: 138000, Using test images): 0.9914479550384118
[INFO] 2020-09-19 11:11:13 > F_1/8 score (Step: 138000, Using test images): 0.9937196397796428
[INFO] 2020-09-19 11:11:13 > FID score (Step: 138000, Using test moments): 7.665423318185901
[INFO] 2020-09-19 11:11:13 > Inception score (Step: 138000, 10000 generated images): 9.938416481018066
[INFO] 2020-09-19 11:11:13 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 11:11:14 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:12:02 > Step:  138100 Progress: 69.0% Elapsed: 20:37:56 temperature: no ada_p: No Discriminator_loss: 1.08587 Generator_loss: 0.540053 
[INFO] 2020-09-19 11:12:49 > Step:  138200 Progress: 69.1% Elapsed: 20:38:43 temperature: no ada_p: No Discriminator_loss: 1.1367 Generator_loss: 0.997353 
[INFO] 2020-09-19 11:13:37 > Step:  138300 Progress: 69.2% Elapsed: 20:39:32 temperature: no ada_p: No Discriminator_loss: 1.20909 Generator_loss: 0.0574576 
[INFO] 2020-09-19 11:14:26 > Step:  138400 Progress: 69.2% Elapsed: 20:40:20 temperature: no ada_p: No Discriminator_loss: 1.29243 Generator_loss: 0.487731 
[INFO] 2020-09-19 11:15:14 > Step:  138500 Progress: 69.2% Elapsed: 20:41:09 temperature: no ada_p: No Discriminator_loss: 1.20168 Generator_loss: 0.175279 
[INFO] 2020-09-19 11:16:03 > Step:  138600 Progress: 69.3% Elapsed: 20:41:58 temperature: no ada_p: No Discriminator_loss: 1.00753 Generator_loss: 0.327827 
[INFO] 2020-09-19 11:16:51 > Step:  138700 Progress: 69.3% Elapsed: 20:42:45 temperature: no ada_p: No Discriminator_loss: 1.06232 Generator_loss: 0.753311 
[INFO] 2020-09-19 11:17:40 > Step:  138800 Progress: 69.4% Elapsed: 20:43:34 temperature: no ada_p: No Discriminator_loss: 1.21252 Generator_loss: 0.788992 
[INFO] 2020-09-19 11:18:29 > Step:  138900 Progress: 69.5% Elapsed: 20:44:23 temperature: no ada_p: No Discriminator_loss: 0.950401 Generator_loss: 0.352988 
[INFO] 2020-09-19 11:19:17 > Step:  139000 Progress: 69.5% Elapsed: 20:45:12 temperature: no ada_p: No Discriminator_loss: 0.994649 Generator_loss: 0.578742 
[INFO] 2020-09-19 11:20:06 > Step:  139100 Progress: 69.5% Elapsed: 20:46:00 temperature: no ada_p: No Discriminator_loss: 1.12331 Generator_loss: 0.56723 
[INFO] 2020-09-19 11:20:55 > Step:  139200 Progress: 69.6% Elapsed: 20:46:49 temperature: no ada_p: No Discriminator_loss: 1.23746 Generator_loss: 0.630891 
[INFO] 2020-09-19 11:21:43 > Step:  139300 Progress: 69.7% Elapsed: 20:47:37 temperature: no ada_p: No Discriminator_loss: 1.20842 Generator_loss: 0.628941 
[INFO] 2020-09-19 11:22:31 > Step:  139400 Progress: 69.7% Elapsed: 20:48:25 temperature: no ada_p: No Discriminator_loss: 1.25876 Generator_loss: 1.26496 
[INFO] 2020-09-19 11:23:20 > Step:  139500 Progress: 69.8% Elapsed: 20:49:14 temperature: no ada_p: No Discriminator_loss: 1.24236 Generator_loss: 0.605603 
[INFO] 2020-09-19 11:24:08 > Step:  139600 Progress: 69.8% Elapsed: 20:50:02 temperature: no ada_p: No Discriminator_loss: 0.991269 Generator_loss: 0.711131 
[INFO] 2020-09-19 11:24:57 > Step:  139700 Progress: 69.8% Elapsed: 20:50:51 temperature: no ada_p: No Discriminator_loss: 1.08165 Generator_loss: 0.587939 
[INFO] 2020-09-19 11:25:45 > Step:  139800 Progress: 69.9% Elapsed: 20:51:39 temperature: no ada_p: No Discriminator_loss: 1.1601 Generator_loss: 0.682633 
[INFO] 2020-09-19 11:26:32 > Step:  139900 Progress: 70.0% Elapsed: 20:52:26 temperature: no ada_p: No Discriminator_loss: 1.22317 Generator_loss: 0.638414 
[INFO] 2020-09-19 11:27:20 > Step:  140000 Progress: 70.0% Elapsed: 20:53:14 temperature: no ada_p: No Discriminator_loss: 1.27761 Generator_loss: 1.06663 
[INFO] 2020-09-19 11:27:20 > Start Evaluation (140000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:29:12 > F_8 score (Step: 140000, Using test images): 0.9919783020221543
[INFO] 2020-09-19 11:29:12 > F_1/8 score (Step: 140000, Using test images): 0.9950581753097942
[INFO] 2020-09-19 11:29:12 > FID score (Step: 140000, Using test moments): 7.632221267036243
[INFO] 2020-09-19 11:29:12 > Inception score (Step: 140000, 10000 generated images): 9.930204391479492
[INFO] 2020-09-19 11:29:12 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 11:29:12 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:30:00 > Step:  140100 Progress: 70.0% Elapsed: 20:55:54 temperature: no ada_p: No Discriminator_loss: 1.18797 Generator_loss: 0.857317 
[INFO] 2020-09-19 11:30:49 > Step:  140200 Progress: 70.1% Elapsed: 20:56:43 temperature: no ada_p: No Discriminator_loss: 1.02995 Generator_loss: 0.61795 
[INFO] 2020-09-19 11:31:38 > Step:  140300 Progress: 70.2% Elapsed: 20:57:32 temperature: no ada_p: No Discriminator_loss: 1.02076 Generator_loss: 0.747171 
[INFO] 2020-09-19 11:32:26 > Step:  140400 Progress: 70.2% Elapsed: 20:58:20 temperature: no ada_p: No Discriminator_loss: 1.16327 Generator_loss: 0.36009 
[INFO] 2020-09-19 11:33:14 > Step:  140500 Progress: 70.2% Elapsed: 20:59:09 temperature: no ada_p: No Discriminator_loss: 1.5277 Generator_loss: 0.950222 
[INFO] 2020-09-19 11:34:03 > Step:  140600 Progress: 70.3% Elapsed: 20:59:57 temperature: no ada_p: No Discriminator_loss: 1.11601 Generator_loss: 0.677014 
[INFO] 2020-09-19 11:34:50 > Step:  140700 Progress: 70.3% Elapsed: 21:00:44 temperature: no ada_p: No Discriminator_loss: 1.28474 Generator_loss: 0.919502 
[INFO] 2020-09-19 11:35:39 > Step:  140800 Progress: 70.4% Elapsed: 21:01:33 temperature: no ada_p: No Discriminator_loss: 0.976107 Generator_loss: 0.0870305 
[INFO] 2020-09-19 11:36:27 > Step:  140900 Progress: 70.5% Elapsed: 21:02:21 temperature: no ada_p: No Discriminator_loss: 1.16204 Generator_loss: 0.453837 
[INFO] 2020-09-19 11:37:15 > Step:  141000 Progress: 70.5% Elapsed: 21:03:09 temperature: no ada_p: No Discriminator_loss: 1.28835 Generator_loss: 1.10033 
[INFO] 2020-09-19 11:38:03 > Step:  141100 Progress: 70.5% Elapsed: 21:03:57 temperature: no ada_p: No Discriminator_loss: 1.04814 Generator_loss: 0.427264 
[INFO] 2020-09-19 11:38:51 > Step:  141200 Progress: 70.6% Elapsed: 21:04:45 temperature: no ada_p: No Discriminator_loss: 1.07714 Generator_loss: 0.217973 
[INFO] 2020-09-19 11:39:39 > Step:  141300 Progress: 70.7% Elapsed: 21:05:34 temperature: no ada_p: No Discriminator_loss: 1.23051 Generator_loss: 1.12007 
[INFO] 2020-09-19 11:40:27 > Step:  141400 Progress: 70.7% Elapsed: 21:06:21 temperature: no ada_p: No Discriminator_loss: 1.0948 Generator_loss: 0.758298 
[INFO] 2020-09-19 11:41:16 > Step:  141500 Progress: 70.8% Elapsed: 21:07:10 temperature: no ada_p: No Discriminator_loss: 1.15464 Generator_loss: 0.691003 
[INFO] 2020-09-19 11:42:04 > Step:  141600 Progress: 70.8% Elapsed: 21:07:59 temperature: no ada_p: No Discriminator_loss: 1.52004 Generator_loss: 0.710992 
[INFO] 2020-09-19 11:42:52 > Step:  141700 Progress: 70.9% Elapsed: 21:08:47 temperature: no ada_p: No Discriminator_loss: 1.26344 Generator_loss: 0.616669 
[INFO] 2020-09-19 11:43:40 > Step:  141800 Progress: 70.9% Elapsed: 21:09:34 temperature: no ada_p: No Discriminator_loss: 1.24347 Generator_loss: -0.0419759 
[INFO] 2020-09-19 11:44:29 > Step:  141900 Progress: 71.0% Elapsed: 21:10:23 temperature: no ada_p: No Discriminator_loss: 1.08231 Generator_loss: 0.47925 
[INFO] 2020-09-19 11:45:18 > Step:  142000 Progress: 71.0% Elapsed: 21:11:12 temperature: no ada_p: No Discriminator_loss: 1.03515 Generator_loss: 0.763499 
[INFO] 2020-09-19 11:45:18 > Start Evaluation (142000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:47:09 > F_8 score (Step: 142000, Using test images): 0.9920403633900305
[INFO] 2020-09-19 11:47:09 > F_1/8 score (Step: 142000, Using test images): 0.9950487881890975
[INFO] 2020-09-19 11:47:09 > FID score (Step: 142000, Using test moments): 7.648238877724111
[INFO] 2020-09-19 11:47:09 > Inception score (Step: 142000, 10000 generated images): 9.932781219482422
[INFO] 2020-09-19 11:47:09 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 11:47:10 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 11:47:56 > Step:  142100 Progress: 71.0% Elapsed: 21:13:51 temperature: no ada_p: No Discriminator_loss: 1.15398 Generator_loss: 0.56907 
[INFO] 2020-09-19 11:48:45 > Step:  142200 Progress: 71.1% Elapsed: 21:14:39 temperature: no ada_p: No Discriminator_loss: 1.23202 Generator_loss: 0.913011 
[INFO] 2020-09-19 11:49:33 > Step:  142300 Progress: 71.2% Elapsed: 21:15:27 temperature: no ada_p: No Discriminator_loss: 1.12699 Generator_loss: 0.487441 
[INFO] 2020-09-19 11:50:21 > Step:  142400 Progress: 71.2% Elapsed: 21:16:15 temperature: no ada_p: No Discriminator_loss: 1.13981 Generator_loss: 0.918705 
[INFO] 2020-09-19 11:51:09 > Step:  142500 Progress: 71.2% Elapsed: 21:17:03 temperature: no ada_p: No Discriminator_loss: 1.2923 Generator_loss: 1.11964 
[INFO] 2020-09-19 11:51:56 > Step:  142600 Progress: 71.3% Elapsed: 21:17:51 temperature: no ada_p: No Discriminator_loss: 1.07556 Generator_loss: 0.797693 
[INFO] 2020-09-19 11:52:45 > Step:  142700 Progress: 71.4% Elapsed: 21:18:39 temperature: no ada_p: No Discriminator_loss: 1.34219 Generator_loss: 0.741589 
[INFO] 2020-09-19 11:53:33 > Step:  142800 Progress: 71.4% Elapsed: 21:19:27 temperature: no ada_p: No Discriminator_loss: 1.0766 Generator_loss: 0.990822 
[INFO] 2020-09-19 11:54:21 > Step:  142900 Progress: 71.5% Elapsed: 21:20:15 temperature: no ada_p: No Discriminator_loss: 1.03904 Generator_loss: 1.12697 
[INFO] 2020-09-19 11:55:10 > Step:  143000 Progress: 71.5% Elapsed: 21:21:04 temperature: no ada_p: No Discriminator_loss: 1.4485 Generator_loss: 0.372249 
[INFO] 2020-09-19 11:55:59 > Step:  143100 Progress: 71.5% Elapsed: 21:21:53 temperature: no ada_p: No Discriminator_loss: 1.10311 Generator_loss: 0.948661 
[INFO] 2020-09-19 11:56:47 > Step:  143200 Progress: 71.6% Elapsed: 21:22:41 temperature: no ada_p: No Discriminator_loss: 1.38454 Generator_loss: 0.13286 
[INFO] 2020-09-19 11:57:35 > Step:  143300 Progress: 71.7% Elapsed: 21:23:29 temperature: no ada_p: No Discriminator_loss: 1.19698 Generator_loss: 0.534006 
[INFO] 2020-09-19 11:58:24 > Step:  143400 Progress: 71.7% Elapsed: 21:24:18 temperature: no ada_p: No Discriminator_loss: 1.0454 Generator_loss: 0.954402 
[INFO] 2020-09-19 11:59:11 > Step:  143500 Progress: 71.8% Elapsed: 21:25:05 temperature: no ada_p: No Discriminator_loss: 1.22107 Generator_loss: 0.962625 
[INFO] 2020-09-19 11:59:59 > Step:  143600 Progress: 71.8% Elapsed: 21:25:54 temperature: no ada_p: No Discriminator_loss: 1.25636 Generator_loss: 0.641035 
[INFO] 2020-09-19 12:00:47 > Step:  143700 Progress: 71.9% Elapsed: 21:26:41 temperature: no ada_p: No Discriminator_loss: 1.17493 Generator_loss: 0.752027 
[INFO] 2020-09-19 12:01:36 > Step:  143800 Progress: 71.9% Elapsed: 21:27:30 temperature: no ada_p: No Discriminator_loss: 1.21812 Generator_loss: 1.11892 
[INFO] 2020-09-19 12:02:24 > Step:  143900 Progress: 72.0% Elapsed: 21:28:18 temperature: no ada_p: No Discriminator_loss: 1.10798 Generator_loss: 1.06713 
[INFO] 2020-09-19 12:03:11 > Step:  144000 Progress: 72.0% Elapsed: 21:29:06 temperature: no ada_p: No Discriminator_loss: 1.30635 Generator_loss: 0.47029 
[INFO] 2020-09-19 12:03:11 > Start Evaluation (144000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:05:04 > F_8 score (Step: 144000, Using test images): 0.9913857764271832
[INFO] 2020-09-19 12:05:04 > F_1/8 score (Step: 144000, Using test images): 0.9941012434923973
[INFO] 2020-09-19 12:05:04 > FID score (Step: 144000, Using test moments): 7.560667445755655
[INFO] 2020-09-19 12:05:04 > Inception score (Step: 144000, 10000 generated images): 10.073616981506348
[INFO] 2020-09-19 12:05:04 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 12:05:05 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:05:53 > Step:  144100 Progress: 72.0% Elapsed: 21:31:47 temperature: no ada_p: No Discriminator_loss: 1.04648 Generator_loss: 0.296268 
[INFO] 2020-09-19 12:06:42 > Step:  144200 Progress: 72.1% Elapsed: 21:32:36 temperature: no ada_p: No Discriminator_loss: 1.19793 Generator_loss: 1.03018 
[INFO] 2020-09-19 12:07:30 > Step:  144300 Progress: 72.2% Elapsed: 21:33:24 temperature: no ada_p: No Discriminator_loss: 1.18578 Generator_loss: 0.787094 
[INFO] 2020-09-19 12:08:19 > Step:  144400 Progress: 72.2% Elapsed: 21:34:13 temperature: no ada_p: No Discriminator_loss: 1.24586 Generator_loss: 0.338124 
[INFO] 2020-09-19 12:09:08 > Step:  144500 Progress: 72.2% Elapsed: 21:35:02 temperature: no ada_p: No Discriminator_loss: 1.37014 Generator_loss: 0.638633 
[INFO] 2020-09-19 12:09:56 > Step:  144600 Progress: 72.3% Elapsed: 21:35:50 temperature: no ada_p: No Discriminator_loss: 1.23041 Generator_loss: 0.409397 
[INFO] 2020-09-19 12:10:45 > Step:  144700 Progress: 72.4% Elapsed: 21:36:39 temperature: no ada_p: No Discriminator_loss: 1.12178 Generator_loss: 0.441241 
[INFO] 2020-09-19 12:11:33 > Step:  144800 Progress: 72.4% Elapsed: 21:37:28 temperature: no ada_p: No Discriminator_loss: 1.30732 Generator_loss: 0.70421 
[INFO] 2020-09-19 12:12:21 > Step:  144900 Progress: 72.5% Elapsed: 21:38:15 temperature: no ada_p: No Discriminator_loss: 1.15409 Generator_loss: 0.607446 
[INFO] 2020-09-19 12:13:09 > Step:  145000 Progress: 72.5% Elapsed: 21:39:03 temperature: no ada_p: No Discriminator_loss: 1.05393 Generator_loss: 0.568569 
[INFO] 2020-09-19 12:13:58 > Step:  145100 Progress: 72.5% Elapsed: 21:39:52 temperature: no ada_p: No Discriminator_loss: 1.26497 Generator_loss: 0.618388 
[INFO] 2020-09-19 12:14:47 > Step:  145200 Progress: 72.6% Elapsed: 21:40:42 temperature: no ada_p: No Discriminator_loss: 1.16173 Generator_loss: 1.80867 
[INFO] 2020-09-19 12:15:36 > Step:  145300 Progress: 72.7% Elapsed: 21:41:30 temperature: no ada_p: No Discriminator_loss: 1.1115 Generator_loss: 0.45444 
[INFO] 2020-09-19 12:16:24 > Step:  145400 Progress: 72.7% Elapsed: 21:42:18 temperature: no ada_p: No Discriminator_loss: 1.1732 Generator_loss: 1.17144 
[INFO] 2020-09-19 12:17:12 > Step:  145500 Progress: 72.8% Elapsed: 21:43:06 temperature: no ada_p: No Discriminator_loss: 1.11188 Generator_loss: 0.945789 
[INFO] 2020-09-19 12:18:01 > Step:  145600 Progress: 72.8% Elapsed: 21:43:55 temperature: no ada_p: No Discriminator_loss: 1.22391 Generator_loss: 0.484536 
[INFO] 2020-09-19 12:18:49 > Step:  145700 Progress: 72.9% Elapsed: 21:44:43 temperature: no ada_p: No Discriminator_loss: 1.13839 Generator_loss: 0.976327 
[INFO] 2020-09-19 12:19:37 > Step:  145800 Progress: 72.9% Elapsed: 21:45:31 temperature: no ada_p: No Discriminator_loss: 1.1464 Generator_loss: 0.734429 
[INFO] 2020-09-19 12:20:26 > Step:  145900 Progress: 73.0% Elapsed: 21:46:20 temperature: no ada_p: No Discriminator_loss: 1.15769 Generator_loss: 1.34071 
[INFO] 2020-09-19 12:21:13 > Step:  146000 Progress: 73.0% Elapsed: 21:47:07 temperature: no ada_p: No Discriminator_loss: 1.3075 Generator_loss: 0.532474 
[INFO] 2020-09-19 12:21:13 > Start Evaluation (146000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:23:04 > F_8 score (Step: 146000, Using test images): 0.9943421854574783
[INFO] 2020-09-19 12:23:04 > F_1/8 score (Step: 146000, Using test images): 0.9943043331590158
[INFO] 2020-09-19 12:23:04 > FID score (Step: 146000, Using test moments): 7.625611126157651
[INFO] 2020-09-19 12:23:04 > Inception score (Step: 146000, 10000 generated images): 9.806727409362793
[INFO] 2020-09-19 12:23:04 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 12:23:05 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:23:52 > Step:  146100 Progress: 73.0% Elapsed: 21:49:46 temperature: no ada_p: No Discriminator_loss: 1.26365 Generator_loss: 0.243965 
[INFO] 2020-09-19 12:24:40 > Step:  146200 Progress: 73.1% Elapsed: 21:50:34 temperature: no ada_p: No Discriminator_loss: 1.11497 Generator_loss: 0.590621 
[INFO] 2020-09-19 12:25:28 > Step:  146300 Progress: 73.2% Elapsed: 21:51:22 temperature: no ada_p: No Discriminator_loss: 1.133 Generator_loss: 0.641469 
[INFO] 2020-09-19 12:26:17 > Step:  146400 Progress: 73.2% Elapsed: 21:52:11 temperature: no ada_p: No Discriminator_loss: 1.09365 Generator_loss: 1.30212 
[INFO] 2020-09-19 12:27:05 > Step:  146500 Progress: 73.2% Elapsed: 21:52:59 temperature: no ada_p: No Discriminator_loss: 1.16447 Generator_loss: 0.859036 
[INFO] 2020-09-19 12:27:54 > Step:  146600 Progress: 73.3% Elapsed: 21:53:48 temperature: no ada_p: No Discriminator_loss: 1.07431 Generator_loss: 0.47247 
[INFO] 2020-09-19 12:28:42 > Step:  146700 Progress: 73.4% Elapsed: 21:54:36 temperature: no ada_p: No Discriminator_loss: 1.25593 Generator_loss: 0.944999 
[INFO] 2020-09-19 12:29:29 > Step:  146800 Progress: 73.4% Elapsed: 21:55:23 temperature: no ada_p: No Discriminator_loss: 1.30059 Generator_loss: 0.664945 
[INFO] 2020-09-19 12:30:17 > Step:  146900 Progress: 73.5% Elapsed: 21:56:11 temperature: no ada_p: No Discriminator_loss: 1.01677 Generator_loss: 0.508854 
[INFO] 2020-09-19 12:31:05 > Step:  147000 Progress: 73.5% Elapsed: 21:57:00 temperature: no ada_p: No Discriminator_loss: 1.46476 Generator_loss: 1.23344 
[INFO] 2020-09-19 12:31:53 > Step:  147100 Progress: 73.6% Elapsed: 21:57:47 temperature: no ada_p: No Discriminator_loss: 1.38109 Generator_loss: 0.972272 
[INFO] 2020-09-19 12:32:41 > Step:  147200 Progress: 73.6% Elapsed: 21:58:35 temperature: no ada_p: No Discriminator_loss: 1.11128 Generator_loss: 0.864381 
[INFO] 2020-09-19 12:33:29 > Step:  147300 Progress: 73.7% Elapsed: 21:59:23 temperature: no ada_p: No Discriminator_loss: 1.17957 Generator_loss: 0.272589 
[INFO] 2020-09-19 12:34:16 > Step:  147400 Progress: 73.7% Elapsed: 22:00:11 temperature: no ada_p: No Discriminator_loss: 1.2152 Generator_loss: 0.954888 
[INFO] 2020-09-19 12:35:05 > Step:  147500 Progress: 73.8% Elapsed: 22:00:59 temperature: no ada_p: No Discriminator_loss: 0.973566 Generator_loss: 0.788272 
[INFO] 2020-09-19 12:35:53 > Step:  147600 Progress: 73.8% Elapsed: 22:01:47 temperature: no ada_p: No Discriminator_loss: 1.36046 Generator_loss: 0.498181 
[INFO] 2020-09-19 12:36:41 > Step:  147700 Progress: 73.9% Elapsed: 22:02:35 temperature: no ada_p: No Discriminator_loss: 1.03293 Generator_loss: 0.605136 
[INFO] 2020-09-19 12:37:29 > Step:  147800 Progress: 73.9% Elapsed: 22:03:23 temperature: no ada_p: No Discriminator_loss: 1.09358 Generator_loss: 0.57609 
[INFO] 2020-09-19 12:38:17 > Step:  147900 Progress: 74.0% Elapsed: 22:04:11 temperature: no ada_p: No Discriminator_loss: 1.16559 Generator_loss: 0.465916 
[INFO] 2020-09-19 12:39:05 > Step:  148000 Progress: 74.0% Elapsed: 22:04:59 temperature: no ada_p: No Discriminator_loss: 1.19188 Generator_loss: 0.711065 
[INFO] 2020-09-19 12:39:05 > Start Evaluation (148000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:40:56 > F_8 score (Step: 148000, Using test images): 0.9931892455406951
[INFO] 2020-09-19 12:40:56 > F_1/8 score (Step: 148000, Using test images): 0.9958824520108425
[INFO] 2020-09-19 12:40:56 > FID score (Step: 148000, Using test moments): 7.5586586905860145
[INFO] 2020-09-19 12:40:56 > Inception score (Step: 148000, 10000 generated images): 9.869253158569336
[INFO] 2020-09-19 12:40:56 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 12:40:56 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:41:45 > Step:  148100 Progress: 74.1% Elapsed: 22:07:39 temperature: no ada_p: No Discriminator_loss: 1.16022 Generator_loss: 0.912317 
[INFO] 2020-09-19 12:42:32 > Step:  148200 Progress: 74.1% Elapsed: 22:08:26 temperature: no ada_p: No Discriminator_loss: 1.14267 Generator_loss: 0.299699 
[INFO] 2020-09-19 12:43:21 > Step:  148300 Progress: 74.2% Elapsed: 22:09:15 temperature: no ada_p: No Discriminator_loss: 1.19199 Generator_loss: 0.92647 
[INFO] 2020-09-19 12:44:09 > Step:  148400 Progress: 74.2% Elapsed: 22:10:03 temperature: no ada_p: No Discriminator_loss: 1.01105 Generator_loss: 0.769152 
[INFO] 2020-09-19 12:44:57 > Step:  148500 Progress: 74.2% Elapsed: 22:10:51 temperature: no ada_p: No Discriminator_loss: 1.20515 Generator_loss: 0.684401 
[INFO] 2020-09-19 12:45:46 > Step:  148600 Progress: 74.3% Elapsed: 22:11:41 temperature: no ada_p: No Discriminator_loss: 1.02566 Generator_loss: 0.467115 
[INFO] 2020-09-19 12:46:34 > Step:  148700 Progress: 74.4% Elapsed: 22:12:28 temperature: no ada_p: No Discriminator_loss: 1.41023 Generator_loss: 0.481684 
[INFO] 2020-09-19 12:47:24 > Step:  148800 Progress: 74.4% Elapsed: 22:13:18 temperature: no ada_p: No Discriminator_loss: 1.11692 Generator_loss: 0.190429 
[INFO] 2020-09-19 12:48:12 > Step:  148900 Progress: 74.5% Elapsed: 22:14:06 temperature: no ada_p: No Discriminator_loss: 1.1601 Generator_loss: 0.576225 
[INFO] 2020-09-19 12:49:00 > Step:  149000 Progress: 74.5% Elapsed: 22:14:54 temperature: no ada_p: No Discriminator_loss: 1.23514 Generator_loss: 0.41965 
[INFO] 2020-09-19 12:49:49 > Step:  149100 Progress: 74.6% Elapsed: 22:15:43 temperature: no ada_p: No Discriminator_loss: 1.30245 Generator_loss: 0.49564 
[INFO] 2020-09-19 12:50:37 > Step:  149200 Progress: 74.6% Elapsed: 22:16:31 temperature: no ada_p: No Discriminator_loss: 1.21184 Generator_loss: 0.670117 
[INFO] 2020-09-19 12:51:24 > Step:  149300 Progress: 74.7% Elapsed: 22:17:18 temperature: no ada_p: No Discriminator_loss: 1.29109 Generator_loss: 0.93885 
[INFO] 2020-09-19 12:52:12 > Step:  149400 Progress: 74.7% Elapsed: 22:18:06 temperature: no ada_p: No Discriminator_loss: 1.23706 Generator_loss: 0.865433 
[INFO] 2020-09-19 12:53:00 > Step:  149500 Progress: 74.8% Elapsed: 22:18:54 temperature: no ada_p: No Discriminator_loss: 1.06366 Generator_loss: 0.620664 
[INFO] 2020-09-19 12:53:47 > Step:  149600 Progress: 74.8% Elapsed: 22:19:42 temperature: no ada_p: No Discriminator_loss: 1.22176 Generator_loss: 0.593723 
[INFO] 2020-09-19 12:54:35 > Step:  149700 Progress: 74.9% Elapsed: 22:20:29 temperature: no ada_p: No Discriminator_loss: 1.11651 Generator_loss: 0.239133 
[INFO] 2020-09-19 12:55:24 > Step:  149800 Progress: 74.9% Elapsed: 22:21:18 temperature: no ada_p: No Discriminator_loss: 1.11309 Generator_loss: 0.714373 
[INFO] 2020-09-19 12:56:11 > Step:  149900 Progress: 75.0% Elapsed: 22:22:05 temperature: no ada_p: No Discriminator_loss: 1.26493 Generator_loss: 0.374003 
[INFO] 2020-09-19 12:56:59 > Step:  150000 Progress: 75.0% Elapsed: 22:22:53 temperature: no ada_p: No Discriminator_loss: 0.999255 Generator_loss: 0.414532 
[INFO] 2020-09-19 12:56:59 > Start Evaluation (150000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:58:51 > F_8 score (Step: 150000, Using test images): 0.9884873355538952
[INFO] 2020-09-19 12:58:51 > F_1/8 score (Step: 150000, Using test images): 0.994848040577951
[INFO] 2020-09-19 12:58:51 > FID score (Step: 150000, Using test moments): 7.560438741817848
[INFO] 2020-09-19 12:58:51 > Inception score (Step: 150000, 10000 generated images): 9.92827320098877
[INFO] 2020-09-19 12:58:51 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 12:58:51 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 12:59:38 > Step:  150100 Progress: 75.0% Elapsed: 22:25:32 temperature: no ada_p: No Discriminator_loss: 1.42632 Generator_loss: 0.513874 
[INFO] 2020-09-19 13:00:26 > Step:  150200 Progress: 75.1% Elapsed: 22:26:20 temperature: no ada_p: No Discriminator_loss: 1.03737 Generator_loss: 0.954103 
[INFO] 2020-09-19 13:01:15 > Step:  150300 Progress: 75.1% Elapsed: 22:27:09 temperature: no ada_p: No Discriminator_loss: 1.35513 Generator_loss: 0.626604 
[INFO] 2020-09-19 13:02:02 > Step:  150400 Progress: 75.2% Elapsed: 22:27:57 temperature: no ada_p: No Discriminator_loss: 1.06228 Generator_loss: 1.15453 
[INFO] 2020-09-19 13:02:51 > Step:  150500 Progress: 75.2% Elapsed: 22:28:45 temperature: no ada_p: No Discriminator_loss: 1.19238 Generator_loss: 0.937285 
[INFO] 2020-09-19 13:03:40 > Step:  150600 Progress: 75.3% Elapsed: 22:29:35 temperature: no ada_p: No Discriminator_loss: 1.21961 Generator_loss: 0.74519 
[INFO] 2020-09-19 13:04:28 > Step:  150700 Progress: 75.3% Elapsed: 22:30:22 temperature: no ada_p: No Discriminator_loss: 1.23999 Generator_loss: 0.403241 
[INFO] 2020-09-19 13:05:17 > Step:  150800 Progress: 75.4% Elapsed: 22:31:11 temperature: no ada_p: No Discriminator_loss: 1.16292 Generator_loss: 0.328847 
[INFO] 2020-09-19 13:06:06 > Step:  150900 Progress: 75.4% Elapsed: 22:32:00 temperature: no ada_p: No Discriminator_loss: 1.16775 Generator_loss: 0.466333 
[INFO] 2020-09-19 13:06:54 > Step:  151000 Progress: 75.5% Elapsed: 22:32:48 temperature: no ada_p: No Discriminator_loss: 1.21596 Generator_loss: 1.15544 
[INFO] 2020-09-19 13:07:42 > Step:  151100 Progress: 75.5% Elapsed: 22:33:36 temperature: no ada_p: No Discriminator_loss: 1.12506 Generator_loss: 0.542811 
[INFO] 2020-09-19 13:08:29 > Step:  151200 Progress: 75.6% Elapsed: 22:34:24 temperature: no ada_p: No Discriminator_loss: 1.02873 Generator_loss: 0.896069 
[INFO] 2020-09-19 13:09:19 > Step:  151300 Progress: 75.6% Elapsed: 22:35:13 temperature: no ada_p: No Discriminator_loss: 0.901931 Generator_loss: 0.402298 
[INFO] 2020-09-19 13:10:07 > Step:  151400 Progress: 75.7% Elapsed: 22:36:01 temperature: no ada_p: No Discriminator_loss: 1.07215 Generator_loss: 1.26667 
[INFO] 2020-09-19 13:10:54 > Step:  151500 Progress: 75.8% Elapsed: 22:36:48 temperature: no ada_p: No Discriminator_loss: 1.11003 Generator_loss: 0.340173 
[INFO] 2020-09-19 13:11:43 > Step:  151600 Progress: 75.8% Elapsed: 22:37:37 temperature: no ada_p: No Discriminator_loss: 1.27313 Generator_loss: 1.06901 
[INFO] 2020-09-19 13:12:31 > Step:  151700 Progress: 75.8% Elapsed: 22:38:25 temperature: no ada_p: No Discriminator_loss: 1.20915 Generator_loss: 0.826916 
[INFO] 2020-09-19 13:13:18 > Step:  151800 Progress: 75.9% Elapsed: 22:39:12 temperature: no ada_p: No Discriminator_loss: 1.07927 Generator_loss: 0.559113 
[INFO] 2020-09-19 13:14:07 > Step:  151900 Progress: 75.9% Elapsed: 22:40:01 temperature: no ada_p: No Discriminator_loss: 1.22448 Generator_loss: 1.06278 
[INFO] 2020-09-19 13:14:55 > Step:  152000 Progress: 76.0% Elapsed: 22:40:49 temperature: no ada_p: No Discriminator_loss: 1.16091 Generator_loss: 0.832264 
[INFO] 2020-09-19 13:14:55 > Start Evaluation (152000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:16:49 > F_8 score (Step: 152000, Using test images): 0.9925238134244821
[INFO] 2020-09-19 13:16:49 > F_1/8 score (Step: 152000, Using test images): 0.9939996630079365
[INFO] 2020-09-19 13:16:49 > FID score (Step: 152000, Using test moments): 7.736744927816858
[INFO] 2020-09-19 13:16:49 > Inception score (Step: 152000, 10000 generated images): 9.909808158874512
[INFO] 2020-09-19 13:16:49 > Best FID score (Step: 136000, Using test moments): 7.527609767706451
[INFO] 2020-09-19 13:16:49 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:17:36 > Step:  152100 Progress: 76.0% Elapsed: 22:43:30 temperature: no ada_p: No Discriminator_loss: 1.27691 Generator_loss: 0.245564 
[INFO] 2020-09-19 13:18:25 > Step:  152200 Progress: 76.1% Elapsed: 22:44:19 temperature: no ada_p: No Discriminator_loss: 1.20913 Generator_loss: 0.722979 
[INFO] 2020-09-19 13:19:13 > Step:  152300 Progress: 76.1% Elapsed: 22:45:07 temperature: no ada_p: No Discriminator_loss: 1.12217 Generator_loss: 1.19266 
[INFO] 2020-09-19 13:20:02 > Step:  152400 Progress: 76.2% Elapsed: 22:45:56 temperature: no ada_p: No Discriminator_loss: 1.05624 Generator_loss: 0.721271 
[INFO] 2020-09-19 13:20:51 > Step:  152500 Progress: 76.2% Elapsed: 22:46:45 temperature: no ada_p: No Discriminator_loss: 0.991416 Generator_loss: 0.909857 
[INFO] 2020-09-19 13:21:38 > Step:  152600 Progress: 76.3% Elapsed: 22:47:33 temperature: no ada_p: No Discriminator_loss: 1.26867 Generator_loss: 0.910229 
[INFO] 2020-09-19 13:22:27 > Step:  152700 Progress: 76.3% Elapsed: 22:48:21 temperature: no ada_p: No Discriminator_loss: 1.27042 Generator_loss: 0.758146 
[INFO] 2020-09-19 13:23:16 > Step:  152800 Progress: 76.4% Elapsed: 22:49:10 temperature: no ada_p: No Discriminator_loss: 1.02685 Generator_loss: 0.863787 
[INFO] 2020-09-19 13:24:03 > Step:  152900 Progress: 76.4% Elapsed: 22:49:57 temperature: no ada_p: No Discriminator_loss: 1.08338 Generator_loss: 0.225818 
[INFO] 2020-09-19 13:24:51 > Step:  153000 Progress: 76.5% Elapsed: 22:50:46 temperature: no ada_p: No Discriminator_loss: 1.29793 Generator_loss: 0.851757 
[INFO] 2020-09-19 13:25:40 > Step:  153100 Progress: 76.5% Elapsed: 22:51:34 temperature: no ada_p: No Discriminator_loss: 1.10161 Generator_loss: 0.0330247 
[INFO] 2020-09-19 13:26:29 > Step:  153200 Progress: 76.6% Elapsed: 22:52:23 temperature: no ada_p: No Discriminator_loss: 1.29556 Generator_loss: 1.25392 
[INFO] 2020-09-19 13:27:16 > Step:  153300 Progress: 76.6% Elapsed: 22:53:11 temperature: no ada_p: No Discriminator_loss: 1.20173 Generator_loss: 0.421166 
[INFO] 2020-09-19 13:28:05 > Step:  153400 Progress: 76.7% Elapsed: 22:53:59 temperature: no ada_p: No Discriminator_loss: 1.28214 Generator_loss: 1.27821 
[INFO] 2020-09-19 13:28:52 > Step:  153500 Progress: 76.8% Elapsed: 22:54:46 temperature: no ada_p: No Discriminator_loss: 1.24921 Generator_loss: 0.425932 
[INFO] 2020-09-19 13:29:41 > Step:  153600 Progress: 76.8% Elapsed: 22:55:35 temperature: no ada_p: No Discriminator_loss: 1.30952 Generator_loss: 0.355291 
[INFO] 2020-09-19 13:30:28 > Step:  153700 Progress: 76.8% Elapsed: 22:56:22 temperature: no ada_p: No Discriminator_loss: 1.27136 Generator_loss: 0.641986 
[INFO] 2020-09-19 13:31:16 > Step:  153800 Progress: 76.9% Elapsed: 22:57:10 temperature: no ada_p: No Discriminator_loss: 1.03178 Generator_loss: 0.680735 
[INFO] 2020-09-19 13:32:05 > Step:  153900 Progress: 77.0% Elapsed: 22:57:59 temperature: no ada_p: No Discriminator_loss: 0.951758 Generator_loss: 0.741942 
[INFO] 2020-09-19 13:32:52 > Step:  154000 Progress: 77.0% Elapsed: 22:58:46 temperature: no ada_p: No Discriminator_loss: 1.22425 Generator_loss: 0.680865 
[INFO] 2020-09-19 13:32:52 > Start Evaluation (154000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:34:44 > F_8 score (Step: 154000, Using test images): 0.9932271812266414
[INFO] 2020-09-19 13:34:44 > F_1/8 score (Step: 154000, Using test images): 0.9955914946061747
[INFO] 2020-09-19 13:34:44 > FID score (Step: 154000, Using test moments): 7.387161476117058
[INFO] 2020-09-19 13:34:44 > Inception score (Step: 154000, 10000 generated images): 9.785289764404297
[INFO] 2020-09-19 13:34:44 > Best FID score (Step: 154000, Using test moments): 7.387161476117058
[INFO] 2020-09-19 13:34:45 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:35:33 > Step:  154100 Progress: 77.0% Elapsed: 23:01:27 temperature: no ada_p: No Discriminator_loss: 1.34157 Generator_loss: 0.704496 
[INFO] 2020-09-19 13:36:22 > Step:  154200 Progress: 77.1% Elapsed: 23:02:16 temperature: no ada_p: No Discriminator_loss: 1.3395 Generator_loss: 0.733705 
[INFO] 2020-09-19 13:37:10 > Step:  154300 Progress: 77.1% Elapsed: 23:03:04 temperature: no ada_p: No Discriminator_loss: 1.28508 Generator_loss: 1.21469 
[INFO] 2020-09-19 13:37:58 > Step:  154400 Progress: 77.2% Elapsed: 23:03:52 temperature: no ada_p: No Discriminator_loss: 1.07643 Generator_loss: 0.640494 
[INFO] 2020-09-19 13:38:47 > Step:  154500 Progress: 77.2% Elapsed: 23:04:41 temperature: no ada_p: No Discriminator_loss: 1.12672 Generator_loss: 0.96091 
[INFO] 2020-09-19 13:39:34 > Step:  154600 Progress: 77.3% Elapsed: 23:05:29 temperature: no ada_p: No Discriminator_loss: 1.21904 Generator_loss: 0.652408 
[INFO] 2020-09-19 13:40:23 > Step:  154700 Progress: 77.3% Elapsed: 23:06:17 temperature: no ada_p: No Discriminator_loss: 1.17062 Generator_loss: 0.68729 
[INFO] 2020-09-19 13:41:11 > Step:  154800 Progress: 77.4% Elapsed: 23:07:05 temperature: no ada_p: No Discriminator_loss: 1.07433 Generator_loss: 0.302699 
[INFO] 2020-09-19 13:41:58 > Step:  154900 Progress: 77.5% Elapsed: 23:07:52 temperature: no ada_p: No Discriminator_loss: 1.24728 Generator_loss: 0.662897 
[INFO] 2020-09-19 13:42:46 > Step:  155000 Progress: 77.5% Elapsed: 23:08:40 temperature: no ada_p: No Discriminator_loss: 1.10209 Generator_loss: 0.603006 
[INFO] 2020-09-19 13:43:35 > Step:  155100 Progress: 77.5% Elapsed: 23:09:29 temperature: no ada_p: No Discriminator_loss: 1.28936 Generator_loss: 0.572818 
[INFO] 2020-09-19 13:44:23 > Step:  155200 Progress: 77.6% Elapsed: 23:10:17 temperature: no ada_p: No Discriminator_loss: 1.03136 Generator_loss: 0.603344 
[INFO] 2020-09-19 13:45:11 > Step:  155300 Progress: 77.6% Elapsed: 23:11:06 temperature: no ada_p: No Discriminator_loss: 1.12985 Generator_loss: 0.855026 
[INFO] 2020-09-19 13:45:59 > Step:  155400 Progress: 77.7% Elapsed: 23:11:54 temperature: no ada_p: No Discriminator_loss: 1.15657 Generator_loss: 1.28699 
[INFO] 2020-09-19 13:46:48 > Step:  155500 Progress: 77.8% Elapsed: 23:12:43 temperature: no ada_p: No Discriminator_loss: 1.16468 Generator_loss: 0.73798 
[INFO] 2020-09-19 13:47:38 > Step:  155600 Progress: 77.8% Elapsed: 23:13:32 temperature: no ada_p: No Discriminator_loss: 0.979665 Generator_loss: 0.906043 
[INFO] 2020-09-19 13:48:25 > Step:  155700 Progress: 77.8% Elapsed: 23:14:19 temperature: no ada_p: No Discriminator_loss: 1.26961 Generator_loss: 0.961447 
[INFO] 2020-09-19 13:49:13 > Step:  155800 Progress: 77.9% Elapsed: 23:15:07 temperature: no ada_p: No Discriminator_loss: 1.20657 Generator_loss: 0.806768 
[INFO] 2020-09-19 13:50:02 > Step:  155900 Progress: 78.0% Elapsed: 23:15:56 temperature: no ada_p: No Discriminator_loss: 1.28865 Generator_loss: 0.554323 
[INFO] 2020-09-19 13:50:50 > Step:  156000 Progress: 78.0% Elapsed: 23:16:44 temperature: no ada_p: No Discriminator_loss: 1.04715 Generator_loss: 0.548098 
[INFO] 2020-09-19 13:50:50 > Start Evaluation (156000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:52:42 > F_8 score (Step: 156000, Using test images): 0.9927908850987637
[INFO] 2020-09-19 13:52:42 > F_1/8 score (Step: 156000, Using test images): 0.9936026367729772
[INFO] 2020-09-19 13:52:42 > FID score (Step: 156000, Using test moments): 7.555406847366669
[INFO] 2020-09-19 13:52:42 > Inception score (Step: 156000, 10000 generated images): 9.813346862792969
[INFO] 2020-09-19 13:52:42 > Best FID score (Step: 154000, Using test moments): 7.387161476117058
[INFO] 2020-09-19 13:52:42 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 13:53:30 > Step:  156100 Progress: 78.0% Elapsed: 23:19:24 temperature: no ada_p: No Discriminator_loss: 1.32762 Generator_loss: 0.333549 
[INFO] 2020-09-19 13:54:17 > Step:  156200 Progress: 78.1% Elapsed: 23:20:11 temperature: no ada_p: No Discriminator_loss: 1.03824 Generator_loss: 0.728612 
[INFO] 2020-09-19 13:55:06 > Step:  156300 Progress: 78.1% Elapsed: 23:21:00 temperature: no ada_p: No Discriminator_loss: 1.21677 Generator_loss: 0.990747 
[INFO] 2020-09-19 13:55:54 > Step:  156400 Progress: 78.2% Elapsed: 23:21:48 temperature: no ada_p: No Discriminator_loss: 1.13379 Generator_loss: 1.2461 
[INFO] 2020-09-19 13:56:42 > Step:  156500 Progress: 78.2% Elapsed: 23:22:36 temperature: no ada_p: No Discriminator_loss: 1.15443 Generator_loss: 1.12264 
[INFO] 2020-09-19 13:57:30 > Step:  156600 Progress: 78.3% Elapsed: 23:23:24 temperature: no ada_p: No Discriminator_loss: 1.315 Generator_loss: 1.0547 
[INFO] 2020-09-19 13:58:18 > Step:  156700 Progress: 78.3% Elapsed: 23:24:13 temperature: no ada_p: No Discriminator_loss: 1.09373 Generator_loss: 0.789571 
[INFO] 2020-09-19 13:59:06 > Step:  156800 Progress: 78.4% Elapsed: 23:25:00 temperature: no ada_p: No Discriminator_loss: 1.24712 Generator_loss: 0.708707 
[INFO] 2020-09-19 13:59:55 > Step:  156900 Progress: 78.5% Elapsed: 23:25:49 temperature: no ada_p: No Discriminator_loss: 1.09956 Generator_loss: 0.419737 
[INFO] 2020-09-19 14:00:44 > Step:  157000 Progress: 78.5% Elapsed: 23:26:38 temperature: no ada_p: No Discriminator_loss: 1.1699 Generator_loss: 0.414248 
[INFO] 2020-09-19 14:01:32 > Step:  157100 Progress: 78.5% Elapsed: 23:27:26 temperature: no ada_p: No Discriminator_loss: 1.32652 Generator_loss: 0.764128 
[INFO] 2020-09-19 14:02:21 > Step:  157200 Progress: 78.6% Elapsed: 23:28:15 temperature: no ada_p: No Discriminator_loss: 1.29584 Generator_loss: 1.04758 
[INFO] 2020-09-19 14:03:09 > Step:  157300 Progress: 78.6% Elapsed: 23:29:03 temperature: no ada_p: No Discriminator_loss: 1.11581 Generator_loss: 0.505988 
[INFO] 2020-09-19 14:03:57 > Step:  157400 Progress: 78.7% Elapsed: 23:29:51 temperature: no ada_p: No Discriminator_loss: 1.13416 Generator_loss: 0.634315 
[INFO] 2020-09-19 14:04:45 > Step:  157500 Progress: 78.8% Elapsed: 23:30:39 temperature: no ada_p: No Discriminator_loss: 1.11027 Generator_loss: 0.879135 
[INFO] 2020-09-19 14:05:33 > Step:  157600 Progress: 78.8% Elapsed: 23:31:27 temperature: no ada_p: No Discriminator_loss: 1.21078 Generator_loss: 0.699779 
[INFO] 2020-09-19 14:06:21 > Step:  157700 Progress: 78.8% Elapsed: 23:32:15 temperature: no ada_p: No Discriminator_loss: 1.08398 Generator_loss: 0.918417 
[INFO] 2020-09-19 14:07:09 > Step:  157800 Progress: 78.9% Elapsed: 23:33:03 temperature: no ada_p: No Discriminator_loss: 1.0873 Generator_loss: 1.24447 
[INFO] 2020-09-19 14:07:56 > Step:  157900 Progress: 79.0% Elapsed: 23:33:51 temperature: no ada_p: No Discriminator_loss: 1.13764 Generator_loss: 1.14789 
[INFO] 2020-09-19 14:08:46 > Step:  158000 Progress: 79.0% Elapsed: 23:34:40 temperature: no ada_p: No Discriminator_loss: 1.04549 Generator_loss: 0.679964 
[INFO] 2020-09-19 14:08:46 > Start Evaluation (158000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:10:39 > F_8 score (Step: 158000, Using test images): 0.9917623050664066
[INFO] 2020-09-19 14:10:39 > F_1/8 score (Step: 158000, Using test images): 0.9952878125900725
[INFO] 2020-09-19 14:10:39 > FID score (Step: 158000, Using test moments): 7.471388081612645
[INFO] 2020-09-19 14:10:39 > Inception score (Step: 158000, 10000 generated images): 9.914412498474121
[INFO] 2020-09-19 14:10:39 > Best FID score (Step: 154000, Using test moments): 7.387161476117058
[INFO] 2020-09-19 14:10:39 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:11:27 > Step:  158100 Progress: 79.0% Elapsed: 23:37:21 temperature: no ada_p: No Discriminator_loss: 1.10584 Generator_loss: 0.793724 
[INFO] 2020-09-19 14:12:15 > Step:  158200 Progress: 79.1% Elapsed: 23:38:09 temperature: no ada_p: No Discriminator_loss: 1.08637 Generator_loss: 0.75043 
[INFO] 2020-09-19 14:13:03 > Step:  158300 Progress: 79.1% Elapsed: 23:38:57 temperature: no ada_p: No Discriminator_loss: 1.20943 Generator_loss: 1.11789 
[INFO] 2020-09-19 14:13:53 > Step:  158400 Progress: 79.2% Elapsed: 23:39:47 temperature: no ada_p: No Discriminator_loss: 1.28047 Generator_loss: 0.227599 
[INFO] 2020-09-19 14:14:41 > Step:  158500 Progress: 79.2% Elapsed: 23:40:35 temperature: no ada_p: No Discriminator_loss: 1.37327 Generator_loss: 0.583093 
[INFO] 2020-09-19 14:15:29 > Step:  158600 Progress: 79.3% Elapsed: 23:41:23 temperature: no ada_p: No Discriminator_loss: 0.959301 Generator_loss: 0.589015 
[INFO] 2020-09-19 14:16:18 > Step:  158700 Progress: 79.3% Elapsed: 23:42:12 temperature: no ada_p: No Discriminator_loss: 1.15609 Generator_loss: 0.588983 
[INFO] 2020-09-19 14:17:06 > Step:  158800 Progress: 79.4% Elapsed: 23:43:00 temperature: no ada_p: No Discriminator_loss: 1.28602 Generator_loss: 0.724962 
[INFO] 2020-09-19 14:17:55 > Step:  158900 Progress: 79.5% Elapsed: 23:43:49 temperature: no ada_p: No Discriminator_loss: 1.13273 Generator_loss: 0.666627 
[INFO] 2020-09-19 14:18:43 > Step:  159000 Progress: 79.5% Elapsed: 23:44:37 temperature: no ada_p: No Discriminator_loss: 0.986125 Generator_loss: 0.611502 
[INFO] 2020-09-19 14:19:31 > Step:  159100 Progress: 79.5% Elapsed: 23:45:25 temperature: no ada_p: No Discriminator_loss: 1.17663 Generator_loss: 0.364319 
[INFO] 2020-09-19 14:20:19 > Step:  159200 Progress: 79.6% Elapsed: 23:46:13 temperature: no ada_p: No Discriminator_loss: 1.17329 Generator_loss: 1.0106 
[INFO] 2020-09-19 14:21:07 > Step:  159300 Progress: 79.7% Elapsed: 23:47:02 temperature: no ada_p: No Discriminator_loss: 1.08427 Generator_loss: 0.73798 
[INFO] 2020-09-19 14:21:56 > Step:  159400 Progress: 79.7% Elapsed: 23:47:50 temperature: no ada_p: No Discriminator_loss: 1.25708 Generator_loss: 0.534983 
[INFO] 2020-09-19 14:22:45 > Step:  159500 Progress: 79.8% Elapsed: 23:48:39 temperature: no ada_p: No Discriminator_loss: 1.07678 Generator_loss: 0.371928 
[INFO] 2020-09-19 14:23:32 > Step:  159600 Progress: 79.8% Elapsed: 23:49:26 temperature: no ada_p: No Discriminator_loss: 1.22459 Generator_loss: 0.546769 
[INFO] 2020-09-19 14:24:22 > Step:  159700 Progress: 79.8% Elapsed: 23:50:16 temperature: no ada_p: No Discriminator_loss: 1.2252 Generator_loss: 0.107135 
[INFO] 2020-09-19 14:25:10 > Step:  159800 Progress: 79.9% Elapsed: 23:51:05 temperature: no ada_p: No Discriminator_loss: 1.10133 Generator_loss: 0.201755 
[INFO] 2020-09-19 14:25:58 > Step:  159900 Progress: 80.0% Elapsed: 23:51:52 temperature: no ada_p: No Discriminator_loss: 1.20132 Generator_loss: 1.18272 
[INFO] 2020-09-19 14:26:46 > Step:  160000 Progress: 80.0% Elapsed: 23:52:41 temperature: no ada_p: No Discriminator_loss: 0.941216 Generator_loss: 1.27605 
[INFO] 2020-09-19 14:26:47 > Start Evaluation (160000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:28:38 > F_8 score (Step: 160000, Using test images): 0.9932073909047561
[INFO] 2020-09-19 14:28:38 > F_1/8 score (Step: 160000, Using test images): 0.9947916786644435
[INFO] 2020-09-19 14:28:38 > FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 14:28:38 > Inception score (Step: 160000, 10000 generated images): 9.953656196594238
[INFO] 2020-09-19 14:28:38 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 14:28:39 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:29:27 > Step:  160100 Progress: 80.0% Elapsed: 23:55:21 temperature: no ada_p: No Discriminator_loss: 1.41063 Generator_loss: 0.675105 
[INFO] 2020-09-19 14:30:15 > Step:  160200 Progress: 80.1% Elapsed: 23:56:09 temperature: no ada_p: No Discriminator_loss: 1.10367 Generator_loss: 0.761386 
[INFO] 2020-09-19 14:31:05 > Step:  160300 Progress: 80.2% Elapsed: 23:56:59 temperature: no ada_p: No Discriminator_loss: 0.971201 Generator_loss: 0.45467 
[INFO] 2020-09-19 14:31:53 > Step:  160400 Progress: 80.2% Elapsed: 23:57:47 temperature: no ada_p: No Discriminator_loss: 1.02343 Generator_loss: 0.640905 
[INFO] 2020-09-19 14:32:41 > Step:  160500 Progress: 80.2% Elapsed: 23:58:35 temperature: no ada_p: No Discriminator_loss: 1.26489 Generator_loss: 0.939754 
[INFO] 2020-09-19 14:33:30 > Step:  160600 Progress: 80.3% Elapsed: 23:59:24 temperature: no ada_p: No Discriminator_loss: 1.11596 Generator_loss: 0.323481 
[INFO] 2020-09-19 14:34:18 > Step:  160700 Progress: 80.3% Elapsed: 1 day, 0:00:12 temperature: no ada_p: No Discriminator_loss: 1.36166 Generator_loss: 0.774688 
[INFO] 2020-09-19 14:35:06 > Step:  160800 Progress: 80.4% Elapsed: 1 day, 0:01:00 temperature: no ada_p: No Discriminator_loss: 1.1721 Generator_loss: 0.634131 
[INFO] 2020-09-19 14:35:55 > Step:  160900 Progress: 80.5% Elapsed: 1 day, 0:01:49 temperature: no ada_p: No Discriminator_loss: 1.24577 Generator_loss: 0.813493 
[INFO] 2020-09-19 14:36:43 > Step:  161000 Progress: 80.5% Elapsed: 1 day, 0:02:37 temperature: no ada_p: No Discriminator_loss: 1.14129 Generator_loss: 0.689776 
[INFO] 2020-09-19 14:37:32 > Step:  161100 Progress: 80.5% Elapsed: 1 day, 0:03:26 temperature: no ada_p: No Discriminator_loss: 1.31133 Generator_loss: 1.02586 
[INFO] 2020-09-19 14:38:20 > Step:  161200 Progress: 80.6% Elapsed: 1 day, 0:04:14 temperature: no ada_p: No Discriminator_loss: 1.06313 Generator_loss: 1.24879 
[INFO] 2020-09-19 14:39:08 > Step:  161300 Progress: 80.7% Elapsed: 1 day, 0:05:02 temperature: no ada_p: No Discriminator_loss: 1.16124 Generator_loss: 1.09586 
[INFO] 2020-09-19 14:39:57 > Step:  161400 Progress: 80.7% Elapsed: 1 day, 0:05:51 temperature: no ada_p: No Discriminator_loss: 1.05853 Generator_loss: 0.40419 
[INFO] 2020-09-19 14:40:46 > Step:  161500 Progress: 80.8% Elapsed: 1 day, 0:06:40 temperature: no ada_p: No Discriminator_loss: 1.20384 Generator_loss: 0.727237 
[INFO] 2020-09-19 14:41:35 > Step:  161600 Progress: 80.8% Elapsed: 1 day, 0:07:29 temperature: no ada_p: No Discriminator_loss: 1.1492 Generator_loss: 0.927221 
[INFO] 2020-09-19 14:42:23 > Step:  161700 Progress: 80.8% Elapsed: 1 day, 0:08:17 temperature: no ada_p: No Discriminator_loss: 1.01609 Generator_loss: 0.543866 
[INFO] 2020-09-19 14:43:11 > Step:  161800 Progress: 80.9% Elapsed: 1 day, 0:09:05 temperature: no ada_p: No Discriminator_loss: 1.28368 Generator_loss: 0.498783 
[INFO] 2020-09-19 14:43:59 > Step:  161900 Progress: 81.0% Elapsed: 1 day, 0:09:53 temperature: no ada_p: No Discriminator_loss: 1.26115 Generator_loss: 0.412213 
[INFO] 2020-09-19 14:44:47 > Step:  162000 Progress: 81.0% Elapsed: 1 day, 0:10:42 temperature: no ada_p: No Discriminator_loss: 1.14194 Generator_loss: 0.689034 
[INFO] 2020-09-19 14:44:47 > Start Evaluation (162000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:46:38 > F_8 score (Step: 162000, Using test images): 0.9933133503540634
[INFO] 2020-09-19 14:46:38 > F_1/8 score (Step: 162000, Using test images): 0.9937792881547027
[INFO] 2020-09-19 14:46:38 > FID score (Step: 162000, Using test moments): 7.627298971828736
[INFO] 2020-09-19 14:46:38 > Inception score (Step: 162000, 10000 generated images): 9.975836753845215
[INFO] 2020-09-19 14:46:38 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 14:46:38 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 14:47:26 > Step:  162100 Progress: 81.0% Elapsed: 1 day, 0:13:20 temperature: no ada_p: No Discriminator_loss: 1.15784 Generator_loss: 0.83376 
[INFO] 2020-09-19 14:48:14 > Step:  162200 Progress: 81.1% Elapsed: 1 day, 0:14:08 temperature: no ada_p: No Discriminator_loss: 1.12458 Generator_loss: 0.49404 
[INFO] 2020-09-19 14:49:03 > Step:  162300 Progress: 81.2% Elapsed: 1 day, 0:14:57 temperature: no ada_p: No Discriminator_loss: 1.22697 Generator_loss: 1.12755 
[INFO] 2020-09-19 14:49:50 > Step:  162400 Progress: 81.2% Elapsed: 1 day, 0:15:45 temperature: no ada_p: No Discriminator_loss: 1.03079 Generator_loss: 0.536889 
[INFO] 2020-09-19 14:50:39 > Step:  162500 Progress: 81.2% Elapsed: 1 day, 0:16:33 temperature: no ada_p: No Discriminator_loss: 1.08346 Generator_loss: 1.16515 
[INFO] 2020-09-19 14:51:27 > Step:  162600 Progress: 81.3% Elapsed: 1 day, 0:17:21 temperature: no ada_p: No Discriminator_loss: 1.12323 Generator_loss: 0.87755 
[INFO] 2020-09-19 14:52:15 > Step:  162700 Progress: 81.3% Elapsed: 1 day, 0:18:09 temperature: no ada_p: No Discriminator_loss: 1.31225 Generator_loss: 0.67759 
[INFO] 2020-09-19 14:53:04 > Step:  162800 Progress: 81.4% Elapsed: 1 day, 0:18:58 temperature: no ada_p: No Discriminator_loss: 1.14466 Generator_loss: 0.391956 
[INFO] 2020-09-19 14:53:51 > Step:  162900 Progress: 81.5% Elapsed: 1 day, 0:19:45 temperature: no ada_p: No Discriminator_loss: 1.19859 Generator_loss: 0.51409 
[INFO] 2020-09-19 14:54:39 > Step:  163000 Progress: 81.5% Elapsed: 1 day, 0:20:33 temperature: no ada_p: No Discriminator_loss: 1.08748 Generator_loss: 0.779329 
[INFO] 2020-09-19 14:55:28 > Step:  163100 Progress: 81.5% Elapsed: 1 day, 0:21:22 temperature: no ada_p: No Discriminator_loss: 1.31552 Generator_loss: 0.748313 
[INFO] 2020-09-19 14:56:15 > Step:  163200 Progress: 81.6% Elapsed: 1 day, 0:22:10 temperature: no ada_p: No Discriminator_loss: 1.08299 Generator_loss: 0.540653 
[INFO] 2020-09-19 14:57:04 > Step:  163300 Progress: 81.7% Elapsed: 1 day, 0:22:58 temperature: no ada_p: No Discriminator_loss: 0.999274 Generator_loss: 0.728169 
[INFO] 2020-09-19 14:57:52 > Step:  163400 Progress: 81.7% Elapsed: 1 day, 0:23:46 temperature: no ada_p: No Discriminator_loss: 1.22289 Generator_loss: 0.726619 
[INFO] 2020-09-19 14:58:40 > Step:  163500 Progress: 81.8% Elapsed: 1 day, 0:24:34 temperature: no ada_p: No Discriminator_loss: 1.1733 Generator_loss: 0.258083 
[INFO] 2020-09-19 14:59:28 > Step:  163600 Progress: 81.8% Elapsed: 1 day, 0:25:22 temperature: no ada_p: No Discriminator_loss: 1.20278 Generator_loss: 0.227787 
[INFO] 2020-09-19 15:00:16 > Step:  163700 Progress: 81.8% Elapsed: 1 day, 0:26:11 temperature: no ada_p: No Discriminator_loss: 1.27179 Generator_loss: 0.649145 
[INFO] 2020-09-19 15:01:04 > Step:  163800 Progress: 81.9% Elapsed: 1 day, 0:26:58 temperature: no ada_p: No Discriminator_loss: 1.32613 Generator_loss: 1.02925 
[INFO] 2020-09-19 15:01:52 > Step:  163900 Progress: 82.0% Elapsed: 1 day, 0:27:46 temperature: no ada_p: No Discriminator_loss: 1.16725 Generator_loss: 0.938605 
[INFO] 2020-09-19 15:02:41 > Step:  164000 Progress: 82.0% Elapsed: 1 day, 0:28:35 temperature: no ada_p: No Discriminator_loss: 1.11316 Generator_loss: 0.375256 
[INFO] 2020-09-19 15:02:41 > Start Evaluation (164000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:04:32 > F_8 score (Step: 164000, Using test images): 0.9892247602523548
[INFO] 2020-09-19 15:04:32 > F_1/8 score (Step: 164000, Using test images): 0.995347049906579
[INFO] 2020-09-19 15:04:32 > FID score (Step: 164000, Using test moments): 7.447184309027591
[INFO] 2020-09-19 15:04:32 > Inception score (Step: 164000, 10000 generated images): 9.808917045593262
[INFO] 2020-09-19 15:04:32 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 15:04:33 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:05:20 > Step:  164100 Progress: 82.0% Elapsed: 1 day, 0:31:14 temperature: no ada_p: No Discriminator_loss: 1.15942 Generator_loss: 0.955341 
[INFO] 2020-09-19 15:06:09 > Step:  164200 Progress: 82.1% Elapsed: 1 day, 0:32:03 temperature: no ada_p: No Discriminator_loss: 1.32852 Generator_loss: 1.44182 
[INFO] 2020-09-19 15:06:57 > Step:  164300 Progress: 82.2% Elapsed: 1 day, 0:32:51 temperature: no ada_p: No Discriminator_loss: 1.38813 Generator_loss: 0.291949 
[INFO] 2020-09-19 15:07:46 > Step:  164400 Progress: 82.2% Elapsed: 1 day, 0:33:40 temperature: no ada_p: No Discriminator_loss: 1.40662 Generator_loss: 0.950263 
[INFO] 2020-09-19 15:08:34 > Step:  164500 Progress: 82.2% Elapsed: 1 day, 0:34:28 temperature: no ada_p: No Discriminator_loss: 1.14579 Generator_loss: 0.163923 
[INFO] 2020-09-19 15:09:21 > Step:  164600 Progress: 82.3% Elapsed: 1 day, 0:35:15 temperature: no ada_p: No Discriminator_loss: 1.27495 Generator_loss: 0.657114 
[INFO] 2020-09-19 15:10:09 > Step:  164700 Progress: 82.3% Elapsed: 1 day, 0:36:04 temperature: no ada_p: No Discriminator_loss: 1.21691 Generator_loss: 0.893082 
[INFO] 2020-09-19 15:10:58 > Step:  164800 Progress: 82.4% Elapsed: 1 day, 0:36:52 temperature: no ada_p: No Discriminator_loss: 1.25734 Generator_loss: 0.533653 
[INFO] 2020-09-19 15:11:45 > Step:  164900 Progress: 82.5% Elapsed: 1 day, 0:37:39 temperature: no ada_p: No Discriminator_loss: 1.18215 Generator_loss: 0.760037 
[INFO] 2020-09-19 15:12:34 > Step:  165000 Progress: 82.5% Elapsed: 1 day, 0:38:28 temperature: no ada_p: No Discriminator_loss: 1.17809 Generator_loss: 0.606156 
[INFO] 2020-09-19 15:13:22 > Step:  165100 Progress: 82.5% Elapsed: 1 day, 0:39:16 temperature: no ada_p: No Discriminator_loss: 1.15907 Generator_loss: 1.03896 
[INFO] 2020-09-19 15:14:11 > Step:  165200 Progress: 82.6% Elapsed: 1 day, 0:40:05 temperature: no ada_p: No Discriminator_loss: 1.1212 Generator_loss: 0.643082 
[INFO] 2020-09-19 15:14:59 > Step:  165300 Progress: 82.7% Elapsed: 1 day, 0:40:54 temperature: no ada_p: No Discriminator_loss: 1.22764 Generator_loss: 0.471469 
[INFO] 2020-09-19 15:15:47 > Step:  165400 Progress: 82.7% Elapsed: 1 day, 0:41:41 temperature: no ada_p: No Discriminator_loss: 1.14804 Generator_loss: 0.847208 
[INFO] 2020-09-19 15:16:35 > Step:  165500 Progress: 82.8% Elapsed: 1 day, 0:42:29 temperature: no ada_p: No Discriminator_loss: 1.10748 Generator_loss: 0.459638 
[INFO] 2020-09-19 15:17:24 > Step:  165600 Progress: 82.8% Elapsed: 1 day, 0:43:18 temperature: no ada_p: No Discriminator_loss: 1.08868 Generator_loss: 0.397198 
[INFO] 2020-09-19 15:18:12 > Step:  165700 Progress: 82.8% Elapsed: 1 day, 0:44:06 temperature: no ada_p: No Discriminator_loss: 1.16925 Generator_loss: 0.442611 
[INFO] 2020-09-19 15:19:00 > Step:  165800 Progress: 82.9% Elapsed: 1 day, 0:44:54 temperature: no ada_p: No Discriminator_loss: 1.25263 Generator_loss: 0.567904 
[INFO] 2020-09-19 15:19:49 > Step:  165900 Progress: 83.0% Elapsed: 1 day, 0:45:43 temperature: no ada_p: No Discriminator_loss: 1.27967 Generator_loss: 0.834252 
[INFO] 2020-09-19 15:20:37 > Step:  166000 Progress: 83.0% Elapsed: 1 day, 0:46:31 temperature: no ada_p: No Discriminator_loss: 1.25709 Generator_loss: 0.793618 
[INFO] 2020-09-19 15:20:37 > Start Evaluation (166000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:22:29 > F_8 score (Step: 166000, Using test images): 0.9916601605974238
[INFO] 2020-09-19 15:22:29 > F_1/8 score (Step: 166000, Using test images): 0.9943046991882482
[INFO] 2020-09-19 15:22:29 > FID score (Step: 166000, Using test moments): 7.506149558637276
[INFO] 2020-09-19 15:22:29 > Inception score (Step: 166000, 10000 generated images): 9.882102012634277
[INFO] 2020-09-19 15:22:29 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 15:22:30 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:23:17 > Step:  166100 Progress: 83.0% Elapsed: 1 day, 0:49:11 temperature: no ada_p: No Discriminator_loss: 1.26227 Generator_loss: 0.973107 
[INFO] 2020-09-19 15:24:06 > Step:  166200 Progress: 83.1% Elapsed: 1 day, 0:50:00 temperature: no ada_p: No Discriminator_loss: 1.08199 Generator_loss: 1.06594 
[INFO] 2020-09-19 15:24:54 > Step:  166300 Progress: 83.2% Elapsed: 1 day, 0:50:48 temperature: no ada_p: No Discriminator_loss: 1.23886 Generator_loss: 0.353937 
[INFO] 2020-09-19 15:25:42 > Step:  166400 Progress: 83.2% Elapsed: 1 day, 0:51:36 temperature: no ada_p: No Discriminator_loss: 1.22521 Generator_loss: 0.690545 
[INFO] 2020-09-19 15:26:30 > Step:  166500 Progress: 83.2% Elapsed: 1 day, 0:52:24 temperature: no ada_p: No Discriminator_loss: 1.05048 Generator_loss: 0.0466988 
[INFO] 2020-09-19 15:27:18 > Step:  166600 Progress: 83.3% Elapsed: 1 day, 0:53:12 temperature: no ada_p: No Discriminator_loss: 1.30149 Generator_loss: 0.659184 
[INFO] 2020-09-19 15:28:06 > Step:  166700 Progress: 83.4% Elapsed: 1 day, 0:54:00 temperature: no ada_p: No Discriminator_loss: 1.28429 Generator_loss: 0.469241 
[INFO] 2020-09-19 15:28:54 > Step:  166800 Progress: 83.4% Elapsed: 1 day, 0:54:48 temperature: no ada_p: No Discriminator_loss: 1.23959 Generator_loss: 0.573444 
[INFO] 2020-09-19 15:29:43 > Step:  166900 Progress: 83.5% Elapsed: 1 day, 0:55:37 temperature: no ada_p: No Discriminator_loss: 1.08446 Generator_loss: 0.667981 
[INFO] 2020-09-19 15:30:31 > Step:  167000 Progress: 83.5% Elapsed: 1 day, 0:56:25 temperature: no ada_p: No Discriminator_loss: 1.22779 Generator_loss: 0.542196 
[INFO] 2020-09-19 15:31:19 > Step:  167100 Progress: 83.5% Elapsed: 1 day, 0:57:13 temperature: no ada_p: No Discriminator_loss: 1.24587 Generator_loss: 0.957061 
[INFO] 2020-09-19 15:32:07 > Step:  167200 Progress: 83.6% Elapsed: 1 day, 0:58:01 temperature: no ada_p: No Discriminator_loss: 1.17202 Generator_loss: 0.15971 
[INFO] 2020-09-19 15:32:55 > Step:  167300 Progress: 83.7% Elapsed: 1 day, 0:58:49 temperature: no ada_p: No Discriminator_loss: 1.10385 Generator_loss: 0.662676 
[INFO] 2020-09-19 15:33:44 > Step:  167400 Progress: 83.7% Elapsed: 1 day, 0:59:38 temperature: no ada_p: No Discriminator_loss: 1.13764 Generator_loss: 0.956598 
[INFO] 2020-09-19 15:34:33 > Step:  167500 Progress: 83.8% Elapsed: 1 day, 1:00:27 temperature: no ada_p: No Discriminator_loss: 1.37514 Generator_loss: 1.12025 
[INFO] 2020-09-19 15:35:21 > Step:  167600 Progress: 83.8% Elapsed: 1 day, 1:01:15 temperature: no ada_p: No Discriminator_loss: 1.2334 Generator_loss: 0.834451 
[INFO] 2020-09-19 15:36:09 > Step:  167700 Progress: 83.9% Elapsed: 1 day, 1:02:03 temperature: no ada_p: No Discriminator_loss: 1.33183 Generator_loss: 0.270118 
[INFO] 2020-09-19 15:36:58 > Step:  167800 Progress: 83.9% Elapsed: 1 day, 1:02:52 temperature: no ada_p: No Discriminator_loss: 1.23675 Generator_loss: 0.0338189 
[INFO] 2020-09-19 15:37:45 > Step:  167900 Progress: 84.0% Elapsed: 1 day, 1:03:39 temperature: no ada_p: No Discriminator_loss: 1.24823 Generator_loss: 0.649802 
[INFO] 2020-09-19 15:38:34 > Step:  168000 Progress: 84.0% Elapsed: 1 day, 1:04:28 temperature: no ada_p: No Discriminator_loss: 1.24549 Generator_loss: 0.785411 
[INFO] 2020-09-19 15:38:34 > Start Evaluation (168000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:40:26 > F_8 score (Step: 168000, Using test images): 0.991835227330194
[INFO] 2020-09-19 15:40:26 > F_1/8 score (Step: 168000, Using test images): 0.9941939560667532
[INFO] 2020-09-19 15:40:26 > FID score (Step: 168000, Using test moments): 7.420062104020417
[INFO] 2020-09-19 15:40:26 > Inception score (Step: 168000, 10000 generated images): 10.023151397705078
[INFO] 2020-09-19 15:40:26 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 15:40:26 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:41:14 > Step:  168100 Progress: 84.0% Elapsed: 1 day, 1:07:08 temperature: no ada_p: No Discriminator_loss: 1.48895 Generator_loss: 0.441975 
[INFO] 2020-09-19 15:42:02 > Step:  168200 Progress: 84.1% Elapsed: 1 day, 1:07:57 temperature: no ada_p: No Discriminator_loss: 1.20534 Generator_loss: 0.893805 
[INFO] 2020-09-19 15:42:51 > Step:  168300 Progress: 84.2% Elapsed: 1 day, 1:08:45 temperature: no ada_p: No Discriminator_loss: 1.17964 Generator_loss: 0.519002 
[INFO] 2020-09-19 15:43:39 > Step:  168400 Progress: 84.2% Elapsed: 1 day, 1:09:33 temperature: no ada_p: No Discriminator_loss: 1.27116 Generator_loss: 0.852941 
[INFO] 2020-09-19 15:44:27 > Step:  168500 Progress: 84.2% Elapsed: 1 day, 1:10:21 temperature: no ada_p: No Discriminator_loss: 1.23746 Generator_loss: 1.31178 
[INFO] 2020-09-19 15:45:15 > Step:  168600 Progress: 84.3% Elapsed: 1 day, 1:11:10 temperature: no ada_p: No Discriminator_loss: 1.06579 Generator_loss: 0.599056 
[INFO] 2020-09-19 15:46:04 > Step:  168700 Progress: 84.4% Elapsed: 1 day, 1:11:58 temperature: no ada_p: No Discriminator_loss: 1.40198 Generator_loss: 0.354659 
[INFO] 2020-09-19 15:46:51 > Step:  168800 Progress: 84.4% Elapsed: 1 day, 1:12:45 temperature: no ada_p: No Discriminator_loss: 1.27507 Generator_loss: 0.632124 
[INFO] 2020-09-19 15:47:39 > Step:  168900 Progress: 84.5% Elapsed: 1 day, 1:13:33 temperature: no ada_p: No Discriminator_loss: 1.22321 Generator_loss: 0.649711 
[INFO] 2020-09-19 15:48:26 > Step:  169000 Progress: 84.5% Elapsed: 1 day, 1:14:20 temperature: no ada_p: No Discriminator_loss: 1.29325 Generator_loss: 0.899871 
[INFO] 2020-09-19 15:49:15 > Step:  169100 Progress: 84.5% Elapsed: 1 day, 1:15:09 temperature: no ada_p: No Discriminator_loss: 1.36051 Generator_loss: 0.319367 
[INFO] 2020-09-19 15:50:03 > Step:  169200 Progress: 84.6% Elapsed: 1 day, 1:15:58 temperature: no ada_p: No Discriminator_loss: 1.29484 Generator_loss: 0.687601 
[INFO] 2020-09-19 15:50:51 > Step:  169300 Progress: 84.7% Elapsed: 1 day, 1:16:45 temperature: no ada_p: No Discriminator_loss: 1.28729 Generator_loss: 0.781296 
[INFO] 2020-09-19 15:51:40 > Step:  169400 Progress: 84.7% Elapsed: 1 day, 1:17:34 temperature: no ada_p: No Discriminator_loss: 1.15826 Generator_loss: 1.16137 
[INFO] 2020-09-19 15:52:28 > Step:  169500 Progress: 84.8% Elapsed: 1 day, 1:18:22 temperature: no ada_p: No Discriminator_loss: 1.1113 Generator_loss: 0.907779 
[INFO] 2020-09-19 15:53:15 > Step:  169600 Progress: 84.8% Elapsed: 1 day, 1:19:09 temperature: no ada_p: No Discriminator_loss: 1.20153 Generator_loss: 0.197763 
[INFO] 2020-09-19 15:54:04 > Step:  169700 Progress: 84.9% Elapsed: 1 day, 1:19:58 temperature: no ada_p: No Discriminator_loss: 1.25639 Generator_loss: 0.42021 
[INFO] 2020-09-19 15:54:52 > Step:  169800 Progress: 84.9% Elapsed: 1 day, 1:20:47 temperature: no ada_p: No Discriminator_loss: 1.18036 Generator_loss: 0.408602 
[INFO] 2020-09-19 15:55:40 > Step:  169900 Progress: 85.0% Elapsed: 1 day, 1:21:34 temperature: no ada_p: No Discriminator_loss: 1.1956 Generator_loss: 0.640089 
[INFO] 2020-09-19 15:56:30 > Step:  170000 Progress: 85.0% Elapsed: 1 day, 1:22:24 temperature: no ada_p: No Discriminator_loss: 1.19676 Generator_loss: 0.733325 
[INFO] 2020-09-19 15:56:30 > Start Evaluation (170000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:58:19 > F_8 score (Step: 170000, Using test images): 0.9925733337202478
[INFO] 2020-09-19 15:58:19 > F_1/8 score (Step: 170000, Using test images): 0.9949521959702183
[INFO] 2020-09-19 15:58:19 > FID score (Step: 170000, Using test moments): 7.4937356271182125
[INFO] 2020-09-19 15:58:19 > Inception score (Step: 170000, 10000 generated images): 9.958111763000488
[INFO] 2020-09-19 15:58:19 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 15:58:20 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 15:59:06 > Step:  170100 Progress: 85.0% Elapsed: 1 day, 1:25:00 temperature: no ada_p: No Discriminator_loss: 1.07959 Generator_loss: 0.519462 
[INFO] 2020-09-19 15:59:55 > Step:  170200 Progress: 85.1% Elapsed: 1 day, 1:25:49 temperature: no ada_p: No Discriminator_loss: 1.17148 Generator_loss: 0.434096 
[INFO] 2020-09-19 16:00:44 > Step:  170300 Progress: 85.2% Elapsed: 1 day, 1:26:38 temperature: no ada_p: No Discriminator_loss: 0.992662 Generator_loss: 0.868825 
[INFO] 2020-09-19 16:01:32 > Step:  170400 Progress: 85.2% Elapsed: 1 day, 1:27:26 temperature: no ada_p: No Discriminator_loss: 1.18652 Generator_loss: 0.966388 
[INFO] 2020-09-19 16:02:20 > Step:  170500 Progress: 85.2% Elapsed: 1 day, 1:28:14 temperature: no ada_p: No Discriminator_loss: 1.27874 Generator_loss: 1.3998 
[INFO] 2020-09-19 16:03:08 > Step:  170600 Progress: 85.3% Elapsed: 1 day, 1:29:02 temperature: no ada_p: No Discriminator_loss: 1.18492 Generator_loss: 1.29703 
[INFO] 2020-09-19 16:03:55 > Step:  170700 Progress: 85.4% Elapsed: 1 day, 1:29:49 temperature: no ada_p: No Discriminator_loss: 0.902938 Generator_loss: 0.353076 
[INFO] 2020-09-19 16:04:43 > Step:  170800 Progress: 85.4% Elapsed: 1 day, 1:30:37 temperature: no ada_p: No Discriminator_loss: 1.21359 Generator_loss: 0.656683 
[INFO] 2020-09-19 16:05:32 > Step:  170900 Progress: 85.5% Elapsed: 1 day, 1:31:26 temperature: no ada_p: No Discriminator_loss: 1.19752 Generator_loss: 0.514172 
[INFO] 2020-09-19 16:06:19 > Step:  171000 Progress: 85.5% Elapsed: 1 day, 1:32:13 temperature: no ada_p: No Discriminator_loss: 1.37164 Generator_loss: 0.509649 
[INFO] 2020-09-19 16:07:07 > Step:  171100 Progress: 85.5% Elapsed: 1 day, 1:33:01 temperature: no ada_p: No Discriminator_loss: 1.05709 Generator_loss: 0.570473 
[INFO] 2020-09-19 16:07:56 > Step:  171200 Progress: 85.6% Elapsed: 1 day, 1:33:50 temperature: no ada_p: No Discriminator_loss: 1.10517 Generator_loss: 1.0797 
[INFO] 2020-09-19 16:08:44 > Step:  171300 Progress: 85.7% Elapsed: 1 day, 1:34:38 temperature: no ada_p: No Discriminator_loss: 1.27163 Generator_loss: 0.923249 
[INFO] 2020-09-19 16:09:32 > Step:  171400 Progress: 85.7% Elapsed: 1 day, 1:35:26 temperature: no ada_p: No Discriminator_loss: 1.30492 Generator_loss: 0.581325 
[INFO] 2020-09-19 16:10:20 > Step:  171500 Progress: 85.8% Elapsed: 1 day, 1:36:14 temperature: no ada_p: No Discriminator_loss: 1.38363 Generator_loss: 1.54253 
[INFO] 2020-09-19 16:11:08 > Step:  171600 Progress: 85.8% Elapsed: 1 day, 1:37:02 temperature: no ada_p: No Discriminator_loss: 1.09442 Generator_loss: 0.445381 
[INFO] 2020-09-19 16:11:56 > Step:  171700 Progress: 85.9% Elapsed: 1 day, 1:37:50 temperature: no ada_p: No Discriminator_loss: 1.18461 Generator_loss: 0.74128 
[INFO] 2020-09-19 16:12:44 > Step:  171800 Progress: 85.9% Elapsed: 1 day, 1:38:38 temperature: no ada_p: No Discriminator_loss: 1.10785 Generator_loss: 0.868574 
[INFO] 2020-09-19 16:13:33 > Step:  171900 Progress: 86.0% Elapsed: 1 day, 1:39:27 temperature: no ada_p: No Discriminator_loss: 1.24514 Generator_loss: 0.520331 
[INFO] 2020-09-19 16:14:21 > Step:  172000 Progress: 86.0% Elapsed: 1 day, 1:40:15 temperature: no ada_p: No Discriminator_loss: 1.27006 Generator_loss: 0.921405 
[INFO] 2020-09-19 16:14:21 > Start Evaluation (172000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:16:12 > F_8 score (Step: 172000, Using test images): 0.989579007547314
[INFO] 2020-09-19 16:16:12 > F_1/8 score (Step: 172000, Using test images): 0.9955785036869645
[INFO] 2020-09-19 16:16:12 > FID score (Step: 172000, Using test moments): 7.4353706980624565
[INFO] 2020-09-19 16:16:12 > Inception score (Step: 172000, 10000 generated images): 9.871905326843262
[INFO] 2020-09-19 16:16:12 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 16:16:13 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:17:01 > Step:  172100 Progress: 86.1% Elapsed: 1 day, 1:42:55 temperature: no ada_p: No Discriminator_loss: 1.34645 Generator_loss: 0.857123 
[INFO] 2020-09-19 16:17:50 > Step:  172200 Progress: 86.1% Elapsed: 1 day, 1:43:44 temperature: no ada_p: No Discriminator_loss: 1.27921 Generator_loss: 0.917247 
[INFO] 2020-09-19 16:18:38 > Step:  172300 Progress: 86.2% Elapsed: 1 day, 1:44:33 temperature: no ada_p: No Discriminator_loss: 1.26075 Generator_loss: 0.62922 
[INFO] 2020-09-19 16:19:26 > Step:  172400 Progress: 86.2% Elapsed: 1 day, 1:45:20 temperature: no ada_p: No Discriminator_loss: 1.09919 Generator_loss: 0.711807 
[INFO] 2020-09-19 16:20:14 > Step:  172500 Progress: 86.2% Elapsed: 1 day, 1:46:09 temperature: no ada_p: No Discriminator_loss: 1.21675 Generator_loss: 0.870677 
[INFO] 2020-09-19 16:21:02 > Step:  172600 Progress: 86.3% Elapsed: 1 day, 1:46:56 temperature: no ada_p: No Discriminator_loss: 1.17697 Generator_loss: 0.656518 
[INFO] 2020-09-19 16:21:51 > Step:  172700 Progress: 86.4% Elapsed: 1 day, 1:47:45 temperature: no ada_p: No Discriminator_loss: 1.31498 Generator_loss: 0.77765 
[INFO] 2020-09-19 16:22:39 > Step:  172800 Progress: 86.4% Elapsed: 1 day, 1:48:34 temperature: no ada_p: No Discriminator_loss: 1.07601 Generator_loss: 0.711665 
[INFO] 2020-09-19 16:23:27 > Step:  172900 Progress: 86.5% Elapsed: 1 day, 1:49:21 temperature: no ada_p: No Discriminator_loss: 1.02086 Generator_loss: 0.54307 
[INFO] 2020-09-19 16:24:15 > Step:  173000 Progress: 86.5% Elapsed: 1 day, 1:50:09 temperature: no ada_p: No Discriminator_loss: 1.19428 Generator_loss: 0.515592 
[INFO] 2020-09-19 16:25:04 > Step:  173100 Progress: 86.6% Elapsed: 1 day, 1:50:58 temperature: no ada_p: No Discriminator_loss: 1.18133 Generator_loss: 0.375568 
[INFO] 2020-09-19 16:25:52 > Step:  173200 Progress: 86.6% Elapsed: 1 day, 1:51:46 temperature: no ada_p: No Discriminator_loss: 1.35036 Generator_loss: 0.450868 
[INFO] 2020-09-19 16:26:40 > Step:  173300 Progress: 86.7% Elapsed: 1 day, 1:52:34 temperature: no ada_p: No Discriminator_loss: 1.27578 Generator_loss: 0.855252 
[INFO] 2020-09-19 16:27:28 > Step:  173400 Progress: 86.7% Elapsed: 1 day, 1:53:22 temperature: no ada_p: No Discriminator_loss: 1.37592 Generator_loss: 0.338748 
[INFO] 2020-09-19 16:28:15 > Step:  173500 Progress: 86.8% Elapsed: 1 day, 1:54:10 temperature: no ada_p: No Discriminator_loss: 1.16332 Generator_loss: 1.18964 
[INFO] 2020-09-19 16:29:04 > Step:  173600 Progress: 86.8% Elapsed: 1 day, 1:54:58 temperature: no ada_p: No Discriminator_loss: 1.13551 Generator_loss: 0.364544 
[INFO] 2020-09-19 16:29:52 > Step:  173700 Progress: 86.9% Elapsed: 1 day, 1:55:46 temperature: no ada_p: No Discriminator_loss: 1.19054 Generator_loss: 0.778693 
[INFO] 2020-09-19 16:30:39 > Step:  173800 Progress: 86.9% Elapsed: 1 day, 1:56:34 temperature: no ada_p: No Discriminator_loss: 1.1127 Generator_loss: 0.646737 
[INFO] 2020-09-19 16:31:28 > Step:  173900 Progress: 87.0% Elapsed: 1 day, 1:57:22 temperature: no ada_p: No Discriminator_loss: 1.2727 Generator_loss: 0.822469 
[INFO] 2020-09-19 16:32:16 > Step:  174000 Progress: 87.0% Elapsed: 1 day, 1:58:10 temperature: no ada_p: No Discriminator_loss: 1.13024 Generator_loss: 0.440111 
[INFO] 2020-09-19 16:32:16 > Start Evaluation (174000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:34:07 > F_8 score (Step: 174000, Using test images): 0.9928149017777226
[INFO] 2020-09-19 16:34:07 > F_1/8 score (Step: 174000, Using test images): 0.9953270178761476
[INFO] 2020-09-19 16:34:07 > FID score (Step: 174000, Using test moments): 7.505218385076489
[INFO] 2020-09-19 16:34:07 > Inception score (Step: 174000, 10000 generated images): 9.883145332336426
[INFO] 2020-09-19 16:34:07 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 16:34:08 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:34:55 > Step:  174100 Progress: 87.1% Elapsed: 1 day, 2:00:49 temperature: no ada_p: No Discriminator_loss: 1.16679 Generator_loss: 0.489275 
[INFO] 2020-09-19 16:35:44 > Step:  174200 Progress: 87.1% Elapsed: 1 day, 2:01:38 temperature: no ada_p: No Discriminator_loss: 1.21145 Generator_loss: 0.277011 
[INFO] 2020-09-19 16:36:32 > Step:  174300 Progress: 87.2% Elapsed: 1 day, 2:02:26 temperature: no ada_p: No Discriminator_loss: 1.34898 Generator_loss: 0.330895 
[INFO] 2020-09-19 16:37:21 > Step:  174400 Progress: 87.2% Elapsed: 1 day, 2:03:15 temperature: no ada_p: No Discriminator_loss: 1.07892 Generator_loss: 1.11138 
[INFO] 2020-09-19 16:38:10 > Step:  174500 Progress: 87.2% Elapsed: 1 day, 2:04:04 temperature: no ada_p: No Discriminator_loss: 1.28823 Generator_loss: 0.693297 
[INFO] 2020-09-19 16:38:58 > Step:  174600 Progress: 87.3% Elapsed: 1 day, 2:04:52 temperature: no ada_p: No Discriminator_loss: 1.03333 Generator_loss: 0.804484 
[INFO] 2020-09-19 16:39:46 > Step:  174700 Progress: 87.4% Elapsed: 1 day, 2:05:40 temperature: no ada_p: No Discriminator_loss: 1.08297 Generator_loss: 0.292555 
[INFO] 2020-09-19 16:40:34 > Step:  174800 Progress: 87.4% Elapsed: 1 day, 2:06:29 temperature: no ada_p: No Discriminator_loss: 1.1173 Generator_loss: 0.800008 
[INFO] 2020-09-19 16:41:22 > Step:  174900 Progress: 87.5% Elapsed: 1 day, 2:07:16 temperature: no ada_p: No Discriminator_loss: 1.33387 Generator_loss: 0.907842 
[INFO] 2020-09-19 16:42:12 > Step:  175000 Progress: 87.5% Elapsed: 1 day, 2:08:06 temperature: no ada_p: No Discriminator_loss: 1.12574 Generator_loss: 0.811971 
[INFO] 2020-09-19 16:43:00 > Step:  175100 Progress: 87.5% Elapsed: 1 day, 2:08:54 temperature: no ada_p: No Discriminator_loss: 1.20466 Generator_loss: 0.575081 
[INFO] 2020-09-19 16:43:48 > Step:  175200 Progress: 87.6% Elapsed: 1 day, 2:09:42 temperature: no ada_p: No Discriminator_loss: 1.14178 Generator_loss: 0.9111 
[INFO] 2020-09-19 16:44:36 > Step:  175300 Progress: 87.6% Elapsed: 1 day, 2:10:30 temperature: no ada_p: No Discriminator_loss: 1.0795 Generator_loss: 0.331844 
[INFO] 2020-09-19 16:45:23 > Step:  175400 Progress: 87.7% Elapsed: 1 day, 2:11:17 temperature: no ada_p: No Discriminator_loss: 1.26249 Generator_loss: 0.713789 
[INFO] 2020-09-19 16:46:11 > Step:  175500 Progress: 87.8% Elapsed: 1 day, 2:12:05 temperature: no ada_p: No Discriminator_loss: 1.32639 Generator_loss: 1.02197 
[INFO] 2020-09-19 16:47:00 > Step:  175600 Progress: 87.8% Elapsed: 1 day, 2:12:54 temperature: no ada_p: No Discriminator_loss: 1.23045 Generator_loss: 0.948968 
[INFO] 2020-09-19 16:47:47 > Step:  175700 Progress: 87.8% Elapsed: 1 day, 2:13:41 temperature: no ada_p: No Discriminator_loss: 1.16931 Generator_loss: 1.12676 
[INFO] 2020-09-19 16:48:36 > Step:  175800 Progress: 87.9% Elapsed: 1 day, 2:14:30 temperature: no ada_p: No Discriminator_loss: 1.07759 Generator_loss: 0.522247 
[INFO] 2020-09-19 16:49:25 > Step:  175900 Progress: 87.9% Elapsed: 1 day, 2:15:19 temperature: no ada_p: No Discriminator_loss: 1.19238 Generator_loss: 0.77914 
[INFO] 2020-09-19 16:50:13 > Step:  176000 Progress: 88.0% Elapsed: 1 day, 2:16:07 temperature: no ada_p: No Discriminator_loss: 1.12056 Generator_loss: 1.54868 
[INFO] 2020-09-19 16:50:13 > Start Evaluation (176000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:52:05 > F_8 score (Step: 176000, Using test images): 0.9911850168228913
[INFO] 2020-09-19 16:52:05 > F_1/8 score (Step: 176000, Using test images): 0.9950567961600604
[INFO] 2020-09-19 16:52:05 > FID score (Step: 176000, Using test moments): 7.4237624596910905
[INFO] 2020-09-19 16:52:05 > Inception score (Step: 176000, 10000 generated images): 9.804675102233887
[INFO] 2020-09-19 16:52:05 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 16:52:06 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 16:52:53 > Step:  176100 Progress: 88.0% Elapsed: 1 day, 2:18:47 temperature: no ada_p: No Discriminator_loss: 1.38268 Generator_loss: 1.48031 
[INFO] 2020-09-19 16:53:43 > Step:  176200 Progress: 88.1% Elapsed: 1 day, 2:19:37 temperature: no ada_p: No Discriminator_loss: 1.25317 Generator_loss: 1.17094 
[INFO] 2020-09-19 16:54:30 > Step:  176300 Progress: 88.1% Elapsed: 1 day, 2:20:25 temperature: no ada_p: No Discriminator_loss: 1.32846 Generator_loss: 1.10364 
[INFO] 2020-09-19 16:55:19 > Step:  176400 Progress: 88.2% Elapsed: 1 day, 2:21:13 temperature: no ada_p: No Discriminator_loss: 1.44745 Generator_loss: 0.335925 
[INFO] 2020-09-19 16:56:06 > Step:  176500 Progress: 88.2% Elapsed: 1 day, 2:22:00 temperature: no ada_p: No Discriminator_loss: 1.22896 Generator_loss: 0.889829 
[INFO] 2020-09-19 16:56:55 > Step:  176600 Progress: 88.3% Elapsed: 1 day, 2:22:49 temperature: no ada_p: No Discriminator_loss: 1.20983 Generator_loss: 0.638142 
[INFO] 2020-09-19 16:57:43 > Step:  176700 Progress: 88.3% Elapsed: 1 day, 2:23:37 temperature: no ada_p: No Discriminator_loss: 1.19291 Generator_loss: 0.955132 
[INFO] 2020-09-19 16:58:31 > Step:  176800 Progress: 88.4% Elapsed: 1 day, 2:24:25 temperature: no ada_p: No Discriminator_loss: 1.01532 Generator_loss: 0.262325 
[INFO] 2020-09-19 16:59:19 > Step:  176900 Progress: 88.4% Elapsed: 1 day, 2:25:14 temperature: no ada_p: No Discriminator_loss: 1.2844 Generator_loss: 0.498998 
[INFO] 2020-09-19 17:00:08 > Step:  177000 Progress: 88.5% Elapsed: 1 day, 2:26:02 temperature: no ada_p: No Discriminator_loss: 1.31161 Generator_loss: 1.20745 
[INFO] 2020-09-19 17:00:56 > Step:  177100 Progress: 88.5% Elapsed: 1 day, 2:26:50 temperature: no ada_p: No Discriminator_loss: 1.21468 Generator_loss: 0.785764 
[INFO] 2020-09-19 17:01:44 > Step:  177200 Progress: 88.6% Elapsed: 1 day, 2:27:38 temperature: no ada_p: No Discriminator_loss: 1.05711 Generator_loss: 1.02217 
[INFO] 2020-09-19 17:02:32 > Step:  177300 Progress: 88.6% Elapsed: 1 day, 2:28:26 temperature: no ada_p: No Discriminator_loss: 1.25669 Generator_loss: 0.51033 
[INFO] 2020-09-19 17:03:20 > Step:  177400 Progress: 88.7% Elapsed: 1 day, 2:29:14 temperature: no ada_p: No Discriminator_loss: 1.37552 Generator_loss: 0.223941 
[INFO] 2020-09-19 17:04:08 > Step:  177500 Progress: 88.8% Elapsed: 1 day, 2:30:03 temperature: no ada_p: No Discriminator_loss: 1.08929 Generator_loss: 0.303165 
[INFO] 2020-09-19 17:04:57 > Step:  177600 Progress: 88.8% Elapsed: 1 day, 2:30:51 temperature: no ada_p: No Discriminator_loss: 1.27053 Generator_loss: 0.376195 
[INFO] 2020-09-19 17:05:44 > Step:  177700 Progress: 88.8% Elapsed: 1 day, 2:31:39 temperature: no ada_p: No Discriminator_loss: 1.18509 Generator_loss: 0.37316 
[INFO] 2020-09-19 17:06:33 > Step:  177800 Progress: 88.9% Elapsed: 1 day, 2:32:27 temperature: no ada_p: No Discriminator_loss: 1.06498 Generator_loss: 0.648621 
[INFO] 2020-09-19 17:07:21 > Step:  177900 Progress: 88.9% Elapsed: 1 day, 2:33:15 temperature: no ada_p: No Discriminator_loss: 1.33608 Generator_loss: 0.521137 
[INFO] 2020-09-19 17:08:10 > Step:  178000 Progress: 89.0% Elapsed: 1 day, 2:34:04 temperature: no ada_p: No Discriminator_loss: 1.43985 Generator_loss: 0.658063 
[INFO] 2020-09-19 17:08:10 > Start Evaluation (178000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:10:02 > F_8 score (Step: 178000, Using test images): 0.9918259838248673
[INFO] 2020-09-19 17:10:02 > F_1/8 score (Step: 178000, Using test images): 0.9943628139871445
[INFO] 2020-09-19 17:10:02 > FID score (Step: 178000, Using test moments): 7.433690355215617
[INFO] 2020-09-19 17:10:02 > Inception score (Step: 178000, 10000 generated images): 10.071296691894531
[INFO] 2020-09-19 17:10:02 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 17:10:02 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:10:50 > Step:  178100 Progress: 89.0% Elapsed: 1 day, 2:36:44 temperature: no ada_p: No Discriminator_loss: 1.06103 Generator_loss: 0.623949 
[INFO] 2020-09-19 17:11:38 > Step:  178200 Progress: 89.1% Elapsed: 1 day, 2:37:32 temperature: no ada_p: No Discriminator_loss: 1.30979 Generator_loss: 1.18578 
[INFO] 2020-09-19 17:12:26 > Step:  178300 Progress: 89.1% Elapsed: 1 day, 2:38:20 temperature: no ada_p: No Discriminator_loss: 1.10744 Generator_loss: 0.758011 
[INFO] 2020-09-19 17:13:14 > Step:  178400 Progress: 89.2% Elapsed: 1 day, 2:39:08 temperature: no ada_p: No Discriminator_loss: 1.10445 Generator_loss: 1.0648 
[INFO] 2020-09-19 17:14:01 > Step:  178500 Progress: 89.2% Elapsed: 1 day, 2:39:56 temperature: no ada_p: No Discriminator_loss: 0.937962 Generator_loss: 0.530062 
[INFO] 2020-09-19 17:14:50 > Step:  178600 Progress: 89.3% Elapsed: 1 day, 2:40:44 temperature: no ada_p: No Discriminator_loss: 1.3366 Generator_loss: -0.217238 
[INFO] 2020-09-19 17:15:38 > Step:  178700 Progress: 89.3% Elapsed: 1 day, 2:41:32 temperature: no ada_p: No Discriminator_loss: 1.03808 Generator_loss: 0.33959 
[INFO] 2020-09-19 17:16:25 > Step:  178800 Progress: 89.4% Elapsed: 1 day, 2:42:19 temperature: no ada_p: No Discriminator_loss: 1.08411 Generator_loss: 0.761437 
[INFO] 2020-09-19 17:17:13 > Step:  178900 Progress: 89.5% Elapsed: 1 day, 2:43:07 temperature: no ada_p: No Discriminator_loss: 1.39961 Generator_loss: 0.937742 
[INFO] 2020-09-19 17:18:01 > Step:  179000 Progress: 89.5% Elapsed: 1 day, 2:43:55 temperature: no ada_p: No Discriminator_loss: 0.955571 Generator_loss: 0.719191 
[INFO] 2020-09-19 17:18:49 > Step:  179100 Progress: 89.5% Elapsed: 1 day, 2:44:44 temperature: no ada_p: No Discriminator_loss: 1.3119 Generator_loss: 0.830061 
[INFO] 2020-09-19 17:19:38 > Step:  179200 Progress: 89.6% Elapsed: 1 day, 2:45:32 temperature: no ada_p: No Discriminator_loss: 1.1372 Generator_loss: 0.375804 
[INFO] 2020-09-19 17:20:25 > Step:  179300 Progress: 89.6% Elapsed: 1 day, 2:46:19 temperature: no ada_p: No Discriminator_loss: 1.22929 Generator_loss: 0.522045 
[INFO] 2020-09-19 17:21:14 > Step:  179400 Progress: 89.7% Elapsed: 1 day, 2:47:08 temperature: no ada_p: No Discriminator_loss: 1.02575 Generator_loss: 0.347359 
[INFO] 2020-09-19 17:22:02 > Step:  179500 Progress: 89.8% Elapsed: 1 day, 2:47:57 temperature: no ada_p: No Discriminator_loss: 1.14483 Generator_loss: 1.10189 
[INFO] 2020-09-19 17:22:51 > Step:  179600 Progress: 89.8% Elapsed: 1 day, 2:48:45 temperature: no ada_p: No Discriminator_loss: 1.16395 Generator_loss: 1.31351 
[INFO] 2020-09-19 17:23:39 > Step:  179700 Progress: 89.8% Elapsed: 1 day, 2:49:33 temperature: no ada_p: No Discriminator_loss: 1.27645 Generator_loss: 0.376894 
[INFO] 2020-09-19 17:24:28 > Step:  179800 Progress: 89.9% Elapsed: 1 day, 2:50:22 temperature: no ada_p: No Discriminator_loss: 1.02274 Generator_loss: 0.500568 
[INFO] 2020-09-19 17:25:16 > Step:  179900 Progress: 90.0% Elapsed: 1 day, 2:51:10 temperature: no ada_p: No Discriminator_loss: 1.13861 Generator_loss: 0.392256 
[INFO] 2020-09-19 17:26:04 > Step:  180000 Progress: 90.0% Elapsed: 1 day, 2:51:58 temperature: no ada_p: No Discriminator_loss: 1.11303 Generator_loss: 0.912607 
[INFO] 2020-09-19 17:26:04 > Start Evaluation (180000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:27:55 > F_8 score (Step: 180000, Using test images): 0.9935287264176083
[INFO] 2020-09-19 17:27:55 > F_1/8 score (Step: 180000, Using test images): 0.9953114504091991
[INFO] 2020-09-19 17:27:55 > FID score (Step: 180000, Using test moments): 7.449381281333899
[INFO] 2020-09-19 17:27:55 > Inception score (Step: 180000, 10000 generated images): 10.022673606872559
[INFO] 2020-09-19 17:27:55 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 17:27:55 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:28:43 > Step:  180100 Progress: 90.0% Elapsed: 1 day, 2:54:37 temperature: no ada_p: No Discriminator_loss: 1.14358 Generator_loss: 1.50378 
[INFO] 2020-09-19 17:29:31 > Step:  180200 Progress: 90.1% Elapsed: 1 day, 2:55:25 temperature: no ada_p: No Discriminator_loss: 1.25458 Generator_loss: 0.453376 
[INFO] 2020-09-19 17:30:20 > Step:  180300 Progress: 90.1% Elapsed: 1 day, 2:56:14 temperature: no ada_p: No Discriminator_loss: 1.29733 Generator_loss: -0.115284 
[INFO] 2020-09-19 17:31:07 > Step:  180400 Progress: 90.2% Elapsed: 1 day, 2:57:02 temperature: no ada_p: No Discriminator_loss: 1.01507 Generator_loss: 0.709441 
[INFO] 2020-09-19 17:31:56 > Step:  180500 Progress: 90.2% Elapsed: 1 day, 2:57:50 temperature: no ada_p: No Discriminator_loss: 1.14472 Generator_loss: 0.672213 
[INFO] 2020-09-19 17:32:45 > Step:  180600 Progress: 90.3% Elapsed: 1 day, 2:58:39 temperature: no ada_p: No Discriminator_loss: 1.07535 Generator_loss: 1.20274 
[INFO] 2020-09-19 17:33:33 > Step:  180700 Progress: 90.3% Elapsed: 1 day, 2:59:27 temperature: no ada_p: No Discriminator_loss: 1.19216 Generator_loss: 0.213672 
[INFO] 2020-09-19 17:34:21 > Step:  180800 Progress: 90.4% Elapsed: 1 day, 3:00:15 temperature: no ada_p: No Discriminator_loss: 0.98184 Generator_loss: 0.725034 
[INFO] 2020-09-19 17:35:09 > Step:  180900 Progress: 90.5% Elapsed: 1 day, 3:01:03 temperature: no ada_p: No Discriminator_loss: 1.03959 Generator_loss: 0.707338 
[INFO] 2020-09-19 17:35:57 > Step:  181000 Progress: 90.5% Elapsed: 1 day, 3:01:51 temperature: no ada_p: No Discriminator_loss: 1.14206 Generator_loss: 0.435459 
[INFO] 2020-09-19 17:36:45 > Step:  181100 Progress: 90.5% Elapsed: 1 day, 3:02:40 temperature: no ada_p: No Discriminator_loss: 1.69157 Generator_loss: 0.596896 
[INFO] 2020-09-19 17:37:34 > Step:  181200 Progress: 90.6% Elapsed: 1 day, 3:03:28 temperature: no ada_p: No Discriminator_loss: 1.08788 Generator_loss: 0.770733 
[INFO] 2020-09-19 17:38:21 > Step:  181300 Progress: 90.6% Elapsed: 1 day, 3:04:15 temperature: no ada_p: No Discriminator_loss: 1.09975 Generator_loss: 1.22104 
[INFO] 2020-09-19 17:39:09 > Step:  181400 Progress: 90.7% Elapsed: 1 day, 3:05:03 temperature: no ada_p: No Discriminator_loss: 1.18208 Generator_loss: 0.705191 
[INFO] 2020-09-19 17:39:57 > Step:  181500 Progress: 90.8% Elapsed: 1 day, 3:05:51 temperature: no ada_p: No Discriminator_loss: 1.15472 Generator_loss: 0.754799 
[INFO] 2020-09-19 17:40:45 > Step:  181600 Progress: 90.8% Elapsed: 1 day, 3:06:39 temperature: no ada_p: No Discriminator_loss: 1.06114 Generator_loss: 0.887276 
[INFO] 2020-09-19 17:41:35 > Step:  181700 Progress: 90.8% Elapsed: 1 day, 3:07:29 temperature: no ada_p: No Discriminator_loss: 1.19254 Generator_loss: 1.02213 
[INFO] 2020-09-19 17:42:22 > Step:  181800 Progress: 90.9% Elapsed: 1 day, 3:08:17 temperature: no ada_p: No Discriminator_loss: 0.953021 Generator_loss: 0.56542 
[INFO] 2020-09-19 17:43:11 > Step:  181900 Progress: 91.0% Elapsed: 1 day, 3:09:05 temperature: no ada_p: No Discriminator_loss: 1.37233 Generator_loss: 0.466524 
[INFO] 2020-09-19 17:43:59 > Step:  182000 Progress: 91.0% Elapsed: 1 day, 3:09:53 temperature: no ada_p: No Discriminator_loss: 1.3007 Generator_loss: 0.447392 
[INFO] 2020-09-19 17:43:59 > Start Evaluation (182000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:45:50 > F_8 score (Step: 182000, Using test images): 0.9932855529867606
[INFO] 2020-09-19 17:45:50 > F_1/8 score (Step: 182000, Using test images): 0.9954901792849984
[INFO] 2020-09-19 17:45:50 > FID score (Step: 182000, Using test moments): 7.4560966344201915
[INFO] 2020-09-19 17:45:50 > Inception score (Step: 182000, 10000 generated images): 9.713240623474121
[INFO] 2020-09-19 17:45:50 > Best FID score (Step: 160000, Using test moments): 7.366077904226302
[INFO] 2020-09-19 17:45:50 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 17:46:37 > Step:  182100 Progress: 91.0% Elapsed: 1 day, 3:12:31 temperature: no ada_p: No Discriminator_loss: 1.19344 Generator_loss: 0.732868 
[INFO] 2020-09-19 17:47:26 > Step:  182200 Progress: 91.1% Elapsed: 1 day, 3:13:20 temperature: no ada_p: No Discriminator_loss: 1.37128 Generator_loss: 1.01384 
[INFO] 2020-09-19 17:48:15 > Step:  182300 Progress: 91.1% Elapsed: 1 day, 3:14:09 temperature: no ada_p: No Discriminator_loss: 1.23997 Generator_loss: 0.54852 
[INFO] 2020-09-19 17:49:03 > Step:  182400 Progress: 91.2% Elapsed: 1 day, 3:14:57 temperature: no ada_p: No Discriminator_loss: 1.02444 Generator_loss: 1.13986 
[INFO] 2020-09-19 17:49:51 > Step:  182500 Progress: 91.2% Elapsed: 1 day, 3:15:45 temperature: no ada_p: No Discriminator_loss: 1.24369 Generator_loss: 1.07761 
[INFO] 2020-09-19 17:50:39 > Step:  182600 Progress: 91.3% Elapsed: 1 day, 3:16:33 temperature: no ada_p: No Discriminator_loss: 1.2029 Generator_loss: 0.427574 
[INFO] 2020-09-19 17:51:27 > Step:  182700 Progress: 91.3% Elapsed: 1 day, 3:17:21 temperature: no ada_p: No Discriminator_loss: 1.2895 Generator_loss: 0.783712 
[INFO] 2020-09-19 17:52:15 > Step:  182800 Progress: 91.4% Elapsed: 1 day, 3:18:09 temperature: no ada_p: No Discriminator_loss: 1.31656 Generator_loss: 0.827665 
[INFO] 2020-09-19 17:53:02 > Step:  182900 Progress: 91.5% Elapsed: 1 day, 3:18:56 temperature: no ada_p: No Discriminator_loss: 1.2509 Generator_loss: 1.15211 
[INFO] 2020-09-19 17:53:51 > Step:  183000 Progress: 91.5% Elapsed: 1 day, 3:19:45 temperature: no ada_p: No Discriminator_loss: 1.20859 Generator_loss: 0.794553 
[INFO] 2020-09-19 17:54:40 > Step:  183100 Progress: 91.5% Elapsed: 1 day, 3:20:34 temperature: no ada_p: No Discriminator_loss: 1.21185 Generator_loss: 1.07214 
[INFO] 2020-09-19 17:55:28 > Step:  183200 Progress: 91.6% Elapsed: 1 day, 3:21:22 temperature: no ada_p: No Discriminator_loss: 1.13937 Generator_loss: 0.912774 
[INFO] 2020-09-19 17:56:16 > Step:  183300 Progress: 91.6% Elapsed: 1 day, 3:22:10 temperature: no ada_p: No Discriminator_loss: 1.32594 Generator_loss: 0.272248 
[INFO] 2020-09-19 17:57:05 > Step:  183400 Progress: 91.7% Elapsed: 1 day, 3:22:59 temperature: no ada_p: No Discriminator_loss: 1.11056 Generator_loss: 1.14098 
[INFO] 2020-09-19 17:57:53 > Step:  183500 Progress: 91.8% Elapsed: 1 day, 3:23:47 temperature: no ada_p: No Discriminator_loss: 1.1877 Generator_loss: 0.0335226 
[INFO] 2020-09-19 17:58:41 > Step:  183600 Progress: 91.8% Elapsed: 1 day, 3:24:35 temperature: no ada_p: No Discriminator_loss: 1.13503 Generator_loss: 0.802512 
[INFO] 2020-09-19 17:59:30 > Step:  183700 Progress: 91.8% Elapsed: 1 day, 3:25:24 temperature: no ada_p: No Discriminator_loss: 1.18311 Generator_loss: 0.561057 
[INFO] 2020-09-19 18:00:18 > Step:  183800 Progress: 91.9% Elapsed: 1 day, 3:26:12 temperature: no ada_p: No Discriminator_loss: 0.895634 Generator_loss: 0.404916 
[INFO] 2020-09-19 18:01:06 > Step:  183900 Progress: 92.0% Elapsed: 1 day, 3:27:01 temperature: no ada_p: No Discriminator_loss: 1.16686 Generator_loss: 0.455144 
[INFO] 2020-09-19 18:01:54 > Step:  184000 Progress: 92.0% Elapsed: 1 day, 3:27:48 temperature: no ada_p: No Discriminator_loss: 1.08699 Generator_loss: -0.0658573 
[INFO] 2020-09-19 18:01:54 > Start Evaluation (184000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:03:45 > F_8 score (Step: 184000, Using test images): 0.9936155639902823
[INFO] 2020-09-19 18:03:45 > F_1/8 score (Step: 184000, Using test images): 0.9947694891087795
[INFO] 2020-09-19 18:03:45 > FID score (Step: 184000, Using test moments): 7.3097287647458415
[INFO] 2020-09-19 18:03:45 > Inception score (Step: 184000, 10000 generated images): 9.997754096984863
[INFO] 2020-09-19 18:03:45 > Best FID score (Step: 184000, Using test moments): 7.3097287647458415
[INFO] 2020-09-19 18:03:45 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:04:33 > Step:  184100 Progress: 92.0% Elapsed: 1 day, 3:30:27 temperature: no ada_p: No Discriminator_loss: 1.20155 Generator_loss: 0.78685 
[INFO] 2020-09-19 18:05:21 > Step:  184200 Progress: 92.1% Elapsed: 1 day, 3:31:15 temperature: no ada_p: No Discriminator_loss: 1.18006 Generator_loss: 0.700004 
[INFO] 2020-09-19 18:06:09 > Step:  184300 Progress: 92.2% Elapsed: 1 day, 3:32:03 temperature: no ada_p: No Discriminator_loss: 1.19309 Generator_loss: 0.62354 
[INFO] 2020-09-19 18:06:56 > Step:  184400 Progress: 92.2% Elapsed: 1 day, 3:32:51 temperature: no ada_p: No Discriminator_loss: 1.10601 Generator_loss: 0.800914 
[INFO] 2020-09-19 18:07:45 > Step:  184500 Progress: 92.2% Elapsed: 1 day, 3:33:40 temperature: no ada_p: No Discriminator_loss: 1.37484 Generator_loss: 0.434044 
[INFO] 2020-09-19 18:08:33 > Step:  184600 Progress: 92.3% Elapsed: 1 day, 3:34:27 temperature: no ada_p: No Discriminator_loss: 1.19428 Generator_loss: 0.998104 
[INFO] 2020-09-19 18:09:21 > Step:  184700 Progress: 92.3% Elapsed: 1 day, 3:35:15 temperature: no ada_p: No Discriminator_loss: 1.26233 Generator_loss: 1.13993 
[INFO] 2020-09-19 18:10:10 > Step:  184800 Progress: 92.4% Elapsed: 1 day, 3:36:04 temperature: no ada_p: No Discriminator_loss: 1.43792 Generator_loss: 0.581053 
[INFO] 2020-09-19 18:10:57 > Step:  184900 Progress: 92.5% Elapsed: 1 day, 3:36:51 temperature: no ada_p: No Discriminator_loss: 1.02904 Generator_loss: 1.24537 
[INFO] 2020-09-19 18:11:45 > Step:  185000 Progress: 92.5% Elapsed: 1 day, 3:37:39 temperature: no ada_p: No Discriminator_loss: 1.34993 Generator_loss: 0.870173 
[INFO] 2020-09-19 18:12:33 > Step:  185100 Progress: 92.5% Elapsed: 1 day, 3:38:27 temperature: no ada_p: No Discriminator_loss: 1.14445 Generator_loss: 0.799579 
[INFO] 2020-09-19 18:13:21 > Step:  185200 Progress: 92.6% Elapsed: 1 day, 3:39:15 temperature: no ada_p: No Discriminator_loss: 1.17018 Generator_loss: 0.980566 
[INFO] 2020-09-19 18:14:09 > Step:  185300 Progress: 92.7% Elapsed: 1 day, 3:40:03 temperature: no ada_p: No Discriminator_loss: 1.14733 Generator_loss: 1.2985 
[INFO] 2020-09-19 18:14:57 > Step:  185400 Progress: 92.7% Elapsed: 1 day, 3:40:51 temperature: no ada_p: No Discriminator_loss: 1.0099 Generator_loss: 0.48978 
[INFO] 2020-09-19 18:15:45 > Step:  185500 Progress: 92.8% Elapsed: 1 day, 3:41:40 temperature: no ada_p: No Discriminator_loss: 1.28129 Generator_loss: 1.01457 
[INFO] 2020-09-19 18:16:34 > Step:  185600 Progress: 92.8% Elapsed: 1 day, 3:42:28 temperature: no ada_p: No Discriminator_loss: 1.33528 Generator_loss: 0.702029 
[INFO] 2020-09-19 18:17:22 > Step:  185700 Progress: 92.8% Elapsed: 1 day, 3:43:16 temperature: no ada_p: No Discriminator_loss: 1.29896 Generator_loss: 1.02857 
[INFO] 2020-09-19 18:18:10 > Step:  185800 Progress: 92.9% Elapsed: 1 day, 3:44:04 temperature: no ada_p: No Discriminator_loss: 1.13634 Generator_loss: 0.690273 
[INFO] 2020-09-19 18:18:58 > Step:  185900 Progress: 93.0% Elapsed: 1 day, 3:44:52 temperature: no ada_p: No Discriminator_loss: 1.02249 Generator_loss: 0.963133 
[INFO] 2020-09-19 18:19:45 > Step:  186000 Progress: 93.0% Elapsed: 1 day, 3:45:39 temperature: no ada_p: No Discriminator_loss: 1.14922 Generator_loss: 0.9364 
[INFO] 2020-09-19 18:19:45 > Start Evaluation (186000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:21:38 > F_8 score (Step: 186000, Using test images): 0.9930047531472674
[INFO] 2020-09-19 18:21:38 > F_1/8 score (Step: 186000, Using test images): 0.9948925105158302
[INFO] 2020-09-19 18:21:38 > FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 18:21:38 > Inception score (Step: 186000, 10000 generated images): 9.924346923828125
[INFO] 2020-09-19 18:21:38 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 18:21:39 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:22:27 > Step:  186100 Progress: 93.0% Elapsed: 1 day, 3:48:21 temperature: no ada_p: No Discriminator_loss: 1.13004 Generator_loss: 0.544159 
[INFO] 2020-09-19 18:23:15 > Step:  186200 Progress: 93.1% Elapsed: 1 day, 3:49:09 temperature: no ada_p: No Discriminator_loss: 1.24742 Generator_loss: 0.635998 
[INFO] 2020-09-19 18:24:03 > Step:  186300 Progress: 93.2% Elapsed: 1 day, 3:49:57 temperature: no ada_p: No Discriminator_loss: 1.24301 Generator_loss: 0.735122 
[INFO] 2020-09-19 18:24:51 > Step:  186400 Progress: 93.2% Elapsed: 1 day, 3:50:45 temperature: no ada_p: No Discriminator_loss: 1.03565 Generator_loss: 0.579693 
[INFO] 2020-09-19 18:25:39 > Step:  186500 Progress: 93.2% Elapsed: 1 day, 3:51:33 temperature: no ada_p: No Discriminator_loss: 1.18555 Generator_loss: 0.273786 
[INFO] 2020-09-19 18:26:27 > Step:  186600 Progress: 93.3% Elapsed: 1 day, 3:52:21 temperature: no ada_p: No Discriminator_loss: 1.12835 Generator_loss: 1.17555 
[INFO] 2020-09-19 18:27:16 > Step:  186700 Progress: 93.3% Elapsed: 1 day, 3:53:10 temperature: no ada_p: No Discriminator_loss: 1.02793 Generator_loss: 0.620436 
[INFO] 2020-09-19 18:28:03 > Step:  186800 Progress: 93.4% Elapsed: 1 day, 3:53:57 temperature: no ada_p: No Discriminator_loss: 1.27446 Generator_loss: 0.884997 
[INFO] 2020-09-19 18:28:52 > Step:  186900 Progress: 93.5% Elapsed: 1 day, 3:54:46 temperature: no ada_p: No Discriminator_loss: 1.19044 Generator_loss: 0.473391 
[INFO] 2020-09-19 18:29:41 > Step:  187000 Progress: 93.5% Elapsed: 1 day, 3:55:35 temperature: no ada_p: No Discriminator_loss: 1.12302 Generator_loss: 0.902498 
[INFO] 2020-09-19 18:30:29 > Step:  187100 Progress: 93.5% Elapsed: 1 day, 3:56:23 temperature: no ada_p: No Discriminator_loss: 1.14871 Generator_loss: 0.354869 
[INFO] 2020-09-19 18:31:17 > Step:  187200 Progress: 93.6% Elapsed: 1 day, 3:57:11 temperature: no ada_p: No Discriminator_loss: 1.12098 Generator_loss: 0.915416 
[INFO] 2020-09-19 18:32:05 > Step:  187300 Progress: 93.7% Elapsed: 1 day, 3:57:59 temperature: no ada_p: No Discriminator_loss: 1.23863 Generator_loss: 0.884908 
[INFO] 2020-09-19 18:32:52 > Step:  187400 Progress: 93.7% Elapsed: 1 day, 3:58:46 temperature: no ada_p: No Discriminator_loss: 1.30958 Generator_loss: 0.567273 
[INFO] 2020-09-19 18:33:40 > Step:  187500 Progress: 93.8% Elapsed: 1 day, 3:59:34 temperature: no ada_p: No Discriminator_loss: 1.21406 Generator_loss: 1.09175 
[INFO] 2020-09-19 18:34:28 > Step:  187600 Progress: 93.8% Elapsed: 1 day, 4:00:22 temperature: no ada_p: No Discriminator_loss: 1.06374 Generator_loss: 0.641949 
[INFO] 2020-09-19 18:35:16 > Step:  187700 Progress: 93.8% Elapsed: 1 day, 4:01:10 temperature: no ada_p: No Discriminator_loss: 1.13422 Generator_loss: 1.26974 
[INFO] 2020-09-19 18:36:04 > Step:  187800 Progress: 93.9% Elapsed: 1 day, 4:01:58 temperature: no ada_p: No Discriminator_loss: 1.14195 Generator_loss: 0.509827 
[INFO] 2020-09-19 18:36:52 > Step:  187900 Progress: 94.0% Elapsed: 1 day, 4:02:46 temperature: no ada_p: No Discriminator_loss: 1.17265 Generator_loss: 0.442063 
[INFO] 2020-09-19 18:37:40 > Step:  188000 Progress: 94.0% Elapsed: 1 day, 4:03:34 temperature: no ada_p: No Discriminator_loss: 1.11598 Generator_loss: 0.515938 
[INFO] 2020-09-19 18:37:40 > Start Evaluation (188000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:39:32 > F_8 score (Step: 188000, Using test images): 0.9924896075272834
[INFO] 2020-09-19 18:39:32 > F_1/8 score (Step: 188000, Using test images): 0.994783892620227
[INFO] 2020-09-19 18:39:32 > FID score (Step: 188000, Using test moments): 7.426290198719812
[INFO] 2020-09-19 18:39:32 > Inception score (Step: 188000, 10000 generated images): 9.91568660736084
[INFO] 2020-09-19 18:39:32 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 18:39:32 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:40:20 > Step:  188100 Progress: 94.0% Elapsed: 1 day, 4:06:14 temperature: no ada_p: No Discriminator_loss: 1.28549 Generator_loss: 1.28892 
[INFO] 2020-09-19 18:41:07 > Step:  188200 Progress: 94.1% Elapsed: 1 day, 4:07:01 temperature: no ada_p: No Discriminator_loss: 1.3325 Generator_loss: 0.361784 
[INFO] 2020-09-19 18:41:55 > Step:  188300 Progress: 94.2% Elapsed: 1 day, 4:07:50 temperature: no ada_p: No Discriminator_loss: 1.25239 Generator_loss: 0.992783 
[INFO] 2020-09-19 18:42:44 > Step:  188400 Progress: 94.2% Elapsed: 1 day, 4:08:38 temperature: no ada_p: No Discriminator_loss: 1.20141 Generator_loss: 0.736842 
[INFO] 2020-09-19 18:43:32 > Step:  188500 Progress: 94.2% Elapsed: 1 day, 4:09:26 temperature: no ada_p: No Discriminator_loss: 1.28711 Generator_loss: 0.611274 
[INFO] 2020-09-19 18:44:20 > Step:  188600 Progress: 94.3% Elapsed: 1 day, 4:10:14 temperature: no ada_p: No Discriminator_loss: 1.16127 Generator_loss: 0.504128 
[INFO] 2020-09-19 18:45:09 > Step:  188700 Progress: 94.3% Elapsed: 1 day, 4:11:04 temperature: no ada_p: No Discriminator_loss: 1.07449 Generator_loss: 0.420811 
[INFO] 2020-09-19 18:45:57 > Step:  188800 Progress: 94.4% Elapsed: 1 day, 4:11:51 temperature: no ada_p: No Discriminator_loss: 1.18127 Generator_loss: 0.29931 
[INFO] 2020-09-19 18:46:45 > Step:  188900 Progress: 94.5% Elapsed: 1 day, 4:12:39 temperature: no ada_p: No Discriminator_loss: 1.10175 Generator_loss: 0.88046 
[INFO] 2020-09-19 18:47:33 > Step:  189000 Progress: 94.5% Elapsed: 1 day, 4:13:27 temperature: no ada_p: No Discriminator_loss: 1.02955 Generator_loss: 0.729608 
[INFO] 2020-09-19 18:48:21 > Step:  189100 Progress: 94.5% Elapsed: 1 day, 4:14:15 temperature: no ada_p: No Discriminator_loss: 1.20922 Generator_loss: 0.47606 
[INFO] 2020-09-19 18:49:09 > Step:  189200 Progress: 94.6% Elapsed: 1 day, 4:15:03 temperature: no ada_p: No Discriminator_loss: 1.10304 Generator_loss: 0.975209 
[INFO] 2020-09-19 18:49:56 > Step:  189300 Progress: 94.7% Elapsed: 1 day, 4:15:50 temperature: no ada_p: No Discriminator_loss: 1.25453 Generator_loss: 0.266769 
[INFO] 2020-09-19 18:50:44 > Step:  189400 Progress: 94.7% Elapsed: 1 day, 4:16:38 temperature: no ada_p: No Discriminator_loss: 1.24083 Generator_loss: 0.663735 
[INFO] 2020-09-19 18:51:32 > Step:  189500 Progress: 94.8% Elapsed: 1 day, 4:17:27 temperature: no ada_p: No Discriminator_loss: 1.21707 Generator_loss: 0.487551 
[INFO] 2020-09-19 18:52:20 > Step:  189600 Progress: 94.8% Elapsed: 1 day, 4:18:14 temperature: no ada_p: No Discriminator_loss: 1.24041 Generator_loss: 0.955629 
[INFO] 2020-09-19 18:53:08 > Step:  189700 Progress: 94.8% Elapsed: 1 day, 4:19:02 temperature: no ada_p: No Discriminator_loss: 1.31512 Generator_loss: 0.430711 
[INFO] 2020-09-19 18:53:56 > Step:  189800 Progress: 94.9% Elapsed: 1 day, 4:19:51 temperature: no ada_p: No Discriminator_loss: 1.30854 Generator_loss: 0.721562 
[INFO] 2020-09-19 18:54:44 > Step:  189900 Progress: 95.0% Elapsed: 1 day, 4:20:38 temperature: no ada_p: No Discriminator_loss: 1.39091 Generator_loss: 0.863296 
[INFO] 2020-09-19 18:55:32 > Step:  190000 Progress: 95.0% Elapsed: 1 day, 4:21:26 temperature: no ada_p: No Discriminator_loss: 1.17297 Generator_loss: 0.301966 
[INFO] 2020-09-19 18:55:32 > Start Evaluation (190000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:57:24 > F_8 score (Step: 190000, Using test images): 0.9935216041261743
[INFO] 2020-09-19 18:57:24 > F_1/8 score (Step: 190000, Using test images): 0.9955001685417367
[INFO] 2020-09-19 18:57:24 > FID score (Step: 190000, Using test moments): 7.475966571801678
[INFO] 2020-09-19 18:57:24 > Inception score (Step: 190000, 10000 generated images): 10.012382507324219
[INFO] 2020-09-19 18:57:24 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 18:57:24 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 18:58:11 > Step:  190100 Progress: 95.0% Elapsed: 1 day, 4:24:06 temperature: no ada_p: No Discriminator_loss: 1.08409 Generator_loss: 1.13937 
[INFO] 2020-09-19 18:59:00 > Step:  190200 Progress: 95.1% Elapsed: 1 day, 4:24:54 temperature: no ada_p: No Discriminator_loss: 1.25704 Generator_loss: 0.676589 
[INFO] 2020-09-19 18:59:48 > Step:  190300 Progress: 95.2% Elapsed: 1 day, 4:25:42 temperature: no ada_p: No Discriminator_loss: 1.30648 Generator_loss: 0.822983 
[INFO] 2020-09-19 19:00:35 > Step:  190400 Progress: 95.2% Elapsed: 1 day, 4:26:30 temperature: no ada_p: No Discriminator_loss: 1.0952 Generator_loss: 0.659119 
[INFO] 2020-09-19 19:01:24 > Step:  190500 Progress: 95.2% Elapsed: 1 day, 4:27:18 temperature: no ada_p: No Discriminator_loss: 1.25342 Generator_loss: 0.581118 
[INFO] 2020-09-19 19:02:12 > Step:  190600 Progress: 95.3% Elapsed: 1 day, 4:28:06 temperature: no ada_p: No Discriminator_loss: 0.987538 Generator_loss: 1.03508 
[INFO] 2020-09-19 19:02:59 > Step:  190700 Progress: 95.3% Elapsed: 1 day, 4:28:53 temperature: no ada_p: No Discriminator_loss: 1.19848 Generator_loss: 0.718656 
[INFO] 2020-09-19 19:03:47 > Step:  190800 Progress: 95.4% Elapsed: 1 day, 4:29:42 temperature: no ada_p: No Discriminator_loss: 1.09726 Generator_loss: 0.545558 
[INFO] 2020-09-19 19:04:35 > Step:  190900 Progress: 95.5% Elapsed: 1 day, 4:30:30 temperature: no ada_p: No Discriminator_loss: 1.0983 Generator_loss: 0.774383 
[INFO] 2020-09-19 19:05:23 > Step:  191000 Progress: 95.5% Elapsed: 1 day, 4:31:17 temperature: no ada_p: No Discriminator_loss: 1.18173 Generator_loss: 0.65349 
[INFO] 2020-09-19 19:06:11 > Step:  191100 Progress: 95.5% Elapsed: 1 day, 4:32:06 temperature: no ada_p: No Discriminator_loss: 0.975754 Generator_loss: 0.0516395 
[INFO] 2020-09-19 19:07:00 > Step:  191200 Progress: 95.6% Elapsed: 1 day, 4:32:54 temperature: no ada_p: No Discriminator_loss: 1.06989 Generator_loss: 0.778306 
[INFO] 2020-09-19 19:07:48 > Step:  191300 Progress: 95.7% Elapsed: 1 day, 4:33:42 temperature: no ada_p: No Discriminator_loss: 1.11175 Generator_loss: 0.924661 
[INFO] 2020-09-19 19:08:36 > Step:  191400 Progress: 95.7% Elapsed: 1 day, 4:34:30 temperature: no ada_p: No Discriminator_loss: 1.29927 Generator_loss: 0.583011 
[INFO] 2020-09-19 19:09:24 > Step:  191500 Progress: 95.8% Elapsed: 1 day, 4:35:18 temperature: no ada_p: No Discriminator_loss: 1.20192 Generator_loss: 0.0890445 
[INFO] 2020-09-19 19:10:12 > Step:  191600 Progress: 95.8% Elapsed: 1 day, 4:36:06 temperature: no ada_p: No Discriminator_loss: 1.28502 Generator_loss: 0.282429 
[INFO] 2020-09-19 19:11:00 > Step:  191700 Progress: 95.9% Elapsed: 1 day, 4:36:54 temperature: no ada_p: No Discriminator_loss: 1.15308 Generator_loss: 1.0406 
[INFO] 2020-09-19 19:11:47 > Step:  191800 Progress: 95.9% Elapsed: 1 day, 4:37:41 temperature: no ada_p: No Discriminator_loss: 1.05621 Generator_loss: 0.666624 
[INFO] 2020-09-19 19:12:35 > Step:  191900 Progress: 96.0% Elapsed: 1 day, 4:38:29 temperature: no ada_p: No Discriminator_loss: 1.2728 Generator_loss: 1.08499 
[INFO] 2020-09-19 19:13:24 > Step:  192000 Progress: 96.0% Elapsed: 1 day, 4:39:18 temperature: no ada_p: No Discriminator_loss: 1.03902 Generator_loss: 0.263038 
[INFO] 2020-09-19 19:13:24 > Start Evaluation (192000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:15:17 > F_8 score (Step: 192000, Using test images): 0.9919212684568861
[INFO] 2020-09-19 19:15:17 > F_1/8 score (Step: 192000, Using test images): 0.9952306740482039
[INFO] 2020-09-19 19:15:17 > FID score (Step: 192000, Using test moments): 7.35454454484892
[INFO] 2020-09-19 19:15:17 > Inception score (Step: 192000, 10000 generated images): 10.00870418548584
[INFO] 2020-09-19 19:15:17 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 19:15:17 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:16:04 > Step:  192100 Progress: 96.0% Elapsed: 1 day, 4:41:58 temperature: no ada_p: No Discriminator_loss: 1.21219 Generator_loss: 0.705228 
[INFO] 2020-09-19 19:16:52 > Step:  192200 Progress: 96.1% Elapsed: 1 day, 4:42:46 temperature: no ada_p: No Discriminator_loss: 1.28632 Generator_loss: 0.533889 
[INFO] 2020-09-19 19:17:41 > Step:  192300 Progress: 96.2% Elapsed: 1 day, 4:43:35 temperature: no ada_p: No Discriminator_loss: 1.07902 Generator_loss: 0.55444 
[INFO] 2020-09-19 19:18:28 > Step:  192400 Progress: 96.2% Elapsed: 1 day, 4:44:22 temperature: no ada_p: No Discriminator_loss: 1.13908 Generator_loss: 1.23051 
[INFO] 2020-09-19 19:19:16 > Step:  192500 Progress: 96.2% Elapsed: 1 day, 4:45:10 temperature: no ada_p: No Discriminator_loss: 1.35204 Generator_loss: 0.17669 
[INFO] 2020-09-19 19:20:04 > Step:  192600 Progress: 96.3% Elapsed: 1 day, 4:45:58 temperature: no ada_p: No Discriminator_loss: 1.09886 Generator_loss: 1.18773 
[INFO] 2020-09-19 19:20:51 > Step:  192700 Progress: 96.4% Elapsed: 1 day, 4:46:46 temperature: no ada_p: No Discriminator_loss: 0.942871 Generator_loss: 1.1014 
[INFO] 2020-09-19 19:21:39 > Step:  192800 Progress: 96.4% Elapsed: 1 day, 4:47:34 temperature: no ada_p: No Discriminator_loss: 1.06532 Generator_loss: 1.0933 
[INFO] 2020-09-19 19:22:27 > Step:  192900 Progress: 96.5% Elapsed: 1 day, 4:48:21 temperature: no ada_p: No Discriminator_loss: 1.20137 Generator_loss: 1.00241 
[INFO] 2020-09-19 19:23:15 > Step:  193000 Progress: 96.5% Elapsed: 1 day, 4:49:09 temperature: no ada_p: No Discriminator_loss: 1.01914 Generator_loss: 0.194477 
[INFO] 2020-09-19 19:24:03 > Step:  193100 Progress: 96.5% Elapsed: 1 day, 4:49:57 temperature: no ada_p: No Discriminator_loss: 1.08552 Generator_loss: 0.458685 
[INFO] 2020-09-19 19:24:50 > Step:  193200 Progress: 96.6% Elapsed: 1 day, 4:50:44 temperature: no ada_p: No Discriminator_loss: 1.30934 Generator_loss: 0.577793 
[INFO] 2020-09-19 19:25:39 > Step:  193300 Progress: 96.7% Elapsed: 1 day, 4:51:33 temperature: no ada_p: No Discriminator_loss: 1.21936 Generator_loss: 1.2476 
[INFO] 2020-09-19 19:26:27 > Step:  193400 Progress: 96.7% Elapsed: 1 day, 4:52:21 temperature: no ada_p: No Discriminator_loss: 1.17211 Generator_loss: 0.785084 
[INFO] 2020-09-19 19:27:14 > Step:  193500 Progress: 96.8% Elapsed: 1 day, 4:53:08 temperature: no ada_p: No Discriminator_loss: 1.06355 Generator_loss: 0.816115 
[INFO] 2020-09-19 19:28:02 > Step:  193600 Progress: 96.8% Elapsed: 1 day, 4:53:56 temperature: no ada_p: No Discriminator_loss: 1.05592 Generator_loss: 0.485139 
[INFO] 2020-09-19 19:28:51 > Step:  193700 Progress: 96.9% Elapsed: 1 day, 4:54:45 temperature: no ada_p: No Discriminator_loss: 1.29021 Generator_loss: 1.03279 
[INFO] 2020-09-19 19:29:39 > Step:  193800 Progress: 96.9% Elapsed: 1 day, 4:55:33 temperature: no ada_p: No Discriminator_loss: 1.10611 Generator_loss: 1.03159 
[INFO] 2020-09-19 19:30:27 > Step:  193900 Progress: 97.0% Elapsed: 1 day, 4:56:21 temperature: no ada_p: No Discriminator_loss: 1.14691 Generator_loss: 0.567003 
[INFO] 2020-09-19 19:31:15 > Step:  194000 Progress: 97.0% Elapsed: 1 day, 4:57:09 temperature: no ada_p: No Discriminator_loss: 1.15768 Generator_loss: 0.333885 
[INFO] 2020-09-19 19:31:15 > Start Evaluation (194000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:33:07 > F_8 score (Step: 194000, Using test images): 0.9926007077770516
[INFO] 2020-09-19 19:33:07 > F_1/8 score (Step: 194000, Using test images): 0.995537621305099
[INFO] 2020-09-19 19:33:07 > FID score (Step: 194000, Using test moments): 7.264155132818189
[INFO] 2020-09-19 19:33:07 > Inception score (Step: 194000, 10000 generated images): 9.92056655883789
[INFO] 2020-09-19 19:33:07 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 19:33:08 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:33:55 > Step:  194100 Progress: 97.0% Elapsed: 1 day, 4:59:50 temperature: no ada_p: No Discriminator_loss: 1.37089 Generator_loss: 1.32492 
[INFO] 2020-09-19 19:34:44 > Step:  194200 Progress: 97.1% Elapsed: 1 day, 5:00:38 temperature: no ada_p: No Discriminator_loss: 1.14042 Generator_loss: 0.793561 
[INFO] 2020-09-19 19:35:32 > Step:  194300 Progress: 97.2% Elapsed: 1 day, 5:01:26 temperature: no ada_p: No Discriminator_loss: 1.16716 Generator_loss: 0.99672 
[INFO] 2020-09-19 19:36:20 > Step:  194400 Progress: 97.2% Elapsed: 1 day, 5:02:14 temperature: no ada_p: No Discriminator_loss: 1.20487 Generator_loss: 1.03781 
[INFO] 2020-09-19 19:37:09 > Step:  194500 Progress: 97.2% Elapsed: 1 day, 5:03:03 temperature: no ada_p: No Discriminator_loss: 1.30351 Generator_loss: 0.618718 
[INFO] 2020-09-19 19:37:57 > Step:  194600 Progress: 97.3% Elapsed: 1 day, 5:03:51 temperature: no ada_p: No Discriminator_loss: 1.02774 Generator_loss: 1.10385 
[INFO] 2020-09-19 19:38:45 > Step:  194700 Progress: 97.4% Elapsed: 1 day, 5:04:40 temperature: no ada_p: No Discriminator_loss: 1.09947 Generator_loss: 0.557842 
[INFO] 2020-09-19 19:39:34 > Step:  194800 Progress: 97.4% Elapsed: 1 day, 5:05:28 temperature: no ada_p: No Discriminator_loss: 1.02075 Generator_loss: 0.797342 
[INFO] 2020-09-19 19:40:21 > Step:  194900 Progress: 97.5% Elapsed: 1 day, 5:06:15 temperature: no ada_p: No Discriminator_loss: 1.19026 Generator_loss: 1.08387 
[INFO] 2020-09-19 19:41:10 > Step:  195000 Progress: 97.5% Elapsed: 1 day, 5:07:04 temperature: no ada_p: No Discriminator_loss: 1.11175 Generator_loss: 0.801193 
[INFO] 2020-09-19 19:41:58 > Step:  195100 Progress: 97.5% Elapsed: 1 day, 5:07:52 temperature: no ada_p: No Discriminator_loss: 1.18187 Generator_loss: 0.887915 
[INFO] 2020-09-19 19:42:45 > Step:  195200 Progress: 97.6% Elapsed: 1 day, 5:08:40 temperature: no ada_p: No Discriminator_loss: 1.34851 Generator_loss: 0.876895 
[INFO] 2020-09-19 19:43:34 > Step:  195300 Progress: 97.7% Elapsed: 1 day, 5:09:28 temperature: no ada_p: No Discriminator_loss: 1.07925 Generator_loss: 0.787815 
[INFO] 2020-09-19 19:44:21 > Step:  195400 Progress: 97.7% Elapsed: 1 day, 5:10:15 temperature: no ada_p: No Discriminator_loss: 1.13223 Generator_loss: 0.825307 
[INFO] 2020-09-19 19:45:10 > Step:  195500 Progress: 97.8% Elapsed: 1 day, 5:11:04 temperature: no ada_p: No Discriminator_loss: 1.32499 Generator_loss: 0.54067 
[INFO] 2020-09-19 19:45:59 > Step:  195600 Progress: 97.8% Elapsed: 1 day, 5:11:53 temperature: no ada_p: No Discriminator_loss: 1.15947 Generator_loss: 0.450615 
[INFO] 2020-09-19 19:46:46 > Step:  195700 Progress: 97.9% Elapsed: 1 day, 5:12:41 temperature: no ada_p: No Discriminator_loss: 1.23956 Generator_loss: 0.16155 
[INFO] 2020-09-19 19:47:35 > Step:  195800 Progress: 97.9% Elapsed: 1 day, 5:13:29 temperature: no ada_p: No Discriminator_loss: 1.12905 Generator_loss: 0.736873 
[INFO] 2020-09-19 19:48:23 > Step:  195900 Progress: 98.0% Elapsed: 1 day, 5:14:18 temperature: no ada_p: No Discriminator_loss: 1.15977 Generator_loss: 0.322869 
[INFO] 2020-09-19 19:49:11 > Step:  196000 Progress: 98.0% Elapsed: 1 day, 5:15:05 temperature: no ada_p: No Discriminator_loss: 1.18084 Generator_loss: 0.973008 
[INFO] 2020-09-19 19:49:11 > Start Evaluation (196000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:51:02 > F_8 score (Step: 196000, Using test images): 0.9939481803709449
[INFO] 2020-09-19 19:51:02 > F_1/8 score (Step: 196000, Using test images): 0.9942882567581877
[INFO] 2020-09-19 19:51:02 > FID score (Step: 196000, Using test moments): 7.288774884131556
[INFO] 2020-09-19 19:51:02 > Inception score (Step: 196000, 10000 generated images): 10.024040222167969
[INFO] 2020-09-19 19:51:02 > Best FID score (Step: 186000, Using test moments): 7.190214697734234
[INFO] 2020-09-19 19:51:03 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 19:51:51 > Step:  196100 Progress: 98.0% Elapsed: 1 day, 5:17:45 temperature: no ada_p: No Discriminator_loss: 1.11631 Generator_loss: 0.653334 
[INFO] 2020-09-19 19:52:39 > Step:  196200 Progress: 98.1% Elapsed: 1 day, 5:18:33 temperature: no ada_p: No Discriminator_loss: 1.32641 Generator_loss: 0.669201 
[INFO] 2020-09-19 19:53:27 > Step:  196300 Progress: 98.2% Elapsed: 1 day, 5:19:22 temperature: no ada_p: No Discriminator_loss: 1.05793 Generator_loss: 0.165987 
[INFO] 2020-09-19 19:54:16 > Step:  196400 Progress: 98.2% Elapsed: 1 day, 5:20:10 temperature: no ada_p: No Discriminator_loss: 1.2876 Generator_loss: 0.154818 
[INFO] 2020-09-19 19:55:03 > Step:  196500 Progress: 98.2% Elapsed: 1 day, 5:20:58 temperature: no ada_p: No Discriminator_loss: 1.16378 Generator_loss: 0.510666 
[INFO] 2020-09-19 19:55:51 > Step:  196600 Progress: 98.3% Elapsed: 1 day, 5:21:45 temperature: no ada_p: No Discriminator_loss: 1.26137 Generator_loss: 0.505317 
[INFO] 2020-09-19 19:56:40 > Step:  196700 Progress: 98.4% Elapsed: 1 day, 5:22:34 temperature: no ada_p: No Discriminator_loss: 1.35327 Generator_loss: 0.504857 
[INFO] 2020-09-19 19:57:28 > Step:  196800 Progress: 98.4% Elapsed: 1 day, 5:23:22 temperature: no ada_p: No Discriminator_loss: 1.3295 Generator_loss: 0.491874 
[INFO] 2020-09-19 19:58:16 > Step:  196900 Progress: 98.5% Elapsed: 1 day, 5:24:10 temperature: no ada_p: No Discriminator_loss: 1.04129 Generator_loss: 0.70357 
[INFO] 2020-09-19 19:59:04 > Step:  197000 Progress: 98.5% Elapsed: 1 day, 5:24:58 temperature: no ada_p: No Discriminator_loss: 1.11703 Generator_loss: 0.669076 
[INFO] 2020-09-19 19:59:52 > Step:  197100 Progress: 98.6% Elapsed: 1 day, 5:25:46 temperature: no ada_p: No Discriminator_loss: 1.00655 Generator_loss: 0.60379 
[INFO] 2020-09-19 20:00:40 > Step:  197200 Progress: 98.6% Elapsed: 1 day, 5:26:34 temperature: no ada_p: No Discriminator_loss: 1.16182 Generator_loss: 1.27134 
[INFO] 2020-09-19 20:01:28 > Step:  197300 Progress: 98.7% Elapsed: 1 day, 5:27:23 temperature: no ada_p: No Discriminator_loss: 1.28137 Generator_loss: 0.697055 
[INFO] 2020-09-19 20:02:16 > Step:  197400 Progress: 98.7% Elapsed: 1 day, 5:28:10 temperature: no ada_p: No Discriminator_loss: 1.19717 Generator_loss: 0.510408 
[INFO] 2020-09-19 20:03:06 > Step:  197500 Progress: 98.8% Elapsed: 1 day, 5:29:00 temperature: no ada_p: No Discriminator_loss: 1.39104 Generator_loss: 1.10628 
[INFO] 2020-09-19 20:03:54 > Step:  197600 Progress: 98.8% Elapsed: 1 day, 5:29:49 temperature: no ada_p: No Discriminator_loss: 1.16481 Generator_loss: 0.515433 
[INFO] 2020-09-19 20:04:42 > Step:  197700 Progress: 98.9% Elapsed: 1 day, 5:30:36 temperature: no ada_p: No Discriminator_loss: 1.1624 Generator_loss: 0.834162 
[INFO] 2020-09-19 20:05:30 > Step:  197800 Progress: 98.9% Elapsed: 1 day, 5:31:24 temperature: no ada_p: No Discriminator_loss: 1.15846 Generator_loss: 0.607865 
[INFO] 2020-09-19 20:06:18 > Step:  197900 Progress: 99.0% Elapsed: 1 day, 5:32:12 temperature: no ada_p: No Discriminator_loss: 1.14419 Generator_loss: 0.922896 
[INFO] 2020-09-19 20:07:06 > Step:  198000 Progress: 99.0% Elapsed: 1 day, 5:33:00 temperature: no ada_p: No Discriminator_loss: 1.1914 Generator_loss: 0.896485 
[INFO] 2020-09-19 20:07:06 > Start Evaluation (198000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 20:08:58 > F_8 score (Step: 198000, Using test images): 0.9928857128932529
[INFO] 2020-09-19 20:08:58 > F_1/8 score (Step: 198000, Using test images): 0.9958866322575615
[INFO] 2020-09-19 20:08:58 > FID score (Step: 198000, Using test moments): 7.156709527536577
[INFO] 2020-09-19 20:08:58 > Inception score (Step: 198000, 10000 generated images): 9.775421142578125
[INFO] 2020-09-19 20:08:58 > Best FID score (Step: 198000, Using test moments): 7.156709527536577
[INFO] 2020-09-19 20:08:59 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 20:09:47 > Step:  198100 Progress: 99.1% Elapsed: 1 day, 5:35:41 temperature: no ada_p: No Discriminator_loss: 0.931426 Generator_loss: 0.828613 
[INFO] 2020-09-19 20:10:35 > Step:  198200 Progress: 99.1% Elapsed: 1 day, 5:36:29 temperature: no ada_p: No Discriminator_loss: 1.18405 Generator_loss: 0.414528 
[INFO] 2020-09-19 20:11:23 > Step:  198300 Progress: 99.2% Elapsed: 1 day, 5:37:17 temperature: no ada_p: No Discriminator_loss: 1.38924 Generator_loss: 0.528319 
[INFO] 2020-09-19 20:12:11 > Step:  198400 Progress: 99.2% Elapsed: 1 day, 5:38:06 temperature: no ada_p: No Discriminator_loss: 1.07478 Generator_loss: 0.683118 
[INFO] 2020-09-19 20:12:59 > Step:  198500 Progress: 99.2% Elapsed: 1 day, 5:38:53 temperature: no ada_p: No Discriminator_loss: 1.40255 Generator_loss: 1.07903 
[INFO] 2020-09-19 20:13:47 > Step:  198600 Progress: 99.3% Elapsed: 1 day, 5:39:41 temperature: no ada_p: No Discriminator_loss: 1.19731 Generator_loss: 0.398801 
[INFO] 2020-09-19 20:14:35 > Step:  198700 Progress: 99.4% Elapsed: 1 day, 5:40:29 temperature: no ada_p: No Discriminator_loss: 1.23296 Generator_loss: 0.80264 
[INFO] 2020-09-19 20:15:22 > Step:  198800 Progress: 99.4% Elapsed: 1 day, 5:41:16 temperature: no ada_p: No Discriminator_loss: 1.17396 Generator_loss: 1.03211 
[INFO] 2020-09-19 20:16:11 > Step:  198900 Progress: 99.5% Elapsed: 1 day, 5:42:05 temperature: no ada_p: No Discriminator_loss: 1.39329 Generator_loss: 0.892268 
[INFO] 2020-09-19 20:17:00 > Step:  199000 Progress: 99.5% Elapsed: 1 day, 5:42:54 temperature: no ada_p: No Discriminator_loss: 1.24106 Generator_loss: 0.687697 
[INFO] 2020-09-19 20:17:47 > Step:  199100 Progress: 99.6% Elapsed: 1 day, 5:43:41 temperature: no ada_p: No Discriminator_loss: 1.02803 Generator_loss: 0.159874 
[INFO] 2020-09-19 20:18:36 > Step:  199200 Progress: 99.6% Elapsed: 1 day, 5:44:31 temperature: no ada_p: No Discriminator_loss: 1.18503 Generator_loss: 0.723536 
[INFO] 2020-09-19 20:19:24 > Step:  199300 Progress: 99.7% Elapsed: 1 day, 5:45:18 temperature: no ada_p: No Discriminator_loss: 1.01702 Generator_loss: 0.737293 
[INFO] 2020-09-19 20:20:12 > Step:  199400 Progress: 99.7% Elapsed: 1 day, 5:46:06 temperature: no ada_p: No Discriminator_loss: 1.50827 Generator_loss: 1.06485 
[INFO] 2020-09-19 20:21:00 > Step:  199500 Progress: 99.8% Elapsed: 1 day, 5:46:54 temperature: no ada_p: No Discriminator_loss: 1.02935 Generator_loss: 0.456863 
[INFO] 2020-09-19 20:21:47 > Step:  199600 Progress: 99.8% Elapsed: 1 day, 5:47:41 temperature: no ada_p: No Discriminator_loss: 0.961427 Generator_loss: 0.956228 
[INFO] 2020-09-19 20:22:36 > Step:  199700 Progress: 99.9% Elapsed: 1 day, 5:48:30 temperature: no ada_p: No Discriminator_loss: 1.36083 Generator_loss: 0.494799 
[INFO] 2020-09-19 20:23:25 > Step:  199800 Progress: 99.9% Elapsed: 1 day, 5:49:19 temperature: no ada_p: No Discriminator_loss: 1.041 Generator_loss: 0.914933 
[INFO] 2020-09-19 20:24:13 > Step:  199900 Progress: 100.0% Elapsed: 1 day, 5:50:07 temperature: no ada_p: No Discriminator_loss: 1.26534 Generator_loss: 0.97989 
[INFO] 2020-09-19 20:25:01 > Step:  200000 Progress: 100.0% Elapsed: 1 day, 5:50:55 temperature: no ada_p: No Discriminator_loss: 1.07139 Generator_loss: 0.204915 
[INFO] 2020-09-19 20:25:01 > Start Evaluation (200000 Step): DiffAugGAN(P)-train-2020_09_18_14_33_57
[INFO] 2020-09-19 20:26:53 > F_8 score (Step: 200000, Using test images): 0.9931849705468683
[INFO] 2020-09-19 20:26:53 > F_1/8 score (Step: 200000, Using test images): 0.9943331758873017
[INFO] 2020-09-19 20:26:53 > FID score (Step: 200000, Using test moments): 7.301956918187898
[INFO] 2020-09-19 20:26:53 > Inception score (Step: 200000, 10000 generated images): 10.0007963180542
[INFO] 2020-09-19 20:26:53 > Best FID score (Step: 198000, Using test moments): 7.156709527536577
[INFO] 2020-09-19 20:26:53 > Saved model to checkpoints/DiffAugGAN(P)-train-2020_09_18_14_33_57