DiffAugGAN(C)-train-2020_11_14_16_20_04.log

[INFO] 2020-11-14 16:20:04 > Run name : DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 16:20:04 > {'config_path': './configs/CIFAR10/DiffAugGAN(C).json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, '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] 2020-11-14 16:20:04 > {'data_processing': {'dataset_name': 'cifar10', 'data_path': './data/cifar10', 'img_size': 32, 'num_classes': 10, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ContraGAN', 'pos_collected_numerator': True, 'hypersphere_dim': 512, 'nonlinear_embed': False, 'normalize_embed': True, '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': 1.0, 'margin': 0.0, 'tempering_type': 'constant', 'tempering_step': 'N/A', 'start_temperature': 1.0, 'end_temperature': 1.0, '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] 2020-11-14 16:20:04 > Loading train datasets...
[INFO] 2020-11-14 16:20:04 > Train dataset size : 50000
[INFO] 2020-11-14 16:20:04 > Loading test datasets...
[INFO] 2020-11-14 16:20:05 > Eval dataset size : 10000
[INFO] 2020-11-14 16:20:05 > Building model...
[INFO] 2020-11-14 16:20:05 > Modules are located on models.big_resnet
[INFO] 2020-11-14 16:20:08 > Number of parameters: 9416196
[INFO] 2020-11-14 16:20:08 > 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] 2020-11-14 16:20:08 > Number of parameters: 2517186
[INFO] 2020-11-14 16:20:08 > 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)
  (linear2): Linear(in_features=192, out_features=512, bias=True)
  (embedding): Embedding(10, 512)
)
[INFO] 2020-11-14 16:20:12 > Start training....
[INFO] 2020-11-14 16:21:05 > Step:     100 Progress: 0.1% Elapsed: 0:00:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.92984 Generator_loss: 2.88944 
[INFO] 2020-11-14 16:21:56 > Step:     200 Progress: 0.1% Elapsed: 0:01:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.41331 Generator_loss: 2.62037 
[INFO] 2020-11-14 16:22:46 > Step:     300 Progress: 0.1% Elapsed: 0:02:33 temperature: 1.0 ada_p: No Discriminator_loss: 3.35837 Generator_loss: 2.56507 
[INFO] 2020-11-14 16:23:36 > Step:     400 Progress: 0.2% Elapsed: 0:03:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.54549 Generator_loss: 1.64035 
[INFO] 2020-11-14 16:24:27 > Step:     500 Progress: 0.2% Elapsed: 0:04:15 temperature: 1.0 ada_p: No Discriminator_loss: 3.56921 Generator_loss: 3.4591 
[INFO] 2020-11-14 16:25:17 > Step:     600 Progress: 0.3% Elapsed: 0:05:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.35152 Generator_loss: 2.40296 
[INFO] 2020-11-14 16:26:08 > Step:     700 Progress: 0.4% Elapsed: 0:05:56 temperature: 1.0 ada_p: No Discriminator_loss: 3.51879 Generator_loss: 2.60607 
[INFO] 2020-11-14 16:26:59 > Step:     800 Progress: 0.4% Elapsed: 0:06:47 temperature: 1.0 ada_p: No Discriminator_loss: 3.31895 Generator_loss: 1.76958 
[INFO] 2020-11-14 16:27:49 > Step:     900 Progress: 0.4% Elapsed: 0:07:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.34153 Generator_loss: 2.50191 
[INFO] 2020-11-14 16:28:40 > Step:    1000 Progress: 0.5% Elapsed: 0:08:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.68511 Generator_loss: 1.08219 
[INFO] 2020-11-14 16:29:31 > Step:    1100 Progress: 0.5% Elapsed: 0:09:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.28668 Generator_loss: 1.86269 
[INFO] 2020-11-14 16:30:22 > Step:    1200 Progress: 0.6% Elapsed: 0:10:09 temperature: 1.0 ada_p: No Discriminator_loss: 3.34849 Generator_loss: 2.33733 
[INFO] 2020-11-14 16:31:12 > Step:    1300 Progress: 0.7% Elapsed: 0:11:00 temperature: 1.0 ada_p: No Discriminator_loss: 3.52457 Generator_loss: 3.08804 
[INFO] 2020-11-14 16:32:03 > Step:    1400 Progress: 0.7% Elapsed: 0:11:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.26561 Generator_loss: 2.02571 
[INFO] 2020-11-14 16:32:53 > Step:    1500 Progress: 0.8% Elapsed: 0:12:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.99031 Generator_loss: 2.38715 
[INFO] 2020-11-14 16:33:44 > Step:    1600 Progress: 0.8% Elapsed: 0:13:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.95851 Generator_loss: 2.00879 
[INFO] 2020-11-14 16:34:35 > Step:    1700 Progress: 0.9% Elapsed: 0:14:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.03885 Generator_loss: 2.52221 
[INFO] 2020-11-14 16:35:25 > Step:    1800 Progress: 0.9% Elapsed: 0:15:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.00592 Generator_loss: 2.36081 
[INFO] 2020-11-14 16:36:16 > Step:    1900 Progress: 0.9% Elapsed: 0:16:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.0911 Generator_loss: 1.80155 
[INFO] 2020-11-14 16:37:06 > Step:    2000 Progress: 1.0% Elapsed: 0:16:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.97809 Generator_loss: 2.3831 
[INFO] 2020-11-14 16:37:06 > Start Evaluation (2000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 16:39:06 > F_8 score (Step: 2000, Using test images): 0.7316563662386729
[INFO] 2020-11-14 16:39:06 > F_1/8 score (Step: 2000, Using test images): 0.8011506737095851
[INFO] 2020-11-14 16:39:06 > FID score (Step: 2000, Using test moments): 54.678563309628146
[INFO] 2020-11-14 16:39:06 > Inception score (Step: 2000, 10000 generated images): 5.357131481170654
[INFO] 2020-11-14 16:39:06 > Best FID score (Step: 2000, Using test moments): 54.678563309628146
[INFO] 2020-11-14 16:39:08 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 16:39:59 > Step:    2100 Progress: 1.1% Elapsed: 0:19:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.03855 Generator_loss: 1.01894 
[INFO] 2020-11-14 16:40:49 > Step:    2200 Progress: 1.1% Elapsed: 0:20:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.10822 Generator_loss: 2.71644 
[INFO] 2020-11-14 16:41:40 > Step:    2300 Progress: 1.1% Elapsed: 0:21:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.01313 Generator_loss: 2.25006 
[INFO] 2020-11-14 16:42:31 > Step:    2400 Progress: 1.2% Elapsed: 0:22:18 temperature: 1.0 ada_p: No Discriminator_loss: 3.045 Generator_loss: 2.36446 
[INFO] 2020-11-14 16:43:21 > Step:    2500 Progress: 1.2% Elapsed: 0:23:09 temperature: 1.0 ada_p: No Discriminator_loss: 3.03417 Generator_loss: 1.78816 
[INFO] 2020-11-14 16:44:12 > Step:    2600 Progress: 1.3% Elapsed: 0:23:59 temperature: 1.0 ada_p: No Discriminator_loss: 3.23183 Generator_loss: 2.90314 
[INFO] 2020-11-14 16:45:02 > Step:    2700 Progress: 1.4% Elapsed: 0:24:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.09998 Generator_loss: 3.11087 
[INFO] 2020-11-14 16:45:53 > Step:    2800 Progress: 1.4% Elapsed: 0:25:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.20263 Generator_loss: 2.91317 
[INFO] 2020-11-14 16:46:44 > Step:    2900 Progress: 1.5% Elapsed: 0:26:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.70206 Generator_loss: 2.06614 
[INFO] 2020-11-14 16:47:35 > Step:    3000 Progress: 1.5% Elapsed: 0:27:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.30488 Generator_loss: 3.42453 
[INFO] 2020-11-14 16:48:25 > Step:    3100 Progress: 1.6% Elapsed: 0:28:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.3278 Generator_loss: 1.86616 
[INFO] 2020-11-14 16:49:16 > Step:    3200 Progress: 1.6% Elapsed: 0:29:03 temperature: 1.0 ada_p: No Discriminator_loss: 3.53935 Generator_loss: 1.86631 
[INFO] 2020-11-14 16:50:07 > Step:    3300 Progress: 1.7% Elapsed: 0:29:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.99148 Generator_loss: 1.98791 
[INFO] 2020-11-14 16:50:57 > Step:    3400 Progress: 1.7% Elapsed: 0:30:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.96724 Generator_loss: 1.95198 
[INFO] 2020-11-14 16:51:48 > Step:    3500 Progress: 1.8% Elapsed: 0:31:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.98196 Generator_loss: 3.10516 
[INFO] 2020-11-14 16:52:39 > Step:    3600 Progress: 1.8% Elapsed: 0:32:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.22566 Generator_loss: 1.08942 
[INFO] 2020-11-14 16:53:29 > Step:    3700 Progress: 1.8% Elapsed: 0:33:17 temperature: 1.0 ada_p: No Discriminator_loss: 3.05979 Generator_loss: 1.86326 
[INFO] 2020-11-14 16:54:20 > Step:    3800 Progress: 1.9% Elapsed: 0:34:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.96262 Generator_loss: 2.11713 
[INFO] 2020-11-14 16:55:11 > Step:    3900 Progress: 1.9% Elapsed: 0:34:58 temperature: 1.0 ada_p: No Discriminator_loss: 3.4737 Generator_loss: 2.65241 
[INFO] 2020-11-14 16:56:01 > Step:    4000 Progress: 2.0% Elapsed: 0:35:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.82092 Generator_loss: 2.29951 
[INFO] 2020-11-14 16:56:01 > Start Evaluation (4000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 16:57:59 > F_8 score (Step: 4000, Using test images): 0.7641777697230582
[INFO] 2020-11-14 16:57:59 > F_1/8 score (Step: 4000, Using test images): 0.7953757058438302
[INFO] 2020-11-14 16:57:59 > FID score (Step: 4000, Using test moments): 48.903711689488034
[INFO] 2020-11-14 16:57:59 > Inception score (Step: 4000, 10000 generated images): 6.151987552642822
[INFO] 2020-11-14 16:57:59 > Best FID score (Step: 4000, Using test moments): 48.903711689488034
[INFO] 2020-11-14 16:58:00 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 16:58:51 > Step:    4100 Progress: 2.1% Elapsed: 0:38:39 temperature: 1.0 ada_p: No Discriminator_loss: 3.34187 Generator_loss: 2.85693 
[INFO] 2020-11-14 16:59:41 > Step:    4200 Progress: 2.1% Elapsed: 0:39:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.87424 Generator_loss: 2.8684 
[INFO] 2020-11-14 17:00:32 > Step:    4300 Progress: 2.1% Elapsed: 0:40:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.92602 Generator_loss: 2.42435 
[INFO] 2020-11-14 17:01:23 > Step:    4400 Progress: 2.2% Elapsed: 0:41:11 temperature: 1.0 ada_p: No Discriminator_loss: 3.03677 Generator_loss: 2.44418 
[INFO] 2020-11-14 17:02:14 > Step:    4500 Progress: 2.2% Elapsed: 0:42:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.89213 Generator_loss: 2.23849 
[INFO] 2020-11-14 17:03:05 > Step:    4600 Progress: 2.3% Elapsed: 0:42:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.8972 Generator_loss: 1.73288 
[INFO] 2020-11-14 17:03:56 > Step:    4700 Progress: 2.4% Elapsed: 0:43:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.84056 Generator_loss: 2.65994 
[INFO] 2020-11-14 17:04:47 > Step:    4800 Progress: 2.4% Elapsed: 0:44:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.67821 Generator_loss: 3.04576 
[INFO] 2020-11-14 17:05:37 > Step:    4900 Progress: 2.5% Elapsed: 0:45:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.7901 Generator_loss: 2.15839 
[INFO] 2020-11-14 17:06:28 > Step:    5000 Progress: 2.5% Elapsed: 0:46:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.8863 Generator_loss: 2.73855 
[INFO] 2020-11-14 17:07:19 > Step:    5100 Progress: 2.5% Elapsed: 0:47:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.0683 Generator_loss: 1.74001 
[INFO] 2020-11-14 17:08:10 > Step:    5200 Progress: 2.6% Elapsed: 0:47:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.92989 Generator_loss: 2.29712 
[INFO] 2020-11-14 17:09:00 > Step:    5300 Progress: 2.6% Elapsed: 0:48:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.92017 Generator_loss: 2.37766 
[INFO] 2020-11-14 17:09:51 > Step:    5400 Progress: 2.7% Elapsed: 0:49:39 temperature: 1.0 ada_p: No Discriminator_loss: 3.08286 Generator_loss: 2.14581 
[INFO] 2020-11-14 17:10:43 > Step:    5500 Progress: 2.8% Elapsed: 0:50:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.75476 Generator_loss: 3.18909 
[INFO] 2020-11-14 17:11:33 > Step:    5600 Progress: 2.8% Elapsed: 0:51:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.02297 Generator_loss: 2.65145 
[INFO] 2020-11-14 17:12:24 > Step:    5700 Progress: 2.9% Elapsed: 0:52:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.88579 Generator_loss: 3.02295 
[INFO] 2020-11-14 17:13:14 > Step:    5800 Progress: 2.9% Elapsed: 0:53:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.82083 Generator_loss: 2.24765 
[INFO] 2020-11-14 17:14:05 > Step:    5900 Progress: 2.9% Elapsed: 0:53:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.85583 Generator_loss: 1.8888 
[INFO] 2020-11-14 17:14:55 > Step:    6000 Progress: 3.0% Elapsed: 0:54:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.84646 Generator_loss: 1.92249 
[INFO] 2020-11-14 17:14:56 > Start Evaluation (6000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 17:16:53 > F_8 score (Step: 6000, Using test images): 0.8142951952029632
[INFO] 2020-11-14 17:16:53 > F_1/8 score (Step: 6000, Using test images): 0.8194685373711921
[INFO] 2020-11-14 17:16:53 > FID score (Step: 6000, Using test moments): 45.20281895995112
[INFO] 2020-11-14 17:16:53 > Inception score (Step: 6000, 10000 generated images): 6.876346588134766
[INFO] 2020-11-14 17:16:53 > Best FID score (Step: 6000, Using test moments): 45.20281895995112
[INFO] 2020-11-14 17:16:55 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 17:17:46 > Step:    6100 Progress: 3.0% Elapsed: 0:57:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.94738 Generator_loss: 2.74112 
[INFO] 2020-11-14 17:18:36 > Step:    6200 Progress: 3.1% Elapsed: 0:58:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.92735 Generator_loss: 2.40377 
[INFO] 2020-11-14 17:19:26 > Step:    6300 Progress: 3.1% Elapsed: 0:59:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.84664 Generator_loss: 2.35815 
[INFO] 2020-11-14 17:20:17 > Step:    6400 Progress: 3.2% Elapsed: 1:00:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.81213 Generator_loss: 2.18463 
[INFO] 2020-11-14 17:21:07 > Step:    6500 Progress: 3.2% Elapsed: 1:00:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.72507 Generator_loss: 2.26778 
[INFO] 2020-11-14 17:21:59 > Step:    6600 Progress: 3.3% Elapsed: 1:01:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.65356 Generator_loss: 2.65417 
[INFO] 2020-11-14 17:22:49 > Step:    6700 Progress: 3.4% Elapsed: 1:02:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.89121 Generator_loss: 2.69678 
[INFO] 2020-11-14 17:23:40 > Step:    6800 Progress: 3.4% Elapsed: 1:03:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.94723 Generator_loss: 2.29994 
[INFO] 2020-11-14 17:24:31 > Step:    6900 Progress: 3.5% Elapsed: 1:04:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.76662 Generator_loss: 2.1479 
[INFO] 2020-11-14 17:25:21 > Step:    7000 Progress: 3.5% Elapsed: 1:05:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.77857 Generator_loss: 2.29981 
[INFO] 2020-11-14 17:26:12 > Step:    7100 Progress: 3.5% Elapsed: 1:05:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.69882 Generator_loss: 2.91025 
[INFO] 2020-11-14 17:27:02 > Step:    7200 Progress: 3.6% Elapsed: 1:06:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.68255 Generator_loss: 2.25539 
[INFO] 2020-11-14 17:27:53 > Step:    7300 Progress: 3.6% Elapsed: 1:07:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.72251 Generator_loss: 2.42789 
[INFO] 2020-11-14 17:28:44 > Step:    7400 Progress: 3.7% Elapsed: 1:08:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.94675 Generator_loss: 2.14618 
[INFO] 2020-11-14 17:29:35 > Step:    7500 Progress: 3.8% Elapsed: 1:09:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.73952 Generator_loss: 1.93985 
[INFO] 2020-11-14 17:30:25 > Step:    7600 Progress: 3.8% Elapsed: 1:10:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.95726 Generator_loss: 1.72729 
[INFO] 2020-11-14 17:31:16 > Step:    7700 Progress: 3.9% Elapsed: 1:11:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.89429 Generator_loss: 1.60017 
[INFO] 2020-11-14 17:32:07 > Step:    7800 Progress: 3.9% Elapsed: 1:11:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.97543 Generator_loss: 2.22012 
[INFO] 2020-11-14 17:32:58 > Step:    7900 Progress: 4.0% Elapsed: 1:12:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.73193 Generator_loss: 1.93144 
[INFO] 2020-11-14 17:33:49 > Step:    8000 Progress: 4.0% Elapsed: 1:13:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.6601 Generator_loss: 1.68893 
[INFO] 2020-11-14 17:33:49 > Start Evaluation (8000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 17:35:47 > F_8 score (Step: 8000, Using test images): 0.8687318743841478
[INFO] 2020-11-14 17:35:47 > F_1/8 score (Step: 8000, Using test images): 0.8641993787091151
[INFO] 2020-11-14 17:35:47 > FID score (Step: 8000, Using test moments): 39.22620345568771
[INFO] 2020-11-14 17:35:47 > Inception score (Step: 8000, 10000 generated images): 7.492012977600098
[INFO] 2020-11-14 17:35:47 > Best FID score (Step: 8000, Using test moments): 39.22620345568771
[INFO] 2020-11-14 17:35:48 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 17:36:39 > Step:    8100 Progress: 4.0% Elapsed: 1:16:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.87813 Generator_loss: 1.7386 
[INFO] 2020-11-14 17:37:29 > Step:    8200 Progress: 4.1% Elapsed: 1:17:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.57654 Generator_loss: 2.78043 
[INFO] 2020-11-14 17:38:20 > Step:    8300 Progress: 4.2% Elapsed: 1:18:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.54916 Generator_loss: 2.84226 
[INFO] 2020-11-14 17:39:10 > Step:    8400 Progress: 4.2% Elapsed: 1:18:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.66964 Generator_loss: 2.00005 
[INFO] 2020-11-14 17:40:01 > Step:    8500 Progress: 4.2% Elapsed: 1:19:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.76998 Generator_loss: 2.62347 
[INFO] 2020-11-14 17:40:52 > Step:    8600 Progress: 4.3% Elapsed: 1:20:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.87349 Generator_loss: 1.88021 
[INFO] 2020-11-14 17:41:42 > Step:    8700 Progress: 4.3% Elapsed: 1:21:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.53774 Generator_loss: 2.15083 
[INFO] 2020-11-14 17:42:32 > Step:    8800 Progress: 4.4% Elapsed: 1:22:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.78927 Generator_loss: 2.52446 
[INFO] 2020-11-14 17:43:22 > Step:    8900 Progress: 4.5% Elapsed: 1:23:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.85921 Generator_loss: 2.08889 
[INFO] 2020-11-14 17:44:14 > Step:    9000 Progress: 4.5% Elapsed: 1:24:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.78086 Generator_loss: 2.62813 
[INFO] 2020-11-14 17:45:05 > Step:    9100 Progress: 4.5% Elapsed: 1:24:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.87686 Generator_loss: 1.86637 
[INFO] 2020-11-14 17:45:55 > Step:    9200 Progress: 4.6% Elapsed: 1:25:42 temperature: 1.0 ada_p: No Discriminator_loss: 3.00424 Generator_loss: 2.22137 
[INFO] 2020-11-14 17:46:45 > Step:    9300 Progress: 4.7% Elapsed: 1:26:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.83707 Generator_loss: 2.20222 
[INFO] 2020-11-14 17:47:36 > Step:    9400 Progress: 4.7% Elapsed: 1:27:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.86451 Generator_loss: 2.35801 
[INFO] 2020-11-14 17:48:26 > Step:    9500 Progress: 4.8% Elapsed: 1:28:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.2981 Generator_loss: 2.38189 
[INFO] 2020-11-14 17:49:16 > Step:    9600 Progress: 4.8% Elapsed: 1:29:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.87387 Generator_loss: 2.38544 
[INFO] 2020-11-14 17:50:07 > Step:    9700 Progress: 4.9% Elapsed: 1:29:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.73468 Generator_loss: 2.49514 
[INFO] 2020-11-14 17:50:57 > Step:    9800 Progress: 4.9% Elapsed: 1:30:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.96559 Generator_loss: 1.64631 
[INFO] 2020-11-14 17:51:48 > Step:    9900 Progress: 5.0% Elapsed: 1:31:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.7812 Generator_loss: 1.72541 
[INFO] 2020-11-14 17:52:39 > Step:   10000 Progress: 5.0% Elapsed: 1:32:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.71861 Generator_loss: 1.90168 
[INFO] 2020-11-14 17:52:39 > Start Evaluation (10000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 17:54:38 > F_8 score (Step: 10000, Using test images): 0.9094261239035927
[INFO] 2020-11-14 17:54:38 > F_1/8 score (Step: 10000, Using test images): 0.9139112749008925
[INFO] 2020-11-14 17:54:38 > FID score (Step: 10000, Using test moments): 33.712256769070166
[INFO] 2020-11-14 17:54:38 > Inception score (Step: 10000, 10000 generated images): 7.847484588623047
[INFO] 2020-11-14 17:54:38 > Best FID score (Step: 10000, Using test moments): 33.712256769070166
[INFO] 2020-11-14 17:54:39 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 17:55:29 > Step:   10100 Progress: 5.1% Elapsed: 1:35:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.89739 Generator_loss: 2.68809 
[INFO] 2020-11-14 17:56:20 > Step:   10200 Progress: 5.1% Elapsed: 1:36:08 temperature: 1.0 ada_p: No Discriminator_loss: 3.46285 Generator_loss: 1.44112 
[INFO] 2020-11-14 17:57:11 > Step:   10300 Progress: 5.1% Elapsed: 1:36:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.71432 Generator_loss: 2.18424 
[INFO] 2020-11-14 17:58:02 > Step:   10400 Progress: 5.2% Elapsed: 1:37:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.64265 Generator_loss: 1.90892 
[INFO] 2020-11-14 17:58:53 > Step:   10500 Progress: 5.2% Elapsed: 1:38:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.61674 Generator_loss: 2.61655 
[INFO] 2020-11-14 17:59:44 > Step:   10600 Progress: 5.3% Elapsed: 1:39:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.74849 Generator_loss: 2.55032 
[INFO] 2020-11-14 18:00:34 > Step:   10700 Progress: 5.3% Elapsed: 1:40:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.79397 Generator_loss: 2.44918 
[INFO] 2020-11-14 18:01:25 > Step:   10800 Progress: 5.4% Elapsed: 1:41:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.81613 Generator_loss: 1.84423 
[INFO] 2020-11-14 18:02:16 > Step:   10900 Progress: 5.5% Elapsed: 1:42:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.70504 Generator_loss: 1.72131 
[INFO] 2020-11-14 18:03:07 > Step:   11000 Progress: 5.5% Elapsed: 1:42:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.91024 Generator_loss: 2.40217 
[INFO] 2020-11-14 18:03:58 > Step:   11100 Progress: 5.5% Elapsed: 1:43:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.6978 Generator_loss: 2.27597 
[INFO] 2020-11-14 18:04:49 > Step:   11200 Progress: 5.6% Elapsed: 1:44:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.71126 Generator_loss: 2.89827 
[INFO] 2020-11-14 18:05:39 > Step:   11300 Progress: 5.7% Elapsed: 1:45:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.97253 Generator_loss: 2.68765 
[INFO] 2020-11-14 18:06:30 > Step:   11400 Progress: 5.7% Elapsed: 1:46:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.84634 Generator_loss: 2.60322 
[INFO] 2020-11-14 18:07:21 > Step:   11500 Progress: 5.8% Elapsed: 1:47:09 temperature: 1.0 ada_p: No Discriminator_loss: 3.04542 Generator_loss: 2.0054 
[INFO] 2020-11-14 18:08:12 > Step:   11600 Progress: 5.8% Elapsed: 1:48:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.71112 Generator_loss: 2.41874 
[INFO] 2020-11-14 18:09:03 > Step:   11700 Progress: 5.9% Elapsed: 1:48:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.72416 Generator_loss: 1.52824 
[INFO] 2020-11-14 18:09:54 > Step:   11800 Progress: 5.9% Elapsed: 1:49:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.71824 Generator_loss: 1.5354 
[INFO] 2020-11-14 18:10:44 > Step:   11900 Progress: 5.9% Elapsed: 1:50:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.45688 Generator_loss: 2.59023 
[INFO] 2020-11-14 18:11:35 > Step:   12000 Progress: 6.0% Elapsed: 1:51:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.969 Generator_loss: 2.26047 
[INFO] 2020-11-14 18:11:35 > Start Evaluation (12000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 18:13:32 > F_8 score (Step: 12000, Using test images): 0.9168902786779455
[INFO] 2020-11-14 18:13:32 > F_1/8 score (Step: 12000, Using test images): 0.9400608351009712
[INFO] 2020-11-14 18:13:32 > FID score (Step: 12000, Using test moments): 28.712251576466656
[INFO] 2020-11-14 18:13:32 > Inception score (Step: 12000, 10000 generated images): 8.337239265441895
[INFO] 2020-11-14 18:13:32 > Best FID score (Step: 12000, Using test moments): 28.712251576466656
[INFO] 2020-11-14 18:13:33 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 18:14:24 > Step:   12100 Progress: 6.0% Elapsed: 1:54:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.88539 Generator_loss: 1.67253 
[INFO] 2020-11-14 18:15:15 > Step:   12200 Progress: 6.1% Elapsed: 1:55:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.71136 Generator_loss: 2.21816 
[INFO] 2020-11-14 18:16:05 > Step:   12300 Progress: 6.2% Elapsed: 1:55:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.69774 Generator_loss: 2.29224 
[INFO] 2020-11-14 18:16:55 > Step:   12400 Progress: 6.2% Elapsed: 1:56:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.09985 Generator_loss: 2.78347 
[INFO] 2020-11-14 18:17:46 > Step:   12500 Progress: 6.2% Elapsed: 1:57:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.88868 Generator_loss: 1.81163 
[INFO] 2020-11-14 18:18:36 > Step:   12600 Progress: 6.3% Elapsed: 1:58:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.925 Generator_loss: 2.95364 
[INFO] 2020-11-14 18:19:27 > Step:   12700 Progress: 6.3% Elapsed: 1:59:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.7371 Generator_loss: 2.29681 
[INFO] 2020-11-14 18:20:17 > Step:   12800 Progress: 6.4% Elapsed: 2:00:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.64213 Generator_loss: 1.88758 
[INFO] 2020-11-14 18:21:07 > Step:   12900 Progress: 6.5% Elapsed: 2:00:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.60047 Generator_loss: 2.9803 
[INFO] 2020-11-14 18:21:58 > Step:   13000 Progress: 6.5% Elapsed: 2:01:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.59784 Generator_loss: 2.46693 
[INFO] 2020-11-14 18:22:48 > Step:   13100 Progress: 6.6% Elapsed: 2:02:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.70417 Generator_loss: 2.05178 
[INFO] 2020-11-14 18:23:39 > Step:   13200 Progress: 6.6% Elapsed: 2:03:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.42886 Generator_loss: 2.63983 
[INFO] 2020-11-14 18:24:30 > Step:   13300 Progress: 6.7% Elapsed: 2:04:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.67161 Generator_loss: 2.50284 
[INFO] 2020-11-14 18:25:21 > Step:   13400 Progress: 6.7% Elapsed: 2:05:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.61811 Generator_loss: 1.91184 
[INFO] 2020-11-14 18:26:12 > Step:   13500 Progress: 6.8% Elapsed: 2:06:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.89337 Generator_loss: 1.8779 
[INFO] 2020-11-14 18:27:03 > Step:   13600 Progress: 6.8% Elapsed: 2:06:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.88878 Generator_loss: 1.8348 
[INFO] 2020-11-14 18:27:54 > Step:   13700 Progress: 6.9% Elapsed: 2:07:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.32193 Generator_loss: 2.13493 
[INFO] 2020-11-14 18:28:45 > Step:   13800 Progress: 6.9% Elapsed: 2:08:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.64467 Generator_loss: 2.27616 
[INFO] 2020-11-14 18:29:35 > Step:   13900 Progress: 7.0% Elapsed: 2:09:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.68493 Generator_loss: 1.42898 
[INFO] 2020-11-14 18:30:26 > Step:   14000 Progress: 7.0% Elapsed: 2:10:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.93961 Generator_loss: 1.86905 
[INFO] 2020-11-14 18:30:26 > Start Evaluation (14000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 18:32:22 > F_8 score (Step: 14000, Using test images): 0.9447894636955905
[INFO] 2020-11-14 18:32:22 > F_1/8 score (Step: 14000, Using test images): 0.9640317979262673
[INFO] 2020-11-14 18:32:22 > FID score (Step: 14000, Using test moments): 25.081748914796265
[INFO] 2020-11-14 18:32:22 > Inception score (Step: 14000, 10000 generated images): 8.659341812133789
[INFO] 2020-11-14 18:32:22 > Best FID score (Step: 14000, Using test moments): 25.081748914796265
[INFO] 2020-11-14 18:32:23 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 18:33:14 > Step:   14100 Progress: 7.0% Elapsed: 2:13:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.83997 Generator_loss: 1.56208 
[INFO] 2020-11-14 18:34:04 > Step:   14200 Progress: 7.1% Elapsed: 2:13:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.84091 Generator_loss: 2.11478 
[INFO] 2020-11-14 18:34:55 > Step:   14300 Progress: 7.1% Elapsed: 2:14:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.59728 Generator_loss: 2.40142 
[INFO] 2020-11-14 18:35:46 > Step:   14400 Progress: 7.2% Elapsed: 2:15:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.62612 Generator_loss: 1.88444 
[INFO] 2020-11-14 18:36:36 > Step:   14500 Progress: 7.2% Elapsed: 2:16:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.85998 Generator_loss: 1.68754 
[INFO] 2020-11-14 18:37:27 > Step:   14600 Progress: 7.3% Elapsed: 2:17:14 temperature: 1.0 ada_p: No Discriminator_loss: 3.17637 Generator_loss: 2.69612 
[INFO] 2020-11-14 18:38:18 > Step:   14700 Progress: 7.3% Elapsed: 2:18:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.82601 Generator_loss: 2.3044 
[INFO] 2020-11-14 18:39:08 > Step:   14800 Progress: 7.4% Elapsed: 2:18:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.96832 Generator_loss: 2.60516 
[INFO] 2020-11-14 18:39:59 > Step:   14900 Progress: 7.4% Elapsed: 2:19:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.76298 Generator_loss: 1.60073 
[INFO] 2020-11-14 18:40:50 > Step:   15000 Progress: 7.5% Elapsed: 2:20:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.02057 Generator_loss: 2.05899 
[INFO] 2020-11-14 18:41:40 > Step:   15100 Progress: 7.5% Elapsed: 2:21:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.81433 Generator_loss: 2.86976 
[INFO] 2020-11-14 18:42:30 > Step:   15200 Progress: 7.6% Elapsed: 2:22:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.86587 Generator_loss: 2.47886 
[INFO] 2020-11-14 18:43:21 > Step:   15300 Progress: 7.6% Elapsed: 2:23:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.79028 Generator_loss: 1.25451 
[INFO] 2020-11-14 18:44:12 > Step:   15400 Progress: 7.7% Elapsed: 2:23:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.83216 Generator_loss: 2.48 
[INFO] 2020-11-14 18:45:03 > Step:   15500 Progress: 7.8% Elapsed: 2:24:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.74019 Generator_loss: 2.09739 
[INFO] 2020-11-14 18:45:53 > Step:   15600 Progress: 7.8% Elapsed: 2:25:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.55619 Generator_loss: 2.06301 
[INFO] 2020-11-14 18:46:45 > Step:   15700 Progress: 7.8% Elapsed: 2:26:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.58745 Generator_loss: 2.69491 
[INFO] 2020-11-14 18:47:36 > Step:   15800 Progress: 7.9% Elapsed: 2:27:23 temperature: 1.0 ada_p: No Discriminator_loss: 3.03156 Generator_loss: 1.41875 
[INFO] 2020-11-14 18:48:26 > Step:   15900 Progress: 8.0% Elapsed: 2:28:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.66791 Generator_loss: 2.61457 
[INFO] 2020-11-14 18:49:17 > Step:   16000 Progress: 8.0% Elapsed: 2:29:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.04964 Generator_loss: 2.40566 
[INFO] 2020-11-14 18:49:17 > Start Evaluation (16000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 18:51:15 > F_8 score (Step: 16000, Using test images): 0.9581380527378306
[INFO] 2020-11-14 18:51:15 > F_1/8 score (Step: 16000, Using test images): 0.9744227424101657
[INFO] 2020-11-14 18:51:15 > FID score (Step: 16000, Using test moments): 21.42894009263648
[INFO] 2020-11-14 18:51:15 > Inception score (Step: 16000, 10000 generated images): 8.789901733398438
[INFO] 2020-11-14 18:51:15 > Best FID score (Step: 16000, Using test moments): 21.42894009263648
[INFO] 2020-11-14 18:51:16 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 18:52:07 > Step:   16100 Progress: 8.1% Elapsed: 2:31:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.99945 Generator_loss: 2.35807 
[INFO] 2020-11-14 18:52:57 > Step:   16200 Progress: 8.1% Elapsed: 2:32:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.89856 Generator_loss: 2.45356 
[INFO] 2020-11-14 18:53:47 > Step:   16300 Progress: 8.2% Elapsed: 2:33:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.61229 Generator_loss: 2.4063 
[INFO] 2020-11-14 18:54:38 > Step:   16400 Progress: 8.2% Elapsed: 2:34:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.7955 Generator_loss: 2.47621 
[INFO] 2020-11-14 18:55:29 > Step:   16500 Progress: 8.2% Elapsed: 2:35:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.8463 Generator_loss: 2.31886 
[INFO] 2020-11-14 18:56:20 > Step:   16600 Progress: 8.3% Elapsed: 2:36:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.54756 Generator_loss: 2.12166 
[INFO] 2020-11-14 18:57:10 > Step:   16700 Progress: 8.3% Elapsed: 2:36:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.77917 Generator_loss: 1.96922 
[INFO] 2020-11-14 18:58:01 > Step:   16800 Progress: 8.4% Elapsed: 2:37:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.76803 Generator_loss: 1.62501 
[INFO] 2020-11-14 18:58:52 > Step:   16900 Progress: 8.5% Elapsed: 2:38:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.7218 Generator_loss: 2.99865 
[INFO] 2020-11-14 18:59:42 > Step:   17000 Progress: 8.5% Elapsed: 2:39:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.16118 Generator_loss: 1.49138 
[INFO] 2020-11-14 19:00:34 > Step:   17100 Progress: 8.6% Elapsed: 2:40:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.89917 Generator_loss: 2.01167 
[INFO] 2020-11-14 19:01:24 > Step:   17200 Progress: 8.6% Elapsed: 2:41:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.67874 Generator_loss: 1.47783 
[INFO] 2020-11-14 19:02:15 > Step:   17300 Progress: 8.6% Elapsed: 2:42:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.11646 Generator_loss: 2.78533 
[INFO] 2020-11-14 19:03:05 > Step:   17400 Progress: 8.7% Elapsed: 2:42:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.793 Generator_loss: 1.99553 
[INFO] 2020-11-14 19:03:57 > Step:   17500 Progress: 8.8% Elapsed: 2:43:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.67452 Generator_loss: 1.98252 
[INFO] 2020-11-14 19:04:47 > Step:   17600 Progress: 8.8% Elapsed: 2:44:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.84442 Generator_loss: 1.96175 
[INFO] 2020-11-14 19:05:38 > Step:   17700 Progress: 8.8% Elapsed: 2:45:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.91292 Generator_loss: 2.58879 
[INFO] 2020-11-14 19:06:29 > Step:   17800 Progress: 8.9% Elapsed: 2:46:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.71328 Generator_loss: 2.15115 
[INFO] 2020-11-14 19:07:19 > Step:   17900 Progress: 8.9% Elapsed: 2:47:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.59324 Generator_loss: 2.04807 
[INFO] 2020-11-14 19:08:10 > Step:   18000 Progress: 9.0% Elapsed: 2:47:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.65955 Generator_loss: 1.96945 
[INFO] 2020-11-14 19:08:10 > Start Evaluation (18000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 19:10:06 > F_8 score (Step: 18000, Using test images): 0.9727208463272443
[INFO] 2020-11-14 19:10:06 > F_1/8 score (Step: 18000, Using test images): 0.9786439053674263
[INFO] 2020-11-14 19:10:06 > FID score (Step: 18000, Using test moments): 19.210139806597454
[INFO] 2020-11-14 19:10:06 > Inception score (Step: 18000, 10000 generated images): 9.112678527832031
[INFO] 2020-11-14 19:10:06 > Best FID score (Step: 18000, Using test moments): 19.210139806597454
[INFO] 2020-11-14 19:10:08 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 19:10:58 > Step:   18100 Progress: 9.0% Elapsed: 2:50:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.88513 Generator_loss: 1.83079 
[INFO] 2020-11-14 19:11:49 > Step:   18200 Progress: 9.1% Elapsed: 2:51:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.77712 Generator_loss: 1.98025 
[INFO] 2020-11-14 19:12:39 > Step:   18300 Progress: 9.2% Elapsed: 2:52:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.06812 Generator_loss: 2.2611 
[INFO] 2020-11-14 19:13:30 > Step:   18400 Progress: 9.2% Elapsed: 2:53:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.93654 Generator_loss: 2.12781 
[INFO] 2020-11-14 19:14:20 > Step:   18500 Progress: 9.2% Elapsed: 2:54:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.46192 Generator_loss: 2.75047 
[INFO] 2020-11-14 19:15:11 > Step:   18600 Progress: 9.3% Elapsed: 2:54:59 temperature: 1.0 ada_p: No Discriminator_loss: 3.23358 Generator_loss: 2.69127 
[INFO] 2020-11-14 19:16:02 > Step:   18700 Progress: 9.3% Elapsed: 2:55:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.83081 Generator_loss: 1.96738 
[INFO] 2020-11-14 19:16:52 > Step:   18800 Progress: 9.4% Elapsed: 2:56:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.97242 Generator_loss: 2.04702 
[INFO] 2020-11-14 19:17:43 > Step:   18900 Progress: 9.4% Elapsed: 2:57:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.78394 Generator_loss: 2.09756 
[INFO] 2020-11-14 19:18:34 > Step:   19000 Progress: 9.5% Elapsed: 2:58:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.70927 Generator_loss: 2.61433 
[INFO] 2020-11-14 19:19:25 > Step:   19100 Progress: 9.6% Elapsed: 2:59:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.68986 Generator_loss: 2.36709 
[INFO] 2020-11-14 19:20:15 > Step:   19200 Progress: 9.6% Elapsed: 3:00:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.79004 Generator_loss: 2.18262 
[INFO] 2020-11-14 19:21:06 > Step:   19300 Progress: 9.7% Elapsed: 3:00:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.58912 Generator_loss: 1.9877 
[INFO] 2020-11-14 19:21:57 > Step:   19400 Progress: 9.7% Elapsed: 3:01:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.92659 Generator_loss: 1.7277 
[INFO] 2020-11-14 19:22:48 > Step:   19500 Progress: 9.8% Elapsed: 3:02:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.60572 Generator_loss: 2.25299 
[INFO] 2020-11-14 19:23:38 > Step:   19600 Progress: 9.8% Elapsed: 3:03:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.07007 Generator_loss: 2.16383 
[INFO] 2020-11-14 19:24:29 > Step:   19700 Progress: 9.8% Elapsed: 3:04:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.9038 Generator_loss: 2.18645 
[INFO] 2020-11-14 19:25:20 > Step:   19800 Progress: 9.9% Elapsed: 3:05:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.68297 Generator_loss: 2.29117 
[INFO] 2020-11-14 19:26:11 > Step:   19900 Progress: 10.0% Elapsed: 3:05:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.81682 Generator_loss: 2.6068 
[INFO] 2020-11-14 19:27:02 > Step:   20000 Progress: 10.0% Elapsed: 3:06:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.87476 Generator_loss: 2.63755 
[INFO] 2020-11-14 19:27:02 > Start Evaluation (20000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 19:28:59 > F_8 score (Step: 20000, Using test images): 0.964949786879032
[INFO] 2020-11-14 19:28:59 > F_1/8 score (Step: 20000, Using test images): 0.9818710768943881
[INFO] 2020-11-14 19:28:59 > FID score (Step: 20000, Using test moments): 16.999962816655284
[INFO] 2020-11-14 19:28:59 > Inception score (Step: 20000, 10000 generated images): 9.32307243347168
[INFO] 2020-11-14 19:28:59 > Best FID score (Step: 20000, Using test moments): 16.999962816655284
[INFO] 2020-11-14 19:29:00 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 19:29:50 > Step:   20100 Progress: 10.1% Elapsed: 3:09:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.80946 Generator_loss: 2.23363 
[INFO] 2020-11-14 19:30:41 > Step:   20200 Progress: 10.1% Elapsed: 3:10:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.10303 Generator_loss: 2.85333 
[INFO] 2020-11-14 19:31:31 > Step:   20300 Progress: 10.2% Elapsed: 3:11:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.00137 Generator_loss: 2.25368 
[INFO] 2020-11-14 19:32:22 > Step:   20400 Progress: 10.2% Elapsed: 3:12:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.77493 Generator_loss: 2.95087 
[INFO] 2020-11-14 19:33:13 > Step:   20500 Progress: 10.2% Elapsed: 3:13:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.52147 Generator_loss: 2.27166 
[INFO] 2020-11-14 19:34:03 > Step:   20600 Progress: 10.3% Elapsed: 3:13:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.88263 Generator_loss: 2.26425 
[INFO] 2020-11-14 19:34:54 > Step:   20700 Progress: 10.3% Elapsed: 3:14:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.71746 Generator_loss: 2.14903 
[INFO] 2020-11-14 19:35:45 > Step:   20800 Progress: 10.4% Elapsed: 3:15:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.51389 Generator_loss: 2.48629 
[INFO] 2020-11-14 19:36:35 > Step:   20900 Progress: 10.4% Elapsed: 3:16:23 temperature: 1.0 ada_p: No Discriminator_loss: 3.02658 Generator_loss: 2.51511 
[INFO] 2020-11-14 19:37:26 > Step:   21000 Progress: 10.5% Elapsed: 3:17:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.56612 Generator_loss: 2.05249 
[INFO] 2020-11-14 19:38:17 > Step:   21100 Progress: 10.5% Elapsed: 3:18:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.67139 Generator_loss: 2.60315 
[INFO] 2020-11-14 19:39:07 > Step:   21200 Progress: 10.6% Elapsed: 3:18:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.42543 Generator_loss: 2.38336 
[INFO] 2020-11-14 19:39:58 > Step:   21300 Progress: 10.7% Elapsed: 3:19:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.82003 Generator_loss: 1.91948 
[INFO] 2020-11-14 19:40:49 > Step:   21400 Progress: 10.7% Elapsed: 3:20:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.79285 Generator_loss: 3.02381 
[INFO] 2020-11-14 19:41:39 > Step:   21500 Progress: 10.8% Elapsed: 3:21:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.55924 Generator_loss: 2.03207 
[INFO] 2020-11-14 19:42:30 > Step:   21600 Progress: 10.8% Elapsed: 3:22:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.84434 Generator_loss: 2.51795 
[INFO] 2020-11-14 19:43:20 > Step:   21700 Progress: 10.8% Elapsed: 3:23:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.76449 Generator_loss: 2.45942 
[INFO] 2020-11-14 19:44:11 > Step:   21800 Progress: 10.9% Elapsed: 3:23:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.91631 Generator_loss: 2.81699 
[INFO] 2020-11-14 19:45:02 > Step:   21900 Progress: 10.9% Elapsed: 3:24:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.76194 Generator_loss: 1.85254 
[INFO] 2020-11-14 19:45:52 > Step:   22000 Progress: 11.0% Elapsed: 3:25:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.67246 Generator_loss: 1.83341 
[INFO] 2020-11-14 19:45:52 > Start Evaluation (22000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 19:47:47 > F_8 score (Step: 22000, Using test images): 0.9755022995236877
[INFO] 2020-11-14 19:47:47 > F_1/8 score (Step: 22000, Using test images): 0.981220773005244
[INFO] 2020-11-14 19:47:47 > FID score (Step: 22000, Using test moments): 15.515882444882436
[INFO] 2020-11-14 19:47:47 > Inception score (Step: 22000, 10000 generated images): 9.30398178100586
[INFO] 2020-11-14 19:47:47 > Best FID score (Step: 22000, Using test moments): 15.515882444882436
[INFO] 2020-11-14 19:47:49 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 19:48:40 > Step:   22100 Progress: 11.1% Elapsed: 3:28:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.18777 Generator_loss: 2.83534 
[INFO] 2020-11-14 19:49:30 > Step:   22200 Progress: 11.1% Elapsed: 3:29:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.74527 Generator_loss: 2.30774 
[INFO] 2020-11-14 19:50:21 > Step:   22300 Progress: 11.2% Elapsed: 3:30:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.89715 Generator_loss: 2.63623 
[INFO] 2020-11-14 19:51:12 > Step:   22400 Progress: 11.2% Elapsed: 3:30:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.57281 Generator_loss: 2.07073 
[INFO] 2020-11-14 19:52:03 > Step:   22500 Progress: 11.2% Elapsed: 3:31:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.85458 Generator_loss: 2.31914 
[INFO] 2020-11-14 19:52:53 > Step:   22600 Progress: 11.3% Elapsed: 3:32:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.85937 Generator_loss: 2.52946 
[INFO] 2020-11-14 19:53:44 > Step:   22700 Progress: 11.3% Elapsed: 3:33:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.47702 Generator_loss: 2.86215 
[INFO] 2020-11-14 19:54:34 > Step:   22800 Progress: 11.4% Elapsed: 3:34:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.76701 Generator_loss: 2.21557 
[INFO] 2020-11-14 19:55:25 > Step:   22900 Progress: 11.5% Elapsed: 3:35:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.71138 Generator_loss: 2.34301 
[INFO] 2020-11-14 19:56:16 > Step:   23000 Progress: 11.5% Elapsed: 3:36:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.57043 Generator_loss: 2.03485 
[INFO] 2020-11-14 19:57:06 > Step:   23100 Progress: 11.6% Elapsed: 3:36:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.778 Generator_loss: 2.38673 
[INFO] 2020-11-14 19:57:57 > Step:   23200 Progress: 11.6% Elapsed: 3:37:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.66228 Generator_loss: 1.77119 
[INFO] 2020-11-14 19:58:48 > Step:   23300 Progress: 11.7% Elapsed: 3:38:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.81635 Generator_loss: 2.06176 
[INFO] 2020-11-14 19:59:38 > Step:   23400 Progress: 11.7% Elapsed: 3:39:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.64398 Generator_loss: 2.04834 
[INFO] 2020-11-14 20:00:29 > Step:   23500 Progress: 11.8% Elapsed: 3:40:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.55924 Generator_loss: 2.23709 
[INFO] 2020-11-14 20:01:20 > Step:   23600 Progress: 11.8% Elapsed: 3:41:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.96455 Generator_loss: 2.25312 
[INFO] 2020-11-14 20:02:11 > Step:   23700 Progress: 11.8% Elapsed: 3:41:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.73375 Generator_loss: 2.18078 
[INFO] 2020-11-14 20:03:01 > Step:   23800 Progress: 11.9% Elapsed: 3:42:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.7692 Generator_loss: 2.26779 
[INFO] 2020-11-14 20:03:52 > Step:   23900 Progress: 11.9% Elapsed: 3:43:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.84006 Generator_loss: 2.78997 
[INFO] 2020-11-14 20:04:43 > Step:   24000 Progress: 12.0% Elapsed: 3:44:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.68718 Generator_loss: 1.70147 
[INFO] 2020-11-14 20:04:43 > Start Evaluation (24000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 20:06:41 > F_8 score (Step: 24000, Using test images): 0.9813479892058053
[INFO] 2020-11-14 20:06:41 > F_1/8 score (Step: 24000, Using test images): 0.9843045192942771
[INFO] 2020-11-14 20:06:41 > FID score (Step: 24000, Using test moments): 14.517857787526566
[INFO] 2020-11-14 20:06:41 > Inception score (Step: 24000, 10000 generated images): 9.29773998260498
[INFO] 2020-11-14 20:06:41 > Best FID score (Step: 24000, Using test moments): 14.517857787526566
[INFO] 2020-11-14 20:06:42 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 20:07:33 > Step:   24100 Progress: 12.0% Elapsed: 3:47:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.87129 Generator_loss: 2.0388 
[INFO] 2020-11-14 20:08:24 > Step:   24200 Progress: 12.1% Elapsed: 3:48:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.78675 Generator_loss: 2.0547 
[INFO] 2020-11-14 20:09:15 > Step:   24300 Progress: 12.2% Elapsed: 3:49:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.57652 Generator_loss: 1.95268 
[INFO] 2020-11-14 20:10:06 > Step:   24400 Progress: 12.2% Elapsed: 3:49:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.51187 Generator_loss: 2.45883 
[INFO] 2020-11-14 20:10:56 > Step:   24500 Progress: 12.2% Elapsed: 3:50:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.75115 Generator_loss: 1.98417 
[INFO] 2020-11-14 20:11:47 > Step:   24600 Progress: 12.3% Elapsed: 3:51:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.41972 Generator_loss: 2.37574 
[INFO] 2020-11-14 20:12:37 > Step:   24700 Progress: 12.3% Elapsed: 3:52:25 temperature: 1.0 ada_p: No Discriminator_loss: 3.04509 Generator_loss: 2.87178 
[INFO] 2020-11-14 20:13:28 > Step:   24800 Progress: 12.4% Elapsed: 3:53:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.67852 Generator_loss: 2.18477 
[INFO] 2020-11-14 20:14:19 > Step:   24900 Progress: 12.4% Elapsed: 3:54:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.7433 Generator_loss: 2.11937 
[INFO] 2020-11-14 20:15:09 > Step:   25000 Progress: 12.5% Elapsed: 3:54:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.52691 Generator_loss: 2.44061 
[INFO] 2020-11-14 20:16:00 > Step:   25100 Progress: 12.6% Elapsed: 3:55:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.59793 Generator_loss: 2.16307 
[INFO] 2020-11-14 20:16:51 > Step:   25200 Progress: 12.6% Elapsed: 3:56:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.56428 Generator_loss: 1.92481 
[INFO] 2020-11-14 20:17:41 > Step:   25300 Progress: 12.7% Elapsed: 3:57:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.97799 Generator_loss: 2.21912 
[INFO] 2020-11-14 20:18:32 > Step:   25400 Progress: 12.7% Elapsed: 3:58:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.90621 Generator_loss: 2.18388 
[INFO] 2020-11-14 20:19:23 > Step:   25500 Progress: 12.8% Elapsed: 3:59:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.85407 Generator_loss: 2.45363 
[INFO] 2020-11-14 20:20:13 > Step:   25600 Progress: 12.8% Elapsed: 4:00:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.93913 Generator_loss: 1.6752 
[INFO] 2020-11-14 20:21:04 > Step:   25700 Progress: 12.8% Elapsed: 4:00:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.73457 Generator_loss: 2.23876 
[INFO] 2020-11-14 20:21:55 > Step:   25800 Progress: 12.9% Elapsed: 4:01:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.90378 Generator_loss: 2.02507 
[INFO] 2020-11-14 20:22:45 > Step:   25900 Progress: 13.0% Elapsed: 4:02:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.51904 Generator_loss: 2.49564 
[INFO] 2020-11-14 20:23:36 > Step:   26000 Progress: 13.0% Elapsed: 4:03:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.73757 Generator_loss: 2.59036 
[INFO] 2020-11-14 20:23:36 > Start Evaluation (26000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 20:25:35 > F_8 score (Step: 26000, Using test images): 0.9788489370937978
[INFO] 2020-11-14 20:25:35 > F_1/8 score (Step: 26000, Using test images): 0.9835011563278856
[INFO] 2020-11-14 20:25:35 > FID score (Step: 26000, Using test moments): 13.608506082947088
[INFO] 2020-11-14 20:25:35 > Inception score (Step: 26000, 10000 generated images): 9.264071464538574
[INFO] 2020-11-14 20:25:35 > Best FID score (Step: 26000, Using test moments): 13.608506082947088
[INFO] 2020-11-14 20:25:36 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 20:26:27 > Step:   26100 Progress: 13.1% Elapsed: 4:06:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.52189 Generator_loss: 2.18429 
[INFO] 2020-11-14 20:27:18 > Step:   26200 Progress: 13.1% Elapsed: 4:07:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.04143 Generator_loss: 2.45187 
[INFO] 2020-11-14 20:28:08 > Step:   26300 Progress: 13.2% Elapsed: 4:07:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.78013 Generator_loss: 2.50442 
[INFO] 2020-11-14 20:28:59 > Step:   26400 Progress: 13.2% Elapsed: 4:08:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.77874 Generator_loss: 1.77113 
[INFO] 2020-11-14 20:29:49 > Step:   26500 Progress: 13.2% Elapsed: 4:09:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.7003 Generator_loss: 1.97947 
[INFO] 2020-11-14 20:30:40 > Step:   26600 Progress: 13.3% Elapsed: 4:10:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.87211 Generator_loss: 2.28224 
[INFO] 2020-11-14 20:31:30 > Step:   26700 Progress: 13.4% Elapsed: 4:11:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.83613 Generator_loss: 2.78133 
[INFO] 2020-11-14 20:32:21 > Step:   26800 Progress: 13.4% Elapsed: 4:12:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.77923 Generator_loss: 2.52308 
[INFO] 2020-11-14 20:33:11 > Step:   26900 Progress: 13.5% Elapsed: 4:12:59 temperature: 1.0 ada_p: No Discriminator_loss: 3.00581 Generator_loss: 1.57428 
[INFO] 2020-11-14 20:34:02 > Step:   27000 Progress: 13.5% Elapsed: 4:13:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.81692 Generator_loss: 2.01967 
[INFO] 2020-11-14 20:34:53 > Step:   27100 Progress: 13.6% Elapsed: 4:14:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.76428 Generator_loss: 2.49256 
[INFO] 2020-11-14 20:35:44 > Step:   27200 Progress: 13.6% Elapsed: 4:15:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.88167 Generator_loss: 2.12844 
[INFO] 2020-11-14 20:36:34 > Step:   27300 Progress: 13.7% Elapsed: 4:16:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.5574 Generator_loss: 2.20396 
[INFO] 2020-11-14 20:37:26 > Step:   27400 Progress: 13.7% Elapsed: 4:17:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.84469 Generator_loss: 1.99782 
[INFO] 2020-11-14 20:38:17 > Step:   27500 Progress: 13.8% Elapsed: 4:18:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.74014 Generator_loss: 1.55217 
[INFO] 2020-11-14 20:39:07 > Step:   27600 Progress: 13.8% Elapsed: 4:18:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.61441 Generator_loss: 2.35199 
[INFO] 2020-11-14 20:39:58 > Step:   27700 Progress: 13.9% Elapsed: 4:19:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.83792 Generator_loss: 2.09759 
[INFO] 2020-11-14 20:40:48 > Step:   27800 Progress: 13.9% Elapsed: 4:20:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.57484 Generator_loss: 2.14664 
[INFO] 2020-11-14 20:41:39 > Step:   27900 Progress: 14.0% Elapsed: 4:21:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.59275 Generator_loss: 2.65618 
[INFO] 2020-11-14 20:42:30 > Step:   28000 Progress: 14.0% Elapsed: 4:22:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.57683 Generator_loss: 2.90376 
[INFO] 2020-11-14 20:42:30 > Start Evaluation (28000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 20:44:28 > F_8 score (Step: 28000, Using test images): 0.979612497013798
[INFO] 2020-11-14 20:44:28 > F_1/8 score (Step: 28000, Using test images): 0.9875440691079572
[INFO] 2020-11-14 20:44:28 > FID score (Step: 28000, Using test moments): 12.809775738672556
[INFO] 2020-11-14 20:44:28 > Inception score (Step: 28000, 10000 generated images): 9.279313087463379
[INFO] 2020-11-14 20:44:28 > Best FID score (Step: 28000, Using test moments): 12.809775738672556
[INFO] 2020-11-14 20:44:30 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 20:45:20 > Step:   28100 Progress: 14.1% Elapsed: 4:25:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.66359 Generator_loss: 1.62763 
[INFO] 2020-11-14 20:46:11 > Step:   28200 Progress: 14.1% Elapsed: 4:25:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.74201 Generator_loss: 2.53933 
[INFO] 2020-11-14 20:47:01 > Step:   28300 Progress: 14.1% Elapsed: 4:26:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.57624 Generator_loss: 2.49502 
[INFO] 2020-11-14 20:47:52 > Step:   28400 Progress: 14.2% Elapsed: 4:27:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.66517 Generator_loss: 2.86398 
[INFO] 2020-11-14 20:48:42 > Step:   28500 Progress: 14.2% Elapsed: 4:28:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.78555 Generator_loss: 2.65602 
[INFO] 2020-11-14 20:49:34 > Step:   28600 Progress: 14.3% Elapsed: 4:29:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.80716 Generator_loss: 2.43988 
[INFO] 2020-11-14 20:50:24 > Step:   28700 Progress: 14.3% Elapsed: 4:30:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.6821 Generator_loss: 2.48904 
[INFO] 2020-11-14 20:51:15 > Step:   28800 Progress: 14.4% Elapsed: 4:31:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.80284 Generator_loss: 1.86577 
[INFO] 2020-11-14 20:52:06 > Step:   28900 Progress: 14.4% Elapsed: 4:31:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.57512 Generator_loss: 1.77247 
[INFO] 2020-11-14 20:52:56 > Step:   29000 Progress: 14.5% Elapsed: 4:32:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.71871 Generator_loss: 2.13531 
[INFO] 2020-11-14 20:53:47 > Step:   29100 Progress: 14.5% Elapsed: 4:33:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.67063 Generator_loss: 1.72056 
[INFO] 2020-11-14 20:54:37 > Step:   29200 Progress: 14.6% Elapsed: 4:34:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.69413 Generator_loss: 2.63329 
[INFO] 2020-11-14 20:55:28 > Step:   29300 Progress: 14.6% Elapsed: 4:35:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.85907 Generator_loss: 1.74902 
[INFO] 2020-11-14 20:56:20 > Step:   29400 Progress: 14.7% Elapsed: 4:36:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.96997 Generator_loss: 1.81316 
[INFO] 2020-11-14 20:57:10 > Step:   29500 Progress: 14.8% Elapsed: 4:36:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.98044 Generator_loss: 2.99978 
[INFO] 2020-11-14 20:58:01 > Step:   29600 Progress: 14.8% Elapsed: 4:37:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.69624 Generator_loss: 2.34867 
[INFO] 2020-11-14 20:58:52 > Step:   29700 Progress: 14.8% Elapsed: 4:38:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.85385 Generator_loss: 2.42188 
[INFO] 2020-11-14 20:59:42 > Step:   29800 Progress: 14.9% Elapsed: 4:39:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.74881 Generator_loss: 2.1834 
[INFO] 2020-11-14 21:00:33 > Step:   29900 Progress: 14.9% Elapsed: 4:40:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.81338 Generator_loss: 2.71021 
[INFO] 2020-11-14 21:01:24 > Step:   30000 Progress: 15.0% Elapsed: 4:41:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.52719 Generator_loss: 2.94392 
[INFO] 2020-11-14 21:01:24 > Start Evaluation (30000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 21:03:22 > F_8 score (Step: 30000, Using test images): 0.9781501121368573
[INFO] 2020-11-14 21:03:22 > F_1/8 score (Step: 30000, Using test images): 0.9872780625139014
[INFO] 2020-11-14 21:03:22 > FID score (Step: 30000, Using test moments): 12.560368353622948
[INFO] 2020-11-14 21:03:22 > Inception score (Step: 30000, 10000 generated images): 9.376006126403809
[INFO] 2020-11-14 21:03:22 > Best FID score (Step: 30000, Using test moments): 12.560368353622948
[INFO] 2020-11-14 21:03:23 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 21:04:13 > Step:   30100 Progress: 15.0% Elapsed: 4:44:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.74018 Generator_loss: 1.98083 
[INFO] 2020-11-14 21:05:04 > Step:   30200 Progress: 15.1% Elapsed: 4:44:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.57531 Generator_loss: 2.46713 
[INFO] 2020-11-14 21:05:54 > Step:   30300 Progress: 15.2% Elapsed: 4:45:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.58174 Generator_loss: 2.18955 
[INFO] 2020-11-14 21:06:45 > Step:   30400 Progress: 15.2% Elapsed: 4:46:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.72037 Generator_loss: 2.598 
[INFO] 2020-11-14 21:07:36 > Step:   30500 Progress: 15.2% Elapsed: 4:47:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.72042 Generator_loss: 2.24633 
[INFO] 2020-11-14 21:08:26 > Step:   30600 Progress: 15.3% Elapsed: 4:48:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.76556 Generator_loss: 1.72128 
[INFO] 2020-11-14 21:09:17 > Step:   30700 Progress: 15.3% Elapsed: 4:49:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.01913 Generator_loss: 1.89917 
[INFO] 2020-11-14 21:10:08 > Step:   30800 Progress: 15.4% Elapsed: 4:49:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.71553 Generator_loss: 2.25841 
[INFO] 2020-11-14 21:10:58 > Step:   30900 Progress: 15.4% Elapsed: 4:50:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.95711 Generator_loss: 1.94984 
[INFO] 2020-11-14 21:11:50 > Step:   31000 Progress: 15.5% Elapsed: 4:51:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.65691 Generator_loss: 2.07061 
[INFO] 2020-11-14 21:12:40 > Step:   31100 Progress: 15.6% Elapsed: 4:52:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.92767 Generator_loss: 2.14814 
[INFO] 2020-11-14 21:13:31 > Step:   31200 Progress: 15.6% Elapsed: 4:53:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.67624 Generator_loss: 2.29715 
[INFO] 2020-11-14 21:14:22 > Step:   31300 Progress: 15.7% Elapsed: 4:54:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.50181 Generator_loss: 2.42139 
[INFO] 2020-11-14 21:15:14 > Step:   31400 Progress: 15.7% Elapsed: 4:55:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.76935 Generator_loss: 1.86631 
[INFO] 2020-11-14 21:16:04 > Step:   31500 Progress: 15.8% Elapsed: 4:55:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.99742 Generator_loss: 2.42551 
[INFO] 2020-11-14 21:16:56 > Step:   31600 Progress: 15.8% Elapsed: 4:56:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.72063 Generator_loss: 2.07415 
[INFO] 2020-11-14 21:17:46 > Step:   31700 Progress: 15.8% Elapsed: 4:57:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.75255 Generator_loss: 2.5988 
[INFO] 2020-11-14 21:18:37 > Step:   31800 Progress: 15.9% Elapsed: 4:58:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.71797 Generator_loss: 2.09493 
[INFO] 2020-11-14 21:19:28 > Step:   31900 Progress: 16.0% Elapsed: 4:59:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.87715 Generator_loss: 2.1793 
[INFO] 2020-11-14 21:20:19 > Step:   32000 Progress: 16.0% Elapsed: 5:00:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.55107 Generator_loss: 2.68972 
[INFO] 2020-11-14 21:20:19 > Start Evaluation (32000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 21:22:18 > F_8 score (Step: 32000, Using test images): 0.9881566229759398
[INFO] 2020-11-14 21:22:18 > F_1/8 score (Step: 32000, Using test images): 0.9894964311342866
[INFO] 2020-11-14 21:22:18 > FID score (Step: 32000, Using test moments): 12.085243252956502
[INFO] 2020-11-14 21:22:18 > Inception score (Step: 32000, 10000 generated images): 9.328625679016113
[INFO] 2020-11-14 21:22:18 > Best FID score (Step: 32000, Using test moments): 12.085243252956502
[INFO] 2020-11-14 21:22:19 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 21:23:10 > Step:   32100 Progress: 16.1% Elapsed: 5:02:58 temperature: 1.0 ada_p: No Discriminator_loss: 3.21794 Generator_loss: 2.52823 
[INFO] 2020-11-14 21:24:01 > Step:   32200 Progress: 16.1% Elapsed: 5:03:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.7177 Generator_loss: 2.04739 
[INFO] 2020-11-14 21:24:52 > Step:   32300 Progress: 16.2% Elapsed: 5:04:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.54137 Generator_loss: 2.77176 
[INFO] 2020-11-14 21:25:42 > Step:   32400 Progress: 16.2% Elapsed: 5:05:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.60424 Generator_loss: 1.75332 
[INFO] 2020-11-14 21:26:33 > Step:   32500 Progress: 16.2% Elapsed: 5:06:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.02693 Generator_loss: 2.22121 
[INFO] 2020-11-14 21:27:23 > Step:   32600 Progress: 16.3% Elapsed: 5:07:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.36903 Generator_loss: 2.02233 
[INFO] 2020-11-14 21:28:15 > Step:   32700 Progress: 16.4% Elapsed: 5:08:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.68133 Generator_loss: 2.36379 
[INFO] 2020-11-14 21:29:05 > Step:   32800 Progress: 16.4% Elapsed: 5:08:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.6458 Generator_loss: 2.0507 
[INFO] 2020-11-14 21:29:56 > Step:   32900 Progress: 16.4% Elapsed: 5:09:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.72993 Generator_loss: 2.19814 
[INFO] 2020-11-14 21:30:47 > Step:   33000 Progress: 16.5% Elapsed: 5:10:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.71876 Generator_loss: 2.33878 
[INFO] 2020-11-14 21:31:37 > Step:   33100 Progress: 16.6% Elapsed: 5:11:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.94319 Generator_loss: 1.84665 
[INFO] 2020-11-14 21:32:28 > Step:   33200 Progress: 16.6% Elapsed: 5:12:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.85231 Generator_loss: 2.70331 
[INFO] 2020-11-14 21:33:19 > Step:   33300 Progress: 16.7% Elapsed: 5:13:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.96331 Generator_loss: 2.13055 
[INFO] 2020-11-14 21:34:09 > Step:   33400 Progress: 16.7% Elapsed: 5:13:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.77527 Generator_loss: 1.96423 
[INFO] 2020-11-14 21:35:00 > Step:   33500 Progress: 16.8% Elapsed: 5:14:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.6341 Generator_loss: 2.62339 
[INFO] 2020-11-14 21:35:51 > Step:   33600 Progress: 16.8% Elapsed: 5:15:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.96159 Generator_loss: 2.07255 
[INFO] 2020-11-14 21:36:41 > Step:   33700 Progress: 16.9% Elapsed: 5:16:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.7379 Generator_loss: 2.22499 
[INFO] 2020-11-14 21:37:32 > Step:   33800 Progress: 16.9% Elapsed: 5:17:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.80925 Generator_loss: 2.15604 
[INFO] 2020-11-14 21:38:23 > Step:   33900 Progress: 17.0% Elapsed: 5:18:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.68368 Generator_loss: 2.24019 
[INFO] 2020-11-14 21:39:13 > Step:   34000 Progress: 17.0% Elapsed: 5:19:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.6754 Generator_loss: 2.22846 
[INFO] 2020-11-14 21:39:13 > Start Evaluation (34000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 21:41:10 > F_8 score (Step: 34000, Using test images): 0.9863454008377114
[INFO] 2020-11-14 21:41:10 > F_1/8 score (Step: 34000, Using test images): 0.9911535980039834
[INFO] 2020-11-14 21:41:10 > FID score (Step: 34000, Using test moments): 11.693170792716387
[INFO] 2020-11-14 21:41:10 > Inception score (Step: 34000, 10000 generated images): 9.461735725402832
[INFO] 2020-11-14 21:41:10 > Best FID score (Step: 34000, Using test moments): 11.693170792716387
[INFO] 2020-11-14 21:41:11 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 21:42:02 > Step:   34100 Progress: 17.1% Elapsed: 5:21:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.87153 Generator_loss: 2.23138 
[INFO] 2020-11-14 21:42:52 > Step:   34200 Progress: 17.1% Elapsed: 5:22:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.73951 Generator_loss: 2.09108 
[INFO] 2020-11-14 21:43:43 > Step:   34300 Progress: 17.2% Elapsed: 5:23:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.74799 Generator_loss: 2.38409 
[INFO] 2020-11-14 21:44:34 > Step:   34400 Progress: 17.2% Elapsed: 5:24:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.72876 Generator_loss: 1.84858 
[INFO] 2020-11-14 21:45:24 > Step:   34500 Progress: 17.2% Elapsed: 5:25:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.82628 Generator_loss: 2.10736 
[INFO] 2020-11-14 21:46:15 > Step:   34600 Progress: 17.3% Elapsed: 5:26:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.65192 Generator_loss: 2.21381 
[INFO] 2020-11-14 21:47:06 > Step:   34700 Progress: 17.3% Elapsed: 5:26:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.70766 Generator_loss: 2.59659 
[INFO] 2020-11-14 21:47:56 > Step:   34800 Progress: 17.4% Elapsed: 5:27:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.46987 Generator_loss: 2.4569 
[INFO] 2020-11-14 21:48:47 > Step:   34900 Progress: 17.4% Elapsed: 5:28:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.55513 Generator_loss: 2.39213 
[INFO] 2020-11-14 21:49:38 > Step:   35000 Progress: 17.5% Elapsed: 5:29:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.87496 Generator_loss: 2.02358 
[INFO] 2020-11-14 21:50:28 > Step:   35100 Progress: 17.5% Elapsed: 5:30:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.94416 Generator_loss: 2.58302 
[INFO] 2020-11-14 21:51:19 > Step:   35200 Progress: 17.6% Elapsed: 5:31:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.6127 Generator_loss: 2.28272 
[INFO] 2020-11-14 21:52:09 > Step:   35300 Progress: 17.6% Elapsed: 5:31:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.60333 Generator_loss: 1.82078 
[INFO] 2020-11-14 21:53:00 > Step:   35400 Progress: 17.7% Elapsed: 5:32:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.62327 Generator_loss: 2.12831 
[INFO] 2020-11-14 21:53:51 > Step:   35500 Progress: 17.8% Elapsed: 5:33:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.77859 Generator_loss: 2.35158 
[INFO] 2020-11-14 21:54:42 > Step:   35600 Progress: 17.8% Elapsed: 5:34:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.73717 Generator_loss: 1.5861 
[INFO] 2020-11-14 21:55:32 > Step:   35700 Progress: 17.8% Elapsed: 5:35:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.66823 Generator_loss: 1.98114 
[INFO] 2020-11-14 21:56:24 > Step:   35800 Progress: 17.9% Elapsed: 5:36:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.94532 Generator_loss: 1.5475 
[INFO] 2020-11-14 21:57:14 > Step:   35900 Progress: 17.9% Elapsed: 5:37:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.78468 Generator_loss: 1.96384 
[INFO] 2020-11-14 21:58:05 > Step:   36000 Progress: 18.0% Elapsed: 5:37:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.85324 Generator_loss: 2.17076 
[INFO] 2020-11-14 21:58:05 > Start Evaluation (36000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 22:00:03 > F_8 score (Step: 36000, Using test images): 0.982760774041164
[INFO] 2020-11-14 22:00:03 > F_1/8 score (Step: 36000, Using test images): 0.9901676365796338
[INFO] 2020-11-14 22:00:03 > FID score (Step: 36000, Using test moments): 11.286706110368868
[INFO] 2020-11-14 22:00:03 > Inception score (Step: 36000, 10000 generated images): 9.543341636657715
[INFO] 2020-11-14 22:00:03 > Best FID score (Step: 36000, Using test moments): 11.286706110368868
[INFO] 2020-11-14 22:00:04 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 22:00:54 > Step:   36100 Progress: 18.1% Elapsed: 5:40:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.78941 Generator_loss: 1.86324 
[INFO] 2020-11-14 22:01:45 > Step:   36200 Progress: 18.1% Elapsed: 5:41:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.86422 Generator_loss: 2.03972 
[INFO] 2020-11-14 22:02:37 > Step:   36300 Progress: 18.1% Elapsed: 5:42:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.80022 Generator_loss: 1.76803 
[INFO] 2020-11-14 22:03:27 > Step:   36400 Progress: 18.2% Elapsed: 5:43:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.84697 Generator_loss: 2.25478 
[INFO] 2020-11-14 22:04:17 > Step:   36500 Progress: 18.2% Elapsed: 5:44:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.68136 Generator_loss: 2.75979 
[INFO] 2020-11-14 22:05:08 > Step:   36600 Progress: 18.3% Elapsed: 5:44:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.60431 Generator_loss: 2.25959 
[INFO] 2020-11-14 22:05:59 > Step:   36700 Progress: 18.4% Elapsed: 5:45:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.83794 Generator_loss: 1.91734 
[INFO] 2020-11-14 22:06:50 > Step:   36800 Progress: 18.4% Elapsed: 5:46:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.48804 Generator_loss: 1.98853 
[INFO] 2020-11-14 22:07:40 > Step:   36900 Progress: 18.4% Elapsed: 5:47:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.02749 Generator_loss: 2.40612 
[INFO] 2020-11-14 22:08:31 > Step:   37000 Progress: 18.5% Elapsed: 5:48:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.7468 Generator_loss: 2.03803 
[INFO] 2020-11-14 22:09:21 > Step:   37100 Progress: 18.6% Elapsed: 5:49:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.78086 Generator_loss: 1.86146 
[INFO] 2020-11-14 22:10:12 > Step:   37200 Progress: 18.6% Elapsed: 5:50:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.67585 Generator_loss: 2.00497 
[INFO] 2020-11-14 22:11:03 > Step:   37300 Progress: 18.6% Elapsed: 5:50:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.70937 Generator_loss: 1.97631 
[INFO] 2020-11-14 22:11:54 > Step:   37400 Progress: 18.7% Elapsed: 5:51:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.86003 Generator_loss: 1.48939 
[INFO] 2020-11-14 22:12:44 > Step:   37500 Progress: 18.8% Elapsed: 5:52:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.60248 Generator_loss: 1.93898 
[INFO] 2020-11-14 22:13:35 > Step:   37600 Progress: 18.8% Elapsed: 5:53:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.65993 Generator_loss: 2.32788 
[INFO] 2020-11-14 22:14:26 > Step:   37700 Progress: 18.9% Elapsed: 5:54:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.56473 Generator_loss: 2.51029 
[INFO] 2020-11-14 22:15:16 > Step:   37800 Progress: 18.9% Elapsed: 5:55:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.66491 Generator_loss: 2.31812 
[INFO] 2020-11-14 22:16:07 > Step:   37900 Progress: 18.9% Elapsed: 5:55:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.60157 Generator_loss: 2.54413 
[INFO] 2020-11-14 22:16:58 > Step:   38000 Progress: 19.0% Elapsed: 5:56:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.52048 Generator_loss: 2.01216 
[INFO] 2020-11-14 22:16:58 > Start Evaluation (38000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 22:18:56 > F_8 score (Step: 38000, Using test images): 0.9861005589954116
[INFO] 2020-11-14 22:18:56 > F_1/8 score (Step: 38000, Using test images): 0.9921596977020295
[INFO] 2020-11-14 22:18:56 > FID score (Step: 38000, Using test moments): 11.063419753330493
[INFO] 2020-11-14 22:18:56 > Inception score (Step: 38000, 10000 generated images): 9.570047378540039
[INFO] 2020-11-14 22:18:56 > Best FID score (Step: 38000, Using test moments): 11.063419753330493
[INFO] 2020-11-14 22:18:57 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 22:19:47 > Step:   38100 Progress: 19.1% Elapsed: 5:59:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.60291 Generator_loss: 1.92529 
[INFO] 2020-11-14 22:20:38 > Step:   38200 Progress: 19.1% Elapsed: 6:00:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.75144 Generator_loss: 1.70788 
[INFO] 2020-11-14 22:21:29 > Step:   38300 Progress: 19.1% Elapsed: 6:01:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.67055 Generator_loss: 2.59063 
[INFO] 2020-11-14 22:22:19 > Step:   38400 Progress: 19.2% Elapsed: 6:02:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.7972 Generator_loss: 1.7527 
[INFO] 2020-11-14 22:23:10 > Step:   38500 Progress: 19.2% Elapsed: 6:02:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.73456 Generator_loss: 2.35737 
[INFO] 2020-11-14 22:24:01 > Step:   38600 Progress: 19.3% Elapsed: 6:03:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.62586 Generator_loss: 1.89002 
[INFO] 2020-11-14 22:24:52 > Step:   38700 Progress: 19.4% Elapsed: 6:04:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.61482 Generator_loss: 3.10109 
[INFO] 2020-11-14 22:25:42 > Step:   38800 Progress: 19.4% Elapsed: 6:05:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.63301 Generator_loss: 1.95789 
[INFO] 2020-11-14 22:26:34 > Step:   38900 Progress: 19.4% Elapsed: 6:06:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.67069 Generator_loss: 2.30309 
[INFO] 2020-11-14 22:27:24 > Step:   39000 Progress: 19.5% Elapsed: 6:07:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.76065 Generator_loss: 2.09142 
[INFO] 2020-11-14 22:28:15 > Step:   39100 Progress: 19.6% Elapsed: 6:08:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.84306 Generator_loss: 2.51975 
[INFO] 2020-11-14 22:29:05 > Step:   39200 Progress: 19.6% Elapsed: 6:08:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.82449 Generator_loss: 2.09492 
[INFO] 2020-11-14 22:29:56 > Step:   39300 Progress: 19.7% Elapsed: 6:09:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.63397 Generator_loss: 1.82648 
[INFO] 2020-11-14 22:30:47 > Step:   39400 Progress: 19.7% Elapsed: 6:10:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.71357 Generator_loss: 2.37033 
[INFO] 2020-11-14 22:31:37 > Step:   39500 Progress: 19.8% Elapsed: 6:11:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.77522 Generator_loss: 1.95012 
[INFO] 2020-11-14 22:32:28 > Step:   39600 Progress: 19.8% Elapsed: 6:12:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.78881 Generator_loss: 2.15193 
[INFO] 2020-11-14 22:33:19 > Step:   39700 Progress: 19.9% Elapsed: 6:13:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.77316 Generator_loss: 1.89632 
[INFO] 2020-11-14 22:34:10 > Step:   39800 Progress: 19.9% Elapsed: 6:13:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.78456 Generator_loss: 1.99293 
[INFO] 2020-11-14 22:35:01 > Step:   39900 Progress: 20.0% Elapsed: 6:14:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.63552 Generator_loss: 2.19316 
[INFO] 2020-11-14 22:35:52 > Step:   40000 Progress: 20.0% Elapsed: 6:15:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.98146 Generator_loss: 2.14706 
[INFO] 2020-11-14 22:35:52 > Start Evaluation (40000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 22:37:50 > F_8 score (Step: 40000, Using test images): 0.9802306345199784
[INFO] 2020-11-14 22:37:50 > F_1/8 score (Step: 40000, Using test images): 0.9921400389481624
[INFO] 2020-11-14 22:37:50 > FID score (Step: 40000, Using test moments): 10.75069456015251
[INFO] 2020-11-14 22:37:50 > Inception score (Step: 40000, 10000 generated images): 9.604605674743652
[INFO] 2020-11-14 22:37:50 > Best FID score (Step: 40000, Using test moments): 10.75069456015251
[INFO] 2020-11-14 22:37:52 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 22:38:42 > Step:   40100 Progress: 20.1% Elapsed: 6:18:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.6026 Generator_loss: 2.32866 
[INFO] 2020-11-14 22:39:33 > Step:   40200 Progress: 20.1% Elapsed: 6:19:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.44107 Generator_loss: 2.14952 
[INFO] 2020-11-14 22:40:23 > Step:   40300 Progress: 20.2% Elapsed: 6:20:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.59935 Generator_loss: 2.69711 
[INFO] 2020-11-14 22:41:14 > Step:   40400 Progress: 20.2% Elapsed: 6:21:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.81107 Generator_loss: 2.338 
[INFO] 2020-11-14 22:42:04 > Step:   40500 Progress: 20.2% Elapsed: 6:21:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.67884 Generator_loss: 1.5247 
[INFO] 2020-11-14 22:42:55 > Step:   40600 Progress: 20.3% Elapsed: 6:22:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.82553 Generator_loss: 2.66436 
[INFO] 2020-11-14 22:43:45 > Step:   40700 Progress: 20.3% Elapsed: 6:23:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.97956 Generator_loss: 2.48811 
[INFO] 2020-11-14 22:44:36 > Step:   40800 Progress: 20.4% Elapsed: 6:24:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.69661 Generator_loss: 2.60879 
[INFO] 2020-11-14 22:45:27 > Step:   40900 Progress: 20.4% Elapsed: 6:25:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.93249 Generator_loss: 2.65878 
[INFO] 2020-11-14 22:46:18 > Step:   41000 Progress: 20.5% Elapsed: 6:26:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.79291 Generator_loss: 2.8507 
[INFO] 2020-11-14 22:47:09 > Step:   41100 Progress: 20.5% Elapsed: 6:26:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.72387 Generator_loss: 2.12256 
[INFO] 2020-11-14 22:47:59 > Step:   41200 Progress: 20.6% Elapsed: 6:27:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.10394 Generator_loss: 3.08367 
[INFO] 2020-11-14 22:48:50 > Step:   41300 Progress: 20.6% Elapsed: 6:28:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.82266 Generator_loss: 2.04127 
[INFO] 2020-11-14 22:49:41 > Step:   41400 Progress: 20.7% Elapsed: 6:29:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.79283 Generator_loss: 2.78006 
[INFO] 2020-11-14 22:50:31 > Step:   41500 Progress: 20.8% Elapsed: 6:30:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.52301 Generator_loss: 2.30128 
[INFO] 2020-11-14 22:51:22 > Step:   41600 Progress: 20.8% Elapsed: 6:31:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.79363 Generator_loss: 2.22899 
[INFO] 2020-11-14 22:52:13 > Step:   41700 Progress: 20.8% Elapsed: 6:32:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.94745 Generator_loss: 2.42029 
[INFO] 2020-11-14 22:53:04 > Step:   41800 Progress: 20.9% Elapsed: 6:32:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.8566 Generator_loss: 1.48814 
[INFO] 2020-11-14 22:53:54 > Step:   41900 Progress: 20.9% Elapsed: 6:33:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.9098 Generator_loss: 2.23734 
[INFO] 2020-11-14 22:54:45 > Step:   42000 Progress: 21.0% Elapsed: 6:34:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.91713 Generator_loss: 1.8123 
[INFO] 2020-11-14 22:54:45 > Start Evaluation (42000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 22:56:42 > F_8 score (Step: 42000, Using test images): 0.985069106409864
[INFO] 2020-11-14 22:56:42 > F_1/8 score (Step: 42000, Using test images): 0.9917467068581374
[INFO] 2020-11-14 22:56:42 > FID score (Step: 42000, Using test moments): 10.66527193745361
[INFO] 2020-11-14 22:56:42 > Inception score (Step: 42000, 10000 generated images): 9.459766387939453
[INFO] 2020-11-14 22:56:42 > Best FID score (Step: 42000, Using test moments): 10.66527193745361
[INFO] 2020-11-14 22:56:44 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 22:57:35 > Step:   42100 Progress: 21.1% Elapsed: 6:37:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.72961 Generator_loss: 2.52012 
[INFO] 2020-11-14 22:58:25 > Step:   42200 Progress: 21.1% Elapsed: 6:38:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.81506 Generator_loss: 1.98863 
[INFO] 2020-11-14 22:59:16 > Step:   42300 Progress: 21.1% Elapsed: 6:39:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.6507 Generator_loss: 2.08118 
[INFO] 2020-11-14 23:00:07 > Step:   42400 Progress: 21.2% Elapsed: 6:39:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.95599 Generator_loss: 2.06514 
[INFO] 2020-11-14 23:00:57 > Step:   42500 Progress: 21.2% Elapsed: 6:40:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.45228 Generator_loss: 1.81272 
[INFO] 2020-11-14 23:01:48 > Step:   42600 Progress: 21.3% Elapsed: 6:41:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.92361 Generator_loss: 1.8298 
[INFO] 2020-11-14 23:02:39 > Step:   42700 Progress: 21.3% Elapsed: 6:42:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.92782 Generator_loss: 2.83087 
[INFO] 2020-11-14 23:03:29 > Step:   42800 Progress: 21.4% Elapsed: 6:43:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.66605 Generator_loss: 2.04584 
[INFO] 2020-11-14 23:04:20 > Step:   42900 Progress: 21.4% Elapsed: 6:44:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.72479 Generator_loss: 2.37201 
[INFO] 2020-11-14 23:05:11 > Step:   43000 Progress: 21.5% Elapsed: 6:44:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.6868 Generator_loss: 2.34643 
[INFO] 2020-11-14 23:06:01 > Step:   43100 Progress: 21.6% Elapsed: 6:45:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.70512 Generator_loss: 2.11949 
[INFO] 2020-11-14 23:06:52 > Step:   43200 Progress: 21.6% Elapsed: 6:46:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.84248 Generator_loss: 2.1319 
[INFO] 2020-11-14 23:07:43 > Step:   43300 Progress: 21.6% Elapsed: 6:47:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.76352 Generator_loss: 1.44472 
[INFO] 2020-11-14 23:08:33 > Step:   43400 Progress: 21.7% Elapsed: 6:48:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.7021 Generator_loss: 2.23842 
[INFO] 2020-11-14 23:09:24 > Step:   43500 Progress: 21.8% Elapsed: 6:49:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.00385 Generator_loss: 2.1513 
[INFO] 2020-11-14 23:10:15 > Step:   43600 Progress: 21.8% Elapsed: 6:50:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.69294 Generator_loss: 2.42663 
[INFO] 2020-11-14 23:11:05 > Step:   43700 Progress: 21.9% Elapsed: 6:50:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.72726 Generator_loss: 2.48422 
[INFO] 2020-11-14 23:11:56 > Step:   43800 Progress: 21.9% Elapsed: 6:51:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.81234 Generator_loss: 2.75017 
[INFO] 2020-11-14 23:12:48 > Step:   43900 Progress: 21.9% Elapsed: 6:52:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.68073 Generator_loss: 2.12566 
[INFO] 2020-11-14 23:13:38 > Step:   44000 Progress: 22.0% Elapsed: 6:53:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.56369 Generator_loss: 1.98637 
[INFO] 2020-11-14 23:13:38 > Start Evaluation (44000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 23:15:35 > F_8 score (Step: 44000, Using test images): 0.9892388424588939
[INFO] 2020-11-14 23:15:35 > F_1/8 score (Step: 44000, Using test images): 0.9905931760063819
[INFO] 2020-11-14 23:15:35 > FID score (Step: 44000, Using test moments): 10.492333174240457
[INFO] 2020-11-14 23:15:35 > Inception score (Step: 44000, 10000 generated images): 9.586941719055176
[INFO] 2020-11-14 23:15:35 > Best FID score (Step: 44000, Using test moments): 10.492333174240457
[INFO] 2020-11-14 23:15:36 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 23:16:27 > Step:   44100 Progress: 22.1% Elapsed: 6:56:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.78941 Generator_loss: 2.61456 
[INFO] 2020-11-14 23:17:18 > Step:   44200 Progress: 22.1% Elapsed: 6:57:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.73296 Generator_loss: 2.01685 
[INFO] 2020-11-14 23:18:08 > Step:   44300 Progress: 22.1% Elapsed: 6:57:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.61782 Generator_loss: 2.5015 
[INFO] 2020-11-14 23:19:00 > Step:   44400 Progress: 22.2% Elapsed: 6:58:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.79528 Generator_loss: 1.45071 
[INFO] 2020-11-14 23:19:50 > Step:   44500 Progress: 22.2% Elapsed: 6:59:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.84048 Generator_loss: 2.39635 
[INFO] 2020-11-14 23:20:41 > Step:   44600 Progress: 22.3% Elapsed: 7:00:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.73882 Generator_loss: 2.31607 
[INFO] 2020-11-14 23:21:32 > Step:   44700 Progress: 22.4% Elapsed: 7:01:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.77719 Generator_loss: 2.24443 
[INFO] 2020-11-14 23:22:22 > Step:   44800 Progress: 22.4% Elapsed: 7:02:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.68149 Generator_loss: 2.21332 
[INFO] 2020-11-14 23:23:13 > Step:   44900 Progress: 22.4% Elapsed: 7:03:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.51608 Generator_loss: 1.96265 
[INFO] 2020-11-14 23:24:04 > Step:   45000 Progress: 22.5% Elapsed: 7:03:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.51197 Generator_loss: 1.84265 
[INFO] 2020-11-14 23:24:55 > Step:   45100 Progress: 22.6% Elapsed: 7:04:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.66295 Generator_loss: 1.67862 
[INFO] 2020-11-14 23:25:45 > Step:   45200 Progress: 22.6% Elapsed: 7:05:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.45911 Generator_loss: 3.30849 
[INFO] 2020-11-14 23:26:36 > Step:   45300 Progress: 22.7% Elapsed: 7:06:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.40861 Generator_loss: 2.28759 
[INFO] 2020-11-14 23:27:26 > Step:   45400 Progress: 22.7% Elapsed: 7:07:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.87271 Generator_loss: 1.81068 
[INFO] 2020-11-14 23:28:17 > Step:   45500 Progress: 22.8% Elapsed: 7:08:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.55867 Generator_loss: 1.92446 
[INFO] 2020-11-14 23:29:07 > Step:   45600 Progress: 22.8% Elapsed: 7:08:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.69671 Generator_loss: 2.47202 
[INFO] 2020-11-14 23:29:58 > Step:   45700 Progress: 22.9% Elapsed: 7:09:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.75029 Generator_loss: 1.63083 
[INFO] 2020-11-14 23:30:49 > Step:   45800 Progress: 22.9% Elapsed: 7:10:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.54 Generator_loss: 2.43512 
[INFO] 2020-11-14 23:31:38 > Step:   45900 Progress: 22.9% Elapsed: 7:11:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.66753 Generator_loss: 1.86891 
[INFO] 2020-11-14 23:32:29 > Step:   46000 Progress: 23.0% Elapsed: 7:12:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.66442 Generator_loss: 2.96066 
[INFO] 2020-11-14 23:32:29 > Start Evaluation (46000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 23:34:25 > F_8 score (Step: 46000, Using test images): 0.9862709518807423
[INFO] 2020-11-14 23:34:25 > F_1/8 score (Step: 46000, Using test images): 0.9930007364719723
[INFO] 2020-11-14 23:34:25 > FID score (Step: 46000, Using test moments): 10.141991967553452
[INFO] 2020-11-14 23:34:25 > Inception score (Step: 46000, 10000 generated images): 9.648741722106934
[INFO] 2020-11-14 23:34:25 > Best FID score (Step: 46000, Using test moments): 10.141991967553452
[INFO] 2020-11-14 23:34:26 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 23:35:17 > Step:   46100 Progress: 23.1% Elapsed: 7:15:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.72859 Generator_loss: 3.28416 
[INFO] 2020-11-14 23:36:07 > Step:   46200 Progress: 23.1% Elapsed: 7:15:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.59901 Generator_loss: 2.37331 
[INFO] 2020-11-14 23:36:58 > Step:   46300 Progress: 23.2% Elapsed: 7:16:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.69068 Generator_loss: 2.26771 
[INFO] 2020-11-14 23:37:49 > Step:   46400 Progress: 23.2% Elapsed: 7:17:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.75829 Generator_loss: 2.18063 
[INFO] 2020-11-14 23:38:40 > Step:   46500 Progress: 23.2% Elapsed: 7:18:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.66772 Generator_loss: 2.06005 
[INFO] 2020-11-14 23:39:31 > Step:   46600 Progress: 23.3% Elapsed: 7:19:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.73032 Generator_loss: 2.1214 
[INFO] 2020-11-14 23:40:22 > Step:   46700 Progress: 23.4% Elapsed: 7:20:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.75398 Generator_loss: 1.6972 
[INFO] 2020-11-14 23:41:13 > Step:   46800 Progress: 23.4% Elapsed: 7:21:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.66737 Generator_loss: 2.58846 
[INFO] 2020-11-14 23:42:04 > Step:   46900 Progress: 23.4% Elapsed: 7:21:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.80959 Generator_loss: 1.98154 
[INFO] 2020-11-14 23:42:55 > Step:   47000 Progress: 23.5% Elapsed: 7:22:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.82447 Generator_loss: 2.21063 
[INFO] 2020-11-14 23:43:46 > Step:   47100 Progress: 23.5% Elapsed: 7:23:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.82369 Generator_loss: 1.52084 
[INFO] 2020-11-14 23:44:37 > Step:   47200 Progress: 23.6% Elapsed: 7:24:25 temperature: 1.0 ada_p: No Discriminator_loss: 3.06796 Generator_loss: 2.85935 
[INFO] 2020-11-14 23:45:27 > Step:   47300 Progress: 23.6% Elapsed: 7:25:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.6046 Generator_loss: 2.26802 
[INFO] 2020-11-14 23:46:18 > Step:   47400 Progress: 23.7% Elapsed: 7:26:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.81496 Generator_loss: 1.61118 
[INFO] 2020-11-14 23:47:09 > Step:   47500 Progress: 23.8% Elapsed: 7:26:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.8756 Generator_loss: 1.85182 
[INFO] 2020-11-14 23:48:00 > Step:   47600 Progress: 23.8% Elapsed: 7:27:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.43669 Generator_loss: 1.8237 
[INFO] 2020-11-14 23:48:51 > Step:   47700 Progress: 23.8% Elapsed: 7:28:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.76033 Generator_loss: 2.63321 
[INFO] 2020-11-14 23:49:42 > Step:   47800 Progress: 23.9% Elapsed: 7:29:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.6773 Generator_loss: 2.96189 
[INFO] 2020-11-14 23:50:32 > Step:   47900 Progress: 23.9% Elapsed: 7:30:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.77477 Generator_loss: 1.74143 
[INFO] 2020-11-14 23:51:23 > Step:   48000 Progress: 24.0% Elapsed: 7:31:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.67641 Generator_loss: 1.48709 
[INFO] 2020-11-14 23:51:23 > Start Evaluation (48000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 23:53:20 > F_8 score (Step: 48000, Using test images): 0.9882129709359639
[INFO] 2020-11-14 23:53:20 > F_1/8 score (Step: 48000, Using test images): 0.9921781378140605
[INFO] 2020-11-14 23:53:20 > FID score (Step: 48000, Using test moments): 10.075702767731627
[INFO] 2020-11-14 23:53:20 > Inception score (Step: 48000, 10000 generated images): 9.484808921813965
[INFO] 2020-11-14 23:53:20 > Best FID score (Step: 48000, Using test moments): 10.075702767731627
[INFO] 2020-11-14 23:53:21 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-14 23:54:12 > Step:   48100 Progress: 24.1% Elapsed: 7:33:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.81442 Generator_loss: 2.31479 
[INFO] 2020-11-14 23:55:03 > Step:   48200 Progress: 24.1% Elapsed: 7:34:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.731 Generator_loss: 2.25018 
[INFO] 2020-11-14 23:55:54 > Step:   48300 Progress: 24.1% Elapsed: 7:35:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.71289 Generator_loss: 1.67166 
[INFO] 2020-11-14 23:56:43 > Step:   48400 Progress: 24.2% Elapsed: 7:36:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.75625 Generator_loss: 2.3438 
[INFO] 2020-11-14 23:57:34 > Step:   48500 Progress: 24.2% Elapsed: 7:37:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.58189 Generator_loss: 2.75638 
[INFO] 2020-11-14 23:58:25 > Step:   48600 Progress: 24.3% Elapsed: 7:38:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.84628 Generator_loss: 2.40924 
[INFO] 2020-11-14 23:59:15 > Step:   48700 Progress: 24.3% Elapsed: 7:39:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.69601 Generator_loss: 1.63399 
[INFO] 2020-11-15 00:00:06 > Step:   48800 Progress: 24.4% Elapsed: 7:39:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.75345 Generator_loss: 1.89967 
[INFO] 2020-11-15 00:00:56 > Step:   48900 Progress: 24.4% Elapsed: 7:40:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.67658 Generator_loss: 2.59117 
[INFO] 2020-11-15 00:01:46 > Step:   49000 Progress: 24.5% Elapsed: 7:41:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.54316 Generator_loss: 1.70174 
[INFO] 2020-11-15 00:02:37 > Step:   49100 Progress: 24.6% Elapsed: 7:42:25 temperature: 1.0 ada_p: No Discriminator_loss: 3.06909 Generator_loss: 2.21148 
[INFO] 2020-11-15 00:03:28 > Step:   49200 Progress: 24.6% Elapsed: 7:43:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.77145 Generator_loss: 2.30396 
[INFO] 2020-11-15 00:04:19 > Step:   49300 Progress: 24.6% Elapsed: 7:44:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.84118 Generator_loss: 1.6168 
[INFO] 2020-11-15 00:05:09 > Step:   49400 Progress: 24.7% Elapsed: 7:44:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.85302 Generator_loss: 2.74133 
[INFO] 2020-11-15 00:05:59 > Step:   49500 Progress: 24.8% Elapsed: 7:45:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.88205 Generator_loss: 1.64969 
[INFO] 2020-11-15 00:06:49 > Step:   49600 Progress: 24.8% Elapsed: 7:46:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.71989 Generator_loss: 2.32383 
[INFO] 2020-11-15 00:07:40 > Step:   49700 Progress: 24.9% Elapsed: 7:47:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.65671 Generator_loss: 2.21315 
[INFO] 2020-11-15 00:08:30 > Step:   49800 Progress: 24.9% Elapsed: 7:48:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.74003 Generator_loss: 1.5591 
[INFO] 2020-11-15 00:09:20 > Step:   49900 Progress: 24.9% Elapsed: 7:49:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.66739 Generator_loss: 2.26094 
[INFO] 2020-11-15 00:10:10 > Step:   50000 Progress: 25.0% Elapsed: 7:49:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.80331 Generator_loss: 1.59629 
[INFO] 2020-11-15 00:10:10 > Start Evaluation (50000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 00:12:07 > F_8 score (Step: 50000, Using test images): 0.9898310560770996
[INFO] 2020-11-15 00:12:07 > F_1/8 score (Step: 50000, Using test images): 0.9945922769018737
[INFO] 2020-11-15 00:12:07 > FID score (Step: 50000, Using test moments): 9.772166654206217
[INFO] 2020-11-15 00:12:07 > Inception score (Step: 50000, 10000 generated images): 9.561583518981934
[INFO] 2020-11-15 00:12:07 > Best FID score (Step: 50000, Using test moments): 9.772166654206217
[INFO] 2020-11-15 00:12:08 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 00:12:59 > Step:   50100 Progress: 25.1% Elapsed: 7:52:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.75004 Generator_loss: 1.70498 
[INFO] 2020-11-15 00:13:50 > Step:   50200 Progress: 25.1% Elapsed: 7:53:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.88548 Generator_loss: 1.62028 
[INFO] 2020-11-15 00:14:40 > Step:   50300 Progress: 25.1% Elapsed: 7:54:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.63829 Generator_loss: 2.35926 
[INFO] 2020-11-15 00:15:30 > Step:   50400 Progress: 25.2% Elapsed: 7:55:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.7032 Generator_loss: 1.94299 
[INFO] 2020-11-15 00:16:21 > Step:   50500 Progress: 25.2% Elapsed: 7:56:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.93421 Generator_loss: 2.11762 
[INFO] 2020-11-15 00:17:11 > Step:   50600 Progress: 25.3% Elapsed: 7:56:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.84146 Generator_loss: 2.80345 
[INFO] 2020-11-15 00:18:01 > Step:   50700 Progress: 25.4% Elapsed: 7:57:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.75386 Generator_loss: 2.60469 
[INFO] 2020-11-15 00:18:52 > Step:   50800 Progress: 25.4% Elapsed: 7:58:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.56331 Generator_loss: 2.39302 
[INFO] 2020-11-15 00:19:42 > Step:   50900 Progress: 25.4% Elapsed: 7:59:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.57625 Generator_loss: 2.19012 
[INFO] 2020-11-15 00:20:33 > Step:   51000 Progress: 25.5% Elapsed: 8:00:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.75532 Generator_loss: 2.53363 
[INFO] 2020-11-15 00:21:23 > Step:   51100 Progress: 25.6% Elapsed: 8:01:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.69733 Generator_loss: 2.19857 
[INFO] 2020-11-15 00:22:14 > Step:   51200 Progress: 25.6% Elapsed: 8:02:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.42106 Generator_loss: 1.67639 
[INFO] 2020-11-15 00:23:05 > Step:   51300 Progress: 25.7% Elapsed: 8:02:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.76743 Generator_loss: 1.86342 
[INFO] 2020-11-15 00:23:55 > Step:   51400 Progress: 25.7% Elapsed: 8:03:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.5591 Generator_loss: 2.42918 
[INFO] 2020-11-15 00:24:45 > Step:   51500 Progress: 25.8% Elapsed: 8:04:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.83536 Generator_loss: 2.22398 
[INFO] 2020-11-15 00:25:36 > Step:   51600 Progress: 25.8% Elapsed: 8:05:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.63744 Generator_loss: 2.36065 
[INFO] 2020-11-15 00:26:26 > Step:   51700 Progress: 25.9% Elapsed: 8:06:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.6577 Generator_loss: 1.67928 
[INFO] 2020-11-15 00:27:17 > Step:   51800 Progress: 25.9% Elapsed: 8:07:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.7529 Generator_loss: 2.40629 
[INFO] 2020-11-15 00:28:07 > Step:   51900 Progress: 25.9% Elapsed: 8:07:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.60621 Generator_loss: 2.125 
[INFO] 2020-11-15 00:28:57 > Step:   52000 Progress: 26.0% Elapsed: 8:08:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.47181 Generator_loss: 2.38119 
[INFO] 2020-11-15 00:28:57 > Start Evaluation (52000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 00:30:53 > F_8 score (Step: 52000, Using test images): 0.9890242445886561
[INFO] 2020-11-15 00:30:53 > F_1/8 score (Step: 52000, Using test images): 0.9940955441586887
[INFO] 2020-11-15 00:30:53 > FID score (Step: 52000, Using test moments): 9.55696349214844
[INFO] 2020-11-15 00:30:53 > Inception score (Step: 52000, 10000 generated images): 9.559406280517578
[INFO] 2020-11-15 00:30:53 > Best FID score (Step: 52000, Using test moments): 9.55696349214844
[INFO] 2020-11-15 00:30:54 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 00:31:44 > Step:   52100 Progress: 26.1% Elapsed: 8:11:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.51314 Generator_loss: 1.62484 
[INFO] 2020-11-15 00:32:34 > Step:   52200 Progress: 26.1% Elapsed: 8:12:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.71415 Generator_loss: 2.77615 
[INFO] 2020-11-15 00:33:24 > Step:   52300 Progress: 26.2% Elapsed: 8:13:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.94709 Generator_loss: 2.28426 
[INFO] 2020-11-15 00:34:15 > Step:   52400 Progress: 26.2% Elapsed: 8:14:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.02721 Generator_loss: 1.55901 
[INFO] 2020-11-15 00:35:05 > Step:   52500 Progress: 26.2% Elapsed: 8:14:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.68865 Generator_loss: 2.73569 
[INFO] 2020-11-15 00:35:55 > Step:   52600 Progress: 26.3% Elapsed: 8:15:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.96225 Generator_loss: 2.39635 
[INFO] 2020-11-15 00:36:45 > Step:   52700 Progress: 26.4% Elapsed: 8:16:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.62783 Generator_loss: 1.98906 
[INFO] 2020-11-15 00:37:35 > Step:   52800 Progress: 26.4% Elapsed: 8:17:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.47382 Generator_loss: 1.91564 
[INFO] 2020-11-15 00:38:25 > Step:   52900 Progress: 26.5% Elapsed: 8:18:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.71171 Generator_loss: 2.63853 
[INFO] 2020-11-15 00:39:15 > Step:   53000 Progress: 26.5% Elapsed: 8:19:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.78603 Generator_loss: 2.26277 
[INFO] 2020-11-15 00:40:05 > Step:   53100 Progress: 26.6% Elapsed: 8:19:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.83996 Generator_loss: 1.85527 
[INFO] 2020-11-15 00:40:54 > Step:   53200 Progress: 26.6% Elapsed: 8:20:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.78203 Generator_loss: 1.89368 
[INFO] 2020-11-15 00:41:45 > Step:   53300 Progress: 26.7% Elapsed: 8:21:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.61308 Generator_loss: 2.40912 
[INFO] 2020-11-15 00:42:35 > Step:   53400 Progress: 26.7% Elapsed: 8:22:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.69059 Generator_loss: 1.68714 
[INFO] 2020-11-15 00:43:25 > Step:   53500 Progress: 26.8% Elapsed: 8:23:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.88143 Generator_loss: 2.54131 
[INFO] 2020-11-15 00:44:14 > Step:   53600 Progress: 26.8% Elapsed: 8:24:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.82304 Generator_loss: 2.43066 
[INFO] 2020-11-15 00:45:03 > Step:   53700 Progress: 26.9% Elapsed: 8:24:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.68719 Generator_loss: 2.09407 
[INFO] 2020-11-15 00:45:52 > Step:   53800 Progress: 26.9% Elapsed: 8:25:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.70088 Generator_loss: 2.50953 
[INFO] 2020-11-15 00:46:42 > Step:   53900 Progress: 27.0% Elapsed: 8:26:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.86731 Generator_loss: 2.45045 
[INFO] 2020-11-15 00:47:31 > Step:   54000 Progress: 27.0% Elapsed: 8:27:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.81302 Generator_loss: 2.843 
[INFO] 2020-11-15 00:47:31 > Start Evaluation (54000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 00:49:26 > F_8 score (Step: 54000, Using test images): 0.9879326476263373
[INFO] 2020-11-15 00:49:26 > F_1/8 score (Step: 54000, Using test images): 0.9936647260134278
[INFO] 2020-11-15 00:49:26 > FID score (Step: 54000, Using test moments): 9.642949641943005
[INFO] 2020-11-15 00:49:26 > Inception score (Step: 54000, 10000 generated images): 9.643501281738281
[INFO] 2020-11-15 00:49:26 > Best FID score (Step: 52000, Using test moments): 9.55696349214844
[INFO] 2020-11-15 00:49:26 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 00:50:16 > Step:   54100 Progress: 27.1% Elapsed: 8:30:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.9364 Generator_loss: 2.20067 
[INFO] 2020-11-15 00:51:05 > Step:   54200 Progress: 27.1% Elapsed: 8:30:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.69689 Generator_loss: 1.87835 
[INFO] 2020-11-15 00:51:55 > Step:   54300 Progress: 27.2% Elapsed: 8:31:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.77026 Generator_loss: 1.86628 
[INFO] 2020-11-15 00:52:44 > Step:   54400 Progress: 27.2% Elapsed: 8:32:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.60297 Generator_loss: 2.32117 
[INFO] 2020-11-15 00:53:33 > Step:   54500 Progress: 27.3% Elapsed: 8:33:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.72021 Generator_loss: 2.36546 
[INFO] 2020-11-15 00:54:22 > Step:   54600 Progress: 27.3% Elapsed: 8:34:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.00505 Generator_loss: 2.2077 
[INFO] 2020-11-15 00:55:12 > Step:   54700 Progress: 27.4% Elapsed: 8:34:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.66589 Generator_loss: 1.96114 
[INFO] 2020-11-15 00:56:01 > Step:   54800 Progress: 27.4% Elapsed: 8:35:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.74914 Generator_loss: 2.3209 
[INFO] 2020-11-15 00:56:51 > Step:   54900 Progress: 27.5% Elapsed: 8:36:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.84452 Generator_loss: 2.44012 
[INFO] 2020-11-15 00:57:40 > Step:   55000 Progress: 27.5% Elapsed: 8:37:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.85605 Generator_loss: 2.04406 
[INFO] 2020-11-15 00:58:30 > Step:   55100 Progress: 27.6% Elapsed: 8:38:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.7919 Generator_loss: 2.13958 
[INFO] 2020-11-15 00:59:20 > Step:   55200 Progress: 27.6% Elapsed: 8:39:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.71412 Generator_loss: 2.47661 
[INFO] 2020-11-15 01:00:10 > Step:   55300 Progress: 27.7% Elapsed: 8:39:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.69193 Generator_loss: 2.39973 
[INFO] 2020-11-15 01:00:59 > Step:   55400 Progress: 27.7% Elapsed: 8:40:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.72692 Generator_loss: 1.99676 
[INFO] 2020-11-15 01:01:50 > Step:   55500 Progress: 27.8% Elapsed: 8:41:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.03481 Generator_loss: 2.45623 
[INFO] 2020-11-15 01:02:40 > Step:   55600 Progress: 27.8% Elapsed: 8:42:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.86923 Generator_loss: 2.47942 
[INFO] 2020-11-15 01:03:29 > Step:   55700 Progress: 27.9% Elapsed: 8:43:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.62868 Generator_loss: 1.75091 
[INFO] 2020-11-15 01:04:19 > Step:   55800 Progress: 27.9% Elapsed: 8:44:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.82184 Generator_loss: 2.44181 
[INFO] 2020-11-15 01:05:09 > Step:   55900 Progress: 28.0% Elapsed: 8:44:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.70563 Generator_loss: 2.49747 
[INFO] 2020-11-15 01:05:59 > Step:   56000 Progress: 28.0% Elapsed: 8:45:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.72702 Generator_loss: 1.27999 
[INFO] 2020-11-15 01:05:59 > Start Evaluation (56000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 01:07:54 > F_8 score (Step: 56000, Using test images): 0.9906018961574093
[INFO] 2020-11-15 01:07:54 > F_1/8 score (Step: 56000, Using test images): 0.9945621465385643
[INFO] 2020-11-15 01:07:54 > FID score (Step: 56000, Using test moments): 9.359971416893927
[INFO] 2020-11-15 01:07:54 > Inception score (Step: 56000, 10000 generated images): 9.66966438293457
[INFO] 2020-11-15 01:07:54 > Best FID score (Step: 56000, Using test moments): 9.359971416893927
[INFO] 2020-11-15 01:07:56 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 01:08:46 > Step:   56100 Progress: 28.1% Elapsed: 8:48:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.8482 Generator_loss: 2.06325 
[INFO] 2020-11-15 01:09:35 > Step:   56200 Progress: 28.1% Elapsed: 8:49:23 temperature: 1.0 ada_p: No Discriminator_loss: 3.19486 Generator_loss: 2.81459 
[INFO] 2020-11-15 01:10:26 > Step:   56300 Progress: 28.1% Elapsed: 8:50:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.66238 Generator_loss: 1.81376 
[INFO] 2020-11-15 01:11:16 > Step:   56400 Progress: 28.2% Elapsed: 8:51:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.93133 Generator_loss: 2.56854 
[INFO] 2020-11-15 01:12:06 > Step:   56500 Progress: 28.2% Elapsed: 8:51:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.65962 Generator_loss: 1.84618 
[INFO] 2020-11-15 01:12:57 > Step:   56600 Progress: 28.3% Elapsed: 8:52:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.68039 Generator_loss: 2.35933 
[INFO] 2020-11-15 01:13:47 > Step:   56700 Progress: 28.3% Elapsed: 8:53:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.77405 Generator_loss: 2.29963 
[INFO] 2020-11-15 01:14:37 > Step:   56800 Progress: 28.4% Elapsed: 8:54:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.83603 Generator_loss: 1.8296 
[INFO] 2020-11-15 01:15:27 > Step:   56900 Progress: 28.4% Elapsed: 8:55:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.65261 Generator_loss: 2.33421 
[INFO] 2020-11-15 01:16:17 > Step:   57000 Progress: 28.5% Elapsed: 8:56:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.77479 Generator_loss: 2.52304 
[INFO] 2020-11-15 01:17:07 > Step:   57100 Progress: 28.5% Elapsed: 8:56:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.78807 Generator_loss: 2.017 
[INFO] 2020-11-15 01:17:58 > Step:   57200 Progress: 28.6% Elapsed: 8:57:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.81025 Generator_loss: 1.99199 
[INFO] 2020-11-15 01:18:47 > Step:   57300 Progress: 28.6% Elapsed: 8:58:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.85544 Generator_loss: 2.25332 
[INFO] 2020-11-15 01:19:37 > Step:   57400 Progress: 28.7% Elapsed: 8:59:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.70075 Generator_loss: 2.54875 
[INFO] 2020-11-15 01:20:26 > Step:   57500 Progress: 28.7% Elapsed: 9:00:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.56676 Generator_loss: 2.1281 
[INFO] 2020-11-15 01:21:15 > Step:   57600 Progress: 28.8% Elapsed: 9:01:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.6782 Generator_loss: 1.76058 
[INFO] 2020-11-15 01:22:05 > Step:   57700 Progress: 28.8% Elapsed: 9:01:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.60909 Generator_loss: 1.85304 
[INFO] 2020-11-15 01:22:55 > Step:   57800 Progress: 28.9% Elapsed: 9:02:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.97912 Generator_loss: 1.54359 
[INFO] 2020-11-15 01:23:45 > Step:   57900 Progress: 28.9% Elapsed: 9:03:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.7023 Generator_loss: 2.03777 
[INFO] 2020-11-15 01:24:36 > Step:   58000 Progress: 29.0% Elapsed: 9:04:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.81586 Generator_loss: 2.08314 
[INFO] 2020-11-15 01:24:36 > Start Evaluation (58000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 01:26:30 > F_8 score (Step: 58000, Using test images): 0.9897114539441783
[INFO] 2020-11-15 01:26:30 > F_1/8 score (Step: 58000, Using test images): 0.9930513789089018
[INFO] 2020-11-15 01:26:30 > FID score (Step: 58000, Using test moments): 9.184780444779506
[INFO] 2020-11-15 01:26:30 > Inception score (Step: 58000, 10000 generated images): 9.666328430175781
[INFO] 2020-11-15 01:26:30 > Best FID score (Step: 58000, Using test moments): 9.184780444779506
[INFO] 2020-11-15 01:26:31 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 01:27:21 > Step:   58100 Progress: 29.0% Elapsed: 9:07:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.88063 Generator_loss: 1.73623 
[INFO] 2020-11-15 01:28:11 > Step:   58200 Progress: 29.1% Elapsed: 9:07:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.60292 Generator_loss: 2.08215 
[INFO] 2020-11-15 01:29:02 > Step:   58300 Progress: 29.1% Elapsed: 9:08:49 temperature: 1.0 ada_p: No Discriminator_loss: 3.02415 Generator_loss: 2.3252 
[INFO] 2020-11-15 01:29:51 > Step:   58400 Progress: 29.2% Elapsed: 9:09:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.64439 Generator_loss: 2.20199 
[INFO] 2020-11-15 01:30:41 > Step:   58500 Progress: 29.2% Elapsed: 9:10:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.55943 Generator_loss: 1.85691 
[INFO] 2020-11-15 01:31:31 > Step:   58600 Progress: 29.3% Elapsed: 9:11:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.88488 Generator_loss: 2.05515 
[INFO] 2020-11-15 01:32:20 > Step:   58700 Progress: 29.3% Elapsed: 9:12:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.67187 Generator_loss: 1.23133 
[INFO] 2020-11-15 01:33:10 > Step:   58800 Progress: 29.4% Elapsed: 9:12:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.44744 Generator_loss: 2.50159 
[INFO] 2020-11-15 01:34:00 > Step:   58900 Progress: 29.4% Elapsed: 9:13:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.8871 Generator_loss: 1.79467 
[INFO] 2020-11-15 01:34:50 > Step:   59000 Progress: 29.5% Elapsed: 9:14:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.46753 Generator_loss: 2.21392 
[INFO] 2020-11-15 01:35:41 > Step:   59100 Progress: 29.5% Elapsed: 9:15:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.80451 Generator_loss: 1.79192 
[INFO] 2020-11-15 01:36:32 > Step:   59200 Progress: 29.6% Elapsed: 9:16:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.7618 Generator_loss: 1.75591 
[INFO] 2020-11-15 01:37:22 > Step:   59300 Progress: 29.6% Elapsed: 9:17:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.69903 Generator_loss: 2.27159 
[INFO] 2020-11-15 01:38:12 > Step:   59400 Progress: 29.7% Elapsed: 9:18:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.61386 Generator_loss: 2.24426 
[INFO] 2020-11-15 01:39:02 > Step:   59500 Progress: 29.8% Elapsed: 9:18:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.87415 Generator_loss: 2.54888 
[INFO] 2020-11-15 01:39:52 > Step:   59600 Progress: 29.8% Elapsed: 9:19:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.97602 Generator_loss: 2.13011 
[INFO] 2020-11-15 01:40:43 > Step:   59700 Progress: 29.8% Elapsed: 9:20:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.72264 Generator_loss: 2.45427 
[INFO] 2020-11-15 01:41:33 > Step:   59800 Progress: 29.9% Elapsed: 9:21:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.72077 Generator_loss: 1.87882 
[INFO] 2020-11-15 01:42:24 > Step:   59900 Progress: 29.9% Elapsed: 9:22:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.61554 Generator_loss: 2.41185 
[INFO] 2020-11-15 01:43:14 > Step:   60000 Progress: 30.0% Elapsed: 9:23:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.69554 Generator_loss: 1.87162 
[INFO] 2020-11-15 01:43:14 > Start Evaluation (60000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 01:45:08 > F_8 score (Step: 60000, Using test images): 0.9913133741469268
[INFO] 2020-11-15 01:45:08 > F_1/8 score (Step: 60000, Using test images): 0.9949064414718849
[INFO] 2020-11-15 01:45:08 > FID score (Step: 60000, Using test moments): 9.145767648236188
[INFO] 2020-11-15 01:45:08 > Inception score (Step: 60000, 10000 generated images): 9.607791900634766
[INFO] 2020-11-15 01:45:08 > Best FID score (Step: 60000, Using test moments): 9.145767648236188
[INFO] 2020-11-15 01:45:09 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 01:45:59 > Step:   60100 Progress: 30.0% Elapsed: 9:25:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.91516 Generator_loss: 2.20756 
[INFO] 2020-11-15 01:46:49 > Step:   60200 Progress: 30.1% Elapsed: 9:26:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.56827 Generator_loss: 1.82076 
[INFO] 2020-11-15 01:47:40 > Step:   60300 Progress: 30.1% Elapsed: 9:27:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.64616 Generator_loss: 2.13173 
[INFO] 2020-11-15 01:48:31 > Step:   60400 Progress: 30.2% Elapsed: 9:28:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.86206 Generator_loss: 2.16336 
[INFO] 2020-11-15 01:49:21 > Step:   60500 Progress: 30.2% Elapsed: 9:29:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.7555 Generator_loss: 1.96161 
[INFO] 2020-11-15 01:50:11 > Step:   60600 Progress: 30.3% Elapsed: 9:29:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.6427 Generator_loss: 1.98655 
[INFO] 2020-11-15 01:51:01 > Step:   60700 Progress: 30.3% Elapsed: 9:30:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.82415 Generator_loss: 1.81745 
[INFO] 2020-11-15 01:51:52 > Step:   60800 Progress: 30.4% Elapsed: 9:31:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.78058 Generator_loss: 2.39614 
[INFO] 2020-11-15 01:52:43 > Step:   60900 Progress: 30.4% Elapsed: 9:32:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.76274 Generator_loss: 2.08937 
[INFO] 2020-11-15 01:53:33 > Step:   61000 Progress: 30.5% Elapsed: 9:33:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.76699 Generator_loss: 2.4605 
[INFO] 2020-11-15 01:54:23 > Step:   61100 Progress: 30.6% Elapsed: 9:34:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.96635 Generator_loss: 1.40432 
[INFO] 2020-11-15 01:55:13 > Step:   61200 Progress: 30.6% Elapsed: 9:35:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.8131 Generator_loss: 2.17068 
[INFO] 2020-11-15 01:56:02 > Step:   61300 Progress: 30.6% Elapsed: 9:35:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.6876 Generator_loss: 1.43612 
[INFO] 2020-11-15 01:56:52 > Step:   61400 Progress: 30.7% Elapsed: 9:36:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.9817 Generator_loss: 1.61989 
[INFO] 2020-11-15 01:57:42 > Step:   61500 Progress: 30.8% Elapsed: 9:37:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.75813 Generator_loss: 2.38912 
[INFO] 2020-11-15 01:58:32 > Step:   61600 Progress: 30.8% Elapsed: 9:38:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.07933 Generator_loss: 2.35835 
[INFO] 2020-11-15 01:59:23 > Step:   61700 Progress: 30.9% Elapsed: 9:39:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.05207 Generator_loss: 1.91656 
[INFO] 2020-11-15 02:00:13 > Step:   61800 Progress: 30.9% Elapsed: 9:40:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.78205 Generator_loss: 2.20905 
[INFO] 2020-11-15 02:01:03 > Step:   61900 Progress: 30.9% Elapsed: 9:40:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.75016 Generator_loss: 2.1645 
[INFO] 2020-11-15 02:01:53 > Step:   62000 Progress: 31.0% Elapsed: 9:41:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.64507 Generator_loss: 2.23045 
[INFO] 2020-11-15 02:01:53 > Start Evaluation (62000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 02:03:48 > F_8 score (Step: 62000, Using test images): 0.9898712524835704
[INFO] 2020-11-15 02:03:48 > F_1/8 score (Step: 62000, Using test images): 0.9944236255391747
[INFO] 2020-11-15 02:03:48 > FID score (Step: 62000, Using test moments): 9.308329575366486
[INFO] 2020-11-15 02:03:48 > Inception score (Step: 62000, 10000 generated images): 9.69115924835205
[INFO] 2020-11-15 02:03:48 > Best FID score (Step: 60000, Using test moments): 9.145767648236188
[INFO] 2020-11-15 02:03:48 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 02:04:37 > Step:   62100 Progress: 31.1% Elapsed: 9:44:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.80603 Generator_loss: 2.11637 
[INFO] 2020-11-15 02:05:26 > Step:   62200 Progress: 31.1% Elapsed: 9:45:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.52973 Generator_loss: 2.46966 
[INFO] 2020-11-15 02:06:16 > Step:   62300 Progress: 31.1% Elapsed: 9:46:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.65815 Generator_loss: 2.48082 
[INFO] 2020-11-15 02:07:07 > Step:   62400 Progress: 31.2% Elapsed: 9:46:54 temperature: 1.0 ada_p: No Discriminator_loss: 3.01047 Generator_loss: 2.66371 
[INFO] 2020-11-15 02:07:56 > Step:   62500 Progress: 31.2% Elapsed: 9:47:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.6305 Generator_loss: 1.83467 
[INFO] 2020-11-15 02:08:46 > Step:   62600 Progress: 31.3% Elapsed: 9:48:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.76834 Generator_loss: 1.87974 
[INFO] 2020-11-15 02:09:36 > Step:   62700 Progress: 31.4% Elapsed: 9:49:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.72166 Generator_loss: 1.69785 
[INFO] 2020-11-15 02:10:26 > Step:   62800 Progress: 31.4% Elapsed: 9:50:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.63184 Generator_loss: 2.45865 
[INFO] 2020-11-15 02:11:15 > Step:   62900 Progress: 31.4% Elapsed: 9:51:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.54913 Generator_loss: 1.89964 
[INFO] 2020-11-15 02:12:05 > Step:   63000 Progress: 31.5% Elapsed: 9:51:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.73884 Generator_loss: 2.405 
[INFO] 2020-11-15 02:12:56 > Step:   63100 Progress: 31.6% Elapsed: 9:52:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.48286 Generator_loss: 2.32335 
[INFO] 2020-11-15 02:13:46 > Step:   63200 Progress: 31.6% Elapsed: 9:53:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.70612 Generator_loss: 1.95558 
[INFO] 2020-11-15 02:14:37 > Step:   63300 Progress: 31.6% Elapsed: 9:54:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.86457 Generator_loss: 2.12459 
[INFO] 2020-11-15 02:15:26 > Step:   63400 Progress: 31.7% Elapsed: 9:55:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.84919 Generator_loss: 1.62572 
[INFO] 2020-11-15 02:16:17 > Step:   63500 Progress: 31.8% Elapsed: 9:56:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.98605 Generator_loss: 2.01301 
[INFO] 2020-11-15 02:17:08 > Step:   63600 Progress: 31.8% Elapsed: 9:56:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.69331 Generator_loss: 2.76849 
[INFO] 2020-11-15 02:17:58 > Step:   63700 Progress: 31.9% Elapsed: 9:57:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.65501 Generator_loss: 2.58343 
[INFO] 2020-11-15 02:18:49 > Step:   63800 Progress: 31.9% Elapsed: 9:58:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.76499 Generator_loss: 1.66674 
[INFO] 2020-11-15 02:19:39 > Step:   63900 Progress: 31.9% Elapsed: 9:59:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.92664 Generator_loss: 2.32261 
[INFO] 2020-11-15 02:20:29 > Step:   64000 Progress: 32.0% Elapsed: 10:00:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.01561 Generator_loss: 1.81976 
[INFO] 2020-11-15 02:20:29 > Start Evaluation (64000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 02:22:23 > F_8 score (Step: 64000, Using test images): 0.9891806136227036
[INFO] 2020-11-15 02:22:23 > F_1/8 score (Step: 64000, Using test images): 0.9940960362386692
[INFO] 2020-11-15 02:22:23 > FID score (Step: 64000, Using test moments): 8.857033206864514
[INFO] 2020-11-15 02:22:23 > Inception score (Step: 64000, 10000 generated images): 9.55081558227539
[INFO] 2020-11-15 02:22:23 > Best FID score (Step: 64000, Using test moments): 8.857033206864514
[INFO] 2020-11-15 02:22:24 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 02:23:15 > Step:   64100 Progress: 32.0% Elapsed: 10:03:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.76171 Generator_loss: 2.12895 
[INFO] 2020-11-15 02:24:04 > Step:   64200 Progress: 32.1% Elapsed: 10:03:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.92234 Generator_loss: 2.30485 
[INFO] 2020-11-15 02:24:54 > Step:   64300 Progress: 32.1% Elapsed: 10:04:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.75238 Generator_loss: 2.24084 
[INFO] 2020-11-15 02:25:44 > Step:   64400 Progress: 32.2% Elapsed: 10:05:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.53542 Generator_loss: 2.11486 
[INFO] 2020-11-15 02:26:34 > Step:   64500 Progress: 32.2% Elapsed: 10:06:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.62856 Generator_loss: 2.43483 
[INFO] 2020-11-15 02:27:24 > Step:   64600 Progress: 32.3% Elapsed: 10:07:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.82436 Generator_loss: 1.67663 
[INFO] 2020-11-15 02:28:14 > Step:   64700 Progress: 32.4% Elapsed: 10:08:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.75265 Generator_loss: 2.61407 
[INFO] 2020-11-15 02:29:03 > Step:   64800 Progress: 32.4% Elapsed: 10:08:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.8649 Generator_loss: 2.20526 
[INFO] 2020-11-15 02:29:53 > Step:   64900 Progress: 32.5% Elapsed: 10:09:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.86897 Generator_loss: 2.20263 
[INFO] 2020-11-15 02:30:43 > Step:   65000 Progress: 32.5% Elapsed: 10:10:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.76258 Generator_loss: 2.37905 
[INFO] 2020-11-15 02:31:33 > Step:   65100 Progress: 32.6% Elapsed: 10:11:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.76953 Generator_loss: 2.00685 
[INFO] 2020-11-15 02:32:24 > Step:   65200 Progress: 32.6% Elapsed: 10:12:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.61352 Generator_loss: 1.83512 
[INFO] 2020-11-15 02:33:14 > Step:   65300 Progress: 32.6% Elapsed: 10:13:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.51322 Generator_loss: 2.36237 
[INFO] 2020-11-15 02:34:04 > Step:   65400 Progress: 32.7% Elapsed: 10:13:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.91296 Generator_loss: 2.22191 
[INFO] 2020-11-15 02:34:55 > Step:   65500 Progress: 32.8% Elapsed: 10:14:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.61406 Generator_loss: 2.21817 
[INFO] 2020-11-15 02:35:44 > Step:   65600 Progress: 32.8% Elapsed: 10:15:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.84049 Generator_loss: 2.01629 
[INFO] 2020-11-15 02:36:34 > Step:   65700 Progress: 32.9% Elapsed: 10:16:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.76779 Generator_loss: 1.8634 
[INFO] 2020-11-15 02:37:23 > Step:   65800 Progress: 32.9% Elapsed: 10:17:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.8698 Generator_loss: 2.51939 
[INFO] 2020-11-15 02:38:13 > Step:   65900 Progress: 33.0% Elapsed: 10:18:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.8466 Generator_loss: 2.26212 
[INFO] 2020-11-15 02:39:02 > Step:   66000 Progress: 33.0% Elapsed: 10:18:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.62341 Generator_loss: 2.31556 
[INFO] 2020-11-15 02:39:02 > Start Evaluation (66000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 02:40:56 > F_8 score (Step: 66000, Using test images): 0.9909158255880617
[INFO] 2020-11-15 02:40:56 > F_1/8 score (Step: 66000, Using test images): 0.9958946807482382
[INFO] 2020-11-15 02:40:56 > FID score (Step: 66000, Using test moments): 8.868046819534072
[INFO] 2020-11-15 02:40:56 > Inception score (Step: 66000, 10000 generated images): 9.683341026306152
[INFO] 2020-11-15 02:40:56 > Best FID score (Step: 64000, Using test moments): 8.857033206864514
[INFO] 2020-11-15 02:40:57 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 02:41:47 > Step:   66100 Progress: 33.1% Elapsed: 10:21:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.67666 Generator_loss: 2.97354 
[INFO] 2020-11-15 02:42:36 > Step:   66200 Progress: 33.1% Elapsed: 10:22:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.68293 Generator_loss: 2.11747 
[INFO] 2020-11-15 02:43:26 > Step:   66300 Progress: 33.1% Elapsed: 10:23:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.98311 Generator_loss: 2.07977 
[INFO] 2020-11-15 02:44:17 > Step:   66400 Progress: 33.2% Elapsed: 10:24:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.66863 Generator_loss: 2.43711 
[INFO] 2020-11-15 02:45:08 > Step:   66500 Progress: 33.2% Elapsed: 10:24:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.79742 Generator_loss: 2.64662 
[INFO] 2020-11-15 02:45:58 > Step:   66600 Progress: 33.3% Elapsed: 10:25:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.72313 Generator_loss: 2.22141 
[INFO] 2020-11-15 02:46:48 > Step:   66700 Progress: 33.4% Elapsed: 10:26:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.73499 Generator_loss: 2.33263 
[INFO] 2020-11-15 02:47:37 > Step:   66800 Progress: 33.4% Elapsed: 10:27:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.90672 Generator_loss: 1.69647 
[INFO] 2020-11-15 02:48:27 > Step:   66900 Progress: 33.5% Elapsed: 10:28:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.77841 Generator_loss: 1.66786 
[INFO] 2020-11-15 02:49:16 > Step:   67000 Progress: 33.5% Elapsed: 10:29:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.70595 Generator_loss: 2.02627 
[INFO] 2020-11-15 02:50:06 > Step:   67100 Progress: 33.6% Elapsed: 10:29:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.81877 Generator_loss: 2.31731 
[INFO] 2020-11-15 02:50:55 > Step:   67200 Progress: 33.6% Elapsed: 10:30:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.70331 Generator_loss: 2.19467 
[INFO] 2020-11-15 02:51:45 > Step:   67300 Progress: 33.7% Elapsed: 10:31:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.87284 Generator_loss: 2.09021 
[INFO] 2020-11-15 02:52:35 > Step:   67400 Progress: 33.7% Elapsed: 10:32:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.78175 Generator_loss: 2.14748 
[INFO] 2020-11-15 02:53:25 > Step:   67500 Progress: 33.8% Elapsed: 10:33:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.68156 Generator_loss: 1.80359 
[INFO] 2020-11-15 02:54:16 > Step:   67600 Progress: 33.8% Elapsed: 10:34:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.72386 Generator_loss: 2.03252 
[INFO] 2020-11-15 02:55:06 > Step:   67700 Progress: 33.9% Elapsed: 10:34:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.82329 Generator_loss: 2.29183 
[INFO] 2020-11-15 02:55:57 > Step:   67800 Progress: 33.9% Elapsed: 10:35:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.84972 Generator_loss: 1.96736 
[INFO] 2020-11-15 02:56:47 > Step:   67900 Progress: 34.0% Elapsed: 10:36:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.83676 Generator_loss: 1.63083 
[INFO] 2020-11-15 02:57:38 > Step:   68000 Progress: 34.0% Elapsed: 10:37:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.96368 Generator_loss: 2.19082 
[INFO] 2020-11-15 02:57:38 > Start Evaluation (68000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 02:59:31 > F_8 score (Step: 68000, Using test images): 0.9899343247435759
[INFO] 2020-11-15 02:59:31 > F_1/8 score (Step: 68000, Using test images): 0.9936209022196054
[INFO] 2020-11-15 02:59:31 > FID score (Step: 68000, Using test moments): 8.866528991275402
[INFO] 2020-11-15 02:59:31 > Inception score (Step: 68000, 10000 generated images): 9.649094581604004
[INFO] 2020-11-15 02:59:31 > Best FID score (Step: 64000, Using test moments): 8.857033206864514
[INFO] 2020-11-15 02:59:32 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 03:00:22 > Step:   68100 Progress: 34.1% Elapsed: 10:40:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.86097 Generator_loss: 2.15864 
[INFO] 2020-11-15 03:01:13 > Step:   68200 Progress: 34.1% Elapsed: 10:41:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.89661 Generator_loss: 2.27688 
[INFO] 2020-11-15 03:02:03 > Step:   68300 Progress: 34.2% Elapsed: 10:41:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.85014 Generator_loss: 2.306 
[INFO] 2020-11-15 03:02:54 > Step:   68400 Progress: 34.2% Elapsed: 10:42:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.66691 Generator_loss: 2.05239 
[INFO] 2020-11-15 03:03:44 > Step:   68500 Progress: 34.2% Elapsed: 10:43:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.96298 Generator_loss: 2.36867 
[INFO] 2020-11-15 03:04:35 > Step:   68600 Progress: 34.3% Elapsed: 10:44:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.77135 Generator_loss: 1.77014 
[INFO] 2020-11-15 03:05:25 > Step:   68700 Progress: 34.4% Elapsed: 10:45:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.89381 Generator_loss: 2.35158 
[INFO] 2020-11-15 03:06:15 > Step:   68800 Progress: 34.4% Elapsed: 10:46:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.55051 Generator_loss: 2.32653 
[INFO] 2020-11-15 03:07:06 > Step:   68900 Progress: 34.4% Elapsed: 10:46:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.75135 Generator_loss: 1.70394 
[INFO] 2020-11-15 03:07:56 > Step:   69000 Progress: 34.5% Elapsed: 10:47:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.91573 Generator_loss: 2.22224 
[INFO] 2020-11-15 03:08:46 > Step:   69100 Progress: 34.5% Elapsed: 10:48:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.86996 Generator_loss: 1.95508 
[INFO] 2020-11-15 03:09:36 > Step:   69200 Progress: 34.6% Elapsed: 10:49:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.62606 Generator_loss: 2.30011 
[INFO] 2020-11-15 03:10:27 > Step:   69300 Progress: 34.6% Elapsed: 10:50:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.86241 Generator_loss: 2.34942 
[INFO] 2020-11-15 03:11:17 > Step:   69400 Progress: 34.7% Elapsed: 10:51:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.5916 Generator_loss: 2.17519 
[INFO] 2020-11-15 03:12:07 > Step:   69500 Progress: 34.8% Elapsed: 10:51:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.79133 Generator_loss: 2.35927 
[INFO] 2020-11-15 03:12:57 > Step:   69600 Progress: 34.8% Elapsed: 10:52:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.47184 Generator_loss: 2.22704 
[INFO] 2020-11-15 03:13:47 > Step:   69700 Progress: 34.8% Elapsed: 10:53:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.98109 Generator_loss: 2.64609 
[INFO] 2020-11-15 03:14:36 > Step:   69800 Progress: 34.9% Elapsed: 10:54:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.66248 Generator_loss: 1.614 
[INFO] 2020-11-15 03:15:27 > Step:   69900 Progress: 34.9% Elapsed: 10:55:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.81981 Generator_loss: 2.60877 
[INFO] 2020-11-15 03:16:18 > Step:   70000 Progress: 35.0% Elapsed: 10:56:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.93706 Generator_loss: 1.87546 
[INFO] 2020-11-15 03:16:18 > Start Evaluation (70000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 03:18:12 > F_8 score (Step: 70000, Using test images): 0.9900975637954502
[INFO] 2020-11-15 03:18:12 > F_1/8 score (Step: 70000, Using test images): 0.9953044066615995
[INFO] 2020-11-15 03:18:12 > FID score (Step: 70000, Using test moments): 8.858393836314349
[INFO] 2020-11-15 03:18:12 > Inception score (Step: 70000, 10000 generated images): 9.509925842285156
[INFO] 2020-11-15 03:18:12 > Best FID score (Step: 64000, Using test moments): 8.857033206864514
[INFO] 2020-11-15 03:18:12 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 03:19:02 > Step:   70100 Progress: 35.0% Elapsed: 10:58:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.58981 Generator_loss: 2.06759 
[INFO] 2020-11-15 03:19:51 > Step:   70200 Progress: 35.1% Elapsed: 10:59:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.70593 Generator_loss: 1.96168 
[INFO] 2020-11-15 03:20:41 > Step:   70300 Progress: 35.1% Elapsed: 11:00:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.97145 Generator_loss: 2.47217 
[INFO] 2020-11-15 03:21:31 > Step:   70400 Progress: 35.2% Elapsed: 11:01:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.52992 Generator_loss: 2.10546 
[INFO] 2020-11-15 03:22:21 > Step:   70500 Progress: 35.2% Elapsed: 11:02:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.69553 Generator_loss: 2.17206 
[INFO] 2020-11-15 03:23:11 > Step:   70600 Progress: 35.3% Elapsed: 11:02:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.60723 Generator_loss: 2.16855 
[INFO] 2020-11-15 03:24:02 > Step:   70700 Progress: 35.4% Elapsed: 11:03:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.64902 Generator_loss: 2.49774 
[INFO] 2020-11-15 03:24:52 > Step:   70800 Progress: 35.4% Elapsed: 11:04:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.74826 Generator_loss: 1.96688 
[INFO] 2020-11-15 03:25:41 > Step:   70900 Progress: 35.4% Elapsed: 11:05:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.70064 Generator_loss: 2.13687 
[INFO] 2020-11-15 03:26:30 > Step:   71000 Progress: 35.5% Elapsed: 11:06:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.62531 Generator_loss: 2.06574 
[INFO] 2020-11-15 03:27:19 > Step:   71100 Progress: 35.5% Elapsed: 11:07:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.69637 Generator_loss: 2.60199 
[INFO] 2020-11-15 03:28:09 > Step:   71200 Progress: 35.6% Elapsed: 11:07:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.47998 Generator_loss: 2.0283 
[INFO] 2020-11-15 03:28:58 > Step:   71300 Progress: 35.6% Elapsed: 11:08:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.64166 Generator_loss: 2.04316 
[INFO] 2020-11-15 03:29:48 > Step:   71400 Progress: 35.7% Elapsed: 11:09:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.82729 Generator_loss: 2.4038 
[INFO] 2020-11-15 03:30:37 > Step:   71500 Progress: 35.8% Elapsed: 11:10:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.80036 Generator_loss: 1.44887 
[INFO] 2020-11-15 03:31:27 > Step:   71600 Progress: 35.8% Elapsed: 11:11:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.88416 Generator_loss: 2.23536 
[INFO] 2020-11-15 03:32:16 > Step:   71700 Progress: 35.9% Elapsed: 11:12:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.78197 Generator_loss: 2.10699 
[INFO] 2020-11-15 03:33:05 > Step:   71800 Progress: 35.9% Elapsed: 11:12:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.56153 Generator_loss: 1.94685 
[INFO] 2020-11-15 03:33:55 > Step:   71900 Progress: 35.9% Elapsed: 11:13:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.64222 Generator_loss: 2.03338 
[INFO] 2020-11-15 03:34:44 > Step:   72000 Progress: 36.0% Elapsed: 11:14:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.77636 Generator_loss: 1.60875 
[INFO] 2020-11-15 03:34:44 > Start Evaluation (72000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 03:36:37 > F_8 score (Step: 72000, Using test images): 0.9899909495417037
[INFO] 2020-11-15 03:36:37 > F_1/8 score (Step: 72000, Using test images): 0.9952242308051438
[INFO] 2020-11-15 03:36:37 > FID score (Step: 72000, Using test moments): 8.820924412256147
[INFO] 2020-11-15 03:36:37 > Inception score (Step: 72000, 10000 generated images): 9.718047142028809
[INFO] 2020-11-15 03:36:37 > Best FID score (Step: 72000, Using test moments): 8.820924412256147
[INFO] 2020-11-15 03:36:38 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 03:37:28 > Step:   72100 Progress: 36.0% Elapsed: 11:17:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.07619 Generator_loss: 1.69529 
[INFO] 2020-11-15 03:38:18 > Step:   72200 Progress: 36.1% Elapsed: 11:18:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.71632 Generator_loss: 2.75599 
[INFO] 2020-11-15 03:39:06 > Step:   72300 Progress: 36.1% Elapsed: 11:18:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.67952 Generator_loss: 2.67553 
[INFO] 2020-11-15 03:39:57 > Step:   72400 Progress: 36.2% Elapsed: 11:19:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.93775 Generator_loss: 2.10314 
[INFO] 2020-11-15 03:40:47 > Step:   72500 Progress: 36.2% Elapsed: 11:20:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.67906 Generator_loss: 2.08475 
[INFO] 2020-11-15 03:41:37 > Step:   72600 Progress: 36.3% Elapsed: 11:21:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.74181 Generator_loss: 2.14121 
[INFO] 2020-11-15 03:42:28 > Step:   72700 Progress: 36.4% Elapsed: 11:22:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.69344 Generator_loss: 1.88936 
[INFO] 2020-11-15 03:43:19 > Step:   72800 Progress: 36.4% Elapsed: 11:23:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.10591 Generator_loss: 2.18915 
[INFO] 2020-11-15 03:44:08 > Step:   72900 Progress: 36.4% Elapsed: 11:23:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.82961 Generator_loss: 2.0276 
[INFO] 2020-11-15 03:44:57 > Step:   73000 Progress: 36.5% Elapsed: 11:24:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.80466 Generator_loss: 1.61675 
[INFO] 2020-11-15 03:45:46 > Step:   73100 Progress: 36.5% Elapsed: 11:25:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.77298 Generator_loss: 2.2844 
[INFO] 2020-11-15 03:46:35 > Step:   73200 Progress: 36.6% Elapsed: 11:26:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.64987 Generator_loss: 1.43433 
[INFO] 2020-11-15 03:47:24 > Step:   73300 Progress: 36.6% Elapsed: 11:27:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.70884 Generator_loss: 2.24796 
[INFO] 2020-11-15 03:48:14 > Step:   73400 Progress: 36.7% Elapsed: 11:28:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.79044 Generator_loss: 2.39903 
[INFO] 2020-11-15 03:49:03 > Step:   73500 Progress: 36.8% Elapsed: 11:28:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.75557 Generator_loss: 2.1544 
[INFO] 2020-11-15 03:49:53 > Step:   73600 Progress: 36.8% Elapsed: 11:29:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.4935 Generator_loss: 2.29019 
[INFO] 2020-11-15 03:50:42 > Step:   73700 Progress: 36.9% Elapsed: 11:30:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.83856 Generator_loss: 2.6482 
[INFO] 2020-11-15 03:51:31 > Step:   73800 Progress: 36.9% Elapsed: 11:31:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.67811 Generator_loss: 1.76257 
[INFO] 2020-11-15 03:52:22 > Step:   73900 Progress: 37.0% Elapsed: 11:32:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.73016 Generator_loss: 2.19073 
[INFO] 2020-11-15 03:53:11 > Step:   74000 Progress: 37.0% Elapsed: 11:32:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.81253 Generator_loss: 1.61533 
[INFO] 2020-11-15 03:53:11 > Start Evaluation (74000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 03:55:04 > F_8 score (Step: 74000, Using test images): 0.9925161214198336
[INFO] 2020-11-15 03:55:04 > F_1/8 score (Step: 74000, Using test images): 0.9958007726718816
[INFO] 2020-11-15 03:55:04 > FID score (Step: 74000, Using test moments): 8.718092851617257
[INFO] 2020-11-15 03:55:04 > Inception score (Step: 74000, 10000 generated images): 9.628742218017578
[INFO] 2020-11-15 03:55:04 > Best FID score (Step: 74000, Using test moments): 8.718092851617257
[INFO] 2020-11-15 03:55:05 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 03:55:55 > Step:   74100 Progress: 37.0% Elapsed: 11:35:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.74606 Generator_loss: 1.7178 
[INFO] 2020-11-15 03:56:45 > Step:   74200 Progress: 37.1% Elapsed: 11:36:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.71284 Generator_loss: 1.93911 
[INFO] 2020-11-15 03:57:34 > Step:   74300 Progress: 37.1% Elapsed: 11:37:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.47882 Generator_loss: 1.73448 
[INFO] 2020-11-15 03:58:25 > Step:   74400 Progress: 37.2% Elapsed: 11:38:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.77145 Generator_loss: 2.6048 
[INFO] 2020-11-15 03:59:15 > Step:   74500 Progress: 37.2% Elapsed: 11:39:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.72063 Generator_loss: 2.08998 
[INFO] 2020-11-15 04:00:05 > Step:   74600 Progress: 37.3% Elapsed: 11:39:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.88503 Generator_loss: 1.8317 
[INFO] 2020-11-15 04:00:56 > Step:   74700 Progress: 37.4% Elapsed: 11:40:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.71184 Generator_loss: 2.25094 
[INFO] 2020-11-15 04:01:45 > Step:   74800 Progress: 37.4% Elapsed: 11:41:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.81556 Generator_loss: 1.94008 
[INFO] 2020-11-15 04:02:36 > Step:   74900 Progress: 37.5% Elapsed: 11:42:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.79591 Generator_loss: 2.46214 
[INFO] 2020-11-15 04:03:27 > Step:   75000 Progress: 37.5% Elapsed: 11:43:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.78424 Generator_loss: 2.41341 
[INFO] 2020-11-15 04:04:17 > Step:   75100 Progress: 37.5% Elapsed: 11:44:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.58392 Generator_loss: 2.47721 
[INFO] 2020-11-15 04:05:07 > Step:   75200 Progress: 37.6% Elapsed: 11:44:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.58498 Generator_loss: 2.08409 
[INFO] 2020-11-15 04:05:57 > Step:   75300 Progress: 37.6% Elapsed: 11:45:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.49432 Generator_loss: 2.82079 
[INFO] 2020-11-15 04:06:47 > Step:   75400 Progress: 37.7% Elapsed: 11:46:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.7838 Generator_loss: 1.84773 
[INFO] 2020-11-15 04:07:38 > Step:   75500 Progress: 37.8% Elapsed: 11:47:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.59663 Generator_loss: 2.07739 
[INFO] 2020-11-15 04:08:28 > Step:   75600 Progress: 37.8% Elapsed: 11:48:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.63867 Generator_loss: 1.66866 
[INFO] 2020-11-15 04:09:19 > Step:   75700 Progress: 37.9% Elapsed: 11:49:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.92257 Generator_loss: 1.56539 
[INFO] 2020-11-15 04:10:09 > Step:   75800 Progress: 37.9% Elapsed: 11:49:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.71826 Generator_loss: 2.09134 
[INFO] 2020-11-15 04:10:59 > Step:   75900 Progress: 38.0% Elapsed: 11:50:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.60318 Generator_loss: 2.19606 
[INFO] 2020-11-15 04:11:50 > Step:   76000 Progress: 38.0% Elapsed: 11:51:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.8288 Generator_loss: 1.97969 
[INFO] 2020-11-15 04:11:50 > Start Evaluation (76000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 04:13:44 > F_8 score (Step: 76000, Using test images): 0.9892387952739023
[INFO] 2020-11-15 04:13:44 > F_1/8 score (Step: 76000, Using test images): 0.9954898793064568
[INFO] 2020-11-15 04:13:44 > FID score (Step: 76000, Using test moments): 8.728986611999801
[INFO] 2020-11-15 04:13:44 > Inception score (Step: 76000, 10000 generated images): 9.689682006835938
[INFO] 2020-11-15 04:13:44 > Best FID score (Step: 74000, Using test moments): 8.718092851617257
[INFO] 2020-11-15 04:13:45 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 04:14:35 > Step:   76100 Progress: 38.0% Elapsed: 11:54:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.95441 Generator_loss: 1.66697 
[INFO] 2020-11-15 04:15:24 > Step:   76200 Progress: 38.1% Elapsed: 11:55:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.61891 Generator_loss: 1.82274 
[INFO] 2020-11-15 04:16:14 > Step:   76300 Progress: 38.1% Elapsed: 11:56:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.69823 Generator_loss: 1.99901 
[INFO] 2020-11-15 04:17:05 > Step:   76400 Progress: 38.2% Elapsed: 11:56:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.69515 Generator_loss: 1.83919 
[INFO] 2020-11-15 04:17:54 > Step:   76500 Progress: 38.2% Elapsed: 11:57:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.97903 Generator_loss: 2.45836 
[INFO] 2020-11-15 04:18:45 > Step:   76600 Progress: 38.3% Elapsed: 11:58:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.73408 Generator_loss: 1.7346 
[INFO] 2020-11-15 04:19:35 > Step:   76700 Progress: 38.4% Elapsed: 11:59:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.73707 Generator_loss: 2.7404 
[INFO] 2020-11-15 04:20:25 > Step:   76800 Progress: 38.4% Elapsed: 12:00:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.79563 Generator_loss: 2.26158 
[INFO] 2020-11-15 04:21:16 > Step:   76900 Progress: 38.5% Elapsed: 12:01:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.8862 Generator_loss: 1.99488 
[INFO] 2020-11-15 04:22:05 > Step:   77000 Progress: 38.5% Elapsed: 12:01:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.83116 Generator_loss: 2.10818 
[INFO] 2020-11-15 04:22:55 > Step:   77100 Progress: 38.6% Elapsed: 12:02:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.67772 Generator_loss: 2.04489 
[INFO] 2020-11-15 04:23:46 > Step:   77200 Progress: 38.6% Elapsed: 12:03:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.76249 Generator_loss: 2.10035 
[INFO] 2020-11-15 04:24:36 > Step:   77300 Progress: 38.6% Elapsed: 12:04:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.88241 Generator_loss: 2.0858 
[INFO] 2020-11-15 04:25:25 > Step:   77400 Progress: 38.7% Elapsed: 12:05:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.53708 Generator_loss: 1.88967 
[INFO] 2020-11-15 04:26:16 > Step:   77500 Progress: 38.8% Elapsed: 12:06:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.606 Generator_loss: 2.55499 
[INFO] 2020-11-15 04:27:07 > Step:   77600 Progress: 38.8% Elapsed: 12:06:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.79575 Generator_loss: 1.89028 
[INFO] 2020-11-15 04:27:57 > Step:   77700 Progress: 38.9% Elapsed: 12:07:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.79406 Generator_loss: 2.12041 
[INFO] 2020-11-15 04:28:48 > Step:   77800 Progress: 38.9% Elapsed: 12:08:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.44253 Generator_loss: 2.48454 
[INFO] 2020-11-15 04:29:38 > Step:   77900 Progress: 39.0% Elapsed: 12:09:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.61991 Generator_loss: 1.90892 
[INFO] 2020-11-15 04:30:29 > Step:   78000 Progress: 39.0% Elapsed: 12:10:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.82397 Generator_loss: 2.23663 
[INFO] 2020-11-15 04:30:29 > Start Evaluation (78000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 04:32:24 > F_8 score (Step: 78000, Using test images): 0.9896337158459106
[INFO] 2020-11-15 04:32:24 > F_1/8 score (Step: 78000, Using test images): 0.9939962124057731
[INFO] 2020-11-15 04:32:24 > FID score (Step: 78000, Using test moments): 8.475444333323537
[INFO] 2020-11-15 04:32:24 > Inception score (Step: 78000, 10000 generated images): 9.733548164367676
[INFO] 2020-11-15 04:32:24 > Best FID score (Step: 78000, Using test moments): 8.475444333323537
[INFO] 2020-11-15 04:32:25 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 04:33:15 > Step:   78100 Progress: 39.1% Elapsed: 12:13:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.55159 Generator_loss: 1.40489 
[INFO] 2020-11-15 04:34:05 > Step:   78200 Progress: 39.1% Elapsed: 12:13:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.75327 Generator_loss: 2.21555 
[INFO] 2020-11-15 04:34:56 > Step:   78300 Progress: 39.1% Elapsed: 12:14:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.73369 Generator_loss: 1.94672 
[INFO] 2020-11-15 04:35:46 > Step:   78400 Progress: 39.2% Elapsed: 12:15:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.67752 Generator_loss: 2.03146 
[INFO] 2020-11-15 04:36:37 > Step:   78500 Progress: 39.2% Elapsed: 12:16:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.83666 Generator_loss: 2.44954 
[INFO] 2020-11-15 04:37:28 > Step:   78600 Progress: 39.3% Elapsed: 12:17:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.71246 Generator_loss: 1.84121 
[INFO] 2020-11-15 04:38:18 > Step:   78700 Progress: 39.4% Elapsed: 12:18:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.66696 Generator_loss: 2.40132 
[INFO] 2020-11-15 04:39:08 > Step:   78800 Progress: 39.4% Elapsed: 12:18:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.52952 Generator_loss: 1.74282 
[INFO] 2020-11-15 04:39:59 > Step:   78900 Progress: 39.5% Elapsed: 12:19:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.86884 Generator_loss: 2.26989 
[INFO] 2020-11-15 04:40:49 > Step:   79000 Progress: 39.5% Elapsed: 12:20:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.5468 Generator_loss: 1.91762 
[INFO] 2020-11-15 04:41:39 > Step:   79100 Progress: 39.6% Elapsed: 12:21:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.81276 Generator_loss: 2.38015 
[INFO] 2020-11-15 04:42:29 > Step:   79200 Progress: 39.6% Elapsed: 12:22:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.93747 Generator_loss: 2.02814 
[INFO] 2020-11-15 04:43:19 > Step:   79300 Progress: 39.6% Elapsed: 12:23:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.72574 Generator_loss: 2.33513 
[INFO] 2020-11-15 04:44:09 > Step:   79400 Progress: 39.7% Elapsed: 12:23:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.69525 Generator_loss: 1.84406 
[INFO] 2020-11-15 04:44:59 > Step:   79500 Progress: 39.8% Elapsed: 12:24:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.66802 Generator_loss: 2.00304 
[INFO] 2020-11-15 04:45:49 > Step:   79600 Progress: 39.8% Elapsed: 12:25:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.58375 Generator_loss: 1.94359 
[INFO] 2020-11-15 04:46:40 > Step:   79700 Progress: 39.9% Elapsed: 12:26:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.87596 Generator_loss: 2.38131 
[INFO] 2020-11-15 04:47:29 > Step:   79800 Progress: 39.9% Elapsed: 12:27:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.84206 Generator_loss: 1.52796 
[INFO] 2020-11-15 04:48:19 > Step:   79900 Progress: 40.0% Elapsed: 12:28:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.94946 Generator_loss: 2.22849 
[INFO] 2020-11-15 04:49:09 > Step:   80000 Progress: 40.0% Elapsed: 12:28:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.72435 Generator_loss: 2.19982 
[INFO] 2020-11-15 04:49:09 > Start Evaluation (80000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 04:51:03 > F_8 score (Step: 80000, Using test images): 0.9917748325529494
[INFO] 2020-11-15 04:51:03 > F_1/8 score (Step: 80000, Using test images): 0.9941812869702427
[INFO] 2020-11-15 04:51:03 > FID score (Step: 80000, Using test moments): 8.652251001901107
[INFO] 2020-11-15 04:51:03 > Inception score (Step: 80000, 10000 generated images): 9.77652359008789
[INFO] 2020-11-15 04:51:03 > Best FID score (Step: 78000, Using test moments): 8.475444333323537
[INFO] 2020-11-15 04:51:04 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 04:51:54 > Step:   80100 Progress: 40.1% Elapsed: 12:31:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.7358 Generator_loss: 2.43616 
[INFO] 2020-11-15 04:52:44 > Step:   80200 Progress: 40.1% Elapsed: 12:32:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.94678 Generator_loss: 2.20407 
[INFO] 2020-11-15 04:53:34 > Step:   80300 Progress: 40.2% Elapsed: 12:33:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.61609 Generator_loss: 1.98248 
[INFO] 2020-11-15 04:54:24 > Step:   80400 Progress: 40.2% Elapsed: 12:34:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.81863 Generator_loss: 2.00614 
[INFO] 2020-11-15 04:55:15 > Step:   80500 Progress: 40.2% Elapsed: 12:35:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.51018 Generator_loss: 2.08185 
[INFO] 2020-11-15 04:56:05 > Step:   80600 Progress: 40.3% Elapsed: 12:35:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.70102 Generator_loss: 2.15312 
[INFO] 2020-11-15 04:56:55 > Step:   80700 Progress: 40.4% Elapsed: 12:36:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.6522 Generator_loss: 2.41045 
[INFO] 2020-11-15 04:57:46 > Step:   80800 Progress: 40.4% Elapsed: 12:37:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.78531 Generator_loss: 2.00586 
[INFO] 2020-11-15 04:58:35 > Step:   80900 Progress: 40.5% Elapsed: 12:38:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.86092 Generator_loss: 2.11357 
[INFO] 2020-11-15 04:59:24 > Step:   81000 Progress: 40.5% Elapsed: 12:39:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.61645 Generator_loss: 1.7911 
[INFO] 2020-11-15 05:00:14 > Step:   81100 Progress: 40.6% Elapsed: 12:40:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.7519 Generator_loss: 1.96608 
[INFO] 2020-11-15 05:01:03 > Step:   81200 Progress: 40.6% Elapsed: 12:40:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.92073 Generator_loss: 1.65983 
[INFO] 2020-11-15 05:01:53 > Step:   81300 Progress: 40.6% Elapsed: 12:41:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.78572 Generator_loss: 2.13817 
[INFO] 2020-11-15 05:02:43 > Step:   81400 Progress: 40.7% Elapsed: 12:42:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.67959 Generator_loss: 1.57675 
[INFO] 2020-11-15 05:03:32 > Step:   81500 Progress: 40.8% Elapsed: 12:43:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.81364 Generator_loss: 2.3229 
[INFO] 2020-11-15 05:04:21 > Step:   81600 Progress: 40.8% Elapsed: 12:44:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.92791 Generator_loss: 1.78934 
[INFO] 2020-11-15 05:05:11 > Step:   81700 Progress: 40.8% Elapsed: 12:44:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.59418 Generator_loss: 2.00409 
[INFO] 2020-11-15 05:06:02 > Step:   81800 Progress: 40.9% Elapsed: 12:45:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.59988 Generator_loss: 1.55253 
[INFO] 2020-11-15 05:06:52 > Step:   81900 Progress: 40.9% Elapsed: 12:46:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.92801 Generator_loss: 1.89532 
[INFO] 2020-11-15 05:07:42 > Step:   82000 Progress: 41.0% Elapsed: 12:47:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.91134 Generator_loss: 2.31443 
[INFO] 2020-11-15 05:07:42 > Start Evaluation (82000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 05:09:37 > F_8 score (Step: 82000, Using test images): 0.9925290724916237
[INFO] 2020-11-15 05:09:37 > F_1/8 score (Step: 82000, Using test images): 0.9944093725099107
[INFO] 2020-11-15 05:09:37 > FID score (Step: 82000, Using test moments): 8.329204831759284
[INFO] 2020-11-15 05:09:37 > Inception score (Step: 82000, 10000 generated images): 9.757356643676758
[INFO] 2020-11-15 05:09:37 > Best FID score (Step: 82000, Using test moments): 8.329204831759284
[INFO] 2020-11-15 05:09:38 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 05:10:28 > Step:   82100 Progress: 41.0% Elapsed: 12:50:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.84028 Generator_loss: 2.20798 
[INFO] 2020-11-15 05:11:19 > Step:   82200 Progress: 41.1% Elapsed: 12:51:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.52771 Generator_loss: 2.22603 
[INFO] 2020-11-15 05:12:09 > Step:   82300 Progress: 41.1% Elapsed: 12:51:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.7811 Generator_loss: 1.65588 
[INFO] 2020-11-15 05:13:00 > Step:   82400 Progress: 41.2% Elapsed: 12:52:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.65677 Generator_loss: 1.74964 
[INFO] 2020-11-15 05:13:50 > Step:   82500 Progress: 41.2% Elapsed: 12:53:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.83808 Generator_loss: 2.46202 
[INFO] 2020-11-15 05:14:40 > Step:   82600 Progress: 41.3% Elapsed: 12:54:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.75775 Generator_loss: 2.18101 
[INFO] 2020-11-15 05:15:31 > Step:   82700 Progress: 41.3% Elapsed: 12:55:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.76442 Generator_loss: 1.77393 
[INFO] 2020-11-15 05:16:21 > Step:   82800 Progress: 41.4% Elapsed: 12:56:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.67355 Generator_loss: 2.04246 
[INFO] 2020-11-15 05:17:11 > Step:   82900 Progress: 41.4% Elapsed: 12:56:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.69061 Generator_loss: 1.93709 
[INFO] 2020-11-15 05:18:00 > Step:   83000 Progress: 41.5% Elapsed: 12:57:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.82055 Generator_loss: 2.05524 
[INFO] 2020-11-15 05:18:50 > Step:   83100 Progress: 41.5% Elapsed: 12:58:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.8013 Generator_loss: 2.83615 
[INFO] 2020-11-15 05:19:40 > Step:   83200 Progress: 41.6% Elapsed: 12:59:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.77462 Generator_loss: 1.48757 
[INFO] 2020-11-15 05:20:30 > Step:   83300 Progress: 41.6% Elapsed: 13:00:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.77299 Generator_loss: 1.62812 
[INFO] 2020-11-15 05:21:20 > Step:   83400 Progress: 41.7% Elapsed: 13:01:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.78252 Generator_loss: 2.56829 
[INFO] 2020-11-15 05:22:10 > Step:   83500 Progress: 41.8% Elapsed: 13:01:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.75802 Generator_loss: 2.15014 
[INFO] 2020-11-15 05:23:01 > Step:   83600 Progress: 41.8% Elapsed: 13:02:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.82011 Generator_loss: 1.61624 
[INFO] 2020-11-15 05:23:51 > Step:   83700 Progress: 41.9% Elapsed: 13:03:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.82959 Generator_loss: 2.0629 
[INFO] 2020-11-15 05:24:41 > Step:   83800 Progress: 41.9% Elapsed: 13:04:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.70094 Generator_loss: 2.54062 
[INFO] 2020-11-15 05:25:31 > Step:   83900 Progress: 41.9% Elapsed: 13:05:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.56382 Generator_loss: 2.30635 
[INFO] 2020-11-15 05:26:20 > Step:   84000 Progress: 42.0% Elapsed: 13:06:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.41526 Generator_loss: 1.94116 
[INFO] 2020-11-15 05:26:20 > Start Evaluation (84000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 05:28:13 > F_8 score (Step: 84000, Using test images): 0.9930714190754472
[INFO] 2020-11-15 05:28:13 > F_1/8 score (Step: 84000, Using test images): 0.9948664136362867
[INFO] 2020-11-15 05:28:13 > FID score (Step: 84000, Using test moments): 8.48495958553218
[INFO] 2020-11-15 05:28:13 > Inception score (Step: 84000, 10000 generated images): 9.697979927062988
[INFO] 2020-11-15 05:28:13 > Best FID score (Step: 82000, Using test moments): 8.329204831759284
[INFO] 2020-11-15 05:28:14 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 05:29:03 > Step:   84100 Progress: 42.0% Elapsed: 13:08:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.89213 Generator_loss: 1.90529 
[INFO] 2020-11-15 05:29:53 > Step:   84200 Progress: 42.1% Elapsed: 13:09:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.48798 Generator_loss: 1.5928 
[INFO] 2020-11-15 05:30:42 > Step:   84300 Progress: 42.1% Elapsed: 13:10:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.65572 Generator_loss: 2.13241 
[INFO] 2020-11-15 05:31:32 > Step:   84400 Progress: 42.2% Elapsed: 13:11:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.63069 Generator_loss: 2.26955 
[INFO] 2020-11-15 05:32:22 > Step:   84500 Progress: 42.2% Elapsed: 13:12:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.79726 Generator_loss: 1.9397 
[INFO] 2020-11-15 05:33:13 > Step:   84600 Progress: 42.3% Elapsed: 13:13:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.6442 Generator_loss: 1.60188 
[INFO] 2020-11-15 05:34:04 > Step:   84700 Progress: 42.4% Elapsed: 13:13:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.60763 Generator_loss: 1.37857 
[INFO] 2020-11-15 05:34:53 > Step:   84800 Progress: 42.4% Elapsed: 13:14:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.66604 Generator_loss: 2.29335 
[INFO] 2020-11-15 05:35:42 > Step:   84900 Progress: 42.4% Elapsed: 13:15:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.89554 Generator_loss: 1.89816 
[INFO] 2020-11-15 05:36:31 > Step:   85000 Progress: 42.5% Elapsed: 13:16:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.84893 Generator_loss: 2.54216 
[INFO] 2020-11-15 05:37:20 > Step:   85100 Progress: 42.5% Elapsed: 13:17:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.71956 Generator_loss: 1.74693 
[INFO] 2020-11-15 05:38:11 > Step:   85200 Progress: 42.6% Elapsed: 13:17:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.79232 Generator_loss: 2.25952 
[INFO] 2020-11-15 05:39:01 > Step:   85300 Progress: 42.6% Elapsed: 13:18:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.58342 Generator_loss: 1.7919 
[INFO] 2020-11-15 05:39:49 > Step:   85400 Progress: 42.7% Elapsed: 13:19:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.76911 Generator_loss: 1.75413 
[INFO] 2020-11-15 05:40:39 > Step:   85500 Progress: 42.8% Elapsed: 13:20:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.55326 Generator_loss: 2.29141 
[INFO] 2020-11-15 05:41:28 > Step:   85600 Progress: 42.8% Elapsed: 13:21:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.81171 Generator_loss: 1.90613 
[INFO] 2020-11-15 05:42:18 > Step:   85700 Progress: 42.9% Elapsed: 13:22:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.81834 Generator_loss: 1.53094 
[INFO] 2020-11-15 05:43:09 > Step:   85800 Progress: 42.9% Elapsed: 13:22:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.50375 Generator_loss: 2.02601 
[INFO] 2020-11-15 05:43:58 > Step:   85900 Progress: 43.0% Elapsed: 13:23:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.74767 Generator_loss: 2.54897 
[INFO] 2020-11-15 05:44:48 > Step:   86000 Progress: 43.0% Elapsed: 13:24:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.05244 Generator_loss: 2.60422 
[INFO] 2020-11-15 05:44:48 > Start Evaluation (86000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 05:46:42 > F_8 score (Step: 86000, Using test images): 0.9930213863770492
[INFO] 2020-11-15 05:46:42 > F_1/8 score (Step: 86000, Using test images): 0.9944972427195347
[INFO] 2020-11-15 05:46:42 > FID score (Step: 86000, Using test moments): 8.420194232589779
[INFO] 2020-11-15 05:46:42 > Inception score (Step: 86000, 10000 generated images): 9.920341491699219
[INFO] 2020-11-15 05:46:42 > Best FID score (Step: 82000, Using test moments): 8.329204831759284
[INFO] 2020-11-15 05:46:43 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 05:47:33 > Step:   86100 Progress: 43.0% Elapsed: 13:27:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.79603 Generator_loss: 2.1054 
[INFO] 2020-11-15 05:48:23 > Step:   86200 Progress: 43.1% Elapsed: 13:28:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.80462 Generator_loss: 1.70176 
[INFO] 2020-11-15 05:49:13 > Step:   86300 Progress: 43.1% Elapsed: 13:29:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.74445 Generator_loss: 1.99462 
[INFO] 2020-11-15 05:50:04 > Step:   86400 Progress: 43.2% Elapsed: 13:29:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.6271 Generator_loss: 2.07507 
[INFO] 2020-11-15 05:50:54 > Step:   86500 Progress: 43.2% Elapsed: 13:30:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.68531 Generator_loss: 1.63003 
[INFO] 2020-11-15 05:51:43 > Step:   86600 Progress: 43.3% Elapsed: 13:31:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.61253 Generator_loss: 1.95195 
[INFO] 2020-11-15 05:52:33 > Step:   86700 Progress: 43.4% Elapsed: 13:32:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.78999 Generator_loss: 1.95969 
[INFO] 2020-11-15 05:53:23 > Step:   86800 Progress: 43.4% Elapsed: 13:33:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.93759 Generator_loss: 2.1528 
[INFO] 2020-11-15 05:54:14 > Step:   86900 Progress: 43.5% Elapsed: 13:34:01 temperature: 1.0 ada_p: No Discriminator_loss: 3.03628 Generator_loss: 1.94391 
[INFO] 2020-11-15 05:55:03 > Step:   87000 Progress: 43.5% Elapsed: 13:34:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.5801 Generator_loss: 2.10519 
[INFO] 2020-11-15 05:55:53 > Step:   87100 Progress: 43.5% Elapsed: 13:35:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.7444 Generator_loss: 2.25264 
[INFO] 2020-11-15 05:56:42 > Step:   87200 Progress: 43.6% Elapsed: 13:36:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.81426 Generator_loss: 2.43256 
[INFO] 2020-11-15 05:57:31 > Step:   87300 Progress: 43.6% Elapsed: 13:37:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.5187 Generator_loss: 1.92743 
[INFO] 2020-11-15 05:58:21 > Step:   87400 Progress: 43.7% Elapsed: 13:38:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.74593 Generator_loss: 1.94468 
[INFO] 2020-11-15 05:59:11 > Step:   87500 Progress: 43.8% Elapsed: 13:38:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.8728 Generator_loss: 2.00234 
[INFO] 2020-11-15 06:00:00 > Step:   87600 Progress: 43.8% Elapsed: 13:39:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.72207 Generator_loss: 2.1678 
[INFO] 2020-11-15 06:00:50 > Step:   87700 Progress: 43.9% Elapsed: 13:40:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.62634 Generator_loss: 2.41007 
[INFO] 2020-11-15 06:01:40 > Step:   87800 Progress: 43.9% Elapsed: 13:41:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.80148 Generator_loss: 2.43422 
[INFO] 2020-11-15 06:02:30 > Step:   87900 Progress: 44.0% Elapsed: 13:42:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.7983 Generator_loss: 1.88381 
[INFO] 2020-11-15 06:03:20 > Step:   88000 Progress: 44.0% Elapsed: 13:43:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.64779 Generator_loss: 2.14961 
[INFO] 2020-11-15 06:03:20 > Start Evaluation (88000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 06:05:14 > F_8 score (Step: 88000, Using test images): 0.9917456492357807
[INFO] 2020-11-15 06:05:14 > F_1/8 score (Step: 88000, Using test images): 0.9936085702782472
[INFO] 2020-11-15 06:05:14 > FID score (Step: 88000, Using test moments): 8.406474212820456
[INFO] 2020-11-15 06:05:14 > Inception score (Step: 88000, 10000 generated images): 9.74800968170166
[INFO] 2020-11-15 06:05:14 > Best FID score (Step: 82000, Using test moments): 8.329204831759284
[INFO] 2020-11-15 06:05:14 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 06:06:04 > Step:   88100 Progress: 44.0% Elapsed: 13:45:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.71726 Generator_loss: 1.98335 
[INFO] 2020-11-15 06:06:53 > Step:   88200 Progress: 44.1% Elapsed: 13:46:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.6254 Generator_loss: 1.94556 
[INFO] 2020-11-15 06:07:43 > Step:   88300 Progress: 44.1% Elapsed: 13:47:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.70592 Generator_loss: 1.72905 
[INFO] 2020-11-15 06:08:33 > Step:   88400 Progress: 44.2% Elapsed: 13:48:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.67151 Generator_loss: 1.93182 
[INFO] 2020-11-15 06:09:22 > Step:   88500 Progress: 44.2% Elapsed: 13:49:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.6656 Generator_loss: 2.01278 
[INFO] 2020-11-15 06:10:13 > Step:   88600 Progress: 44.3% Elapsed: 13:50:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.61906 Generator_loss: 2.23706 
[INFO] 2020-11-15 06:11:02 > Step:   88700 Progress: 44.4% Elapsed: 13:50:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.69332 Generator_loss: 2.05338 
[INFO] 2020-11-15 06:11:52 > Step:   88800 Progress: 44.4% Elapsed: 13:51:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.93736 Generator_loss: 1.87663 
[INFO] 2020-11-15 06:12:42 > Step:   88900 Progress: 44.5% Elapsed: 13:52:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.8052 Generator_loss: 2.22883 
[INFO] 2020-11-15 06:13:32 > Step:   89000 Progress: 44.5% Elapsed: 13:53:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.77431 Generator_loss: 2.02003 
[INFO] 2020-11-15 06:14:22 > Step:   89100 Progress: 44.5% Elapsed: 13:54:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.97198 Generator_loss: 2.37762 
[INFO] 2020-11-15 06:15:12 > Step:   89200 Progress: 44.6% Elapsed: 13:55:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.63772 Generator_loss: 2.18017 
[INFO] 2020-11-15 06:16:02 > Step:   89300 Progress: 44.6% Elapsed: 13:55:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.95084 Generator_loss: 1.8274 
[INFO] 2020-11-15 06:16:52 > Step:   89400 Progress: 44.7% Elapsed: 13:56:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.57472 Generator_loss: 1.91173 
[INFO] 2020-11-15 06:17:42 > Step:   89500 Progress: 44.8% Elapsed: 13:57:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.64983 Generator_loss: 1.77121 
[INFO] 2020-11-15 06:18:32 > Step:   89600 Progress: 44.8% Elapsed: 13:58:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.73949 Generator_loss: 1.37327 
[INFO] 2020-11-15 06:19:23 > Step:   89700 Progress: 44.9% Elapsed: 13:59:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.45392 Generator_loss: 1.77348 
[INFO] 2020-11-15 06:20:13 > Step:   89800 Progress: 44.9% Elapsed: 14:00:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.76026 Generator_loss: 2.37436 
[INFO] 2020-11-15 06:21:04 > Step:   89900 Progress: 45.0% Elapsed: 14:00:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.71594 Generator_loss: 1.68635 
[INFO] 2020-11-15 06:21:54 > Step:   90000 Progress: 45.0% Elapsed: 14:01:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.75293 Generator_loss: 1.97503 
[INFO] 2020-11-15 06:21:54 > Start Evaluation (90000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 06:23:51 > F_8 score (Step: 90000, Using test images): 0.9924910011949348
[INFO] 2020-11-15 06:23:51 > F_1/8 score (Step: 90000, Using test images): 0.9952731720773519
[INFO] 2020-11-15 06:23:51 > FID score (Step: 90000, Using test moments): 8.419731408297196
[INFO] 2020-11-15 06:23:51 > Inception score (Step: 90000, 10000 generated images): 9.90986442565918
[INFO] 2020-11-15 06:23:51 > Best FID score (Step: 82000, Using test moments): 8.329204831759284
[INFO] 2020-11-15 06:23:52 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 06:24:42 > Step:   90100 Progress: 45.1% Elapsed: 14:04:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.77245 Generator_loss: 2.08605 
[INFO] 2020-11-15 06:25:33 > Step:   90200 Progress: 45.1% Elapsed: 14:05:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.53565 Generator_loss: 2.6636 
[INFO] 2020-11-15 06:26:23 > Step:   90300 Progress: 45.1% Elapsed: 14:06:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.5492 Generator_loss: 2.1948 
[INFO] 2020-11-15 06:27:12 > Step:   90400 Progress: 45.2% Elapsed: 14:07:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.70732 Generator_loss: 1.70487 
[INFO] 2020-11-15 06:28:02 > Step:   90500 Progress: 45.2% Elapsed: 14:07:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.44512 Generator_loss: 2.34218 
[INFO] 2020-11-15 06:28:52 > Step:   90600 Progress: 45.3% Elapsed: 14:08:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.63051 Generator_loss: 1.88525 
[INFO] 2020-11-15 06:29:42 > Step:   90700 Progress: 45.4% Elapsed: 14:09:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.61542 Generator_loss: 1.85916 
[INFO] 2020-11-15 06:30:32 > Step:   90800 Progress: 45.4% Elapsed: 14:10:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.72986 Generator_loss: 1.81606 
[INFO] 2020-11-15 06:31:21 > Step:   90900 Progress: 45.5% Elapsed: 14:11:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.73406 Generator_loss: 2.10684 
[INFO] 2020-11-15 06:32:11 > Step:   91000 Progress: 45.5% Elapsed: 14:11:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.76444 Generator_loss: 1.69237 
[INFO] 2020-11-15 06:33:01 > Step:   91100 Progress: 45.6% Elapsed: 14:12:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.74193 Generator_loss: 2.56579 
[INFO] 2020-11-15 06:33:50 > Step:   91200 Progress: 45.6% Elapsed: 14:13:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.64304 Generator_loss: 1.69669 
[INFO] 2020-11-15 06:34:41 > Step:   91300 Progress: 45.6% Elapsed: 14:14:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.82379 Generator_loss: 2.19414 
[INFO] 2020-11-15 06:35:31 > Step:   91400 Progress: 45.7% Elapsed: 14:15:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.75101 Generator_loss: 1.7903 
[INFO] 2020-11-15 06:36:20 > Step:   91500 Progress: 45.8% Elapsed: 14:16:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.77719 Generator_loss: 2.52733 
[INFO] 2020-11-15 06:37:11 > Step:   91600 Progress: 45.8% Elapsed: 14:16:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.59446 Generator_loss: 2.81313 
[INFO] 2020-11-15 06:38:01 > Step:   91700 Progress: 45.9% Elapsed: 14:17:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.71832 Generator_loss: 2.73659 
[INFO] 2020-11-15 06:38:51 > Step:   91800 Progress: 45.9% Elapsed: 14:18:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.63025 Generator_loss: 2.24371 
[INFO] 2020-11-15 06:39:41 > Step:   91900 Progress: 46.0% Elapsed: 14:19:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.78848 Generator_loss: 2.40862 
[INFO] 2020-11-15 06:40:31 > Step:   92000 Progress: 46.0% Elapsed: 14:20:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.79717 Generator_loss: 2.42145 
[INFO] 2020-11-15 06:40:31 > Start Evaluation (92000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 06:42:27 > F_8 score (Step: 92000, Using test images): 0.9894949037270077
[INFO] 2020-11-15 06:42:27 > F_1/8 score (Step: 92000, Using test images): 0.9945902450358868
[INFO] 2020-11-15 06:42:27 > FID score (Step: 92000, Using test moments): 8.269921350044854
[INFO] 2020-11-15 06:42:27 > Inception score (Step: 92000, 10000 generated images): 9.805327415466309
[INFO] 2020-11-15 06:42:27 > Best FID score (Step: 92000, Using test moments): 8.269921350044854
[INFO] 2020-11-15 06:42:29 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 06:43:19 > Step:   92100 Progress: 46.1% Elapsed: 14:23:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.93276 Generator_loss: 2.16399 
[INFO] 2020-11-15 06:44:09 > Step:   92200 Progress: 46.1% Elapsed: 14:23:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.62916 Generator_loss: 1.52873 
[INFO] 2020-11-15 06:44:59 > Step:   92300 Progress: 46.2% Elapsed: 14:24:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.75283 Generator_loss: 2.00968 
[INFO] 2020-11-15 06:45:49 > Step:   92400 Progress: 46.2% Elapsed: 14:25:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.75741 Generator_loss: 2.18189 
[INFO] 2020-11-15 06:46:40 > Step:   92500 Progress: 46.2% Elapsed: 14:26:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.58664 Generator_loss: 1.96211 
[INFO] 2020-11-15 06:47:29 > Step:   92600 Progress: 46.3% Elapsed: 14:27:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.71267 Generator_loss: 1.76877 
[INFO] 2020-11-15 06:48:19 > Step:   92700 Progress: 46.4% Elapsed: 14:28:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.62809 Generator_loss: 2.45451 
[INFO] 2020-11-15 06:49:09 > Step:   92800 Progress: 46.4% Elapsed: 14:28:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.59383 Generator_loss: 1.97247 
[INFO] 2020-11-15 06:49:59 > Step:   92900 Progress: 46.5% Elapsed: 14:29:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.77145 Generator_loss: 1.80656 
[INFO] 2020-11-15 06:50:50 > Step:   93000 Progress: 46.5% Elapsed: 14:30:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.00887 Generator_loss: 1.40699 
[INFO] 2020-11-15 06:51:40 > Step:   93100 Progress: 46.6% Elapsed: 14:31:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.82193 Generator_loss: 2.14705 
[INFO] 2020-11-15 06:52:30 > Step:   93200 Progress: 46.6% Elapsed: 14:32:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.589 Generator_loss: 1.66885 
[INFO] 2020-11-15 06:53:20 > Step:   93300 Progress: 46.7% Elapsed: 14:33:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.94388 Generator_loss: 1.86187 
[INFO] 2020-11-15 06:54:10 > Step:   93400 Progress: 46.7% Elapsed: 14:33:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.63706 Generator_loss: 2.11492 
[INFO] 2020-11-15 06:55:00 > Step:   93500 Progress: 46.8% Elapsed: 14:34:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.11562 Generator_loss: 2.15703 
[INFO] 2020-11-15 06:55:50 > Step:   93600 Progress: 46.8% Elapsed: 14:35:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.58677 Generator_loss: 1.75345 
[INFO] 2020-11-15 06:56:40 > Step:   93700 Progress: 46.9% Elapsed: 14:36:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.56487 Generator_loss: 1.63882 
[INFO] 2020-11-15 06:57:30 > Step:   93800 Progress: 46.9% Elapsed: 14:37:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.69284 Generator_loss: 2.02188 
[INFO] 2020-11-15 06:58:21 > Step:   93900 Progress: 46.9% Elapsed: 14:38:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.83516 Generator_loss: 2.00821 
[INFO] 2020-11-15 06:59:11 > Step:   94000 Progress: 47.0% Elapsed: 14:38:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.69121 Generator_loss: 1.88253 
[INFO] 2020-11-15 06:59:11 > Start Evaluation (94000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 07:01:07 > F_8 score (Step: 94000, Using test images): 0.9928542385924313
[INFO] 2020-11-15 07:01:07 > F_1/8 score (Step: 94000, Using test images): 0.9954705664470993
[INFO] 2020-11-15 07:01:07 > FID score (Step: 94000, Using test moments): 8.187647987684045
[INFO] 2020-11-15 07:01:07 > Inception score (Step: 94000, 10000 generated images): 9.803801536560059
[INFO] 2020-11-15 07:01:07 > Best FID score (Step: 94000, Using test moments): 8.187647987684045
[INFO] 2020-11-15 07:01:08 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 07:01:58 > Step:   94100 Progress: 47.0% Elapsed: 14:41:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.78499 Generator_loss: 2.1562 
[INFO] 2020-11-15 07:02:49 > Step:   94200 Progress: 47.1% Elapsed: 14:42:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.8161 Generator_loss: 2.23143 
[INFO] 2020-11-15 07:03:38 > Step:   94300 Progress: 47.1% Elapsed: 14:43:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.64524 Generator_loss: 1.83016 
[INFO] 2020-11-15 07:04:28 > Step:   94400 Progress: 47.2% Elapsed: 14:44:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.78287 Generator_loss: 2.05388 
[INFO] 2020-11-15 07:05:18 > Step:   94500 Progress: 47.2% Elapsed: 14:45:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.77787 Generator_loss: 2.51854 
[INFO] 2020-11-15 07:06:08 > Step:   94600 Progress: 47.3% Elapsed: 14:45:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.85554 Generator_loss: 2.31051 
[INFO] 2020-11-15 07:06:59 > Step:   94700 Progress: 47.3% Elapsed: 14:46:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.64668 Generator_loss: 2.3852 
[INFO] 2020-11-15 07:07:48 > Step:   94800 Progress: 47.4% Elapsed: 14:47:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.6937 Generator_loss: 1.77818 
[INFO] 2020-11-15 07:08:39 > Step:   94900 Progress: 47.4% Elapsed: 14:48:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.9847 Generator_loss: 2.21823 
[INFO] 2020-11-15 07:09:29 > Step:   95000 Progress: 47.5% Elapsed: 14:49:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.73359 Generator_loss: 1.76278 
[INFO] 2020-11-15 07:10:18 > Step:   95100 Progress: 47.5% Elapsed: 14:50:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.6972 Generator_loss: 1.8219 
[INFO] 2020-11-15 07:11:07 > Step:   95200 Progress: 47.6% Elapsed: 14:50:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.65476 Generator_loss: 1.98174 
[INFO] 2020-11-15 07:11:56 > Step:   95300 Progress: 47.6% Elapsed: 14:51:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.76283 Generator_loss: 1.99444 
[INFO] 2020-11-15 07:12:46 > Step:   95400 Progress: 47.7% Elapsed: 14:52:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.69621 Generator_loss: 1.98183 
[INFO] 2020-11-15 07:13:36 > Step:   95500 Progress: 47.8% Elapsed: 14:53:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.67894 Generator_loss: 2.71113 
[INFO] 2020-11-15 07:14:26 > Step:   95600 Progress: 47.8% Elapsed: 14:54:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.60459 Generator_loss: 1.88814 
[INFO] 2020-11-15 07:15:15 > Step:   95700 Progress: 47.9% Elapsed: 14:55:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.91923 Generator_loss: 2.05749 
[INFO] 2020-11-15 07:16:06 > Step:   95800 Progress: 47.9% Elapsed: 14:55:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.74219 Generator_loss: 2.00593 
[INFO] 2020-11-15 07:16:54 > Step:   95900 Progress: 47.9% Elapsed: 14:56:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.68702 Generator_loss: 1.71136 
[INFO] 2020-11-15 07:17:44 > Step:   96000 Progress: 48.0% Elapsed: 14:57:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.74294 Generator_loss: 2.04275 
[INFO] 2020-11-15 07:17:44 > Start Evaluation (96000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 07:19:37 > F_8 score (Step: 96000, Using test images): 0.9927907857893973
[INFO] 2020-11-15 07:19:37 > F_1/8 score (Step: 96000, Using test images): 0.9950997541734151
[INFO] 2020-11-15 07:19:37 > FID score (Step: 96000, Using test moments): 8.287877778309337
[INFO] 2020-11-15 07:19:37 > Inception score (Step: 96000, 10000 generated images): 9.950884819030762
[INFO] 2020-11-15 07:19:37 > Best FID score (Step: 94000, Using test moments): 8.187647987684045
[INFO] 2020-11-15 07:19:38 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 07:20:28 > Step:   96100 Progress: 48.0% Elapsed: 15:00:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.81373 Generator_loss: 2.21092 
[INFO] 2020-11-15 07:21:17 > Step:   96200 Progress: 48.1% Elapsed: 15:01:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.5691 Generator_loss: 1.67234 
[INFO] 2020-11-15 07:22:07 > Step:   96300 Progress: 48.1% Elapsed: 15:01:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.66525 Generator_loss: 2.2134 
[INFO] 2020-11-15 07:22:57 > Step:   96400 Progress: 48.2% Elapsed: 15:02:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.76992 Generator_loss: 2.22217 
[INFO] 2020-11-15 07:23:47 > Step:   96500 Progress: 48.2% Elapsed: 15:03:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.69133 Generator_loss: 2.09123 
[INFO] 2020-11-15 07:24:36 > Step:   96600 Progress: 48.3% Elapsed: 15:04:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.89029 Generator_loss: 2.39983 
[INFO] 2020-11-15 07:25:26 > Step:   96700 Progress: 48.4% Elapsed: 15:05:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.82266 Generator_loss: 2.23199 
[INFO] 2020-11-15 07:26:17 > Step:   96800 Progress: 48.4% Elapsed: 15:06:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.78356 Generator_loss: 1.95808 
[INFO] 2020-11-15 07:27:07 > Step:   96900 Progress: 48.4% Elapsed: 15:06:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.82901 Generator_loss: 1.48347 
[INFO] 2020-11-15 07:27:57 > Step:   97000 Progress: 48.5% Elapsed: 15:07:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.63736 Generator_loss: 2.36975 
[INFO] 2020-11-15 07:28:48 > Step:   97100 Progress: 48.5% Elapsed: 15:08:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.64946 Generator_loss: 1.97949 
[INFO] 2020-11-15 07:29:37 > Step:   97200 Progress: 48.6% Elapsed: 15:09:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.68738 Generator_loss: 2.15495 
[INFO] 2020-11-15 07:30:27 > Step:   97300 Progress: 48.6% Elapsed: 15:10:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.66584 Generator_loss: 1.7118 
[INFO] 2020-11-15 07:31:17 > Step:   97400 Progress: 48.7% Elapsed: 15:11:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.90064 Generator_loss: 2.09122 
[INFO] 2020-11-15 07:32:08 > Step:   97500 Progress: 48.8% Elapsed: 15:11:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.7741 Generator_loss: 1.74314 
[INFO] 2020-11-15 07:32:57 > Step:   97600 Progress: 48.8% Elapsed: 15:12:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.71269 Generator_loss: 2.0667 
[INFO] 2020-11-15 07:33:47 > Step:   97700 Progress: 48.9% Elapsed: 15:13:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.80074 Generator_loss: 1.57502 
[INFO] 2020-11-15 07:34:37 > Step:   97800 Progress: 48.9% Elapsed: 15:14:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.70108 Generator_loss: 2.2203 
[INFO] 2020-11-15 07:35:26 > Step:   97900 Progress: 48.9% Elapsed: 15:15:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.80197 Generator_loss: 2.53696 
[INFO] 2020-11-15 07:36:16 > Step:   98000 Progress: 49.0% Elapsed: 15:16:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.57224 Generator_loss: 2.29874 
[INFO] 2020-11-15 07:36:16 > Start Evaluation (98000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 07:38:08 > F_8 score (Step: 98000, Using test images): 0.9912390914771878
[INFO] 2020-11-15 07:38:08 > F_1/8 score (Step: 98000, Using test images): 0.9946217159130389
[INFO] 2020-11-15 07:38:08 > FID score (Step: 98000, Using test moments): 7.992627539707371
[INFO] 2020-11-15 07:38:08 > Inception score (Step: 98000, 10000 generated images): 9.748865127563477
[INFO] 2020-11-15 07:38:08 > Best FID score (Step: 98000, Using test moments): 7.992627539707371
[INFO] 2020-11-15 07:38:09 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 07:38:59 > Step:   98100 Progress: 49.0% Elapsed: 15:18:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.72511 Generator_loss: 2.01263 
[INFO] 2020-11-15 07:39:48 > Step:   98200 Progress: 49.1% Elapsed: 15:19:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.92241 Generator_loss: 1.92671 
[INFO] 2020-11-15 07:40:37 > Step:   98300 Progress: 49.1% Elapsed: 15:20:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.67552 Generator_loss: 2.09804 
[INFO] 2020-11-15 07:41:26 > Step:   98400 Progress: 49.2% Elapsed: 15:21:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.75061 Generator_loss: 1.86813 
[INFO] 2020-11-15 07:42:17 > Step:   98500 Progress: 49.2% Elapsed: 15:22:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.4794 Generator_loss: 2.34602 
[INFO] 2020-11-15 07:43:08 > Step:   98600 Progress: 49.3% Elapsed: 15:22:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.68205 Generator_loss: 2.25049 
[INFO] 2020-11-15 07:43:59 > Step:   98700 Progress: 49.4% Elapsed: 15:23:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.71425 Generator_loss: 1.68107 
[INFO] 2020-11-15 07:44:49 > Step:   98800 Progress: 49.4% Elapsed: 15:24:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.71012 Generator_loss: 1.97524 
[INFO] 2020-11-15 07:45:40 > Step:   98900 Progress: 49.5% Elapsed: 15:25:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.73633 Generator_loss: 1.96318 
[INFO] 2020-11-15 07:46:28 > Step:   99000 Progress: 49.5% Elapsed: 15:26:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.6129 Generator_loss: 1.94332 
[INFO] 2020-11-15 07:47:18 > Step:   99100 Progress: 49.5% Elapsed: 15:27:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.04083 Generator_loss: 1.93379 
[INFO] 2020-11-15 07:48:08 > Step:   99200 Progress: 49.6% Elapsed: 15:27:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.57443 Generator_loss: 1.71627 
[INFO] 2020-11-15 07:48:58 > Step:   99300 Progress: 49.6% Elapsed: 15:28:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.95065 Generator_loss: 2.19378 
[INFO] 2020-11-15 07:49:48 > Step:   99400 Progress: 49.7% Elapsed: 15:29:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.84726 Generator_loss: 2.02829 
[INFO] 2020-11-15 07:50:38 > Step:   99500 Progress: 49.8% Elapsed: 15:30:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.73236 Generator_loss: 2.38321 
[INFO] 2020-11-15 07:51:27 > Step:   99600 Progress: 49.8% Elapsed: 15:31:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.90821 Generator_loss: 1.63063 
[INFO] 2020-11-15 07:52:17 > Step:   99700 Progress: 49.9% Elapsed: 15:32:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.17864 Generator_loss: 1.75306 
[INFO] 2020-11-15 07:53:06 > Step:   99800 Progress: 49.9% Elapsed: 15:32:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.85172 Generator_loss: 2.17666 
[INFO] 2020-11-15 07:53:56 > Step:   99900 Progress: 50.0% Elapsed: 15:33:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.69891 Generator_loss: 2.34269 
[INFO] 2020-11-15 07:54:46 > Step:  100000 Progress: 50.0% Elapsed: 15:34:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.89639 Generator_loss: 2.30662 
[INFO] 2020-11-15 07:54:46 > Start Evaluation (100000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 07:56:37 > F_8 score (Step: 100000, Using test images): 0.9938672840511439
[INFO] 2020-11-15 07:56:37 > F_1/8 score (Step: 100000, Using test images): 0.994866907018104
[INFO] 2020-11-15 07:56:37 > FID score (Step: 100000, Using test moments): 8.015736660051346
[INFO] 2020-11-15 07:56:37 > Inception score (Step: 100000, 10000 generated images): 9.762693405151367
[INFO] 2020-11-15 07:56:37 > Best FID score (Step: 98000, Using test moments): 7.992627539707371
[INFO] 2020-11-15 07:56:38 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 07:57:27 > Step:  100100 Progress: 50.0% Elapsed: 15:37:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.68556 Generator_loss: 1.63851 
[INFO] 2020-11-15 07:58:17 > Step:  100200 Progress: 50.1% Elapsed: 15:38:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.77152 Generator_loss: 1.6971 
[INFO] 2020-11-15 07:59:05 > Step:  100300 Progress: 50.1% Elapsed: 15:38:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.77934 Generator_loss: 2.03553 
[INFO] 2020-11-15 07:59:54 > Step:  100400 Progress: 50.2% Elapsed: 15:39:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.56634 Generator_loss: 2.39845 
[INFO] 2020-11-15 08:00:43 > Step:  100500 Progress: 50.2% Elapsed: 15:40:31 temperature: 1.0 ada_p: No Discriminator_loss: 3.01662 Generator_loss: 1.87241 
[INFO] 2020-11-15 08:01:33 > Step:  100600 Progress: 50.3% Elapsed: 15:41:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.65746 Generator_loss: 1.86718 
[INFO] 2020-11-15 08:02:23 > Step:  100700 Progress: 50.3% Elapsed: 15:42:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.78391 Generator_loss: 2.03146 
[INFO] 2020-11-15 08:03:13 > Step:  100800 Progress: 50.4% Elapsed: 15:43:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.78594 Generator_loss: 1.83784 
[INFO] 2020-11-15 08:04:03 > Step:  100900 Progress: 50.4% Elapsed: 15:43:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.84994 Generator_loss: 1.59558 
[INFO] 2020-11-15 08:04:54 > Step:  101000 Progress: 50.5% Elapsed: 15:44:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.70627 Generator_loss: 2.12748 
[INFO] 2020-11-15 08:05:44 > Step:  101100 Progress: 50.5% Elapsed: 15:45:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.69023 Generator_loss: 1.70966 
[INFO] 2020-11-15 08:06:34 > Step:  101200 Progress: 50.6% Elapsed: 15:46:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.63373 Generator_loss: 2.33692 
[INFO] 2020-11-15 08:07:24 > Step:  101300 Progress: 50.6% Elapsed: 15:47:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.71804 Generator_loss: 2.19633 
[INFO] 2020-11-15 08:08:13 > Step:  101400 Progress: 50.7% Elapsed: 15:48:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.54154 Generator_loss: 1.91636 
[INFO] 2020-11-15 08:09:03 > Step:  101500 Progress: 50.7% Elapsed: 15:48:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.81758 Generator_loss: 2.00741 
[INFO] 2020-11-15 08:09:52 > Step:  101600 Progress: 50.8% Elapsed: 15:49:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.59743 Generator_loss: 2.3348 
[INFO] 2020-11-15 08:10:43 > Step:  101700 Progress: 50.8% Elapsed: 15:50:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.87762 Generator_loss: 2.16098 
[INFO] 2020-11-15 08:11:33 > Step:  101800 Progress: 50.9% Elapsed: 15:51:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.96976 Generator_loss: 1.76467 
[INFO] 2020-11-15 08:12:24 > Step:  101900 Progress: 50.9% Elapsed: 15:52:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.69671 Generator_loss: 1.56983 
[INFO] 2020-11-15 08:13:14 > Step:  102000 Progress: 51.0% Elapsed: 15:53:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.8938 Generator_loss: 1.85757 
[INFO] 2020-11-15 08:13:14 > Start Evaluation (102000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 08:15:08 > F_8 score (Step: 102000, Using test images): 0.9919757318511465
[INFO] 2020-11-15 08:15:08 > F_1/8 score (Step: 102000, Using test images): 0.9957711479436524
[INFO] 2020-11-15 08:15:08 > FID score (Step: 102000, Using test moments): 7.963486783833673
[INFO] 2020-11-15 08:15:08 > Inception score (Step: 102000, 10000 generated images): 9.997380256652832
[INFO] 2020-11-15 08:15:08 > Best FID score (Step: 102000, Using test moments): 7.963486783833673
[INFO] 2020-11-15 08:15:09 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 08:15:59 > Step:  102100 Progress: 51.0% Elapsed: 15:55:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.74605 Generator_loss: 2.25757 
[INFO] 2020-11-15 08:16:50 > Step:  102200 Progress: 51.1% Elapsed: 15:56:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.68712 Generator_loss: 2.50288 
[INFO] 2020-11-15 08:17:40 > Step:  102300 Progress: 51.1% Elapsed: 15:57:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.73368 Generator_loss: 1.85509 
[INFO] 2020-11-15 08:18:30 > Step:  102400 Progress: 51.2% Elapsed: 15:58:18 temperature: 1.0 ada_p: No Discriminator_loss: 3.01278 Generator_loss: 1.68757 
[INFO] 2020-11-15 08:19:21 > Step:  102500 Progress: 51.2% Elapsed: 15:59:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.71394 Generator_loss: 1.9793 
[INFO] 2020-11-15 08:20:11 > Step:  102600 Progress: 51.3% Elapsed: 15:59:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.74933 Generator_loss: 2.14325 
[INFO] 2020-11-15 08:21:01 > Step:  102700 Progress: 51.3% Elapsed: 16:00:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.85441 Generator_loss: 2.20039 
[INFO] 2020-11-15 08:21:52 > Step:  102800 Progress: 51.4% Elapsed: 16:01:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.57622 Generator_loss: 2.19608 
[INFO] 2020-11-15 08:22:42 > Step:  102900 Progress: 51.4% Elapsed: 16:02:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.60166 Generator_loss: 2.25075 
[INFO] 2020-11-15 08:23:33 > Step:  103000 Progress: 51.5% Elapsed: 16:03:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.68983 Generator_loss: 1.65752 
[INFO] 2020-11-15 08:24:23 > Step:  103100 Progress: 51.5% Elapsed: 16:04:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.65843 Generator_loss: 2.22831 
[INFO] 2020-11-15 08:25:13 > Step:  103200 Progress: 51.6% Elapsed: 16:05:00 temperature: 1.0 ada_p: No Discriminator_loss: 3.02356 Generator_loss: 1.95574 
[INFO] 2020-11-15 08:26:02 > Step:  103300 Progress: 51.6% Elapsed: 16:05:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.942 Generator_loss: 1.45893 
[INFO] 2020-11-15 08:26:52 > Step:  103400 Progress: 51.7% Elapsed: 16:06:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.64441 Generator_loss: 1.91484 
[INFO] 2020-11-15 08:27:43 > Step:  103500 Progress: 51.7% Elapsed: 16:07:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.96317 Generator_loss: 2.05548 
[INFO] 2020-11-15 08:28:33 > Step:  103600 Progress: 51.8% Elapsed: 16:08:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.70615 Generator_loss: 2.42785 
[INFO] 2020-11-15 08:29:23 > Step:  103700 Progress: 51.8% Elapsed: 16:09:11 temperature: 1.0 ada_p: No Discriminator_loss: 3.00018 Generator_loss: 1.72282 
[INFO] 2020-11-15 08:30:14 > Step:  103800 Progress: 51.9% Elapsed: 16:10:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.63971 Generator_loss: 1.98371 
[INFO] 2020-11-15 08:31:05 > Step:  103900 Progress: 51.9% Elapsed: 16:10:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.72977 Generator_loss: 1.77484 
[INFO] 2020-11-15 08:31:55 > Step:  104000 Progress: 52.0% Elapsed: 16:11:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.82996 Generator_loss: 2.50159 
[INFO] 2020-11-15 08:31:55 > Start Evaluation (104000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 08:33:52 > F_8 score (Step: 104000, Using test images): 0.9880797009820792
[INFO] 2020-11-15 08:33:52 > F_1/8 score (Step: 104000, Using test images): 0.9955907834703542
[INFO] 2020-11-15 08:33:52 > FID score (Step: 104000, Using test moments): 8.13031072209202
[INFO] 2020-11-15 08:33:52 > Inception score (Step: 104000, 10000 generated images): 9.813155174255371
[INFO] 2020-11-15 08:33:52 > Best FID score (Step: 102000, Using test moments): 7.963486783833673
[INFO] 2020-11-15 08:33:53 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 08:34:43 > Step:  104100 Progress: 52.0% Elapsed: 16:14:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.6815 Generator_loss: 2.39901 
[INFO] 2020-11-15 08:35:34 > Step:  104200 Progress: 52.1% Elapsed: 16:15:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.89685 Generator_loss: 1.96373 
[INFO] 2020-11-15 08:36:24 > Step:  104300 Progress: 52.1% Elapsed: 16:16:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.70947 Generator_loss: 1.88246 
[INFO] 2020-11-15 08:37:14 > Step:  104400 Progress: 52.2% Elapsed: 16:17:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.688 Generator_loss: 1.80332 
[INFO] 2020-11-15 08:38:04 > Step:  104500 Progress: 52.2% Elapsed: 16:17:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.99308 Generator_loss: 2.32231 
[INFO] 2020-11-15 08:38:54 > Step:  104600 Progress: 52.3% Elapsed: 16:18:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.97275 Generator_loss: 1.73102 
[INFO] 2020-11-15 08:39:44 > Step:  104700 Progress: 52.3% Elapsed: 16:19:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.84565 Generator_loss: 1.53953 
[INFO] 2020-11-15 08:40:35 > Step:  104800 Progress: 52.4% Elapsed: 16:20:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.80053 Generator_loss: 1.79489 
[INFO] 2020-11-15 08:41:25 > Step:  104900 Progress: 52.4% Elapsed: 16:21:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.75677 Generator_loss: 2.07984 
[INFO] 2020-11-15 08:42:16 > Step:  105000 Progress: 52.5% Elapsed: 16:22:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.70961 Generator_loss: 2.51611 
[INFO] 2020-11-15 08:43:05 > Step:  105100 Progress: 52.5% Elapsed: 16:22:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.73569 Generator_loss: 1.97592 
[INFO] 2020-11-15 08:43:56 > Step:  105200 Progress: 52.6% Elapsed: 16:23:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.96352 Generator_loss: 1.77618 
[INFO] 2020-11-15 08:44:46 > Step:  105300 Progress: 52.6% Elapsed: 16:24:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.81135 Generator_loss: 1.15646 
[INFO] 2020-11-15 08:45:36 > Step:  105400 Progress: 52.7% Elapsed: 16:25:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.86519 Generator_loss: 2.03735 
[INFO] 2020-11-15 08:46:27 > Step:  105500 Progress: 52.8% Elapsed: 16:26:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.49944 Generator_loss: 1.44764 
[INFO] 2020-11-15 08:47:17 > Step:  105600 Progress: 52.8% Elapsed: 16:27:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.75939 Generator_loss: 1.98555 
[INFO] 2020-11-15 08:48:07 > Step:  105700 Progress: 52.8% Elapsed: 16:27:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.85852 Generator_loss: 1.95193 
[INFO] 2020-11-15 08:48:57 > Step:  105800 Progress: 52.9% Elapsed: 16:28:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.65384 Generator_loss: 1.98481 
[INFO] 2020-11-15 08:49:47 > Step:  105900 Progress: 52.9% Elapsed: 16:29:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.51222 Generator_loss: 2.24418 
[INFO] 2020-11-15 08:50:37 > Step:  106000 Progress: 53.0% Elapsed: 16:30:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.80373 Generator_loss: 2.51548 
[INFO] 2020-11-15 08:50:37 > Start Evaluation (106000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 08:52:33 > F_8 score (Step: 106000, Using test images): 0.9916313440277538
[INFO] 2020-11-15 08:52:33 > F_1/8 score (Step: 106000, Using test images): 0.9951517936721502
[INFO] 2020-11-15 08:52:33 > FID score (Step: 106000, Using test moments): 8.173012021725413
[INFO] 2020-11-15 08:52:33 > Inception score (Step: 106000, 10000 generated images): 9.815532684326172
[INFO] 2020-11-15 08:52:33 > Best FID score (Step: 102000, Using test moments): 7.963486783833673
[INFO] 2020-11-15 08:52:34 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 08:53:24 > Step:  106100 Progress: 53.0% Elapsed: 16:33:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.96831 Generator_loss: 2.56869 
[INFO] 2020-11-15 08:54:14 > Step:  106200 Progress: 53.1% Elapsed: 16:34:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.75356 Generator_loss: 1.81846 
[INFO] 2020-11-15 08:55:04 > Step:  106300 Progress: 53.1% Elapsed: 16:34:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.81554 Generator_loss: 1.95688 
[INFO] 2020-11-15 08:55:54 > Step:  106400 Progress: 53.2% Elapsed: 16:35:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.4481 Generator_loss: 2.31427 
[INFO] 2020-11-15 08:56:44 > Step:  106500 Progress: 53.2% Elapsed: 16:36:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.76626 Generator_loss: 2.16885 
[INFO] 2020-11-15 08:57:34 > Step:  106600 Progress: 53.3% Elapsed: 16:37:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.77581 Generator_loss: 2.42026 
[INFO] 2020-11-15 08:58:23 > Step:  106700 Progress: 53.3% Elapsed: 16:38:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.81567 Generator_loss: 2.40189 
[INFO] 2020-11-15 08:59:13 > Step:  106800 Progress: 53.4% Elapsed: 16:39:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.63405 Generator_loss: 2.11151 
[INFO] 2020-11-15 09:00:03 > Step:  106900 Progress: 53.4% Elapsed: 16:39:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.39474 Generator_loss: 1.88055 
[INFO] 2020-11-15 09:00:54 > Step:  107000 Progress: 53.5% Elapsed: 16:40:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.59211 Generator_loss: 2.01499 
[INFO] 2020-11-15 09:01:43 > Step:  107100 Progress: 53.5% Elapsed: 16:41:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.65364 Generator_loss: 2.41507 
[INFO] 2020-11-15 09:02:34 > Step:  107200 Progress: 53.6% Elapsed: 16:42:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.6683 Generator_loss: 1.46609 
[INFO] 2020-11-15 09:03:24 > Step:  107300 Progress: 53.6% Elapsed: 16:43:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.90169 Generator_loss: 2.50528 
[INFO] 2020-11-15 09:04:14 > Step:  107400 Progress: 53.7% Elapsed: 16:44:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.99345 Generator_loss: 1.68231 
[INFO] 2020-11-15 09:05:05 > Step:  107500 Progress: 53.8% Elapsed: 16:44:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.72998 Generator_loss: 2.33656 
[INFO] 2020-11-15 09:05:54 > Step:  107600 Progress: 53.8% Elapsed: 16:45:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.85465 Generator_loss: 2.4311 
[INFO] 2020-11-15 09:06:44 > Step:  107700 Progress: 53.8% Elapsed: 16:46:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.54334 Generator_loss: 1.78201 
[INFO] 2020-11-15 09:07:35 > Step:  107800 Progress: 53.9% Elapsed: 16:47:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.71925 Generator_loss: 2.16735 
[INFO] 2020-11-15 09:08:25 > Step:  107900 Progress: 53.9% Elapsed: 16:48:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.72501 Generator_loss: 2.08579 
[INFO] 2020-11-15 09:09:15 > Step:  108000 Progress: 54.0% Elapsed: 16:49:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.96504 Generator_loss: 2.0338 
[INFO] 2020-11-15 09:09:15 > Start Evaluation (108000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 09:11:11 > F_8 score (Step: 108000, Using test images): 0.9908821603687167
[INFO] 2020-11-15 09:11:11 > F_1/8 score (Step: 108000, Using test images): 0.9959686264381684
[INFO] 2020-11-15 09:11:11 > FID score (Step: 108000, Using test moments): 8.0668532781375
[INFO] 2020-11-15 09:11:11 > Inception score (Step: 108000, 10000 generated images): 10.023268699645996
[INFO] 2020-11-15 09:11:11 > Best FID score (Step: 102000, Using test moments): 7.963486783833673
[INFO] 2020-11-15 09:11:12 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 09:12:03 > Step:  108100 Progress: 54.0% Elapsed: 16:51:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.63532 Generator_loss: 2.46621 
[INFO] 2020-11-15 09:12:53 > Step:  108200 Progress: 54.1% Elapsed: 16:52:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.61722 Generator_loss: 2.04764 
[INFO] 2020-11-15 09:13:43 > Step:  108300 Progress: 54.1% Elapsed: 16:53:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.88233 Generator_loss: 2.16371 
[INFO] 2020-11-15 09:14:33 > Step:  108400 Progress: 54.2% Elapsed: 16:54:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.77846 Generator_loss: 2.38121 
[INFO] 2020-11-15 09:15:24 > Step:  108500 Progress: 54.2% Elapsed: 16:55:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.72045 Generator_loss: 2.38997 
[INFO] 2020-11-15 09:16:14 > Step:  108600 Progress: 54.3% Elapsed: 16:56:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.60844 Generator_loss: 1.75388 
[INFO] 2020-11-15 09:17:04 > Step:  108700 Progress: 54.4% Elapsed: 16:56:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.71697 Generator_loss: 2.12511 
[INFO] 2020-11-15 09:17:54 > Step:  108800 Progress: 54.4% Elapsed: 16:57:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.67823 Generator_loss: 1.71108 
[INFO] 2020-11-15 09:18:45 > Step:  108900 Progress: 54.4% Elapsed: 16:58:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.91849 Generator_loss: 2.37735 
[INFO] 2020-11-15 09:19:35 > Step:  109000 Progress: 54.5% Elapsed: 16:59:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.74083 Generator_loss: 2.07858 
[INFO] 2020-11-15 09:20:24 > Step:  109100 Progress: 54.5% Elapsed: 17:00:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.74176 Generator_loss: 1.94601 
[INFO] 2020-11-15 09:21:15 > Step:  109200 Progress: 54.6% Elapsed: 17:01:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.89315 Generator_loss: 1.8492 
[INFO] 2020-11-15 09:22:05 > Step:  109300 Progress: 54.6% Elapsed: 17:01:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.80131 Generator_loss: 2.11736 
[INFO] 2020-11-15 09:22:56 > Step:  109400 Progress: 54.7% Elapsed: 17:02:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.66219 Generator_loss: 1.50585 
[INFO] 2020-11-15 09:23:46 > Step:  109500 Progress: 54.8% Elapsed: 17:03:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.72347 Generator_loss: 3.00048 
[INFO] 2020-11-15 09:24:35 > Step:  109600 Progress: 54.8% Elapsed: 17:04:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.97601 Generator_loss: 2.05197 
[INFO] 2020-11-15 09:25:26 > Step:  109700 Progress: 54.9% Elapsed: 17:05:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.66484 Generator_loss: 2.12884 
[INFO] 2020-11-15 09:26:16 > Step:  109800 Progress: 54.9% Elapsed: 17:06:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.70046 Generator_loss: 1.7454 
[INFO] 2020-11-15 09:27:07 > Step:  109900 Progress: 54.9% Elapsed: 17:06:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.84855 Generator_loss: 2.46069 
[INFO] 2020-11-15 09:27:57 > Step:  110000 Progress: 55.0% Elapsed: 17:07:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.83306 Generator_loss: 2.40925 
[INFO] 2020-11-15 09:27:57 > Start Evaluation (110000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 09:29:54 > F_8 score (Step: 110000, Using test images): 0.9901101138040826
[INFO] 2020-11-15 09:29:54 > F_1/8 score (Step: 110000, Using test images): 0.9956001600464452
[INFO] 2020-11-15 09:29:54 > FID score (Step: 110000, Using test moments): 8.17436368319352
[INFO] 2020-11-15 09:29:54 > Inception score (Step: 110000, 10000 generated images): 9.989315032958984
[INFO] 2020-11-15 09:29:54 > Best FID score (Step: 102000, Using test moments): 7.963486783833673
[INFO] 2020-11-15 09:29:55 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 09:30:45 > Step:  110100 Progress: 55.0% Elapsed: 17:10:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.92606 Generator_loss: 2.33798 
[INFO] 2020-11-15 09:31:36 > Step:  110200 Progress: 55.1% Elapsed: 17:11:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.98198 Generator_loss: 2.29879 
[INFO] 2020-11-15 09:32:27 > Step:  110300 Progress: 55.1% Elapsed: 17:12:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.44754 Generator_loss: 1.36431 
[INFO] 2020-11-15 09:33:17 > Step:  110400 Progress: 55.2% Elapsed: 17:13:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.51209 Generator_loss: 1.47029 
[INFO] 2020-11-15 09:34:07 > Step:  110500 Progress: 55.2% Elapsed: 17:13:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.83211 Generator_loss: 2.51379 
[INFO] 2020-11-15 09:34:58 > Step:  110600 Progress: 55.3% Elapsed: 17:14:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.98155 Generator_loss: 2.12042 
[INFO] 2020-11-15 09:35:48 > Step:  110700 Progress: 55.4% Elapsed: 17:15:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.56558 Generator_loss: 2.22221 
[INFO] 2020-11-15 09:36:38 > Step:  110800 Progress: 55.4% Elapsed: 17:16:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.5312 Generator_loss: 1.96052 
[INFO] 2020-11-15 09:37:27 > Step:  110900 Progress: 55.5% Elapsed: 17:17:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.90357 Generator_loss: 2.32894 
[INFO] 2020-11-15 09:38:17 > Step:  111000 Progress: 55.5% Elapsed: 17:18:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.54978 Generator_loss: 2.10516 
[INFO] 2020-11-15 09:39:08 > Step:  111100 Progress: 55.5% Elapsed: 17:18:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.61319 Generator_loss: 1.8482 
[INFO] 2020-11-15 09:39:58 > Step:  111200 Progress: 55.6% Elapsed: 17:19:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.72764 Generator_loss: 1.79977 
[INFO] 2020-11-15 09:40:48 > Step:  111300 Progress: 55.6% Elapsed: 17:20:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.81738 Generator_loss: 2.02166 
[INFO] 2020-11-15 09:41:39 > Step:  111400 Progress: 55.7% Elapsed: 17:21:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.70936 Generator_loss: 2.2055 
[INFO] 2020-11-15 09:42:29 > Step:  111500 Progress: 55.8% Elapsed: 17:22:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.89864 Generator_loss: 2.6204 
[INFO] 2020-11-15 09:43:18 > Step:  111600 Progress: 55.8% Elapsed: 17:23:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.05794 Generator_loss: 2.01745 
[INFO] 2020-11-15 09:44:09 > Step:  111700 Progress: 55.9% Elapsed: 17:23:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.63535 Generator_loss: 2.19255 
[INFO] 2020-11-15 09:44:59 > Step:  111800 Progress: 55.9% Elapsed: 17:24:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.83821 Generator_loss: 1.50666 
[INFO] 2020-11-15 09:45:49 > Step:  111900 Progress: 56.0% Elapsed: 17:25:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.52381 Generator_loss: 1.8117 
[INFO] 2020-11-15 09:46:40 > Step:  112000 Progress: 56.0% Elapsed: 17:26:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.63758 Generator_loss: 2.19343 
[INFO] 2020-11-15 09:46:40 > Start Evaluation (112000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 09:48:36 > F_8 score (Step: 112000, Using test images): 0.9917775527422138
[INFO] 2020-11-15 09:48:36 > F_1/8 score (Step: 112000, Using test images): 0.9941878422560113
[INFO] 2020-11-15 09:48:36 > FID score (Step: 112000, Using test moments): 7.917726704414633
[INFO] 2020-11-15 09:48:36 > Inception score (Step: 112000, 10000 generated images): 9.714301109313965
[INFO] 2020-11-15 09:48:36 > Best FID score (Step: 112000, Using test moments): 7.917726704414633
[INFO] 2020-11-15 09:48:38 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 09:49:28 > Step:  112100 Progress: 56.0% Elapsed: 17:29:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.81162 Generator_loss: 1.85855 
[INFO] 2020-11-15 09:50:18 > Step:  112200 Progress: 56.1% Elapsed: 17:30:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.69712 Generator_loss: 1.97952 
[INFO] 2020-11-15 09:51:08 > Step:  112300 Progress: 56.1% Elapsed: 17:30:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.69337 Generator_loss: 2.0275 
[INFO] 2020-11-15 09:51:58 > Step:  112400 Progress: 56.2% Elapsed: 17:31:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.90278 Generator_loss: 1.72484 
[INFO] 2020-11-15 09:52:48 > Step:  112500 Progress: 56.2% Elapsed: 17:32:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.81695 Generator_loss: 2.09789 
[INFO] 2020-11-15 09:53:39 > Step:  112600 Progress: 56.3% Elapsed: 17:33:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.61658 Generator_loss: 2.22633 
[INFO] 2020-11-15 09:54:28 > Step:  112700 Progress: 56.4% Elapsed: 17:34:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.56157 Generator_loss: 1.86092 
[INFO] 2020-11-15 09:55:19 > Step:  112800 Progress: 56.4% Elapsed: 17:35:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.99783 Generator_loss: 2.54616 
[INFO] 2020-11-15 09:56:09 > Step:  112900 Progress: 56.5% Elapsed: 17:35:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.76882 Generator_loss: 2.52998 
[INFO] 2020-11-15 09:57:00 > Step:  113000 Progress: 56.5% Elapsed: 17:36:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.8762 Generator_loss: 1.90083 
[INFO] 2020-11-15 09:57:49 > Step:  113100 Progress: 56.5% Elapsed: 17:37:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.6363 Generator_loss: 1.93591 
[INFO] 2020-11-15 09:58:39 > Step:  113200 Progress: 56.6% Elapsed: 17:38:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.62427 Generator_loss: 2.38458 
[INFO] 2020-11-15 09:59:29 > Step:  113300 Progress: 56.6% Elapsed: 17:39:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.91181 Generator_loss: 1.15997 
[INFO] 2020-11-15 10:00:20 > Step:  113400 Progress: 56.7% Elapsed: 17:40:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.7457 Generator_loss: 1.95343 
[INFO] 2020-11-15 10:01:11 > Step:  113500 Progress: 56.8% Elapsed: 17:40:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.54422 Generator_loss: 1.81084 
[INFO] 2020-11-15 10:02:01 > Step:  113600 Progress: 56.8% Elapsed: 17:41:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.88716 Generator_loss: 2.2663 
[INFO] 2020-11-15 10:02:52 > Step:  113700 Progress: 56.9% Elapsed: 17:42:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.84266 Generator_loss: 2.44004 
[INFO] 2020-11-15 10:03:43 > Step:  113800 Progress: 56.9% Elapsed: 17:43:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.72054 Generator_loss: 1.87201 
[INFO] 2020-11-15 10:04:34 > Step:  113900 Progress: 57.0% Elapsed: 17:44:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.78895 Generator_loss: 1.96548 
[INFO] 2020-11-15 10:05:24 > Step:  114000 Progress: 57.0% Elapsed: 17:45:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.68791 Generator_loss: 1.80734 
[INFO] 2020-11-15 10:05:24 > Start Evaluation (114000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 10:07:20 > F_8 score (Step: 114000, Using test images): 0.9915022024957239
[INFO] 2020-11-15 10:07:20 > F_1/8 score (Step: 114000, Using test images): 0.9945315609885559
[INFO] 2020-11-15 10:07:20 > FID score (Step: 114000, Using test moments): 7.836657416396349
[INFO] 2020-11-15 10:07:20 > Inception score (Step: 114000, 10000 generated images): 9.979372024536133
[INFO] 2020-11-15 10:07:20 > Best FID score (Step: 114000, Using test moments): 7.836657416396349
[INFO] 2020-11-15 10:07:22 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 10:08:12 > Step:  114100 Progress: 57.0% Elapsed: 17:47:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.62458 Generator_loss: 1.8712 
[INFO] 2020-11-15 10:09:02 > Step:  114200 Progress: 57.1% Elapsed: 17:48:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.7394 Generator_loss: 2.04752 
[INFO] 2020-11-15 10:09:52 > Step:  114300 Progress: 57.1% Elapsed: 17:49:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.79847 Generator_loss: 1.37177 
[INFO] 2020-11-15 10:10:43 > Step:  114400 Progress: 57.2% Elapsed: 17:50:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.76034 Generator_loss: 1.75557 
[INFO] 2020-11-15 10:11:33 > Step:  114500 Progress: 57.2% Elapsed: 17:51:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.70981 Generator_loss: 1.96485 
[INFO] 2020-11-15 10:12:23 > Step:  114600 Progress: 57.3% Elapsed: 17:52:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.73384 Generator_loss: 1.89562 
[INFO] 2020-11-15 10:13:13 > Step:  114700 Progress: 57.4% Elapsed: 17:53:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.64381 Generator_loss: 2.44259 
[INFO] 2020-11-15 10:14:02 > Step:  114800 Progress: 57.4% Elapsed: 17:53:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.67546 Generator_loss: 1.93204 
[INFO] 2020-11-15 10:14:52 > Step:  114900 Progress: 57.5% Elapsed: 17:54:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.79779 Generator_loss: 1.98677 
[INFO] 2020-11-15 10:15:42 > Step:  115000 Progress: 57.5% Elapsed: 17:55:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.5019 Generator_loss: 2.02929 
[INFO] 2020-11-15 10:16:32 > Step:  115100 Progress: 57.6% Elapsed: 17:56:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.66025 Generator_loss: 2.02022 
[INFO] 2020-11-15 10:17:22 > Step:  115200 Progress: 57.6% Elapsed: 17:57:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.64554 Generator_loss: 2.16954 
[INFO] 2020-11-15 10:18:13 > Step:  115300 Progress: 57.6% Elapsed: 17:58:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.64016 Generator_loss: 1.98317 
[INFO] 2020-11-15 10:19:03 > Step:  115400 Progress: 57.7% Elapsed: 17:58:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.88032 Generator_loss: 1.7774 
[INFO] 2020-11-15 10:19:54 > Step:  115500 Progress: 57.8% Elapsed: 17:59:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.78349 Generator_loss: 1.77778 
[INFO] 2020-11-15 10:20:44 > Step:  115600 Progress: 57.8% Elapsed: 18:00:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.81662 Generator_loss: 1.96338 
[INFO] 2020-11-15 10:21:34 > Step:  115700 Progress: 57.9% Elapsed: 18:01:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.81329 Generator_loss: 2.43887 
[INFO] 2020-11-15 10:22:23 > Step:  115800 Progress: 57.9% Elapsed: 18:02:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.70512 Generator_loss: 1.8362 
[INFO] 2020-11-15 10:23:13 > Step:  115900 Progress: 58.0% Elapsed: 18:03:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.76745 Generator_loss: 1.83423 
[INFO] 2020-11-15 10:24:03 > Step:  116000 Progress: 58.0% Elapsed: 18:03:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.83576 Generator_loss: 2.2029 
[INFO] 2020-11-15 10:24:03 > Start Evaluation (116000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 10:26:01 > F_8 score (Step: 116000, Using test images): 0.9902452301545757
[INFO] 2020-11-15 10:26:01 > F_1/8 score (Step: 116000, Using test images): 0.9950054249652248
[INFO] 2020-11-15 10:26:01 > FID score (Step: 116000, Using test moments): 7.874157310855253
[INFO] 2020-11-15 10:26:01 > Inception score (Step: 116000, 10000 generated images): 9.83208179473877
[INFO] 2020-11-15 10:26:01 > Best FID score (Step: 114000, Using test moments): 7.836657416396349
[INFO] 2020-11-15 10:26:02 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 10:26:52 > Step:  116100 Progress: 58.1% Elapsed: 18:06:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.78527 Generator_loss: 2.03472 
[INFO] 2020-11-15 10:27:42 > Step:  116200 Progress: 58.1% Elapsed: 18:07:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.72927 Generator_loss: 2.00552 
[INFO] 2020-11-15 10:28:32 > Step:  116300 Progress: 58.1% Elapsed: 18:08:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.84487 Generator_loss: 2.19144 
[INFO] 2020-11-15 10:29:22 > Step:  116400 Progress: 58.2% Elapsed: 18:09:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.51912 Generator_loss: 1.68561 
[INFO] 2020-11-15 10:30:13 > Step:  116500 Progress: 58.2% Elapsed: 18:10:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.60116 Generator_loss: 1.83457 
[INFO] 2020-11-15 10:31:03 > Step:  116600 Progress: 58.3% Elapsed: 18:10:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.78808 Generator_loss: 1.03287 
[INFO] 2020-11-15 10:31:53 > Step:  116700 Progress: 58.4% Elapsed: 18:11:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.83217 Generator_loss: 2.0853 
[INFO] 2020-11-15 10:32:43 > Step:  116800 Progress: 58.4% Elapsed: 18:12:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.73197 Generator_loss: 1.95664 
[INFO] 2020-11-15 10:33:33 > Step:  116900 Progress: 58.5% Elapsed: 18:13:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.62387 Generator_loss: 1.7979 
[INFO] 2020-11-15 10:34:24 > Step:  117000 Progress: 58.5% Elapsed: 18:14:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.94648 Generator_loss: 2.04243 
[INFO] 2020-11-15 10:35:13 > Step:  117100 Progress: 58.6% Elapsed: 18:15:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.73645 Generator_loss: 2.59346 
[INFO] 2020-11-15 10:36:04 > Step:  117200 Progress: 58.6% Elapsed: 18:15:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.79143 Generator_loss: 2.15064 
[INFO] 2020-11-15 10:36:53 > Step:  117300 Progress: 58.7% Elapsed: 18:16:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.92304 Generator_loss: 1.9711 
[INFO] 2020-11-15 10:37:44 > Step:  117400 Progress: 58.7% Elapsed: 18:17:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.77417 Generator_loss: 2.11473 
[INFO] 2020-11-15 10:38:33 > Step:  117500 Progress: 58.8% Elapsed: 18:18:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.70269 Generator_loss: 2.19876 
[INFO] 2020-11-15 10:39:23 > Step:  117600 Progress: 58.8% Elapsed: 18:19:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.81781 Generator_loss: 2.2505 
[INFO] 2020-11-15 10:40:13 > Step:  117700 Progress: 58.9% Elapsed: 18:20:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.77609 Generator_loss: 2.18465 
[INFO] 2020-11-15 10:41:03 > Step:  117800 Progress: 58.9% Elapsed: 18:20:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.83084 Generator_loss: 1.92802 
[INFO] 2020-11-15 10:41:52 > Step:  117900 Progress: 59.0% Elapsed: 18:21:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.50073 Generator_loss: 2.34265 
[INFO] 2020-11-15 10:42:42 > Step:  118000 Progress: 59.0% Elapsed: 18:22:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.52872 Generator_loss: 2.27449 
[INFO] 2020-11-15 10:42:42 > Start Evaluation (118000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 10:44:38 > F_8 score (Step: 118000, Using test images): 0.9905640113584485
[INFO] 2020-11-15 10:44:38 > F_1/8 score (Step: 118000, Using test images): 0.9954550518459949
[INFO] 2020-11-15 10:44:38 > FID score (Step: 118000, Using test moments): 7.7379520132344055
[INFO] 2020-11-15 10:44:38 > Inception score (Step: 118000, 10000 generated images): 9.87513256072998
[INFO] 2020-11-15 10:44:38 > Best FID score (Step: 118000, Using test moments): 7.7379520132344055
[INFO] 2020-11-15 10:44:39 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 10:45:30 > Step:  118100 Progress: 59.1% Elapsed: 18:25:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.60168 Generator_loss: 2.07867 
[INFO] 2020-11-15 10:46:20 > Step:  118200 Progress: 59.1% Elapsed: 18:26:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.66244 Generator_loss: 2.10956 
[INFO] 2020-11-15 10:47:11 > Step:  118300 Progress: 59.2% Elapsed: 18:26:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.86069 Generator_loss: 1.54428 
[INFO] 2020-11-15 10:48:01 > Step:  118400 Progress: 59.2% Elapsed: 18:27:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.74942 Generator_loss: 1.28627 
[INFO] 2020-11-15 10:48:51 > Step:  118500 Progress: 59.2% Elapsed: 18:28:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.64941 Generator_loss: 2.36484 
[INFO] 2020-11-15 10:49:42 > Step:  118600 Progress: 59.3% Elapsed: 18:29:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.74557 Generator_loss: 1.96457 
[INFO] 2020-11-15 10:50:32 > Step:  118700 Progress: 59.4% Elapsed: 18:30:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.84046 Generator_loss: 1.65615 
[INFO] 2020-11-15 10:51:22 > Step:  118800 Progress: 59.4% Elapsed: 18:31:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.71382 Generator_loss: 1.7399 
[INFO] 2020-11-15 10:52:12 > Step:  118900 Progress: 59.5% Elapsed: 18:32:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.6112 Generator_loss: 2.373 
[INFO] 2020-11-15 10:53:02 > Step:  119000 Progress: 59.5% Elapsed: 18:32:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.60348 Generator_loss: 1.94278 
[INFO] 2020-11-15 10:53:53 > Step:  119100 Progress: 59.6% Elapsed: 18:33:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.72543 Generator_loss: 1.25279 
[INFO] 2020-11-15 10:54:43 > Step:  119200 Progress: 59.6% Elapsed: 18:34:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.52214 Generator_loss: 2.5526 
[INFO] 2020-11-15 10:55:33 > Step:  119300 Progress: 59.7% Elapsed: 18:35:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.70919 Generator_loss: 2.49646 
[INFO] 2020-11-15 10:56:23 > Step:  119400 Progress: 59.7% Elapsed: 18:36:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.79982 Generator_loss: 1.99575 
[INFO] 2020-11-15 10:57:13 > Step:  119500 Progress: 59.8% Elapsed: 18:37:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.75746 Generator_loss: 2.13597 
[INFO] 2020-11-15 10:58:03 > Step:  119600 Progress: 59.8% Elapsed: 18:37:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.70271 Generator_loss: 1.91969 
[INFO] 2020-11-15 10:58:53 > Step:  119700 Progress: 59.9% Elapsed: 18:38:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.84225 Generator_loss: 2.03274 
[INFO] 2020-11-15 10:59:43 > Step:  119800 Progress: 59.9% Elapsed: 18:39:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.62057 Generator_loss: 1.94433 
[INFO] 2020-11-15 11:00:34 > Step:  119900 Progress: 60.0% Elapsed: 18:40:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.77551 Generator_loss: 2.24106 
[INFO] 2020-11-15 11:01:23 > Step:  120000 Progress: 60.0% Elapsed: 18:41:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.65095 Generator_loss: 1.79369 
[INFO] 2020-11-15 11:01:23 > Start Evaluation (120000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 11:03:21 > F_8 score (Step: 120000, Using test images): 0.9920036061014245
[INFO] 2020-11-15 11:03:21 > F_1/8 score (Step: 120000, Using test images): 0.9946104186895156
[INFO] 2020-11-15 11:03:21 > FID score (Step: 120000, Using test moments): 8.016771181362401
[INFO] 2020-11-15 11:03:21 > Inception score (Step: 120000, 10000 generated images): 9.80710220336914
[INFO] 2020-11-15 11:03:21 > Best FID score (Step: 118000, Using test moments): 7.7379520132344055
[INFO] 2020-11-15 11:03:21 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 11:04:11 > Step:  120100 Progress: 60.1% Elapsed: 18:43:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.63553 Generator_loss: 2.11806 
[INFO] 2020-11-15 11:05:01 > Step:  120200 Progress: 60.1% Elapsed: 18:44:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.65281 Generator_loss: 1.70409 
[INFO] 2020-11-15 11:05:52 > Step:  120300 Progress: 60.2% Elapsed: 18:45:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.66469 Generator_loss: 1.62468 
[INFO] 2020-11-15 11:06:42 > Step:  120400 Progress: 60.2% Elapsed: 18:46:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.88236 Generator_loss: 2.41946 
[INFO] 2020-11-15 11:07:32 > Step:  120500 Progress: 60.2% Elapsed: 18:47:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.73642 Generator_loss: 2.0507 
[INFO] 2020-11-15 11:08:23 > Step:  120600 Progress: 60.3% Elapsed: 18:48:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.66719 Generator_loss: 2.00368 
[INFO] 2020-11-15 11:09:13 > Step:  120700 Progress: 60.4% Elapsed: 18:49:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.80903 Generator_loss: 2.23037 
[INFO] 2020-11-15 11:10:03 > Step:  120800 Progress: 60.4% Elapsed: 18:49:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.68543 Generator_loss: 2.32172 
[INFO] 2020-11-15 11:10:54 > Step:  120900 Progress: 60.5% Elapsed: 18:50:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.00517 Generator_loss: 2.08596 
[INFO] 2020-11-15 11:11:44 > Step:  121000 Progress: 60.5% Elapsed: 18:51:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.56762 Generator_loss: 2.53289 
[INFO] 2020-11-15 11:12:34 > Step:  121100 Progress: 60.6% Elapsed: 18:52:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.67705 Generator_loss: 2.22995 
[INFO] 2020-11-15 11:13:25 > Step:  121200 Progress: 60.6% Elapsed: 18:53:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.97742 Generator_loss: 2.19821 
[INFO] 2020-11-15 11:14:15 > Step:  121300 Progress: 60.7% Elapsed: 18:54:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.79707 Generator_loss: 2.36766 
[INFO] 2020-11-15 11:15:05 > Step:  121400 Progress: 60.7% Elapsed: 18:54:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.8092 Generator_loss: 2.54572 
[INFO] 2020-11-15 11:15:55 > Step:  121500 Progress: 60.8% Elapsed: 18:55:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.84011 Generator_loss: 2.32962 
[INFO] 2020-11-15 11:16:45 > Step:  121600 Progress: 60.8% Elapsed: 18:56:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.82046 Generator_loss: 2.02518 
[INFO] 2020-11-15 11:17:36 > Step:  121700 Progress: 60.9% Elapsed: 18:57:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.79596 Generator_loss: 2.22834 
[INFO] 2020-11-15 11:18:26 > Step:  121800 Progress: 60.9% Elapsed: 18:58:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.72327 Generator_loss: 2.05678 
[INFO] 2020-11-15 11:19:16 > Step:  121900 Progress: 61.0% Elapsed: 18:59:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.87285 Generator_loss: 1.61082 
[INFO] 2020-11-15 11:20:06 > Step:  122000 Progress: 61.0% Elapsed: 18:59:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.79421 Generator_loss: 2.33763 
[INFO] 2020-11-15 11:20:06 > Start Evaluation (122000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 11:22:03 > F_8 score (Step: 122000, Using test images): 0.9907145289243242
[INFO] 2020-11-15 11:22:03 > F_1/8 score (Step: 122000, Using test images): 0.9940347816162216
[INFO] 2020-11-15 11:22:03 > FID score (Step: 122000, Using test moments): 7.740418293946163
[INFO] 2020-11-15 11:22:03 > Inception score (Step: 122000, 10000 generated images): 9.967767715454102
[INFO] 2020-11-15 11:22:03 > Best FID score (Step: 118000, Using test moments): 7.7379520132344055
[INFO] 2020-11-15 11:22:04 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 11:22:53 > Step:  122100 Progress: 61.1% Elapsed: 19:02:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.69572 Generator_loss: 1.92674 
[INFO] 2020-11-15 11:23:43 > Step:  122200 Progress: 61.1% Elapsed: 19:03:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.79691 Generator_loss: 2.0345 
[INFO] 2020-11-15 11:24:33 > Step:  122300 Progress: 61.2% Elapsed: 19:04:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.64351 Generator_loss: 1.53144 
[INFO] 2020-11-15 11:25:23 > Step:  122400 Progress: 61.2% Elapsed: 19:05:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.85794 Generator_loss: 2.61916 
[INFO] 2020-11-15 11:26:12 > Step:  122500 Progress: 61.3% Elapsed: 19:06:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.66522 Generator_loss: 1.99519 
[INFO] 2020-11-15 11:27:02 > Step:  122600 Progress: 61.3% Elapsed: 19:06:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.58521 Generator_loss: 1.85113 
[INFO] 2020-11-15 11:27:52 > Step:  122700 Progress: 61.4% Elapsed: 19:07:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.91937 Generator_loss: 2.22593 
[INFO] 2020-11-15 11:28:42 > Step:  122800 Progress: 61.4% Elapsed: 19:08:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.64499 Generator_loss: 2.03846 
[INFO] 2020-11-15 11:29:32 > Step:  122900 Progress: 61.5% Elapsed: 19:09:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.84973 Generator_loss: 1.86951 
[INFO] 2020-11-15 11:30:22 > Step:  123000 Progress: 61.5% Elapsed: 19:10:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.96842 Generator_loss: 1.84465 
[INFO] 2020-11-15 11:31:12 > Step:  123100 Progress: 61.6% Elapsed: 19:11:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.62731 Generator_loss: 2.52477 
[INFO] 2020-11-15 11:32:02 > Step:  123200 Progress: 61.6% Elapsed: 19:11:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.57206 Generator_loss: 1.71897 
[INFO] 2020-11-15 11:32:52 > Step:  123300 Progress: 61.7% Elapsed: 19:12:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.45814 Generator_loss: 2.11251 
[INFO] 2020-11-15 11:33:43 > Step:  123400 Progress: 61.7% Elapsed: 19:13:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.66654 Generator_loss: 2.06658 
[INFO] 2020-11-15 11:34:32 > Step:  123500 Progress: 61.8% Elapsed: 19:14:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.69725 Generator_loss: 1.92692 
[INFO] 2020-11-15 11:35:23 > Step:  123600 Progress: 61.8% Elapsed: 19:15:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.72202 Generator_loss: 2.14912 
[INFO] 2020-11-15 11:36:13 > Step:  123700 Progress: 61.9% Elapsed: 19:16:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.81176 Generator_loss: 1.89349 
[INFO] 2020-11-15 11:37:03 > Step:  123800 Progress: 61.9% Elapsed: 19:16:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.75796 Generator_loss: 2.22274 
[INFO] 2020-11-15 11:37:53 > Step:  123900 Progress: 62.0% Elapsed: 19:17:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.88154 Generator_loss: 2.39538 
[INFO] 2020-11-15 11:38:42 > Step:  124000 Progress: 62.0% Elapsed: 19:18:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.72471 Generator_loss: 2.21961 
[INFO] 2020-11-15 11:38:42 > Start Evaluation (124000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 11:40:40 > F_8 score (Step: 124000, Using test images): 0.9924860081615818
[INFO] 2020-11-15 11:40:40 > F_1/8 score (Step: 124000, Using test images): 0.995624141500116
[INFO] 2020-11-15 11:40:40 > FID score (Step: 124000, Using test moments): 7.863962105919313
[INFO] 2020-11-15 11:40:40 > Inception score (Step: 124000, 10000 generated images): 9.704483032226562
[INFO] 2020-11-15 11:40:40 > Best FID score (Step: 118000, Using test moments): 7.7379520132344055
[INFO] 2020-11-15 11:40:40 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 11:41:30 > Step:  124100 Progress: 62.1% Elapsed: 19:21:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.94647 Generator_loss: 2.08657 
[INFO] 2020-11-15 11:42:20 > Step:  124200 Progress: 62.1% Elapsed: 19:22:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.80236 Generator_loss: 1.38832 
[INFO] 2020-11-15 11:43:10 > Step:  124300 Progress: 62.2% Elapsed: 19:22:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.78253 Generator_loss: 2.46501 
[INFO] 2020-11-15 11:44:00 > Step:  124400 Progress: 62.2% Elapsed: 19:23:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.68898 Generator_loss: 2.00831 
[INFO] 2020-11-15 11:44:51 > Step:  124500 Progress: 62.3% Elapsed: 19:24:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.67304 Generator_loss: 1.98044 
[INFO] 2020-11-15 11:45:41 > Step:  124600 Progress: 62.3% Elapsed: 19:25:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.83379 Generator_loss: 2.04297 
[INFO] 2020-11-15 11:46:31 > Step:  124700 Progress: 62.4% Elapsed: 19:26:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.92018 Generator_loss: 2.14407 
[INFO] 2020-11-15 11:47:21 > Step:  124800 Progress: 62.4% Elapsed: 19:27:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.72713 Generator_loss: 1.93179 
[INFO] 2020-11-15 11:48:12 > Step:  124900 Progress: 62.5% Elapsed: 19:28:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.86832 Generator_loss: 1.98465 
[INFO] 2020-11-15 11:49:03 > Step:  125000 Progress: 62.5% Elapsed: 19:28:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.71147 Generator_loss: 2.49649 
[INFO] 2020-11-15 11:49:53 > Step:  125100 Progress: 62.5% Elapsed: 19:29:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.84611 Generator_loss: 2.3753 
[INFO] 2020-11-15 11:50:43 > Step:  125200 Progress: 62.6% Elapsed: 19:30:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.85353 Generator_loss: 1.92242 
[INFO] 2020-11-15 11:51:34 > Step:  125300 Progress: 62.6% Elapsed: 19:31:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.83331 Generator_loss: 2.53404 
[INFO] 2020-11-15 11:52:23 > Step:  125400 Progress: 62.7% Elapsed: 19:32:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.67207 Generator_loss: 2.02091 
[INFO] 2020-11-15 11:53:13 > Step:  125500 Progress: 62.7% Elapsed: 19:33:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.78491 Generator_loss: 2.51124 
[INFO] 2020-11-15 11:54:03 > Step:  125600 Progress: 62.8% Elapsed: 19:33:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.77955 Generator_loss: 2.40816 
[INFO] 2020-11-15 11:54:53 > Step:  125700 Progress: 62.8% Elapsed: 19:34:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.975 Generator_loss: 1.22423 
[INFO] 2020-11-15 11:55:44 > Step:  125800 Progress: 62.9% Elapsed: 19:35:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.69809 Generator_loss: 2.28463 
[INFO] 2020-11-15 11:56:33 > Step:  125900 Progress: 62.9% Elapsed: 19:36:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.10587 Generator_loss: 1.87903 
[INFO] 2020-11-15 11:57:23 > Step:  126000 Progress: 63.0% Elapsed: 19:37:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.79932 Generator_loss: 2.11525 
[INFO] 2020-11-15 11:57:23 > Start Evaluation (126000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 11:59:19 > F_8 score (Step: 126000, Using test images): 0.9926850728173284
[INFO] 2020-11-15 11:59:19 > F_1/8 score (Step: 126000, Using test images): 0.9960405259693057
[INFO] 2020-11-15 11:59:19 > FID score (Step: 126000, Using test moments): 7.810380610239861
[INFO] 2020-11-15 11:59:19 > Inception score (Step: 126000, 10000 generated images): 9.858037948608398
[INFO] 2020-11-15 11:59:19 > Best FID score (Step: 118000, Using test moments): 7.7379520132344055
[INFO] 2020-11-15 11:59:20 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 12:00:10 > Step:  126100 Progress: 63.0% Elapsed: 19:39:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.67126 Generator_loss: 1.59896 
[INFO] 2020-11-15 12:01:00 > Step:  126200 Progress: 63.1% Elapsed: 19:40:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.75514 Generator_loss: 2.08958 
[INFO] 2020-11-15 12:01:51 > Step:  126300 Progress: 63.1% Elapsed: 19:41:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.7386 Generator_loss: 1.624 
[INFO] 2020-11-15 12:02:41 > Step:  126400 Progress: 63.2% Elapsed: 19:42:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.57168 Generator_loss: 2.12888 
[INFO] 2020-11-15 12:03:31 > Step:  126500 Progress: 63.2% Elapsed: 19:43:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.7114 Generator_loss: 2.6677 
[INFO] 2020-11-15 12:04:22 > Step:  126600 Progress: 63.3% Elapsed: 19:44:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.769 Generator_loss: 2.09798 
[INFO] 2020-11-15 12:05:12 > Step:  126700 Progress: 63.3% Elapsed: 19:45:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.74424 Generator_loss: 2.09676 
[INFO] 2020-11-15 12:06:02 > Step:  126800 Progress: 63.4% Elapsed: 19:45:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.66426 Generator_loss: 2.32606 
[INFO] 2020-11-15 12:06:52 > Step:  126900 Progress: 63.4% Elapsed: 19:46:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.8634 Generator_loss: 2.16444 
[INFO] 2020-11-15 12:07:42 > Step:  127000 Progress: 63.5% Elapsed: 19:47:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.88847 Generator_loss: 2.12451 
[INFO] 2020-11-15 12:08:32 > Step:  127100 Progress: 63.5% Elapsed: 19:48:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.61362 Generator_loss: 1.58761 
[INFO] 2020-11-15 12:09:22 > Step:  127200 Progress: 63.6% Elapsed: 19:49:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.69419 Generator_loss: 2.21433 
[INFO] 2020-11-15 12:10:12 > Step:  127300 Progress: 63.6% Elapsed: 19:49:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.6053 Generator_loss: 2.07714 
[INFO] 2020-11-15 12:11:02 > Step:  127400 Progress: 63.7% Elapsed: 19:50:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.95596 Generator_loss: 1.7708 
[INFO] 2020-11-15 12:11:52 > Step:  127500 Progress: 63.7% Elapsed: 19:51:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.85721 Generator_loss: 2.19798 
[INFO] 2020-11-15 12:12:42 > Step:  127600 Progress: 63.8% Elapsed: 19:52:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.44204 Generator_loss: 2.33828 
[INFO] 2020-11-15 12:13:32 > Step:  127700 Progress: 63.8% Elapsed: 19:53:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.70951 Generator_loss: 2.01299 
[INFO] 2020-11-15 12:14:22 > Step:  127800 Progress: 63.9% Elapsed: 19:54:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.7775 Generator_loss: 1.74047 
[INFO] 2020-11-15 12:15:11 > Step:  127900 Progress: 63.9% Elapsed: 19:54:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.64256 Generator_loss: 2.26864 
[INFO] 2020-11-15 12:16:02 > Step:  128000 Progress: 64.0% Elapsed: 19:55:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.86912 Generator_loss: 1.86401 
[INFO] 2020-11-15 12:16:02 > Start Evaluation (128000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 12:17:57 > F_8 score (Step: 128000, Using test images): 0.9925634442618387
[INFO] 2020-11-15 12:17:57 > F_1/8 score (Step: 128000, Using test images): 0.9956900721368778
[INFO] 2020-11-15 12:17:57 > FID score (Step: 128000, Using test moments): 7.823256319744587
[INFO] 2020-11-15 12:17:57 > Inception score (Step: 128000, 10000 generated images): 9.857099533081055
[INFO] 2020-11-15 12:17:57 > Best FID score (Step: 118000, Using test moments): 7.7379520132344055
[INFO] 2020-11-15 12:17:58 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 12:18:48 > Step:  128100 Progress: 64.0% Elapsed: 19:58:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.66533 Generator_loss: 2.30736 
[INFO] 2020-11-15 12:19:37 > Step:  128200 Progress: 64.1% Elapsed: 19:59:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.70033 Generator_loss: 2.18694 
[INFO] 2020-11-15 12:20:27 > Step:  128300 Progress: 64.1% Elapsed: 20:00:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.44016 Generator_loss: 2.35737 
[INFO] 2020-11-15 12:21:17 > Step:  128400 Progress: 64.2% Elapsed: 20:01:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.82306 Generator_loss: 1.95206 
[INFO] 2020-11-15 12:22:07 > Step:  128500 Progress: 64.2% Elapsed: 20:01:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.90022 Generator_loss: 2.1051 
[INFO] 2020-11-15 12:22:57 > Step:  128600 Progress: 64.3% Elapsed: 20:02:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.78393 Generator_loss: 2.37159 
[INFO] 2020-11-15 12:23:46 > Step:  128700 Progress: 64.3% Elapsed: 20:03:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.83321 Generator_loss: 2.02417 
[INFO] 2020-11-15 12:24:37 > Step:  128800 Progress: 64.4% Elapsed: 20:04:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.55845 Generator_loss: 2.28649 
[INFO] 2020-11-15 12:25:28 > Step:  128900 Progress: 64.5% Elapsed: 20:05:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.76917 Generator_loss: 1.95871 
[INFO] 2020-11-15 12:26:19 > Step:  129000 Progress: 64.5% Elapsed: 20:06:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.64017 Generator_loss: 2.36923 
[INFO] 2020-11-15 12:27:09 > Step:  129100 Progress: 64.5% Elapsed: 20:06:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.86527 Generator_loss: 2.51412 
[INFO] 2020-11-15 12:27:58 > Step:  129200 Progress: 64.6% Elapsed: 20:07:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.64977 Generator_loss: 1.8782 
[INFO] 2020-11-15 12:28:48 > Step:  129300 Progress: 64.6% Elapsed: 20:08:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.96913 Generator_loss: 2.2736 
[INFO] 2020-11-15 12:29:38 > Step:  129400 Progress: 64.7% Elapsed: 20:09:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.54366 Generator_loss: 2.16728 
[INFO] 2020-11-15 12:30:28 > Step:  129500 Progress: 64.8% Elapsed: 20:10:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.73511 Generator_loss: 2.2797 
[INFO] 2020-11-15 12:31:18 > Step:  129600 Progress: 64.8% Elapsed: 20:11:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.70465 Generator_loss: 2.36139 
[INFO] 2020-11-15 12:32:08 > Step:  129700 Progress: 64.8% Elapsed: 20:11:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.80156 Generator_loss: 1.60271 
[INFO] 2020-11-15 12:32:58 > Step:  129800 Progress: 64.9% Elapsed: 20:12:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.63204 Generator_loss: 2.30135 
[INFO] 2020-11-15 12:33:48 > Step:  129900 Progress: 65.0% Elapsed: 20:13:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.79442 Generator_loss: 1.85615 
[INFO] 2020-11-15 12:34:38 > Step:  130000 Progress: 65.0% Elapsed: 20:14:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.8595 Generator_loss: 1.77163 
[INFO] 2020-11-15 12:34:38 > Start Evaluation (130000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 12:36:35 > F_8 score (Step: 130000, Using test images): 0.9914468495175826
[INFO] 2020-11-15 12:36:35 > F_1/8 score (Step: 130000, Using test images): 0.9952820010514004
[INFO] 2020-11-15 12:36:35 > FID score (Step: 130000, Using test moments): 7.798901435474988
[INFO] 2020-11-15 12:36:35 > Inception score (Step: 130000, 10000 generated images): 9.837697982788086
[INFO] 2020-11-15 12:36:35 > Best FID score (Step: 118000, Using test moments): 7.7379520132344055
[INFO] 2020-11-15 12:36:35 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 12:37:26 > Step:  130100 Progress: 65.0% Elapsed: 20:17:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.77367 Generator_loss: 2.2982 
[INFO] 2020-11-15 12:38:16 > Step:  130200 Progress: 65.1% Elapsed: 20:18:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.99745 Generator_loss: 2.29025 
[INFO] 2020-11-15 12:39:06 > Step:  130300 Progress: 65.1% Elapsed: 20:18:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.77447 Generator_loss: 2.59144 
[INFO] 2020-11-15 12:39:56 > Step:  130400 Progress: 65.2% Elapsed: 20:19:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.67348 Generator_loss: 2.56234 
[INFO] 2020-11-15 12:40:46 > Step:  130500 Progress: 65.2% Elapsed: 20:20:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.83893 Generator_loss: 2.10446 
[INFO] 2020-11-15 12:41:37 > Step:  130600 Progress: 65.3% Elapsed: 20:21:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.642 Generator_loss: 2.09887 
[INFO] 2020-11-15 12:42:27 > Step:  130700 Progress: 65.3% Elapsed: 20:22:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.91872 Generator_loss: 1.96033 
[INFO] 2020-11-15 12:43:18 > Step:  130800 Progress: 65.4% Elapsed: 20:23:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.59606 Generator_loss: 1.73498 
[INFO] 2020-11-15 12:44:08 > Step:  130900 Progress: 65.5% Elapsed: 20:23:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.83267 Generator_loss: 2.05128 
[INFO] 2020-11-15 12:44:58 > Step:  131000 Progress: 65.5% Elapsed: 20:24:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.90471 Generator_loss: 2.41505 
[INFO] 2020-11-15 12:45:48 > Step:  131100 Progress: 65.5% Elapsed: 20:25:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.68711 Generator_loss: 2.14369 
[INFO] 2020-11-15 12:46:38 > Step:  131200 Progress: 65.6% Elapsed: 20:26:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.66772 Generator_loss: 2.04331 
[INFO] 2020-11-15 12:47:28 > Step:  131300 Progress: 65.6% Elapsed: 20:27:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.83686 Generator_loss: 1.55635 
[INFO] 2020-11-15 12:48:19 > Step:  131400 Progress: 65.7% Elapsed: 20:28:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.84842 Generator_loss: 2.0328 
[INFO] 2020-11-15 12:49:09 > Step:  131500 Progress: 65.8% Elapsed: 20:28:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.47518 Generator_loss: 1.81786 
[INFO] 2020-11-15 12:49:59 > Step:  131600 Progress: 65.8% Elapsed: 20:29:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.76816 Generator_loss: 1.69289 
[INFO] 2020-11-15 12:50:50 > Step:  131700 Progress: 65.8% Elapsed: 20:30:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.74713 Generator_loss: 2.04863 
[INFO] 2020-11-15 12:51:40 > Step:  131800 Progress: 65.9% Elapsed: 20:31:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.71961 Generator_loss: 1.58735 
[INFO] 2020-11-15 12:52:30 > Step:  131900 Progress: 66.0% Elapsed: 20:32:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.89312 Generator_loss: 2.14662 
[INFO] 2020-11-15 12:53:21 > Step:  132000 Progress: 66.0% Elapsed: 20:33:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.78551 Generator_loss: 2.46703 
[INFO] 2020-11-15 12:53:21 > Start Evaluation (132000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 12:55:16 > F_8 score (Step: 132000, Using test images): 0.9927303875008023
[INFO] 2020-11-15 12:55:16 > F_1/8 score (Step: 132000, Using test images): 0.9946703719076313
[INFO] 2020-11-15 12:55:16 > FID score (Step: 132000, Using test moments): 7.8073637900349695
[INFO] 2020-11-15 12:55:16 > Inception score (Step: 132000, 10000 generated images): 9.851755142211914
[INFO] 2020-11-15 12:55:16 > Best FID score (Step: 118000, Using test moments): 7.7379520132344055
[INFO] 2020-11-15 12:55:17 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 12:56:07 > Step:  132100 Progress: 66.0% Elapsed: 20:35:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.93792 Generator_loss: 2.66685 
[INFO] 2020-11-15 12:56:58 > Step:  132200 Progress: 66.1% Elapsed: 20:36:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.90019 Generator_loss: 2.05107 
[INFO] 2020-11-15 12:57:48 > Step:  132300 Progress: 66.1% Elapsed: 20:37:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.7689 Generator_loss: 1.76301 
[INFO] 2020-11-15 12:58:39 > Step:  132400 Progress: 66.2% Elapsed: 20:38:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.52622 Generator_loss: 1.93627 
[INFO] 2020-11-15 12:59:29 > Step:  132500 Progress: 66.2% Elapsed: 20:39:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.74935 Generator_loss: 2.29458 
[INFO] 2020-11-15 13:00:19 > Step:  132600 Progress: 66.3% Elapsed: 20:40:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.8343 Generator_loss: 1.8593 
[INFO] 2020-11-15 13:01:09 > Step:  132700 Progress: 66.3% Elapsed: 20:40:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.89351 Generator_loss: 1.99058 
[INFO] 2020-11-15 13:01:59 > Step:  132800 Progress: 66.4% Elapsed: 20:41:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.69539 Generator_loss: 2.52027 
[INFO] 2020-11-15 13:02:50 > Step:  132900 Progress: 66.5% Elapsed: 20:42:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.9404 Generator_loss: 2.17922 
[INFO] 2020-11-15 13:03:40 > Step:  133000 Progress: 66.5% Elapsed: 20:43:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.92413 Generator_loss: 1.95226 
[INFO] 2020-11-15 13:04:30 > Step:  133100 Progress: 66.5% Elapsed: 20:44:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.67339 Generator_loss: 2.13716 
[INFO] 2020-11-15 13:05:20 > Step:  133200 Progress: 66.6% Elapsed: 20:45:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.06006 Generator_loss: 1.98658 
[INFO] 2020-11-15 13:06:10 > Step:  133300 Progress: 66.6% Elapsed: 20:45:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.8677 Generator_loss: 2.18153 
[INFO] 2020-11-15 13:07:01 > Step:  133400 Progress: 66.7% Elapsed: 20:46:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.73566 Generator_loss: 2.16471 
[INFO] 2020-11-15 13:07:50 > Step:  133500 Progress: 66.8% Elapsed: 20:47:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.62037 Generator_loss: 2.11706 
[INFO] 2020-11-15 13:08:41 > Step:  133600 Progress: 66.8% Elapsed: 20:48:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.92724 Generator_loss: 1.79145 
[INFO] 2020-11-15 13:09:30 > Step:  133700 Progress: 66.8% Elapsed: 20:49:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.82976 Generator_loss: 1.88106 
[INFO] 2020-11-15 13:10:21 > Step:  133800 Progress: 66.9% Elapsed: 20:50:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.85913 Generator_loss: 1.772 
[INFO] 2020-11-15 13:11:11 > Step:  133900 Progress: 67.0% Elapsed: 20:50:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.99404 Generator_loss: 1.75888 
[INFO] 2020-11-15 13:12:01 > Step:  134000 Progress: 67.0% Elapsed: 20:51:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.9682 Generator_loss: 2.79053 
[INFO] 2020-11-15 13:12:01 > Start Evaluation (134000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 13:13:58 > F_8 score (Step: 134000, Using test images): 0.9922292002520873
[INFO] 2020-11-15 13:13:58 > F_1/8 score (Step: 134000, Using test images): 0.9952372260824573
[INFO] 2020-11-15 13:13:58 > FID score (Step: 134000, Using test moments): 7.752491075434705
[INFO] 2020-11-15 13:13:58 > Inception score (Step: 134000, 10000 generated images): 9.827715873718262
[INFO] 2020-11-15 13:13:58 > Best FID score (Step: 118000, Using test moments): 7.7379520132344055
[INFO] 2020-11-15 13:13:59 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 13:14:50 > Step:  134100 Progress: 67.0% Elapsed: 20:54:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.81822 Generator_loss: 2.23674 
[INFO] 2020-11-15 13:15:40 > Step:  134200 Progress: 67.1% Elapsed: 20:55:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.66894 Generator_loss: 2.06968 
[INFO] 2020-11-15 13:16:30 > Step:  134300 Progress: 67.2% Elapsed: 20:56:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.75099 Generator_loss: 2.35739 
[INFO] 2020-11-15 13:17:20 > Step:  134400 Progress: 67.2% Elapsed: 20:57:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.79528 Generator_loss: 1.99663 
[INFO] 2020-11-15 13:18:10 > Step:  134500 Progress: 67.2% Elapsed: 20:57:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.71659 Generator_loss: 1.54918 
[INFO] 2020-11-15 13:19:01 > Step:  134600 Progress: 67.3% Elapsed: 20:58:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.64666 Generator_loss: 2.30031 
[INFO] 2020-11-15 13:19:51 > Step:  134700 Progress: 67.3% Elapsed: 20:59:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.70541 Generator_loss: 2.86033 
[INFO] 2020-11-15 13:20:41 > Step:  134800 Progress: 67.4% Elapsed: 21:00:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.9631 Generator_loss: 1.85839 
[INFO] 2020-11-15 13:21:31 > Step:  134900 Progress: 67.5% Elapsed: 21:01:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.75259 Generator_loss: 1.89678 
[INFO] 2020-11-15 13:22:22 > Step:  135000 Progress: 67.5% Elapsed: 21:02:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.01774 Generator_loss: 2.5185 
[INFO] 2020-11-15 13:23:12 > Step:  135100 Progress: 67.5% Elapsed: 21:02:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.8748 Generator_loss: 2.34335 
[INFO] 2020-11-15 13:24:03 > Step:  135200 Progress: 67.6% Elapsed: 21:03:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.68979 Generator_loss: 2.31345 
[INFO] 2020-11-15 13:24:53 > Step:  135300 Progress: 67.7% Elapsed: 21:04:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.9327 Generator_loss: 2.0973 
[INFO] 2020-11-15 13:25:43 > Step:  135400 Progress: 67.7% Elapsed: 21:05:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.72079 Generator_loss: 2.54666 
[INFO] 2020-11-15 13:26:34 > Step:  135500 Progress: 67.8% Elapsed: 21:06:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.62632 Generator_loss: 1.91548 
[INFO] 2020-11-15 13:27:25 > Step:  135600 Progress: 67.8% Elapsed: 21:07:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.64371 Generator_loss: 2.8213 
[INFO] 2020-11-15 13:28:15 > Step:  135700 Progress: 67.8% Elapsed: 21:08:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.80442 Generator_loss: 1.7485 
[INFO] 2020-11-15 13:29:05 > Step:  135800 Progress: 67.9% Elapsed: 21:08:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.85703 Generator_loss: 1.85915 
[INFO] 2020-11-15 13:29:56 > Step:  135900 Progress: 68.0% Elapsed: 21:09:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.94468 Generator_loss: 2.08177 
[INFO] 2020-11-15 13:30:46 > Step:  136000 Progress: 68.0% Elapsed: 21:10:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.95491 Generator_loss: 1.96981 
[INFO] 2020-11-15 13:30:46 > Start Evaluation (136000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 13:32:40 > F_8 score (Step: 136000, Using test images): 0.9912673376458805
[INFO] 2020-11-15 13:32:40 > F_1/8 score (Step: 136000, Using test images): 0.9947790744710714
[INFO] 2020-11-15 13:32:40 > FID score (Step: 136000, Using test moments): 7.551338930940915
[INFO] 2020-11-15 13:32:40 > Inception score (Step: 136000, 10000 generated images): 9.821672439575195
[INFO] 2020-11-15 13:32:40 > Best FID score (Step: 136000, Using test moments): 7.551338930940915
[INFO] 2020-11-15 13:32:41 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 13:33:32 > Step:  136100 Progress: 68.0% Elapsed: 21:13:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.71774 Generator_loss: 2.13618 
[INFO] 2020-11-15 13:34:22 > Step:  136200 Progress: 68.1% Elapsed: 21:14:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.84055 Generator_loss: 2.09657 
[INFO] 2020-11-15 13:35:12 > Step:  136300 Progress: 68.2% Elapsed: 21:15:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.91285 Generator_loss: 2.33132 
[INFO] 2020-11-15 13:36:03 > Step:  136400 Progress: 68.2% Elapsed: 21:15:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.89175 Generator_loss: 1.72312 
[INFO] 2020-11-15 13:36:53 > Step:  136500 Progress: 68.2% Elapsed: 21:16:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.5562 Generator_loss: 2.38607 
[INFO] 2020-11-15 13:37:44 > Step:  136600 Progress: 68.3% Elapsed: 21:17:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.77026 Generator_loss: 1.22984 
[INFO] 2020-11-15 13:38:35 > Step:  136700 Progress: 68.3% Elapsed: 21:18:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.64185 Generator_loss: 2.19663 
[INFO] 2020-11-15 13:39:25 > Step:  136800 Progress: 68.4% Elapsed: 21:19:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.67581 Generator_loss: 2.23729 
[INFO] 2020-11-15 13:40:15 > Step:  136900 Progress: 68.5% Elapsed: 21:20:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.5421 Generator_loss: 1.14624 
[INFO] 2020-11-15 13:41:05 > Step:  137000 Progress: 68.5% Elapsed: 21:20:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.90557 Generator_loss: 1.97619 
[INFO] 2020-11-15 13:41:55 > Step:  137100 Progress: 68.5% Elapsed: 21:21:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.72278 Generator_loss: 1.98578 
[INFO] 2020-11-15 13:42:45 > Step:  137200 Progress: 68.6% Elapsed: 21:22:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.86544 Generator_loss: 1.98971 
[INFO] 2020-11-15 13:43:35 > Step:  137300 Progress: 68.7% Elapsed: 21:23:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.61275 Generator_loss: 2.30263 
[INFO] 2020-11-15 13:44:25 > Step:  137400 Progress: 68.7% Elapsed: 21:24:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.67815 Generator_loss: 2.17758 
[INFO] 2020-11-15 13:45:16 > Step:  137500 Progress: 68.8% Elapsed: 21:25:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.82242 Generator_loss: 1.71556 
[INFO] 2020-11-15 13:46:06 > Step:  137600 Progress: 68.8% Elapsed: 21:25:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.6247 Generator_loss: 2.29385 
[INFO] 2020-11-15 13:46:56 > Step:  137700 Progress: 68.8% Elapsed: 21:26:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.90504 Generator_loss: 2.04101 
[INFO] 2020-11-15 13:47:46 > Step:  137800 Progress: 68.9% Elapsed: 21:27:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.79088 Generator_loss: 2.10009 
[INFO] 2020-11-15 13:48:36 > Step:  137900 Progress: 69.0% Elapsed: 21:28:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.94188 Generator_loss: 2.07605 
[INFO] 2020-11-15 13:49:27 > Step:  138000 Progress: 69.0% Elapsed: 21:29:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.69532 Generator_loss: 2.35449 
[INFO] 2020-11-15 13:49:27 > Start Evaluation (138000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 13:51:23 > F_8 score (Step: 138000, Using test images): 0.9930356479004602
[INFO] 2020-11-15 13:51:23 > F_1/8 score (Step: 138000, Using test images): 0.9962969622850234
[INFO] 2020-11-15 13:51:23 > FID score (Step: 138000, Using test moments): 7.6896796116416795
[INFO] 2020-11-15 13:51:23 > Inception score (Step: 138000, 10000 generated images): 9.847861289978027
[INFO] 2020-11-15 13:51:23 > Best FID score (Step: 136000, Using test moments): 7.551338930940915
[INFO] 2020-11-15 13:51:24 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 13:52:15 > Step:  138100 Progress: 69.0% Elapsed: 21:32:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.72624 Generator_loss: 1.96316 
[INFO] 2020-11-15 13:53:05 > Step:  138200 Progress: 69.1% Elapsed: 21:32:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.83582 Generator_loss: 1.8771 
[INFO] 2020-11-15 13:53:55 > Step:  138300 Progress: 69.2% Elapsed: 21:33:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.86646 Generator_loss: 2.33675 
[INFO] 2020-11-15 13:54:45 > Step:  138400 Progress: 69.2% Elapsed: 21:34:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.76651 Generator_loss: 2.40204 
[INFO] 2020-11-15 13:55:34 > Step:  138500 Progress: 69.2% Elapsed: 21:35:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.88979 Generator_loss: 2.17528 
[INFO] 2020-11-15 13:56:25 > Step:  138600 Progress: 69.3% Elapsed: 21:36:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.71329 Generator_loss: 1.7085 
[INFO] 2020-11-15 13:57:15 > Step:  138700 Progress: 69.3% Elapsed: 21:37:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.71163 Generator_loss: 1.59483 
[INFO] 2020-11-15 13:58:06 > Step:  138800 Progress: 69.4% Elapsed: 21:37:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.89695 Generator_loss: 2.07264 
[INFO] 2020-11-15 13:58:56 > Step:  138900 Progress: 69.5% Elapsed: 21:38:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.66707 Generator_loss: 2.09327 
[INFO] 2020-11-15 13:59:46 > Step:  139000 Progress: 69.5% Elapsed: 21:39:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.902 Generator_loss: 1.9939 
[INFO] 2020-11-15 14:00:36 > Step:  139100 Progress: 69.5% Elapsed: 21:40:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.96718 Generator_loss: 1.73838 
[INFO] 2020-11-15 14:01:27 > Step:  139200 Progress: 69.6% Elapsed: 21:41:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.70892 Generator_loss: 2.17428 
[INFO] 2020-11-15 14:02:17 > Step:  139300 Progress: 69.7% Elapsed: 21:42:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.62294 Generator_loss: 2.1325 
[INFO] 2020-11-15 14:03:07 > Step:  139400 Progress: 69.7% Elapsed: 21:42:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.83347 Generator_loss: 1.98364 
[INFO] 2020-11-15 14:03:58 > Step:  139500 Progress: 69.8% Elapsed: 21:43:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.51054 Generator_loss: 1.44059 
[INFO] 2020-11-15 14:04:48 > Step:  139600 Progress: 69.8% Elapsed: 21:44:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.652 Generator_loss: 2.24649 
[INFO] 2020-11-15 14:05:38 > Step:  139700 Progress: 69.8% Elapsed: 21:45:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.89309 Generator_loss: 1.73932 
[INFO] 2020-11-15 14:06:28 > Step:  139800 Progress: 69.9% Elapsed: 21:46:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.68637 Generator_loss: 2.14903 
[INFO] 2020-11-15 14:07:18 > Step:  139900 Progress: 70.0% Elapsed: 21:47:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.68153 Generator_loss: 2.01994 
[INFO] 2020-11-15 14:08:09 > Step:  140000 Progress: 70.0% Elapsed: 21:47:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.54747 Generator_loss: 2.01393 
[INFO] 2020-11-15 14:08:09 > Start Evaluation (140000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 14:10:03 > F_8 score (Step: 140000, Using test images): 0.9934707213623741
[INFO] 2020-11-15 14:10:03 > F_1/8 score (Step: 140000, Using test images): 0.9952369777256128
[INFO] 2020-11-15 14:10:03 > FID score (Step: 140000, Using test moments): 7.6310397556298994
[INFO] 2020-11-15 14:10:03 > Inception score (Step: 140000, 10000 generated images): 9.523650169372559
[INFO] 2020-11-15 14:10:03 > Best FID score (Step: 136000, Using test moments): 7.551338930940915
[INFO] 2020-11-15 14:10:04 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 14:10:54 > Step:  140100 Progress: 70.0% Elapsed: 21:50:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.92761 Generator_loss: 1.52405 
[INFO] 2020-11-15 14:11:45 > Step:  140200 Progress: 70.1% Elapsed: 21:51:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.68346 Generator_loss: 2.14521 
[INFO] 2020-11-15 14:12:35 > Step:  140300 Progress: 70.2% Elapsed: 21:52:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.63777 Generator_loss: 2.14063 
[INFO] 2020-11-15 14:13:25 > Step:  140400 Progress: 70.2% Elapsed: 21:53:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.72165 Generator_loss: 1.43992 
[INFO] 2020-11-15 14:14:16 > Step:  140500 Progress: 70.2% Elapsed: 21:54:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.4918 Generator_loss: 2.39425 
[INFO] 2020-11-15 14:15:06 > Step:  140600 Progress: 70.3% Elapsed: 21:54:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.6828 Generator_loss: 2.04525 
[INFO] 2020-11-15 14:15:56 > Step:  140700 Progress: 70.3% Elapsed: 21:55:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.79453 Generator_loss: 2.14378 
[INFO] 2020-11-15 14:16:46 > Step:  140800 Progress: 70.4% Elapsed: 21:56:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.72269 Generator_loss: 2.45596 
[INFO] 2020-11-15 14:17:37 > Step:  140900 Progress: 70.5% Elapsed: 21:57:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.73144 Generator_loss: 2.44419 
[INFO] 2020-11-15 14:18:27 > Step:  141000 Progress: 70.5% Elapsed: 21:58:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.98933 Generator_loss: 2.00642 
[INFO] 2020-11-15 14:19:17 > Step:  141100 Progress: 70.5% Elapsed: 21:59:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.21501 Generator_loss: 1.46327 
[INFO] 2020-11-15 14:20:07 > Step:  141200 Progress: 70.6% Elapsed: 21:59:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.55542 Generator_loss: 2.15494 
[INFO] 2020-11-15 14:20:57 > Step:  141300 Progress: 70.7% Elapsed: 22:00:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.63738 Generator_loss: 2.41775 
[INFO] 2020-11-15 14:21:47 > Step:  141400 Progress: 70.7% Elapsed: 22:01:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.44903 Generator_loss: 1.84118 
[INFO] 2020-11-15 14:22:37 > Step:  141500 Progress: 70.8% Elapsed: 22:02:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.61604 Generator_loss: 2.07914 
[INFO] 2020-11-15 14:23:28 > Step:  141600 Progress: 70.8% Elapsed: 22:03:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.901 Generator_loss: 2.29438 
[INFO] 2020-11-15 14:24:18 > Step:  141700 Progress: 70.9% Elapsed: 22:04:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.59897 Generator_loss: 1.69376 
[INFO] 2020-11-15 14:25:08 > Step:  141800 Progress: 70.9% Elapsed: 22:04:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.68424 Generator_loss: 2.19454 
[INFO] 2020-11-15 14:25:59 > Step:  141900 Progress: 71.0% Elapsed: 22:05:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.69056 Generator_loss: 1.09555 
[INFO] 2020-11-15 14:26:49 > Step:  142000 Progress: 71.0% Elapsed: 22:06:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.74004 Generator_loss: 1.80545 
[INFO] 2020-11-15 14:26:49 > Start Evaluation (142000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 14:28:46 > F_8 score (Step: 142000, Using test images): 0.9898856697558739
[INFO] 2020-11-15 14:28:46 > F_1/8 score (Step: 142000, Using test images): 0.9950084084685807
[INFO] 2020-11-15 14:28:46 > FID score (Step: 142000, Using test moments): 7.755059209998308
[INFO] 2020-11-15 14:28:46 > Inception score (Step: 142000, 10000 generated images): 9.77819538116455
[INFO] 2020-11-15 14:28:46 > Best FID score (Step: 136000, Using test moments): 7.551338930940915
[INFO] 2020-11-15 14:28:46 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 14:29:37 > Step:  142100 Progress: 71.0% Elapsed: 22:09:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.87198 Generator_loss: 2.26813 
[INFO] 2020-11-15 14:30:27 > Step:  142200 Progress: 71.1% Elapsed: 22:10:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.68648 Generator_loss: 2.01781 
[INFO] 2020-11-15 14:31:18 > Step:  142300 Progress: 71.2% Elapsed: 22:11:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.75695 Generator_loss: 1.68524 
[INFO] 2020-11-15 14:32:08 > Step:  142400 Progress: 71.2% Elapsed: 22:11:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.58419 Generator_loss: 2.04588 
[INFO] 2020-11-15 14:32:58 > Step:  142500 Progress: 71.2% Elapsed: 22:12:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.70399 Generator_loss: 1.99353 
[INFO] 2020-11-15 14:33:49 > Step:  142600 Progress: 71.3% Elapsed: 22:13:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.90487 Generator_loss: 2.23399 
[INFO] 2020-11-15 14:34:40 > Step:  142700 Progress: 71.4% Elapsed: 22:14:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.86173 Generator_loss: 1.84924 
[INFO] 2020-11-15 14:35:31 > Step:  142800 Progress: 71.4% Elapsed: 22:15:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.70501 Generator_loss: 1.91631 
[INFO] 2020-11-15 14:36:21 > Step:  142900 Progress: 71.5% Elapsed: 22:16:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.66717 Generator_loss: 1.91993 
[INFO] 2020-11-15 14:37:12 > Step:  143000 Progress: 71.5% Elapsed: 22:16:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.62707 Generator_loss: 2.52726 
[INFO] 2020-11-15 14:38:01 > Step:  143100 Progress: 71.5% Elapsed: 22:17:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.81797 Generator_loss: 1.96222 
[INFO] 2020-11-15 14:38:51 > Step:  143200 Progress: 71.6% Elapsed: 22:18:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.59728 Generator_loss: 2.1685 
[INFO] 2020-11-15 14:39:41 > Step:  143300 Progress: 71.7% Elapsed: 22:19:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.84629 Generator_loss: 2.10566 
[INFO] 2020-11-15 14:40:31 > Step:  143400 Progress: 71.7% Elapsed: 22:20:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.98506 Generator_loss: 1.95946 
[INFO] 2020-11-15 14:41:21 > Step:  143500 Progress: 71.8% Elapsed: 22:21:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.93507 Generator_loss: 1.82992 
[INFO] 2020-11-15 14:42:12 > Step:  143600 Progress: 71.8% Elapsed: 22:21:59 temperature: 1.0 ada_p: No Discriminator_loss: 3.03648 Generator_loss: 2.14013 
[INFO] 2020-11-15 14:43:01 > Step:  143700 Progress: 71.9% Elapsed: 22:22:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.87359 Generator_loss: 2.25135 
[INFO] 2020-11-15 14:43:52 > Step:  143800 Progress: 71.9% Elapsed: 22:23:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.70269 Generator_loss: 1.86293 
[INFO] 2020-11-15 14:44:43 > Step:  143900 Progress: 72.0% Elapsed: 22:24:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.85078 Generator_loss: 2.02332 
[INFO] 2020-11-15 14:45:33 > Step:  144000 Progress: 72.0% Elapsed: 22:25:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.71835 Generator_loss: 1.80747 
[INFO] 2020-11-15 14:45:33 > Start Evaluation (144000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 14:47:30 > F_8 score (Step: 144000, Using test images): 0.9892910984844158
[INFO] 2020-11-15 14:47:30 > F_1/8 score (Step: 144000, Using test images): 0.99552141130651
[INFO] 2020-11-15 14:47:30 > FID score (Step: 144000, Using test moments): 7.645277282689676
[INFO] 2020-11-15 14:47:30 > Inception score (Step: 144000, 10000 generated images): 9.829447746276855
[INFO] 2020-11-15 14:47:30 > Best FID score (Step: 136000, Using test moments): 7.551338930940915
[INFO] 2020-11-15 14:47:30 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 14:48:20 > Step:  144100 Progress: 72.0% Elapsed: 22:28:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.89351 Generator_loss: 2.09225 
[INFO] 2020-11-15 14:49:10 > Step:  144200 Progress: 72.1% Elapsed: 22:28:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.83082 Generator_loss: 2.08596 
[INFO] 2020-11-15 14:50:01 > Step:  144300 Progress: 72.2% Elapsed: 22:29:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.88511 Generator_loss: 1.96784 
[INFO] 2020-11-15 14:50:51 > Step:  144400 Progress: 72.2% Elapsed: 22:30:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.79037 Generator_loss: 1.90753 
[INFO] 2020-11-15 14:51:42 > Step:  144500 Progress: 72.2% Elapsed: 22:31:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.80267 Generator_loss: 1.87146 
[INFO] 2020-11-15 14:52:32 > Step:  144600 Progress: 72.3% Elapsed: 22:32:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.64871 Generator_loss: 2.26492 
[INFO] 2020-11-15 14:53:22 > Step:  144700 Progress: 72.4% Elapsed: 22:33:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.78093 Generator_loss: 1.97333 
[INFO] 2020-11-15 14:54:12 > Step:  144800 Progress: 72.4% Elapsed: 22:34:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.46473 Generator_loss: 1.62873 
[INFO] 2020-11-15 14:55:03 > Step:  144900 Progress: 72.5% Elapsed: 22:34:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.80108 Generator_loss: 1.81379 
[INFO] 2020-11-15 14:55:53 > Step:  145000 Progress: 72.5% Elapsed: 22:35:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.7553 Generator_loss: 1.73238 
[INFO] 2020-11-15 14:56:43 > Step:  145100 Progress: 72.5% Elapsed: 22:36:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.48801 Generator_loss: 1.58921 
[INFO] 2020-11-15 14:57:34 > Step:  145200 Progress: 72.6% Elapsed: 22:37:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.96725 Generator_loss: 2.4435 
[INFO] 2020-11-15 14:58:24 > Step:  145300 Progress: 72.7% Elapsed: 22:38:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.93689 Generator_loss: 1.97325 
[INFO] 2020-11-15 14:59:14 > Step:  145400 Progress: 72.7% Elapsed: 22:39:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.83344 Generator_loss: 1.64352 
[INFO] 2020-11-15 15:00:04 > Step:  145500 Progress: 72.8% Elapsed: 22:39:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.7329 Generator_loss: 2.1527 
[INFO] 2020-11-15 15:00:55 > Step:  145600 Progress: 72.8% Elapsed: 22:40:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.53449 Generator_loss: 2.26744 
[INFO] 2020-11-15 15:01:45 > Step:  145700 Progress: 72.9% Elapsed: 22:41:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.85264 Generator_loss: 1.92108 
[INFO] 2020-11-15 15:02:36 > Step:  145800 Progress: 72.9% Elapsed: 22:42:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.60449 Generator_loss: 2.28129 
[INFO] 2020-11-15 15:03:26 > Step:  145900 Progress: 73.0% Elapsed: 22:43:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.76819 Generator_loss: 2.8983 
[INFO] 2020-11-15 15:04:17 > Step:  146000 Progress: 73.0% Elapsed: 22:44:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.67269 Generator_loss: 2.03458 
[INFO] 2020-11-15 15:04:17 > Start Evaluation (146000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 15:06:13 > F_8 score (Step: 146000, Using test images): 0.9934000458026864
[INFO] 2020-11-15 15:06:13 > F_1/8 score (Step: 146000, Using test images): 0.9944792356478881
[INFO] 2020-11-15 15:06:13 > FID score (Step: 146000, Using test moments): 7.643563071015251
[INFO] 2020-11-15 15:06:13 > Inception score (Step: 146000, 10000 generated images): 10.040645599365234
[INFO] 2020-11-15 15:06:13 > Best FID score (Step: 136000, Using test moments): 7.551338930940915
[INFO] 2020-11-15 15:06:14 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 15:07:04 > Step:  146100 Progress: 73.0% Elapsed: 22:46:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.87046 Generator_loss: 2.01204 
[INFO] 2020-11-15 15:07:54 > Step:  146200 Progress: 73.1% Elapsed: 22:47:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.42513 Generator_loss: 1.79608 
[INFO] 2020-11-15 15:08:45 > Step:  146300 Progress: 73.2% Elapsed: 22:48:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.62516 Generator_loss: 2.00369 
[INFO] 2020-11-15 15:09:35 > Step:  146400 Progress: 73.2% Elapsed: 22:49:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.88046 Generator_loss: 1.3272 
[INFO] 2020-11-15 15:10:25 > Step:  146500 Progress: 73.2% Elapsed: 22:50:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.74137 Generator_loss: 2.21719 
[INFO] 2020-11-15 15:11:15 > Step:  146600 Progress: 73.3% Elapsed: 22:51:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.71899 Generator_loss: 1.70153 
[INFO] 2020-11-15 15:12:05 > Step:  146700 Progress: 73.4% Elapsed: 22:51:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.80166 Generator_loss: 2.05146 
[INFO] 2020-11-15 15:12:55 > Step:  146800 Progress: 73.4% Elapsed: 22:52:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.53828 Generator_loss: 2.54395 
[INFO] 2020-11-15 15:13:46 > Step:  146900 Progress: 73.5% Elapsed: 22:53:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.56517 Generator_loss: 2.00145 
[INFO] 2020-11-15 15:14:36 > Step:  147000 Progress: 73.5% Elapsed: 22:54:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.72681 Generator_loss: 2.22443 
[INFO] 2020-11-15 15:15:26 > Step:  147100 Progress: 73.6% Elapsed: 22:55:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.5551 Generator_loss: 1.94485 
[INFO] 2020-11-15 15:16:16 > Step:  147200 Progress: 73.6% Elapsed: 22:56:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.84886 Generator_loss: 2.28518 
[INFO] 2020-11-15 15:17:07 > Step:  147300 Progress: 73.7% Elapsed: 22:56:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.75739 Generator_loss: 1.90442 
[INFO] 2020-11-15 15:17:57 > Step:  147400 Progress: 73.7% Elapsed: 22:57:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.68213 Generator_loss: 1.73903 
[INFO] 2020-11-15 15:18:47 > Step:  147500 Progress: 73.8% Elapsed: 22:58:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.71077 Generator_loss: 1.766 
[INFO] 2020-11-15 15:19:37 > Step:  147600 Progress: 73.8% Elapsed: 22:59:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.92267 Generator_loss: 2.35283 
[INFO] 2020-11-15 15:20:27 > Step:  147700 Progress: 73.9% Elapsed: 23:00:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.76089 Generator_loss: 2.06241 
[INFO] 2020-11-15 15:21:17 > Step:  147800 Progress: 73.9% Elapsed: 23:01:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.6739 Generator_loss: 1.65296 
[INFO] 2020-11-15 15:22:07 > Step:  147900 Progress: 74.0% Elapsed: 23:01:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.86923 Generator_loss: 1.6508 
[INFO] 2020-11-15 15:22:57 > Step:  148000 Progress: 74.0% Elapsed: 23:02:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.94215 Generator_loss: 2.10255 
[INFO] 2020-11-15 15:22:57 > Start Evaluation (148000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 15:24:52 > F_8 score (Step: 148000, Using test images): 0.9886210720199274
[INFO] 2020-11-15 15:24:52 > F_1/8 score (Step: 148000, Using test images): 0.9953288785732618
[INFO] 2020-11-15 15:24:52 > FID score (Step: 148000, Using test moments): 7.58266146744802
[INFO] 2020-11-15 15:24:52 > Inception score (Step: 148000, 10000 generated images): 9.721938133239746
[INFO] 2020-11-15 15:24:52 > Best FID score (Step: 136000, Using test moments): 7.551338930940915
[INFO] 2020-11-15 15:24:52 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 15:25:43 > Step:  148100 Progress: 74.1% Elapsed: 23:05:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.83843 Generator_loss: 1.6505 
[INFO] 2020-11-15 15:26:33 > Step:  148200 Progress: 74.1% Elapsed: 23:06:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.63001 Generator_loss: 1.87473 
[INFO] 2020-11-15 15:27:24 > Step:  148300 Progress: 74.2% Elapsed: 23:07:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.88623 Generator_loss: 2.16761 
[INFO] 2020-11-15 15:28:14 > Step:  148400 Progress: 74.2% Elapsed: 23:08:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.85163 Generator_loss: 2.46985 
[INFO] 2020-11-15 15:29:04 > Step:  148500 Progress: 74.2% Elapsed: 23:08:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.58431 Generator_loss: 1.83009 
[INFO] 2020-11-15 15:29:54 > Step:  148600 Progress: 74.3% Elapsed: 23:09:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.48134 Generator_loss: 2.45381 
[INFO] 2020-11-15 15:30:44 > Step:  148700 Progress: 74.4% Elapsed: 23:10:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.71016 Generator_loss: 2.41534 
[INFO] 2020-11-15 15:31:34 > Step:  148800 Progress: 74.4% Elapsed: 23:11:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.40179 Generator_loss: 2.28855 
[INFO] 2020-11-15 15:32:25 > Step:  148900 Progress: 74.5% Elapsed: 23:12:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.72527 Generator_loss: 2.17752 
[INFO] 2020-11-15 15:33:15 > Step:  149000 Progress: 74.5% Elapsed: 23:13:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.8648 Generator_loss: 2.11374 
[INFO] 2020-11-15 15:34:05 > Step:  149100 Progress: 74.6% Elapsed: 23:13:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.64648 Generator_loss: 1.72118 
[INFO] 2020-11-15 15:34:56 > Step:  149200 Progress: 74.6% Elapsed: 23:14:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.60672 Generator_loss: 2.08536 
[INFO] 2020-11-15 15:35:46 > Step:  149300 Progress: 74.7% Elapsed: 23:15:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.897 Generator_loss: 2.40939 
[INFO] 2020-11-15 15:36:37 > Step:  149400 Progress: 74.7% Elapsed: 23:16:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.61071 Generator_loss: 1.83445 
[INFO] 2020-11-15 15:37:27 > Step:  149500 Progress: 74.8% Elapsed: 23:17:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.87107 Generator_loss: 2.28195 
[INFO] 2020-11-15 15:38:17 > Step:  149600 Progress: 74.8% Elapsed: 23:18:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.77579 Generator_loss: 1.69155 
[INFO] 2020-11-15 15:39:07 > Step:  149700 Progress: 74.9% Elapsed: 23:18:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.6797 Generator_loss: 1.61363 
[INFO] 2020-11-15 15:39:57 > Step:  149800 Progress: 74.9% Elapsed: 23:19:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.76738 Generator_loss: 2.15117 
[INFO] 2020-11-15 15:40:48 > Step:  149900 Progress: 75.0% Elapsed: 23:20:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.86254 Generator_loss: 2.48598 
[INFO] 2020-11-15 15:41:38 > Step:  150000 Progress: 75.0% Elapsed: 23:21:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.76484 Generator_loss: 1.67342 
[INFO] 2020-11-15 15:41:38 > Start Evaluation (150000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 15:43:35 > F_8 score (Step: 150000, Using test images): 0.9918934759928199
[INFO] 2020-11-15 15:43:35 > F_1/8 score (Step: 150000, Using test images): 0.9960282869223542
[INFO] 2020-11-15 15:43:35 > FID score (Step: 150000, Using test moments): 7.500047559650284
[INFO] 2020-11-15 15:43:35 > Inception score (Step: 150000, 10000 generated images): 9.916643142700195
[INFO] 2020-11-15 15:43:35 > Best FID score (Step: 150000, Using test moments): 7.500047559650284
[INFO] 2020-11-15 15:43:36 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 15:44:26 > Step:  150100 Progress: 75.0% Elapsed: 23:24:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.64307 Generator_loss: 1.88398 
[INFO] 2020-11-15 15:45:17 > Step:  150200 Progress: 75.1% Elapsed: 23:25:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.95333 Generator_loss: 2.22603 
[INFO] 2020-11-15 15:46:06 > Step:  150300 Progress: 75.1% Elapsed: 23:25:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.9323 Generator_loss: 1.90278 
[INFO] 2020-11-15 15:46:56 > Step:  150400 Progress: 75.2% Elapsed: 23:26:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.87235 Generator_loss: 1.83483 
[INFO] 2020-11-15 15:47:46 > Step:  150500 Progress: 75.2% Elapsed: 23:27:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.8065 Generator_loss: 1.97649 
[INFO] 2020-11-15 15:48:37 > Step:  150600 Progress: 75.3% Elapsed: 23:28:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.75617 Generator_loss: 2.24773 
[INFO] 2020-11-15 15:49:27 > Step:  150700 Progress: 75.3% Elapsed: 23:29:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.58853 Generator_loss: 1.89649 
[INFO] 2020-11-15 15:50:17 > Step:  150800 Progress: 75.4% Elapsed: 23:30:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.9686 Generator_loss: 1.77199 
[INFO] 2020-11-15 15:51:08 > Step:  150900 Progress: 75.4% Elapsed: 23:30:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.79827 Generator_loss: 1.58742 
[INFO] 2020-11-15 15:51:58 > Step:  151000 Progress: 75.5% Elapsed: 23:31:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.64131 Generator_loss: 1.80629 
[INFO] 2020-11-15 15:52:48 > Step:  151100 Progress: 75.5% Elapsed: 23:32:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.92103 Generator_loss: 2.16551 
[INFO] 2020-11-15 15:53:38 > Step:  151200 Progress: 75.6% Elapsed: 23:33:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.86571 Generator_loss: 2.47417 
[INFO] 2020-11-15 15:54:29 > Step:  151300 Progress: 75.6% Elapsed: 23:34:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.71344 Generator_loss: 2.54072 
[INFO] 2020-11-15 15:55:20 > Step:  151400 Progress: 75.7% Elapsed: 23:35:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.68031 Generator_loss: 2.38056 
[INFO] 2020-11-15 15:56:10 > Step:  151500 Progress: 75.8% Elapsed: 23:35:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.85886 Generator_loss: 2.01216 
[INFO] 2020-11-15 15:57:00 > Step:  151600 Progress: 75.8% Elapsed: 23:36:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.7516 Generator_loss: 2.38154 
[INFO] 2020-11-15 15:57:50 > Step:  151700 Progress: 75.8% Elapsed: 23:37:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.80389 Generator_loss: 2.07033 
[INFO] 2020-11-15 15:58:39 > Step:  151800 Progress: 75.9% Elapsed: 23:38:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.78832 Generator_loss: 2.04653 
[INFO] 2020-11-15 15:59:29 > Step:  151900 Progress: 75.9% Elapsed: 23:39:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.59909 Generator_loss: 1.96153 
[INFO] 2020-11-15 16:00:19 > Step:  152000 Progress: 76.0% Elapsed: 23:40:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.83754 Generator_loss: 2.27463 
[INFO] 2020-11-15 16:00:19 > Start Evaluation (152000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 16:02:15 > F_8 score (Step: 152000, Using test images): 0.9940643418471111
[INFO] 2020-11-15 16:02:15 > F_1/8 score (Step: 152000, Using test images): 0.9958127787709813
[INFO] 2020-11-15 16:02:15 > FID score (Step: 152000, Using test moments): 7.723633410075877
[INFO] 2020-11-15 16:02:15 > Inception score (Step: 152000, 10000 generated images): 9.902396202087402
[INFO] 2020-11-15 16:02:15 > Best FID score (Step: 150000, Using test moments): 7.500047559650284
[INFO] 2020-11-15 16:02:16 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 16:03:05 > Step:  152100 Progress: 76.0% Elapsed: 23:42:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.72686 Generator_loss: 1.62616 
[INFO] 2020-11-15 16:03:54 > Step:  152200 Progress: 76.1% Elapsed: 23:43:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.8281 Generator_loss: 1.87391 
[INFO] 2020-11-15 16:04:44 > Step:  152300 Progress: 76.1% Elapsed: 23:44:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.63378 Generator_loss: 2.20526 
[INFO] 2020-11-15 16:05:34 > Step:  152400 Progress: 76.2% Elapsed: 23:45:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.92644 Generator_loss: 2.01764 
[INFO] 2020-11-15 16:06:25 > Step:  152500 Progress: 76.2% Elapsed: 23:46:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.71546 Generator_loss: 2.38952 
[INFO] 2020-11-15 16:07:15 > Step:  152600 Progress: 76.3% Elapsed: 23:47:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.91466 Generator_loss: 2.03041 
[INFO] 2020-11-15 16:08:05 > Step:  152700 Progress: 76.3% Elapsed: 23:47:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.67717 Generator_loss: 1.52481 
[INFO] 2020-11-15 16:08:56 > Step:  152800 Progress: 76.4% Elapsed: 23:48:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.37849 Generator_loss: 2.40148 
[INFO] 2020-11-15 16:09:47 > Step:  152900 Progress: 76.4% Elapsed: 23:49:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.79521 Generator_loss: 2.28102 
[INFO] 2020-11-15 16:10:37 > Step:  153000 Progress: 76.5% Elapsed: 23:50:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.77905 Generator_loss: 1.75847 
[INFO] 2020-11-15 16:11:27 > Step:  153100 Progress: 76.5% Elapsed: 23:51:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.67039 Generator_loss: 2.08549 
[INFO] 2020-11-15 16:12:18 > Step:  153200 Progress: 76.6% Elapsed: 23:52:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.78657 Generator_loss: 2.17386 
[INFO] 2020-11-15 16:13:09 > Step:  153300 Progress: 76.6% Elapsed: 23:52:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.65042 Generator_loss: 2.69622 
[INFO] 2020-11-15 16:13:59 > Step:  153400 Progress: 76.7% Elapsed: 23:53:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.53814 Generator_loss: 1.50223 
[INFO] 2020-11-15 16:14:49 > Step:  153500 Progress: 76.8% Elapsed: 23:54:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.84918 Generator_loss: 1.94669 
[INFO] 2020-11-15 16:15:39 > Step:  153600 Progress: 76.8% Elapsed: 23:55:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.78796 Generator_loss: 2.67476 
[INFO] 2020-11-15 16:16:29 > Step:  153700 Progress: 76.8% Elapsed: 23:56:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.65648 Generator_loss: 1.90394 
[INFO] 2020-11-15 16:17:20 > Step:  153800 Progress: 76.9% Elapsed: 23:57:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.83726 Generator_loss: 1.67957 
[INFO] 2020-11-15 16:18:11 > Step:  153900 Progress: 77.0% Elapsed: 23:57:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.88548 Generator_loss: 1.96562 
[INFO] 2020-11-15 16:19:01 > Step:  154000 Progress: 77.0% Elapsed: 23:58:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.7099 Generator_loss: 1.9588 
[INFO] 2020-11-15 16:19:01 > Start Evaluation (154000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 16:20:54 > F_8 score (Step: 154000, Using test images): 0.9932009885516702
[INFO] 2020-11-15 16:20:54 > F_1/8 score (Step: 154000, Using test images): 0.9956431874172719
[INFO] 2020-11-15 16:20:54 > FID score (Step: 154000, Using test moments): 7.567532696146486
[INFO] 2020-11-15 16:20:54 > Inception score (Step: 154000, 10000 generated images): 9.930612564086914
[INFO] 2020-11-15 16:20:54 > Best FID score (Step: 150000, Using test moments): 7.500047559650284
[INFO] 2020-11-15 16:20:55 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 16:21:45 > Step:  154100 Progress: 77.0% Elapsed: 1 day, 0:01:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.6625 Generator_loss: 2.09424 
[INFO] 2020-11-15 16:22:36 > Step:  154200 Progress: 77.1% Elapsed: 1 day, 0:02:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.80136 Generator_loss: 1.93542 
[INFO] 2020-11-15 16:23:26 > Step:  154300 Progress: 77.1% Elapsed: 1 day, 0:03:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.70884 Generator_loss: 2.50618 
[INFO] 2020-11-15 16:24:16 > Step:  154400 Progress: 77.2% Elapsed: 1 day, 0:04:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.74727 Generator_loss: 2.32753 
[INFO] 2020-11-15 16:25:06 > Step:  154500 Progress: 77.2% Elapsed: 1 day, 0:04:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.68777 Generator_loss: 2.20788 
[INFO] 2020-11-15 16:25:56 > Step:  154600 Progress: 77.3% Elapsed: 1 day, 0:05:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.73447 Generator_loss: 1.56364 
[INFO] 2020-11-15 16:26:47 > Step:  154700 Progress: 77.3% Elapsed: 1 day, 0:06:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.77452 Generator_loss: 1.87661 
[INFO] 2020-11-15 16:27:37 > Step:  154800 Progress: 77.4% Elapsed: 1 day, 0:07:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.85196 Generator_loss: 1.45067 
[INFO] 2020-11-15 16:28:27 > Step:  154900 Progress: 77.5% Elapsed: 1 day, 0:08:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.74347 Generator_loss: 2.9031 
[INFO] 2020-11-15 16:29:17 > Step:  155000 Progress: 77.5% Elapsed: 1 day, 0:09:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.74714 Generator_loss: 2.02471 
[INFO] 2020-11-15 16:30:07 > Step:  155100 Progress: 77.5% Elapsed: 1 day, 0:09:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.85773 Generator_loss: 2.22124 
[INFO] 2020-11-15 16:30:57 > Step:  155200 Progress: 77.6% Elapsed: 1 day, 0:10:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.56664 Generator_loss: 1.83301 
[INFO] 2020-11-15 16:31:48 > Step:  155300 Progress: 77.6% Elapsed: 1 day, 0:11:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.93089 Generator_loss: 2.42021 
[INFO] 2020-11-15 16:32:38 > Step:  155400 Progress: 77.7% Elapsed: 1 day, 0:12:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.91525 Generator_loss: 1.97056 
[INFO] 2020-11-15 16:33:28 > Step:  155500 Progress: 77.8% Elapsed: 1 day, 0:13:15 temperature: 1.0 ada_p: No Discriminator_loss: 3.0246 Generator_loss: 1.49133 
[INFO] 2020-11-15 16:34:18 > Step:  155600 Progress: 77.8% Elapsed: 1 day, 0:14:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.95993 Generator_loss: 2.04095 
[INFO] 2020-11-15 16:35:07 > Step:  155700 Progress: 77.8% Elapsed: 1 day, 0:14:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.80283 Generator_loss: 1.76722 
[INFO] 2020-11-15 16:35:57 > Step:  155800 Progress: 77.9% Elapsed: 1 day, 0:15:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.59176 Generator_loss: 2.05507 
[INFO] 2020-11-15 16:36:47 > Step:  155900 Progress: 78.0% Elapsed: 1 day, 0:16:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.89266 Generator_loss: 2.19522 
[INFO] 2020-11-15 16:37:38 > Step:  156000 Progress: 78.0% Elapsed: 1 day, 0:17:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.66123 Generator_loss: 2.14996 
[INFO] 2020-11-15 16:37:38 > Start Evaluation (156000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 16:39:34 > F_8 score (Step: 156000, Using test images): 0.9917537863773309
[INFO] 2020-11-15 16:39:34 > F_1/8 score (Step: 156000, Using test images): 0.994509897724435
[INFO] 2020-11-15 16:39:34 > FID score (Step: 156000, Using test moments): 7.483513468314015
[INFO] 2020-11-15 16:39:34 > Inception score (Step: 156000, 10000 generated images): 9.778787612915039
[INFO] 2020-11-15 16:39:34 > Best FID score (Step: 156000, Using test moments): 7.483513468314015
[INFO] 2020-11-15 16:39:36 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 16:40:26 > Step:  156100 Progress: 78.0% Elapsed: 1 day, 0:20:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.68704 Generator_loss: 2.32813 
[INFO] 2020-11-15 16:41:16 > Step:  156200 Progress: 78.1% Elapsed: 1 day, 0:21:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.85395 Generator_loss: 1.73634 
[INFO] 2020-11-15 16:42:07 > Step:  156300 Progress: 78.1% Elapsed: 1 day, 0:21:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.85079 Generator_loss: 1.84332 
[INFO] 2020-11-15 16:42:57 > Step:  156400 Progress: 78.2% Elapsed: 1 day, 0:22:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.51485 Generator_loss: 2.00616 
[INFO] 2020-11-15 16:43:47 > Step:  156500 Progress: 78.2% Elapsed: 1 day, 0:23:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.59163 Generator_loss: 1.41087 
[INFO] 2020-11-15 16:44:37 > Step:  156600 Progress: 78.3% Elapsed: 1 day, 0:24:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.78449 Generator_loss: 1.9248 
[INFO] 2020-11-15 16:45:28 > Step:  156700 Progress: 78.3% Elapsed: 1 day, 0:25:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.84582 Generator_loss: 2.02401 
[INFO] 2020-11-15 16:46:18 > Step:  156800 Progress: 78.4% Elapsed: 1 day, 0:26:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.70172 Generator_loss: 1.67628 
[INFO] 2020-11-15 16:47:09 > Step:  156900 Progress: 78.5% Elapsed: 1 day, 0:26:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.94184 Generator_loss: 2.0112 
[INFO] 2020-11-15 16:48:00 > Step:  157000 Progress: 78.5% Elapsed: 1 day, 0:27:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.72136 Generator_loss: 2.08929 
[INFO] 2020-11-15 16:48:50 > Step:  157100 Progress: 78.5% Elapsed: 1 day, 0:28:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.80371 Generator_loss: 1.15468 
[INFO] 2020-11-15 16:49:40 > Step:  157200 Progress: 78.6% Elapsed: 1 day, 0:29:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.8343 Generator_loss: 1.82926 
[INFO] 2020-11-15 16:50:30 > Step:  157300 Progress: 78.6% Elapsed: 1 day, 0:30:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.61729 Generator_loss: 2.55462 
[INFO] 2020-11-15 16:51:20 > Step:  157400 Progress: 78.7% Elapsed: 1 day, 0:31:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.84177 Generator_loss: 2.18802 
[INFO] 2020-11-15 16:52:11 > Step:  157500 Progress: 78.8% Elapsed: 1 day, 0:31:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.72833 Generator_loss: 1.75252 
[INFO] 2020-11-15 16:53:01 > Step:  157600 Progress: 78.8% Elapsed: 1 day, 0:32:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.73201 Generator_loss: 1.94658 
[INFO] 2020-11-15 16:53:51 > Step:  157700 Progress: 78.8% Elapsed: 1 day, 0:33:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.92294 Generator_loss: 1.47446 
[INFO] 2020-11-15 16:54:42 > Step:  157800 Progress: 78.9% Elapsed: 1 day, 0:34:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.91767 Generator_loss: 1.9757 
[INFO] 2020-11-15 16:55:31 > Step:  157900 Progress: 79.0% Elapsed: 1 day, 0:35:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.65288 Generator_loss: 1.91543 
[INFO] 2020-11-15 16:56:21 > Step:  158000 Progress: 79.0% Elapsed: 1 day, 0:36:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.67134 Generator_loss: 2.35643 
[INFO] 2020-11-15 16:56:21 > Start Evaluation (158000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 16:58:17 > F_8 score (Step: 158000, Using test images): 0.9925638066767805
[INFO] 2020-11-15 16:58:17 > F_1/8 score (Step: 158000, Using test images): 0.9961470276437965
[INFO] 2020-11-15 16:58:17 > FID score (Step: 158000, Using test moments): 7.617873487332645
[INFO] 2020-11-15 16:58:17 > Inception score (Step: 158000, 10000 generated images): 9.985907554626465
[INFO] 2020-11-15 16:58:17 > Best FID score (Step: 156000, Using test moments): 7.483513468314015
[INFO] 2020-11-15 16:58:17 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 16:59:07 > Step:  158100 Progress: 79.0% Elapsed: 1 day, 0:38:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.69471 Generator_loss: 1.92848 
[INFO] 2020-11-15 16:59:57 > Step:  158200 Progress: 79.1% Elapsed: 1 day, 0:39:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.76234 Generator_loss: 1.59879 
[INFO] 2020-11-15 17:00:47 > Step:  158300 Progress: 79.1% Elapsed: 1 day, 0:40:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.76259 Generator_loss: 2.38966 
[INFO] 2020-11-15 17:01:37 > Step:  158400 Progress: 79.2% Elapsed: 1 day, 0:41:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.71727 Generator_loss: 2.25062 
[INFO] 2020-11-15 17:02:27 > Step:  158500 Progress: 79.2% Elapsed: 1 day, 0:42:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.94228 Generator_loss: 2.26751 
[INFO] 2020-11-15 17:03:17 > Step:  158600 Progress: 79.3% Elapsed: 1 day, 0:43:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.02512 Generator_loss: 1.8017 
[INFO] 2020-11-15 17:04:08 > Step:  158700 Progress: 79.3% Elapsed: 1 day, 0:43:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.87743 Generator_loss: 1.81573 
[INFO] 2020-11-15 17:04:58 > Step:  158800 Progress: 79.4% Elapsed: 1 day, 0:44:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.56157 Generator_loss: 1.84696 
[INFO] 2020-11-15 17:05:48 > Step:  158900 Progress: 79.5% Elapsed: 1 day, 0:45:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.80512 Generator_loss: 2.36245 
[INFO] 2020-11-15 17:06:38 > Step:  159000 Progress: 79.5% Elapsed: 1 day, 0:46:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.78503 Generator_loss: 1.98969 
[INFO] 2020-11-15 17:07:28 > Step:  159100 Progress: 79.5% Elapsed: 1 day, 0:47:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.81446 Generator_loss: 1.89103 
[INFO] 2020-11-15 17:08:19 > Step:  159200 Progress: 79.6% Elapsed: 1 day, 0:48:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.49183 Generator_loss: 1.76974 
[INFO] 2020-11-15 17:09:09 > Step:  159300 Progress: 79.7% Elapsed: 1 day, 0:48:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.9157 Generator_loss: 1.6818 
[INFO] 2020-11-15 17:09:59 > Step:  159400 Progress: 79.7% Elapsed: 1 day, 0:49:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.84663 Generator_loss: 1.90736 
[INFO] 2020-11-15 17:10:49 > Step:  159500 Progress: 79.8% Elapsed: 1 day, 0:50:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.61758 Generator_loss: 2.07847 
[INFO] 2020-11-15 17:11:40 > Step:  159600 Progress: 79.8% Elapsed: 1 day, 0:51:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.70988 Generator_loss: 2.07508 
[INFO] 2020-11-15 17:12:30 > Step:  159700 Progress: 79.8% Elapsed: 1 day, 0:52:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.8753 Generator_loss: 1.99407 
[INFO] 2020-11-15 17:13:21 > Step:  159800 Progress: 79.9% Elapsed: 1 day, 0:53:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.97785 Generator_loss: 1.76879 
[INFO] 2020-11-15 17:14:10 > Step:  159900 Progress: 80.0% Elapsed: 1 day, 0:53:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.63123 Generator_loss: 2.27049 
[INFO] 2020-11-15 17:15:01 > Step:  160000 Progress: 80.0% Elapsed: 1 day, 0:54:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.81786 Generator_loss: 1.80678 
[INFO] 2020-11-15 17:15:01 > Start Evaluation (160000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 17:16:56 > F_8 score (Step: 160000, Using test images): 0.9924454649220963
[INFO] 2020-11-15 17:16:56 > F_1/8 score (Step: 160000, Using test images): 0.9960951218303203
[INFO] 2020-11-15 17:16:56 > FID score (Step: 160000, Using test moments): 7.458467763615829
[INFO] 2020-11-15 17:16:56 > Inception score (Step: 160000, 10000 generated images): 10.033956527709961
[INFO] 2020-11-15 17:16:56 > Best FID score (Step: 160000, Using test moments): 7.458467763615829
[INFO] 2020-11-15 17:16:57 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 17:17:47 > Step:  160100 Progress: 80.0% Elapsed: 1 day, 0:57:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.86048 Generator_loss: 1.6252 
[INFO] 2020-11-15 17:18:37 > Step:  160200 Progress: 80.1% Elapsed: 1 day, 0:58:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.88538 Generator_loss: 2.11498 
[INFO] 2020-11-15 17:19:27 > Step:  160300 Progress: 80.2% Elapsed: 1 day, 0:59:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.7052 Generator_loss: 2.17748 
[INFO] 2020-11-15 17:20:17 > Step:  160400 Progress: 80.2% Elapsed: 1 day, 1:00:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.86584 Generator_loss: 2.14912 
[INFO] 2020-11-15 17:21:07 > Step:  160500 Progress: 80.2% Elapsed: 1 day, 1:00:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.86241 Generator_loss: 2.04352 
[INFO] 2020-11-15 17:21:58 > Step:  160600 Progress: 80.3% Elapsed: 1 day, 1:01:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.64185 Generator_loss: 2.64286 
[INFO] 2020-11-15 17:22:48 > Step:  160700 Progress: 80.3% Elapsed: 1 day, 1:02:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.9643 Generator_loss: 2.53072 
[INFO] 2020-11-15 17:23:39 > Step:  160800 Progress: 80.4% Elapsed: 1 day, 1:03:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.10552 Generator_loss: 2.1742 
[INFO] 2020-11-15 17:24:30 > Step:  160900 Progress: 80.5% Elapsed: 1 day, 1:04:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.66886 Generator_loss: 2.03152 
[INFO] 2020-11-15 17:25:19 > Step:  161000 Progress: 80.5% Elapsed: 1 day, 1:05:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.54563 Generator_loss: 1.9393 
[INFO] 2020-11-15 17:26:10 > Step:  161100 Progress: 80.5% Elapsed: 1 day, 1:05:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.75159 Generator_loss: 2.1138 
[INFO] 2020-11-15 17:27:00 > Step:  161200 Progress: 80.6% Elapsed: 1 day, 1:06:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.7732 Generator_loss: 2.23924 
[INFO] 2020-11-15 17:27:50 > Step:  161300 Progress: 80.7% Elapsed: 1 day, 1:07:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.01957 Generator_loss: 2.40486 
[INFO] 2020-11-15 17:28:40 > Step:  161400 Progress: 80.7% Elapsed: 1 day, 1:08:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.87991 Generator_loss: 2.30075 
[INFO] 2020-11-15 17:29:30 > Step:  161500 Progress: 80.8% Elapsed: 1 day, 1:09:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.76526 Generator_loss: 2.12568 
[INFO] 2020-11-15 17:30:20 > Step:  161600 Progress: 80.8% Elapsed: 1 day, 1:10:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.69024 Generator_loss: 2.20816 
[INFO] 2020-11-15 17:31:11 > Step:  161700 Progress: 80.8% Elapsed: 1 day, 1:10:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.76819 Generator_loss: 1.87885 
[INFO] 2020-11-15 17:32:01 > Step:  161800 Progress: 80.9% Elapsed: 1 day, 1:11:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.69711 Generator_loss: 2.23804 
[INFO] 2020-11-15 17:32:50 > Step:  161900 Progress: 81.0% Elapsed: 1 day, 1:12:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.46862 Generator_loss: 2.40379 
[INFO] 2020-11-15 17:33:41 > Step:  162000 Progress: 81.0% Elapsed: 1 day, 1:13:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.62132 Generator_loss: 1.70181 
[INFO] 2020-11-15 17:33:41 > Start Evaluation (162000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 17:35:37 > F_8 score (Step: 162000, Using test images): 0.992708668794865
[INFO] 2020-11-15 17:35:37 > F_1/8 score (Step: 162000, Using test images): 0.9947976191748653
[INFO] 2020-11-15 17:35:37 > FID score (Step: 162000, Using test moments): 7.464048247768915
[INFO] 2020-11-15 17:35:37 > Inception score (Step: 162000, 10000 generated images): 9.95039176940918
[INFO] 2020-11-15 17:35:37 > Best FID score (Step: 160000, Using test moments): 7.458467763615829
[INFO] 2020-11-15 17:35:38 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 17:36:27 > Step:  162100 Progress: 81.0% Elapsed: 1 day, 1:16:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.71756 Generator_loss: 1.86768 
[INFO] 2020-11-15 17:37:17 > Step:  162200 Progress: 81.1% Elapsed: 1 day, 1:17:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.68473 Generator_loss: 2.19916 
[INFO] 2020-11-15 17:38:07 > Step:  162300 Progress: 81.2% Elapsed: 1 day, 1:17:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.77994 Generator_loss: 2.01128 
[INFO] 2020-11-15 17:38:57 > Step:  162400 Progress: 81.2% Elapsed: 1 day, 1:18:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.63959 Generator_loss: 1.99086 
[INFO] 2020-11-15 17:39:47 > Step:  162500 Progress: 81.2% Elapsed: 1 day, 1:19:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.68355 Generator_loss: 2.32709 
[INFO] 2020-11-15 17:40:37 > Step:  162600 Progress: 81.3% Elapsed: 1 day, 1:20:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.98667 Generator_loss: 1.77651 
[INFO] 2020-11-15 17:41:26 > Step:  162700 Progress: 81.3% Elapsed: 1 day, 1:21:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.70475 Generator_loss: 2.12011 
[INFO] 2020-11-15 17:42:17 > Step:  162800 Progress: 81.4% Elapsed: 1 day, 1:22:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.81703 Generator_loss: 1.71502 
[INFO] 2020-11-15 17:43:07 > Step:  162900 Progress: 81.5% Elapsed: 1 day, 1:22:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.6152 Generator_loss: 2.24767 
[INFO] 2020-11-15 17:43:58 > Step:  163000 Progress: 81.5% Elapsed: 1 day, 1:23:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.73923 Generator_loss: 2.69164 
[INFO] 2020-11-15 17:44:48 > Step:  163100 Progress: 81.5% Elapsed: 1 day, 1:24:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.70235 Generator_loss: 1.81796 
[INFO] 2020-11-15 17:45:38 > Step:  163200 Progress: 81.6% Elapsed: 1 day, 1:25:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.75113 Generator_loss: 1.80207 
[INFO] 2020-11-15 17:46:28 > Step:  163300 Progress: 81.7% Elapsed: 1 day, 1:26:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.67573 Generator_loss: 2.14592 
[INFO] 2020-11-15 17:47:19 > Step:  163400 Progress: 81.7% Elapsed: 1 day, 1:27:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.84294 Generator_loss: 1.55257 
[INFO] 2020-11-15 17:48:08 > Step:  163500 Progress: 81.8% Elapsed: 1 day, 1:27:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.75724 Generator_loss: 2.60272 
[INFO] 2020-11-15 17:48:59 > Step:  163600 Progress: 81.8% Elapsed: 1 day, 1:28:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.71442 Generator_loss: 2.76002 
[INFO] 2020-11-15 17:49:49 > Step:  163700 Progress: 81.8% Elapsed: 1 day, 1:29:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.78166 Generator_loss: 1.95274 
[INFO] 2020-11-15 17:50:38 > Step:  163800 Progress: 81.9% Elapsed: 1 day, 1:30:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.79961 Generator_loss: 2.35973 
[INFO] 2020-11-15 17:51:29 > Step:  163900 Progress: 82.0% Elapsed: 1 day, 1:31:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.83751 Generator_loss: 1.74558 
[INFO] 2020-11-15 17:52:18 > Step:  164000 Progress: 82.0% Elapsed: 1 day, 1:32:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.95019 Generator_loss: 2.14278 
[INFO] 2020-11-15 17:52:18 > Start Evaluation (164000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 17:54:15 > F_8 score (Step: 164000, Using test images): 0.9916382011793118
[INFO] 2020-11-15 17:54:15 > F_1/8 score (Step: 164000, Using test images): 0.9953231343758882
[INFO] 2020-11-15 17:54:15 > FID score (Step: 164000, Using test moments): 7.424224898911461
[INFO] 2020-11-15 17:54:15 > Inception score (Step: 164000, 10000 generated images): 9.93365478515625
[INFO] 2020-11-15 17:54:15 > Best FID score (Step: 164000, Using test moments): 7.424224898911461
[INFO] 2020-11-15 17:54:17 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 17:55:07 > Step:  164100 Progress: 82.0% Elapsed: 1 day, 1:34:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.65046 Generator_loss: 1.56976 
[INFO] 2020-11-15 17:55:56 > Step:  164200 Progress: 82.1% Elapsed: 1 day, 1:35:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.67403 Generator_loss: 1.93299 
[INFO] 2020-11-15 17:56:46 > Step:  164300 Progress: 82.2% Elapsed: 1 day, 1:36:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.77471 Generator_loss: 2.36402 
[INFO] 2020-11-15 17:57:37 > Step:  164400 Progress: 82.2% Elapsed: 1 day, 1:37:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.80309 Generator_loss: 2.30515 
[INFO] 2020-11-15 17:58:27 > Step:  164500 Progress: 82.2% Elapsed: 1 day, 1:38:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.4838 Generator_loss: 1.5912 
[INFO] 2020-11-15 17:59:17 > Step:  164600 Progress: 82.3% Elapsed: 1 day, 1:39:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.83779 Generator_loss: 2.43922 
[INFO] 2020-11-15 18:00:07 > Step:  164700 Progress: 82.3% Elapsed: 1 day, 1:39:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.43994 Generator_loss: 1.70012 
[INFO] 2020-11-15 18:00:58 > Step:  164800 Progress: 82.4% Elapsed: 1 day, 1:40:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.79025 Generator_loss: 2.48321 
[INFO] 2020-11-15 18:01:47 > Step:  164900 Progress: 82.5% Elapsed: 1 day, 1:41:35 temperature: 1.0 ada_p: No Discriminator_loss: 3.0321 Generator_loss: 1.5168 
[INFO] 2020-11-15 18:02:38 > Step:  165000 Progress: 82.5% Elapsed: 1 day, 1:42:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.8871 Generator_loss: 2.245 
[INFO] 2020-11-15 18:03:28 > Step:  165100 Progress: 82.5% Elapsed: 1 day, 1:43:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.76814 Generator_loss: 1.43812 
[INFO] 2020-11-15 18:04:18 > Step:  165200 Progress: 82.6% Elapsed: 1 day, 1:44:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.72894 Generator_loss: 2.29325 
[INFO] 2020-11-15 18:05:09 > Step:  165300 Progress: 82.7% Elapsed: 1 day, 1:44:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.73112 Generator_loss: 1.58618 
[INFO] 2020-11-15 18:05:59 > Step:  165400 Progress: 82.7% Elapsed: 1 day, 1:45:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.77226 Generator_loss: 2.14883 
[INFO] 2020-11-15 18:06:49 > Step:  165500 Progress: 82.8% Elapsed: 1 day, 1:46:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.55566 Generator_loss: 1.84661 
[INFO] 2020-11-15 18:07:40 > Step:  165600 Progress: 82.8% Elapsed: 1 day, 1:47:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.65354 Generator_loss: 1.95991 
[INFO] 2020-11-15 18:08:30 > Step:  165700 Progress: 82.8% Elapsed: 1 day, 1:48:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.58342 Generator_loss: 1.76672 
[INFO] 2020-11-15 18:09:20 > Step:  165800 Progress: 82.9% Elapsed: 1 day, 1:49:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.73573 Generator_loss: 2.13398 
[INFO] 2020-11-15 18:10:10 > Step:  165900 Progress: 83.0% Elapsed: 1 day, 1:49:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.69851 Generator_loss: 2.20763 
[INFO] 2020-11-15 18:11:00 > Step:  166000 Progress: 83.0% Elapsed: 1 day, 1:50:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.78194 Generator_loss: 2.12649 
[INFO] 2020-11-15 18:11:00 > Start Evaluation (166000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 18:12:57 > F_8 score (Step: 166000, Using test images): 0.9947438041621455
[INFO] 2020-11-15 18:12:57 > F_1/8 score (Step: 166000, Using test images): 0.9956989414658377
[INFO] 2020-11-15 18:12:57 > FID score (Step: 166000, Using test moments): 7.44049579031423
[INFO] 2020-11-15 18:12:57 > Inception score (Step: 166000, 10000 generated images): 9.784778594970703
[INFO] 2020-11-15 18:12:57 > Best FID score (Step: 164000, Using test moments): 7.424224898911461
[INFO] 2020-11-15 18:12:57 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 18:13:48 > Step:  166100 Progress: 83.0% Elapsed: 1 day, 1:53:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.7272 Generator_loss: 2.41769 
[INFO] 2020-11-15 18:14:38 > Step:  166200 Progress: 83.1% Elapsed: 1 day, 1:54:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.88463 Generator_loss: 2.45941 
[INFO] 2020-11-15 18:15:28 > Step:  166300 Progress: 83.2% Elapsed: 1 day, 1:55:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.61633 Generator_loss: 2.32956 
[INFO] 2020-11-15 18:16:18 > Step:  166400 Progress: 83.2% Elapsed: 1 day, 1:56:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.85563 Generator_loss: 1.93377 
[INFO] 2020-11-15 18:17:08 > Step:  166500 Progress: 83.2% Elapsed: 1 day, 1:56:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.48048 Generator_loss: 1.46922 
[INFO] 2020-11-15 18:17:58 > Step:  166600 Progress: 83.3% Elapsed: 1 day, 1:57:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.95979 Generator_loss: 2.38561 
[INFO] 2020-11-15 18:18:48 > Step:  166700 Progress: 83.4% Elapsed: 1 day, 1:58:35 temperature: 1.0 ada_p: No Discriminator_loss: 3.01203 Generator_loss: 1.98836 
[INFO] 2020-11-15 18:19:38 > Step:  166800 Progress: 83.4% Elapsed: 1 day, 1:59:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.56996 Generator_loss: 1.96186 
[INFO] 2020-11-15 18:20:27 > Step:  166900 Progress: 83.5% Elapsed: 1 day, 2:00:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.80962 Generator_loss: 1.92147 
[INFO] 2020-11-15 18:21:18 > Step:  167000 Progress: 83.5% Elapsed: 1 day, 2:01:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.72461 Generator_loss: 1.96521 
[INFO] 2020-11-15 18:22:08 > Step:  167100 Progress: 83.5% Elapsed: 1 day, 2:01:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.79337 Generator_loss: 2.43799 
[INFO] 2020-11-15 18:22:58 > Step:  167200 Progress: 83.6% Elapsed: 1 day, 2:02:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.59838 Generator_loss: 2.23441 
[INFO] 2020-11-15 18:23:49 > Step:  167300 Progress: 83.7% Elapsed: 1 day, 2:03:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.60941 Generator_loss: 2.05155 
[INFO] 2020-11-15 18:24:39 > Step:  167400 Progress: 83.7% Elapsed: 1 day, 2:04:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.7179 Generator_loss: 1.58948 
[INFO] 2020-11-15 18:25:29 > Step:  167500 Progress: 83.8% Elapsed: 1 day, 2:05:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.67649 Generator_loss: 1.62915 
[INFO] 2020-11-15 18:26:20 > Step:  167600 Progress: 83.8% Elapsed: 1 day, 2:06:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.64398 Generator_loss: 2.22831 
[INFO] 2020-11-15 18:27:11 > Step:  167700 Progress: 83.9% Elapsed: 1 day, 2:06:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.5971 Generator_loss: 2.25156 
[INFO] 2020-11-15 18:28:01 > Step:  167800 Progress: 83.9% Elapsed: 1 day, 2:07:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.8208 Generator_loss: 1.98179 
[INFO] 2020-11-15 18:28:51 > Step:  167900 Progress: 84.0% Elapsed: 1 day, 2:08:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.78661 Generator_loss: 2.25732 
[INFO] 2020-11-15 18:29:40 > Step:  168000 Progress: 84.0% Elapsed: 1 day, 2:09:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.49255 Generator_loss: 1.91949 
[INFO] 2020-11-15 18:29:40 > Start Evaluation (168000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 18:31:36 > F_8 score (Step: 168000, Using test images): 0.9923282708452874
[INFO] 2020-11-15 18:31:36 > F_1/8 score (Step: 168000, Using test images): 0.9962480234969936
[INFO] 2020-11-15 18:31:36 > FID score (Step: 168000, Using test moments): 7.535722491110221
[INFO] 2020-11-15 18:31:36 > Inception score (Step: 168000, 10000 generated images): 9.794355392456055
[INFO] 2020-11-15 18:31:36 > Best FID score (Step: 164000, Using test moments): 7.424224898911461
[INFO] 2020-11-15 18:31:37 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 18:32:27 > Step:  168100 Progress: 84.0% Elapsed: 1 day, 2:12:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.88582 Generator_loss: 1.8679 
[INFO] 2020-11-15 18:33:16 > Step:  168200 Progress: 84.1% Elapsed: 1 day, 2:13:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.82443 Generator_loss: 2.15262 
[INFO] 2020-11-15 18:34:06 > Step:  168300 Progress: 84.2% Elapsed: 1 day, 2:13:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.85963 Generator_loss: 1.75696 
[INFO] 2020-11-15 18:34:56 > Step:  168400 Progress: 84.2% Elapsed: 1 day, 2:14:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.67385 Generator_loss: 2.08063 
[INFO] 2020-11-15 18:35:47 > Step:  168500 Progress: 84.2% Elapsed: 1 day, 2:15:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.64582 Generator_loss: 1.82864 
[INFO] 2020-11-15 18:36:37 > Step:  168600 Progress: 84.3% Elapsed: 1 day, 2:16:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.81006 Generator_loss: 2.28056 
[INFO] 2020-11-15 18:37:27 > Step:  168700 Progress: 84.4% Elapsed: 1 day, 2:17:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.81953 Generator_loss: 1.8086 
[INFO] 2020-11-15 18:38:18 > Step:  168800 Progress: 84.4% Elapsed: 1 day, 2:18:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.85243 Generator_loss: 2.46009 
[INFO] 2020-11-15 18:39:08 > Step:  168900 Progress: 84.5% Elapsed: 1 day, 2:18:56 temperature: 1.0 ada_p: No Discriminator_loss: 3.06678 Generator_loss: 2.0037 
[INFO] 2020-11-15 18:39:58 > Step:  169000 Progress: 84.5% Elapsed: 1 day, 2:19:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.70566 Generator_loss: 1.81273 
[INFO] 2020-11-15 18:40:48 > Step:  169100 Progress: 84.5% Elapsed: 1 day, 2:20:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.69518 Generator_loss: 1.77899 
[INFO] 2020-11-15 18:41:39 > Step:  169200 Progress: 84.6% Elapsed: 1 day, 2:21:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.55128 Generator_loss: 1.99264 
[INFO] 2020-11-15 18:42:29 > Step:  169300 Progress: 84.7% Elapsed: 1 day, 2:22:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.7233 Generator_loss: 2.40354 
[INFO] 2020-11-15 18:43:18 > Step:  169400 Progress: 84.7% Elapsed: 1 day, 2:23:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.55795 Generator_loss: 1.84928 
[INFO] 2020-11-15 18:44:09 > Step:  169500 Progress: 84.8% Elapsed: 1 day, 2:23:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.75846 Generator_loss: 2.16584 
[INFO] 2020-11-15 18:44:59 > Step:  169600 Progress: 84.8% Elapsed: 1 day, 2:24:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.68296 Generator_loss: 1.65709 
[INFO] 2020-11-15 18:45:49 > Step:  169700 Progress: 84.9% Elapsed: 1 day, 2:25:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.66365 Generator_loss: 2.05481 
[INFO] 2020-11-15 18:46:40 > Step:  169800 Progress: 84.9% Elapsed: 1 day, 2:26:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.84329 Generator_loss: 2.23451 
[INFO] 2020-11-15 18:47:30 > Step:  169900 Progress: 85.0% Elapsed: 1 day, 2:27:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.75495 Generator_loss: 1.9096 
[INFO] 2020-11-15 18:48:20 > Step:  170000 Progress: 85.0% Elapsed: 1 day, 2:28:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.79323 Generator_loss: 1.91513 
[INFO] 2020-11-15 18:48:20 > Start Evaluation (170000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 18:50:17 > F_8 score (Step: 170000, Using test images): 0.9910455297951005
[INFO] 2020-11-15 18:50:17 > F_1/8 score (Step: 170000, Using test images): 0.9945971928035913
[INFO] 2020-11-15 18:50:17 > FID score (Step: 170000, Using test moments): 7.546988919437126
[INFO] 2020-11-15 18:50:17 > Inception score (Step: 170000, 10000 generated images): 9.99824333190918
[INFO] 2020-11-15 18:50:17 > Best FID score (Step: 164000, Using test moments): 7.424224898911461
[INFO] 2020-11-15 18:50:18 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 18:51:07 > Step:  170100 Progress: 85.0% Elapsed: 1 day, 2:30:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.91112 Generator_loss: 2.17197 
[INFO] 2020-11-15 18:51:57 > Step:  170200 Progress: 85.1% Elapsed: 1 day, 2:31:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.72079 Generator_loss: 1.74981 
[INFO] 2020-11-15 18:52:47 > Step:  170300 Progress: 85.2% Elapsed: 1 day, 2:32:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.73591 Generator_loss: 2.01672 
[INFO] 2020-11-15 18:53:37 > Step:  170400 Progress: 85.2% Elapsed: 1 day, 2:33:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.79675 Generator_loss: 1.9108 
[INFO] 2020-11-15 18:54:28 > Step:  170500 Progress: 85.2% Elapsed: 1 day, 2:34:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.91393 Generator_loss: 1.98096 
[INFO] 2020-11-15 18:55:18 > Step:  170600 Progress: 85.3% Elapsed: 1 day, 2:35:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.606 Generator_loss: 1.76723 
[INFO] 2020-11-15 18:56:08 > Step:  170700 Progress: 85.4% Elapsed: 1 day, 2:35:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.71283 Generator_loss: 2.16854 
[INFO] 2020-11-15 18:56:58 > Step:  170800 Progress: 85.4% Elapsed: 1 day, 2:36:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.80741 Generator_loss: 2.36892 
[INFO] 2020-11-15 18:57:49 > Step:  170900 Progress: 85.5% Elapsed: 1 day, 2:37:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.68106 Generator_loss: 2.32644 
[INFO] 2020-11-15 18:58:39 > Step:  171000 Progress: 85.5% Elapsed: 1 day, 2:38:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.7083 Generator_loss: 1.76755 
[INFO] 2020-11-15 18:59:29 > Step:  171100 Progress: 85.5% Elapsed: 1 day, 2:39:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.76054 Generator_loss: 2.07985 
[INFO] 2020-11-15 19:00:19 > Step:  171200 Progress: 85.6% Elapsed: 1 day, 2:40:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.63665 Generator_loss: 2.29934 
[INFO] 2020-11-15 19:01:08 > Step:  171300 Progress: 85.7% Elapsed: 1 day, 2:40:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.69079 Generator_loss: 1.88586 
[INFO] 2020-11-15 19:01:59 > Step:  171400 Progress: 85.7% Elapsed: 1 day, 2:41:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.79091 Generator_loss: 1.96138 
[INFO] 2020-11-15 19:02:49 > Step:  171500 Progress: 85.8% Elapsed: 1 day, 2:42:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.793 Generator_loss: 2.33926 
[INFO] 2020-11-15 19:03:39 > Step:  171600 Progress: 85.8% Elapsed: 1 day, 2:43:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.84486 Generator_loss: 1.76921 
[INFO] 2020-11-15 19:04:29 > Step:  171700 Progress: 85.9% Elapsed: 1 day, 2:44:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.71379 Generator_loss: 1.86344 
[INFO] 2020-11-15 19:05:19 > Step:  171800 Progress: 85.9% Elapsed: 1 day, 2:45:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.65784 Generator_loss: 2.07635 
[INFO] 2020-11-15 19:06:09 > Step:  171900 Progress: 86.0% Elapsed: 1 day, 2:45:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.77711 Generator_loss: 2.18198 
[INFO] 2020-11-15 19:07:00 > Step:  172000 Progress: 86.0% Elapsed: 1 day, 2:46:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.9309 Generator_loss: 1.84988 
[INFO] 2020-11-15 19:07:00 > Start Evaluation (172000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 19:08:55 > F_8 score (Step: 172000, Using test images): 0.9912886746063128
[INFO] 2020-11-15 19:08:55 > F_1/8 score (Step: 172000, Using test images): 0.995121586215886
[INFO] 2020-11-15 19:08:55 > FID score (Step: 172000, Using test moments): 7.451763016630821
[INFO] 2020-11-15 19:08:55 > Inception score (Step: 172000, 10000 generated images): 9.874720573425293
[INFO] 2020-11-15 19:08:55 > Best FID score (Step: 164000, Using test moments): 7.424224898911461
[INFO] 2020-11-15 19:08:55 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 19:09:45 > Step:  172100 Progress: 86.1% Elapsed: 1 day, 2:49:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.61337 Generator_loss: 1.71349 
[INFO] 2020-11-15 19:10:35 > Step:  172200 Progress: 86.1% Elapsed: 1 day, 2:50:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.12945 Generator_loss: 2.11815 
[INFO] 2020-11-15 19:11:25 > Step:  172300 Progress: 86.2% Elapsed: 1 day, 2:51:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.86939 Generator_loss: 2.29355 
[INFO] 2020-11-15 19:12:15 > Step:  172400 Progress: 86.2% Elapsed: 1 day, 2:52:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.80021 Generator_loss: 1.70772 
[INFO] 2020-11-15 19:13:05 > Step:  172500 Progress: 86.2% Elapsed: 1 day, 2:52:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.75319 Generator_loss: 2.07137 
[INFO] 2020-11-15 19:13:55 > Step:  172600 Progress: 86.3% Elapsed: 1 day, 2:53:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.51636 Generator_loss: 1.91208 
[INFO] 2020-11-15 19:14:45 > Step:  172700 Progress: 86.4% Elapsed: 1 day, 2:54:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.88789 Generator_loss: 1.93968 
[INFO] 2020-11-15 19:15:35 > Step:  172800 Progress: 86.4% Elapsed: 1 day, 2:55:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.83658 Generator_loss: 1.31731 
[INFO] 2020-11-15 19:16:25 > Step:  172900 Progress: 86.5% Elapsed: 1 day, 2:56:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.79423 Generator_loss: 1.82117 
[INFO] 2020-11-15 19:17:15 > Step:  173000 Progress: 86.5% Elapsed: 1 day, 2:57:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.64005 Generator_loss: 2.62022 
[INFO] 2020-11-15 19:18:06 > Step:  173100 Progress: 86.6% Elapsed: 1 day, 2:57:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.80541 Generator_loss: 1.75425 
[INFO] 2020-11-15 19:18:56 > Step:  173200 Progress: 86.6% Elapsed: 1 day, 2:58:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.7674 Generator_loss: 2.13022 
[INFO] 2020-11-15 19:19:46 > Step:  173300 Progress: 86.7% Elapsed: 1 day, 2:59:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.85104 Generator_loss: 1.39317 
[INFO] 2020-11-15 19:20:36 > Step:  173400 Progress: 86.7% Elapsed: 1 day, 3:00:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.85915 Generator_loss: 2.3223 
[INFO] 2020-11-15 19:21:26 > Step:  173500 Progress: 86.8% Elapsed: 1 day, 3:01:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.1106 Generator_loss: 2.21056 
[INFO] 2020-11-15 19:22:16 > Step:  173600 Progress: 86.8% Elapsed: 1 day, 3:02:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.91622 Generator_loss: 2.00712 
[INFO] 2020-11-15 19:23:06 > Step:  173700 Progress: 86.9% Elapsed: 1 day, 3:02:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.98257 Generator_loss: 1.94527 
[INFO] 2020-11-15 19:23:56 > Step:  173800 Progress: 86.9% Elapsed: 1 day, 3:03:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.7293 Generator_loss: 1.90148 
[INFO] 2020-11-15 19:24:46 > Step:  173900 Progress: 87.0% Elapsed: 1 day, 3:04:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.86865 Generator_loss: 2.46444 
[INFO] 2020-11-15 19:25:36 > Step:  174000 Progress: 87.0% Elapsed: 1 day, 3:05:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.74745 Generator_loss: 1.94369 
[INFO] 2020-11-15 19:25:36 > Start Evaluation (174000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 19:27:32 > F_8 score (Step: 174000, Using test images): 0.9904655261158782
[INFO] 2020-11-15 19:27:32 > F_1/8 score (Step: 174000, Using test images): 0.9959246739476121
[INFO] 2020-11-15 19:27:32 > FID score (Step: 174000, Using test moments): 7.493582009547197
[INFO] 2020-11-15 19:27:32 > Inception score (Step: 174000, 10000 generated images): 9.83347225189209
[INFO] 2020-11-15 19:27:32 > Best FID score (Step: 164000, Using test moments): 7.424224898911461
[INFO] 2020-11-15 19:27:33 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 19:28:23 > Step:  174100 Progress: 87.1% Elapsed: 1 day, 3:08:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.7225 Generator_loss: 2.04473 
[INFO] 2020-11-15 19:29:13 > Step:  174200 Progress: 87.1% Elapsed: 1 day, 3:09:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.6653 Generator_loss: 2.40899 
[INFO] 2020-11-15 19:30:02 > Step:  174300 Progress: 87.2% Elapsed: 1 day, 3:09:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.00594 Generator_loss: 2.49145 
[INFO] 2020-11-15 19:30:52 > Step:  174400 Progress: 87.2% Elapsed: 1 day, 3:10:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.68024 Generator_loss: 2.303 
[INFO] 2020-11-15 19:31:43 > Step:  174500 Progress: 87.2% Elapsed: 1 day, 3:11:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.71622 Generator_loss: 1.99912 
[INFO] 2020-11-15 19:32:33 > Step:  174600 Progress: 87.3% Elapsed: 1 day, 3:12:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.87799 Generator_loss: 2.01373 
[INFO] 2020-11-15 19:33:23 > Step:  174700 Progress: 87.4% Elapsed: 1 day, 3:13:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.64381 Generator_loss: 2.28187 
[INFO] 2020-11-15 19:34:13 > Step:  174800 Progress: 87.4% Elapsed: 1 day, 3:14:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.95897 Generator_loss: 2.17635 
[INFO] 2020-11-15 19:35:04 > Step:  174900 Progress: 87.5% Elapsed: 1 day, 3:14:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.89376 Generator_loss: 2.52771 
[INFO] 2020-11-15 19:35:54 > Step:  175000 Progress: 87.5% Elapsed: 1 day, 3:15:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.69443 Generator_loss: 2.31795 
[INFO] 2020-11-15 19:36:44 > Step:  175100 Progress: 87.5% Elapsed: 1 day, 3:16:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.63733 Generator_loss: 2.56535 
[INFO] 2020-11-15 19:37:34 > Step:  175200 Progress: 87.6% Elapsed: 1 day, 3:17:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.69802 Generator_loss: 1.69005 
[INFO] 2020-11-15 19:38:24 > Step:  175300 Progress: 87.6% Elapsed: 1 day, 3:18:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.72571 Generator_loss: 2.30945 
[INFO] 2020-11-15 19:39:14 > Step:  175400 Progress: 87.7% Elapsed: 1 day, 3:19:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.74039 Generator_loss: 2.04591 
[INFO] 2020-11-15 19:40:04 > Step:  175500 Progress: 87.8% Elapsed: 1 day, 3:19:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.73925 Generator_loss: 2.29874 
[INFO] 2020-11-15 19:40:54 > Step:  175600 Progress: 87.8% Elapsed: 1 day, 3:20:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.9201 Generator_loss: 1.86001 
[INFO] 2020-11-15 19:41:45 > Step:  175700 Progress: 87.8% Elapsed: 1 day, 3:21:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.48497 Generator_loss: 1.54831 
[INFO] 2020-11-15 19:42:35 > Step:  175800 Progress: 87.9% Elapsed: 1 day, 3:22:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.82133 Generator_loss: 1.50783 
[INFO] 2020-11-15 19:43:25 > Step:  175900 Progress: 87.9% Elapsed: 1 day, 3:23:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.73082 Generator_loss: 1.76837 
[INFO] 2020-11-15 19:44:15 > Step:  176000 Progress: 88.0% Elapsed: 1 day, 3:24:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.83562 Generator_loss: 1.69227 
[INFO] 2020-11-15 19:44:15 > Start Evaluation (176000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 19:46:10 > F_8 score (Step: 176000, Using test images): 0.990413699631481
[INFO] 2020-11-15 19:46:10 > F_1/8 score (Step: 176000, Using test images): 0.9947960411991459
[INFO] 2020-11-15 19:46:10 > FID score (Step: 176000, Using test moments): 7.5370383622087616
[INFO] 2020-11-15 19:46:10 > Inception score (Step: 176000, 10000 generated images): 9.911341667175293
[INFO] 2020-11-15 19:46:10 > Best FID score (Step: 164000, Using test moments): 7.424224898911461
[INFO] 2020-11-15 19:46:11 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 19:47:01 > Step:  176100 Progress: 88.0% Elapsed: 1 day, 3:26:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.86039 Generator_loss: 2.31387 
[INFO] 2020-11-15 19:47:51 > Step:  176200 Progress: 88.1% Elapsed: 1 day, 3:27:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.81104 Generator_loss: 2.52986 
[INFO] 2020-11-15 19:48:40 > Step:  176300 Progress: 88.1% Elapsed: 1 day, 3:28:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.83587 Generator_loss: 2.25363 
[INFO] 2020-11-15 19:49:31 > Step:  176400 Progress: 88.2% Elapsed: 1 day, 3:29:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.79904 Generator_loss: 2.09732 
[INFO] 2020-11-15 19:50:20 > Step:  176500 Progress: 88.2% Elapsed: 1 day, 3:30:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.73909 Generator_loss: 2.41394 
[INFO] 2020-11-15 19:51:11 > Step:  176600 Progress: 88.3% Elapsed: 1 day, 3:30:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.75176 Generator_loss: 2.06249 
[INFO] 2020-11-15 19:52:00 > Step:  176700 Progress: 88.3% Elapsed: 1 day, 3:31:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.8652 Generator_loss: 2.20741 
[INFO] 2020-11-15 19:52:50 > Step:  176800 Progress: 88.4% Elapsed: 1 day, 3:32:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.75801 Generator_loss: 1.88581 
[INFO] 2020-11-15 19:53:40 > Step:  176900 Progress: 88.4% Elapsed: 1 day, 3:33:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.60076 Generator_loss: 2.08113 
[INFO] 2020-11-15 19:54:30 > Step:  177000 Progress: 88.5% Elapsed: 1 day, 3:34:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.50759 Generator_loss: 2.04052 
[INFO] 2020-11-15 19:55:20 > Step:  177100 Progress: 88.5% Elapsed: 1 day, 3:35:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.68688 Generator_loss: 2.56946 
[INFO] 2020-11-15 19:56:10 > Step:  177200 Progress: 88.6% Elapsed: 1 day, 3:35:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.63287 Generator_loss: 2.11392 
[INFO] 2020-11-15 19:57:01 > Step:  177300 Progress: 88.6% Elapsed: 1 day, 3:36:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.04133 Generator_loss: 2.29456 
[INFO] 2020-11-15 19:57:51 > Step:  177400 Progress: 88.7% Elapsed: 1 day, 3:37:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.74449 Generator_loss: 1.97327 
[INFO] 2020-11-15 19:58:41 > Step:  177500 Progress: 88.8% Elapsed: 1 day, 3:38:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.60508 Generator_loss: 2.34353 
[INFO] 2020-11-15 19:59:31 > Step:  177600 Progress: 88.8% Elapsed: 1 day, 3:39:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.52045 Generator_loss: 2.1833 
[INFO] 2020-11-15 20:00:21 > Step:  177700 Progress: 88.8% Elapsed: 1 day, 3:40:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.73852 Generator_loss: 2.19529 
[INFO] 2020-11-15 20:01:11 > Step:  177800 Progress: 88.9% Elapsed: 1 day, 3:40:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.72422 Generator_loss: 2.26403 
[INFO] 2020-11-15 20:02:01 > Step:  177900 Progress: 88.9% Elapsed: 1 day, 3:41:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.62771 Generator_loss: 2.17859 
[INFO] 2020-11-15 20:02:51 > Step:  178000 Progress: 89.0% Elapsed: 1 day, 3:42:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.73906 Generator_loss: 1.46674 
[INFO] 2020-11-15 20:02:51 > Start Evaluation (178000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 20:04:47 > F_8 score (Step: 178000, Using test images): 0.9922827146291598
[INFO] 2020-11-15 20:04:47 > F_1/8 score (Step: 178000, Using test images): 0.9962687784035577
[INFO] 2020-11-15 20:04:47 > FID score (Step: 178000, Using test moments): 7.395737137071649
[INFO] 2020-11-15 20:04:47 > Inception score (Step: 178000, 10000 generated images): 9.802006721496582
[INFO] 2020-11-15 20:04:47 > Best FID score (Step: 178000, Using test moments): 7.395737137071649
[INFO] 2020-11-15 20:04:48 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 20:05:38 > Step:  178100 Progress: 89.0% Elapsed: 1 day, 3:45:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.85476 Generator_loss: 2.08822 
[INFO] 2020-11-15 20:06:28 > Step:  178200 Progress: 89.1% Elapsed: 1 day, 3:46:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.02229 Generator_loss: 1.75667 
[INFO] 2020-11-15 20:07:18 > Step:  178300 Progress: 89.1% Elapsed: 1 day, 3:47:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.42271 Generator_loss: 1.74758 
[INFO] 2020-11-15 20:08:08 > Step:  178400 Progress: 89.2% Elapsed: 1 day, 3:47:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.95789 Generator_loss: 1.52573 
[INFO] 2020-11-15 20:08:58 > Step:  178500 Progress: 89.2% Elapsed: 1 day, 3:48:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.97013 Generator_loss: 2.61054 
[INFO] 2020-11-15 20:09:48 > Step:  178600 Progress: 89.3% Elapsed: 1 day, 3:49:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.98364 Generator_loss: 1.22817 
[INFO] 2020-11-15 20:10:39 > Step:  178700 Progress: 89.3% Elapsed: 1 day, 3:50:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.93266 Generator_loss: 1.67752 
[INFO] 2020-11-15 20:11:29 > Step:  178800 Progress: 89.4% Elapsed: 1 day, 3:51:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.62033 Generator_loss: 2.22975 
[INFO] 2020-11-15 20:12:20 > Step:  178900 Progress: 89.5% Elapsed: 1 day, 3:52:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.67832 Generator_loss: 2.46935 
[INFO] 2020-11-15 20:13:09 > Step:  179000 Progress: 89.5% Elapsed: 1 day, 3:52:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.82048 Generator_loss: 2.73238 
[INFO] 2020-11-15 20:13:59 > Step:  179100 Progress: 89.5% Elapsed: 1 day, 3:53:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.73206 Generator_loss: 1.80768 
[INFO] 2020-11-15 20:14:50 > Step:  179200 Progress: 89.6% Elapsed: 1 day, 3:54:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.75253 Generator_loss: 1.85128 
[INFO] 2020-11-15 20:15:40 > Step:  179300 Progress: 89.6% Elapsed: 1 day, 3:55:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.66098 Generator_loss: 2.51586 
[INFO] 2020-11-15 20:16:31 > Step:  179400 Progress: 89.7% Elapsed: 1 day, 3:56:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.91023 Generator_loss: 2.50749 
[INFO] 2020-11-15 20:17:21 > Step:  179500 Progress: 89.8% Elapsed: 1 day, 3:57:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.54959 Generator_loss: 1.8234 
[INFO] 2020-11-15 20:18:11 > Step:  179600 Progress: 89.8% Elapsed: 1 day, 3:57:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.81908 Generator_loss: 1.85162 
[INFO] 2020-11-15 20:19:01 > Step:  179700 Progress: 89.8% Elapsed: 1 day, 3:58:49 temperature: 1.0 ada_p: No Discriminator_loss: 3.03334 Generator_loss: 2.56508 
[INFO] 2020-11-15 20:19:52 > Step:  179800 Progress: 89.9% Elapsed: 1 day, 3:59:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.92382 Generator_loss: 1.81201 
[INFO] 2020-11-15 20:20:42 > Step:  179900 Progress: 90.0% Elapsed: 1 day, 4:00:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.41446 Generator_loss: 2.10274 
[INFO] 2020-11-15 20:21:32 > Step:  180000 Progress: 90.0% Elapsed: 1 day, 4:01:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.35286 Generator_loss: 2.29368 
[INFO] 2020-11-15 20:21:32 > Start Evaluation (180000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 20:23:29 > F_8 score (Step: 180000, Using test images): 0.9912792929749015
[INFO] 2020-11-15 20:23:29 > F_1/8 score (Step: 180000, Using test images): 0.9942984987321953
[INFO] 2020-11-15 20:23:29 > FID score (Step: 180000, Using test moments): 7.433318766452146
[INFO] 2020-11-15 20:23:29 > Inception score (Step: 180000, 10000 generated images): 9.85571575164795
[INFO] 2020-11-15 20:23:29 > Best FID score (Step: 178000, Using test moments): 7.395737137071649
[INFO] 2020-11-15 20:23:30 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 20:24:20 > Step:  180100 Progress: 90.0% Elapsed: 1 day, 4:04:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.72753 Generator_loss: 1.76651 
[INFO] 2020-11-15 20:25:10 > Step:  180200 Progress: 90.1% Elapsed: 1 day, 4:04:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.66051 Generator_loss: 2.12035 
[INFO] 2020-11-15 20:26:00 > Step:  180300 Progress: 90.1% Elapsed: 1 day, 4:05:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.69057 Generator_loss: 1.97113 
[INFO] 2020-11-15 20:26:50 > Step:  180400 Progress: 90.2% Elapsed: 1 day, 4:06:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.60633 Generator_loss: 2.16291 
[INFO] 2020-11-15 20:27:41 > Step:  180500 Progress: 90.2% Elapsed: 1 day, 4:07:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.89599 Generator_loss: 1.81943 
[INFO] 2020-11-15 20:28:31 > Step:  180600 Progress: 90.3% Elapsed: 1 day, 4:08:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.68313 Generator_loss: 2.90259 
[INFO] 2020-11-15 20:29:21 > Step:  180700 Progress: 90.3% Elapsed: 1 day, 4:09:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.70154 Generator_loss: 1.81159 
[INFO] 2020-11-15 20:30:11 > Step:  180800 Progress: 90.4% Elapsed: 1 day, 4:09:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.72813 Generator_loss: 1.5056 
[INFO] 2020-11-15 20:31:01 > Step:  180900 Progress: 90.5% Elapsed: 1 day, 4:10:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.79002 Generator_loss: 2.13394 
[INFO] 2020-11-15 20:31:51 > Step:  181000 Progress: 90.5% Elapsed: 1 day, 4:11:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.95471 Generator_loss: 2.07318 
[INFO] 2020-11-15 20:32:41 > Step:  181100 Progress: 90.5% Elapsed: 1 day, 4:12:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.86884 Generator_loss: 2.62998 
[INFO] 2020-11-15 20:33:32 > Step:  181200 Progress: 90.6% Elapsed: 1 day, 4:13:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.66869 Generator_loss: 1.80962 
[INFO] 2020-11-15 20:34:22 > Step:  181300 Progress: 90.6% Elapsed: 1 day, 4:14:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.71645 Generator_loss: 1.95456 
[INFO] 2020-11-15 20:35:13 > Step:  181400 Progress: 90.7% Elapsed: 1 day, 4:15:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.62 Generator_loss: 2.26983 
[INFO] 2020-11-15 20:36:03 > Step:  181500 Progress: 90.8% Elapsed: 1 day, 4:15:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.97943 Generator_loss: 2.3438 
[INFO] 2020-11-15 20:36:53 > Step:  181600 Progress: 90.8% Elapsed: 1 day, 4:16:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.94445 Generator_loss: 2.11959 
[INFO] 2020-11-15 20:37:43 > Step:  181700 Progress: 90.8% Elapsed: 1 day, 4:17:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.63866 Generator_loss: 2.3992 
[INFO] 2020-11-15 20:38:32 > Step:  181800 Progress: 90.9% Elapsed: 1 day, 4:18:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.91503 Generator_loss: 1.89825 
[INFO] 2020-11-15 20:39:22 > Step:  181900 Progress: 91.0% Elapsed: 1 day, 4:19:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.79064 Generator_loss: 2.10401 
[INFO] 2020-11-15 20:40:13 > Step:  182000 Progress: 91.0% Elapsed: 1 day, 4:20:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.8459 Generator_loss: 1.78226 
[INFO] 2020-11-15 20:40:13 > Start Evaluation (182000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 20:42:09 > F_8 score (Step: 182000, Using test images): 0.9950224568662673
[INFO] 2020-11-15 20:42:09 > F_1/8 score (Step: 182000, Using test images): 0.9959750573877909
[INFO] 2020-11-15 20:42:09 > FID score (Step: 182000, Using test moments): 7.260621046645383
[INFO] 2020-11-15 20:42:09 > Inception score (Step: 182000, 10000 generated images): 9.85280990600586
[INFO] 2020-11-15 20:42:09 > Best FID score (Step: 182000, Using test moments): 7.260621046645383
[INFO] 2020-11-15 20:42:10 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 20:43:00 > Step:  182100 Progress: 91.0% Elapsed: 1 day, 4:22:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.75713 Generator_loss: 2.01362 
[INFO] 2020-11-15 20:43:50 > Step:  182200 Progress: 91.1% Elapsed: 1 day, 4:23:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.9084 Generator_loss: 2.15212 
[INFO] 2020-11-15 20:44:41 > Step:  182300 Progress: 91.1% Elapsed: 1 day, 4:24:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.71351 Generator_loss: 1.82699 
[INFO] 2020-11-15 20:45:31 > Step:  182400 Progress: 91.2% Elapsed: 1 day, 4:25:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.50764 Generator_loss: 2.22348 
[INFO] 2020-11-15 20:46:22 > Step:  182500 Progress: 91.2% Elapsed: 1 day, 4:26:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.72773 Generator_loss: 1.75023 
[INFO] 2020-11-15 20:47:12 > Step:  182600 Progress: 91.3% Elapsed: 1 day, 4:27:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.9284 Generator_loss: 2.33456 
[INFO] 2020-11-15 20:48:02 > Step:  182700 Progress: 91.3% Elapsed: 1 day, 4:27:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.75211 Generator_loss: 1.97352 
[INFO] 2020-11-15 20:48:52 > Step:  182800 Progress: 91.4% Elapsed: 1 day, 4:28:39 temperature: 1.0 ada_p: No Discriminator_loss: 3.08129 Generator_loss: 1.7258 
[INFO] 2020-11-15 20:49:42 > Step:  182900 Progress: 91.5% Elapsed: 1 day, 4:29:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.69647 Generator_loss: 2.35786 
[INFO] 2020-11-15 20:50:32 > Step:  183000 Progress: 91.5% Elapsed: 1 day, 4:30:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.74412 Generator_loss: 2.0493 
[INFO] 2020-11-15 20:51:23 > Step:  183100 Progress: 91.5% Elapsed: 1 day, 4:31:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.60683 Generator_loss: 2.09376 
[INFO] 2020-11-15 20:52:12 > Step:  183200 Progress: 91.6% Elapsed: 1 day, 4:31:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.70089 Generator_loss: 1.8729 
[INFO] 2020-11-15 20:53:02 > Step:  183300 Progress: 91.6% Elapsed: 1 day, 4:32:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.86018 Generator_loss: 1.68108 
[INFO] 2020-11-15 20:53:52 > Step:  183400 Progress: 91.7% Elapsed: 1 day, 4:33:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.55718 Generator_loss: 2.00768 
[INFO] 2020-11-15 20:54:42 > Step:  183500 Progress: 91.8% Elapsed: 1 day, 4:34:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.92388 Generator_loss: 1.91674 
[INFO] 2020-11-15 20:55:33 > Step:  183600 Progress: 91.8% Elapsed: 1 day, 4:35:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.8071 Generator_loss: 2.21202 
[INFO] 2020-11-15 20:56:24 > Step:  183700 Progress: 91.8% Elapsed: 1 day, 4:36:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.82974 Generator_loss: 1.81797 
[INFO] 2020-11-15 20:57:13 > Step:  183800 Progress: 91.9% Elapsed: 1 day, 4:37:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.68807 Generator_loss: 1.77657 
[INFO] 2020-11-15 20:58:04 > Step:  183900 Progress: 92.0% Elapsed: 1 day, 4:37:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.6542 Generator_loss: 2.35573 
[INFO] 2020-11-15 20:58:54 > Step:  184000 Progress: 92.0% Elapsed: 1 day, 4:38:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.70217 Generator_loss: 2.04906 
[INFO] 2020-11-15 20:58:54 > Start Evaluation (184000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 21:00:51 > F_8 score (Step: 184000, Using test images): 0.989795899266682
[INFO] 2020-11-15 21:00:51 > F_1/8 score (Step: 184000, Using test images): 0.99565322252592
[INFO] 2020-11-15 21:00:51 > FID score (Step: 184000, Using test moments): 7.405282919268927
[INFO] 2020-11-15 21:00:51 > Inception score (Step: 184000, 10000 generated images): 9.669142723083496
[INFO] 2020-11-15 21:00:51 > Best FID score (Step: 182000, Using test moments): 7.260621046645383
[INFO] 2020-11-15 21:00:52 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 21:01:43 > Step:  184100 Progress: 92.0% Elapsed: 1 day, 4:41:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.88851 Generator_loss: 1.48702 
[INFO] 2020-11-15 21:02:33 > Step:  184200 Progress: 92.1% Elapsed: 1 day, 4:42:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.75507 Generator_loss: 1.73741 
[INFO] 2020-11-15 21:03:23 > Step:  184300 Progress: 92.2% Elapsed: 1 day, 4:43:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.77751 Generator_loss: 2.14475 
[INFO] 2020-11-15 21:04:14 > Step:  184400 Progress: 92.2% Elapsed: 1 day, 4:44:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.49951 Generator_loss: 2.22197 
[INFO] 2020-11-15 21:05:04 > Step:  184500 Progress: 92.2% Elapsed: 1 day, 4:44:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.75973 Generator_loss: 2.54219 
[INFO] 2020-11-15 21:05:55 > Step:  184600 Progress: 92.3% Elapsed: 1 day, 4:45:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.06259 Generator_loss: 2.16438 
[INFO] 2020-11-15 21:06:45 > Step:  184700 Progress: 92.3% Elapsed: 1 day, 4:46:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.65955 Generator_loss: 2.27866 
[INFO] 2020-11-15 21:07:36 > Step:  184800 Progress: 92.4% Elapsed: 1 day, 4:47:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.80787 Generator_loss: 2.31226 
[INFO] 2020-11-15 21:08:26 > Step:  184900 Progress: 92.5% Elapsed: 1 day, 4:48:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.73917 Generator_loss: 2.12395 
[INFO] 2020-11-15 21:09:17 > Step:  185000 Progress: 92.5% Elapsed: 1 day, 4:49:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.68454 Generator_loss: 2.10229 
[INFO] 2020-11-15 21:10:07 > Step:  185100 Progress: 92.5% Elapsed: 1 day, 4:49:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.76174 Generator_loss: 2.36168 
[INFO] 2020-11-15 21:10:57 > Step:  185200 Progress: 92.6% Elapsed: 1 day, 4:50:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.71966 Generator_loss: 2.42914 
[INFO] 2020-11-15 21:11:48 > Step:  185300 Progress: 92.7% Elapsed: 1 day, 4:51:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.80442 Generator_loss: 1.4209 
[INFO] 2020-11-15 21:12:38 > Step:  185400 Progress: 92.7% Elapsed: 1 day, 4:52:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.65872 Generator_loss: 1.9541 
[INFO] 2020-11-15 21:13:28 > Step:  185500 Progress: 92.8% Elapsed: 1 day, 4:53:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.76484 Generator_loss: 1.57042 
[INFO] 2020-11-15 21:14:19 > Step:  185600 Progress: 92.8% Elapsed: 1 day, 4:54:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.61426 Generator_loss: 2.00757 
[INFO] 2020-11-15 21:15:09 > Step:  185700 Progress: 92.8% Elapsed: 1 day, 4:54:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.87586 Generator_loss: 1.34891 
[INFO] 2020-11-15 21:15:59 > Step:  185800 Progress: 92.9% Elapsed: 1 day, 4:55:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.90172 Generator_loss: 1.97427 
[INFO] 2020-11-15 21:16:48 > Step:  185900 Progress: 93.0% Elapsed: 1 day, 4:56:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.9212 Generator_loss: 2.19102 
[INFO] 2020-11-15 21:17:38 > Step:  186000 Progress: 93.0% Elapsed: 1 day, 4:57:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.72077 Generator_loss: 1.43472 
[INFO] 2020-11-15 21:17:38 > Start Evaluation (186000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 21:19:34 > F_8 score (Step: 186000, Using test images): 0.9933623149988449
[INFO] 2020-11-15 21:19:34 > F_1/8 score (Step: 186000, Using test images): 0.9963118694829386
[INFO] 2020-11-15 21:19:34 > FID score (Step: 186000, Using test moments): 7.5085355878017594
[INFO] 2020-11-15 21:19:34 > Inception score (Step: 186000, 10000 generated images): 9.898712158203125
[INFO] 2020-11-15 21:19:34 > Best FID score (Step: 182000, Using test moments): 7.260621046645383
[INFO] 2020-11-15 21:19:35 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 21:20:25 > Step:  186100 Progress: 93.0% Elapsed: 1 day, 5:00:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.60763 Generator_loss: 2.03795 
[INFO] 2020-11-15 21:21:15 > Step:  186200 Progress: 93.1% Elapsed: 1 day, 5:01:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.52951 Generator_loss: 2.12007 
[INFO] 2020-11-15 21:22:05 > Step:  186300 Progress: 93.2% Elapsed: 1 day, 5:01:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.73975 Generator_loss: 1.67948 
[INFO] 2020-11-15 21:22:55 > Step:  186400 Progress: 93.2% Elapsed: 1 day, 5:02:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.80145 Generator_loss: 1.9577 
[INFO] 2020-11-15 21:23:45 > Step:  186500 Progress: 93.2% Elapsed: 1 day, 5:03:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.85307 Generator_loss: 1.41896 
[INFO] 2020-11-15 21:24:36 > Step:  186600 Progress: 93.3% Elapsed: 1 day, 5:04:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.86734 Generator_loss: 2.59861 
[INFO] 2020-11-15 21:25:26 > Step:  186700 Progress: 93.3% Elapsed: 1 day, 5:05:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.74285 Generator_loss: 1.81364 
[INFO] 2020-11-15 21:26:16 > Step:  186800 Progress: 93.4% Elapsed: 1 day, 5:06:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.86259 Generator_loss: 2.18508 
[INFO] 2020-11-15 21:27:06 > Step:  186900 Progress: 93.5% Elapsed: 1 day, 5:06:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.73886 Generator_loss: 2.26959 
[INFO] 2020-11-15 21:27:56 > Step:  187000 Progress: 93.5% Elapsed: 1 day, 5:07:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.98881 Generator_loss: 1.72422 
[INFO] 2020-11-15 21:28:47 > Step:  187100 Progress: 93.5% Elapsed: 1 day, 5:08:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.86181 Generator_loss: 1.90064 
[INFO] 2020-11-15 21:29:37 > Step:  187200 Progress: 93.6% Elapsed: 1 day, 5:09:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.67878 Generator_loss: 1.67802 
[INFO] 2020-11-15 21:30:28 > Step:  187300 Progress: 93.7% Elapsed: 1 day, 5:10:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.68114 Generator_loss: 2.00864 
[INFO] 2020-11-15 21:31:18 > Step:  187400 Progress: 93.7% Elapsed: 1 day, 5:11:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.79567 Generator_loss: 2.12082 
[INFO] 2020-11-15 21:32:08 > Step:  187500 Progress: 93.8% Elapsed: 1 day, 5:11:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.76142 Generator_loss: 1.39512 
[INFO] 2020-11-15 21:32:58 > Step:  187600 Progress: 93.8% Elapsed: 1 day, 5:12:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.70415 Generator_loss: 2.7162 
[INFO] 2020-11-15 21:33:49 > Step:  187700 Progress: 93.8% Elapsed: 1 day, 5:13:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.80078 Generator_loss: 1.50973 
[INFO] 2020-11-15 21:34:39 > Step:  187800 Progress: 93.9% Elapsed: 1 day, 5:14:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.09756 Generator_loss: 2.06884 
[INFO] 2020-11-15 21:35:29 > Step:  187900 Progress: 94.0% Elapsed: 1 day, 5:15:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.87206 Generator_loss: 2.03788 
[INFO] 2020-11-15 21:36:20 > Step:  188000 Progress: 94.0% Elapsed: 1 day, 5:16:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.78141 Generator_loss: 2.09349 
[INFO] 2020-11-15 21:36:20 > Start Evaluation (188000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 21:38:14 > F_8 score (Step: 188000, Using test images): 0.9901035789030376
[INFO] 2020-11-15 21:38:14 > F_1/8 score (Step: 188000, Using test images): 0.9960228518834059
[INFO] 2020-11-15 21:38:14 > FID score (Step: 188000, Using test moments): 7.381836771717531
[INFO] 2020-11-15 21:38:14 > Inception score (Step: 188000, 10000 generated images): 9.686866760253906
[INFO] 2020-11-15 21:38:14 > Best FID score (Step: 182000, Using test moments): 7.260621046645383
[INFO] 2020-11-15 21:38:15 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 21:39:05 > Step:  188100 Progress: 94.0% Elapsed: 1 day, 5:18:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.77858 Generator_loss: 2.3522 
[INFO] 2020-11-15 21:39:54 > Step:  188200 Progress: 94.1% Elapsed: 1 day, 5:19:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.94161 Generator_loss: 1.79906 
[INFO] 2020-11-15 21:40:45 > Step:  188300 Progress: 94.2% Elapsed: 1 day, 5:20:32 temperature: 1.0 ada_p: No Discriminator_loss: 3.04738 Generator_loss: 1.94109 
[INFO] 2020-11-15 21:41:35 > Step:  188400 Progress: 94.2% Elapsed: 1 day, 5:21:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.76857 Generator_loss: 2.07984 
[INFO] 2020-11-15 21:42:25 > Step:  188500 Progress: 94.2% Elapsed: 1 day, 5:22:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.87633 Generator_loss: 2.29971 
[INFO] 2020-11-15 21:43:15 > Step:  188600 Progress: 94.3% Elapsed: 1 day, 5:23:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.59483 Generator_loss: 1.99492 
[INFO] 2020-11-15 21:44:06 > Step:  188700 Progress: 94.3% Elapsed: 1 day, 5:23:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.62732 Generator_loss: 2.01055 
[INFO] 2020-11-15 21:44:56 > Step:  188800 Progress: 94.4% Elapsed: 1 day, 5:24:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.88934 Generator_loss: 2.35466 
[INFO] 2020-11-15 21:45:46 > Step:  188900 Progress: 94.5% Elapsed: 1 day, 5:25:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.85858 Generator_loss: 1.47893 
[INFO] 2020-11-15 21:46:36 > Step:  189000 Progress: 94.5% Elapsed: 1 day, 5:26:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.61852 Generator_loss: 2.13813 
[INFO] 2020-11-15 21:47:26 > Step:  189100 Progress: 94.5% Elapsed: 1 day, 5:27:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.95661 Generator_loss: 1.92913 
[INFO] 2020-11-15 21:48:17 > Step:  189200 Progress: 94.6% Elapsed: 1 day, 5:28:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.98539 Generator_loss: 2.02681 
[INFO] 2020-11-15 21:49:07 > Step:  189300 Progress: 94.7% Elapsed: 1 day, 5:28:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.62634 Generator_loss: 2.00219 
[INFO] 2020-11-15 21:49:58 > Step:  189400 Progress: 94.7% Elapsed: 1 day, 5:29:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.69439 Generator_loss: 2.47118 
[INFO] 2020-11-15 21:50:49 > Step:  189500 Progress: 94.8% Elapsed: 1 day, 5:30:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.54353 Generator_loss: 1.86422 
[INFO] 2020-11-15 21:51:39 > Step:  189600 Progress: 94.8% Elapsed: 1 day, 5:31:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.77123 Generator_loss: 1.96303 
[INFO] 2020-11-15 21:52:28 > Step:  189700 Progress: 94.8% Elapsed: 1 day, 5:32:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.79453 Generator_loss: 2.08042 
[INFO] 2020-11-15 21:53:19 > Step:  189800 Progress: 94.9% Elapsed: 1 day, 5:33:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.89083 Generator_loss: 2.18905 
[INFO] 2020-11-15 21:54:09 > Step:  189900 Progress: 95.0% Elapsed: 1 day, 5:33:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.57421 Generator_loss: 1.87097 
[INFO] 2020-11-15 21:54:59 > Step:  190000 Progress: 95.0% Elapsed: 1 day, 5:34:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.73714 Generator_loss: 2.41021 
[INFO] 2020-11-15 21:54:59 > Start Evaluation (190000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 21:56:56 > F_8 score (Step: 190000, Using test images): 0.9927232643601271
[INFO] 2020-11-15 21:56:56 > F_1/8 score (Step: 190000, Using test images): 0.9955486716668722
[INFO] 2020-11-15 21:56:56 > FID score (Step: 190000, Using test moments): 7.416822309080658
[INFO] 2020-11-15 21:56:56 > Inception score (Step: 190000, 10000 generated images): 9.871262550354004
[INFO] 2020-11-15 21:56:56 > Best FID score (Step: 182000, Using test moments): 7.260621046645383
[INFO] 2020-11-15 21:56:56 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 21:57:46 > Step:  190100 Progress: 95.0% Elapsed: 1 day, 5:37:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.67169 Generator_loss: 2.18598 
[INFO] 2020-11-15 21:58:36 > Step:  190200 Progress: 95.1% Elapsed: 1 day, 5:38:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.6331 Generator_loss: 2.14016 
[INFO] 2020-11-15 21:59:27 > Step:  190300 Progress: 95.2% Elapsed: 1 day, 5:39:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.82275 Generator_loss: 1.98113 
[INFO] 2020-11-15 22:00:17 > Step:  190400 Progress: 95.2% Elapsed: 1 day, 5:40:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.8012 Generator_loss: 1.54635 
[INFO] 2020-11-15 22:01:07 > Step:  190500 Progress: 95.2% Elapsed: 1 day, 5:40:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.58612 Generator_loss: 2.49602 
[INFO] 2020-11-15 22:01:57 > Step:  190600 Progress: 95.3% Elapsed: 1 day, 5:41:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.12623 Generator_loss: 1.57005 
[INFO] 2020-11-15 22:02:46 > Step:  190700 Progress: 95.3% Elapsed: 1 day, 5:42:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.88529 Generator_loss: 2.23045 
[INFO] 2020-11-15 22:03:36 > Step:  190800 Progress: 95.4% Elapsed: 1 day, 5:43:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.56595 Generator_loss: 2.11814 
[INFO] 2020-11-15 22:04:26 > Step:  190900 Progress: 95.5% Elapsed: 1 day, 5:44:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.61004 Generator_loss: 1.68223 
[INFO] 2020-11-15 22:05:16 > Step:  191000 Progress: 95.5% Elapsed: 1 day, 5:45:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.91816 Generator_loss: 1.83193 
[INFO] 2020-11-15 22:06:07 > Step:  191100 Progress: 95.5% Elapsed: 1 day, 5:45:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.70725 Generator_loss: 1.77964 
[INFO] 2020-11-15 22:06:57 > Step:  191200 Progress: 95.6% Elapsed: 1 day, 5:46:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.78139 Generator_loss: 1.63048 
[INFO] 2020-11-15 22:07:47 > Step:  191300 Progress: 95.7% Elapsed: 1 day, 5:47:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.8549 Generator_loss: 2.00409 
[INFO] 2020-11-15 22:08:38 > Step:  191400 Progress: 95.7% Elapsed: 1 day, 5:48:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.81608 Generator_loss: 2.16135 
[INFO] 2020-11-15 22:09:28 > Step:  191500 Progress: 95.8% Elapsed: 1 day, 5:49:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.65502 Generator_loss: 2.05714 
[INFO] 2020-11-15 22:10:18 > Step:  191600 Progress: 95.8% Elapsed: 1 day, 5:50:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.69281 Generator_loss: 2.01941 
[INFO] 2020-11-15 22:11:08 > Step:  191700 Progress: 95.9% Elapsed: 1 day, 5:50:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.89398 Generator_loss: 1.81336 
[INFO] 2020-11-15 22:11:58 > Step:  191800 Progress: 95.9% Elapsed: 1 day, 5:51:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.56988 Generator_loss: 1.98204 
[INFO] 2020-11-15 22:12:48 > Step:  191900 Progress: 96.0% Elapsed: 1 day, 5:52:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.88894 Generator_loss: 2.29786 
[INFO] 2020-11-15 22:13:39 > Step:  192000 Progress: 96.0% Elapsed: 1 day, 5:53:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.88391 Generator_loss: 1.79946 
[INFO] 2020-11-15 22:13:39 > Start Evaluation (192000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 22:15:34 > F_8 score (Step: 192000, Using test images): 0.9924843650787418
[INFO] 2020-11-15 22:15:34 > F_1/8 score (Step: 192000, Using test images): 0.9950289875244307
[INFO] 2020-11-15 22:15:34 > FID score (Step: 192000, Using test moments): 7.278293492173077
[INFO] 2020-11-15 22:15:34 > Inception score (Step: 192000, 10000 generated images): 10.020092964172363
[INFO] 2020-11-15 22:15:34 > Best FID score (Step: 182000, Using test moments): 7.260621046645383
[INFO] 2020-11-15 22:15:35 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 22:16:24 > Step:  192100 Progress: 96.0% Elapsed: 1 day, 5:56:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.67277 Generator_loss: 2.32178 
[INFO] 2020-11-15 22:17:14 > Step:  192200 Progress: 96.1% Elapsed: 1 day, 5:57:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.81298 Generator_loss: 1.62391 
[INFO] 2020-11-15 22:18:05 > Step:  192300 Progress: 96.2% Elapsed: 1 day, 5:57:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.76839 Generator_loss: 1.94489 
[INFO] 2020-11-15 22:18:54 > Step:  192400 Progress: 96.2% Elapsed: 1 day, 5:58:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.6103 Generator_loss: 2.32228 
[INFO] 2020-11-15 22:19:44 > Step:  192500 Progress: 96.2% Elapsed: 1 day, 5:59:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.83735 Generator_loss: 2.05972 
[INFO] 2020-11-15 22:20:35 > Step:  192600 Progress: 96.3% Elapsed: 1 day, 6:00:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.7153 Generator_loss: 1.9386 
[INFO] 2020-11-15 22:21:24 > Step:  192700 Progress: 96.4% Elapsed: 1 day, 6:01:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.74895 Generator_loss: 1.97204 
[INFO] 2020-11-15 22:22:14 > Step:  192800 Progress: 96.4% Elapsed: 1 day, 6:02:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.74885 Generator_loss: 1.99884 
[INFO] 2020-11-15 22:23:04 > Step:  192900 Progress: 96.5% Elapsed: 1 day, 6:02:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.59376 Generator_loss: 1.44606 
[INFO] 2020-11-15 22:23:54 > Step:  193000 Progress: 96.5% Elapsed: 1 day, 6:03:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.9066 Generator_loss: 2.0144 
[INFO] 2020-11-15 22:24:45 > Step:  193100 Progress: 96.5% Elapsed: 1 day, 6:04:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.86338 Generator_loss: 1.67533 
[INFO] 2020-11-15 22:25:35 > Step:  193200 Progress: 96.6% Elapsed: 1 day, 6:05:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.90495 Generator_loss: 1.62502 
[INFO] 2020-11-15 22:26:25 > Step:  193300 Progress: 96.7% Elapsed: 1 day, 6:06:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.85528 Generator_loss: 1.78481 
[INFO] 2020-11-15 22:27:15 > Step:  193400 Progress: 96.7% Elapsed: 1 day, 6:07:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.69882 Generator_loss: 2.17754 
[INFO] 2020-11-15 22:28:05 > Step:  193500 Progress: 96.8% Elapsed: 1 day, 6:07:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.65648 Generator_loss: 2.31466 
[INFO] 2020-11-15 22:28:55 > Step:  193600 Progress: 96.8% Elapsed: 1 day, 6:08:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.72489 Generator_loss: 2.18146 
[INFO] 2020-11-15 22:29:45 > Step:  193700 Progress: 96.9% Elapsed: 1 day, 6:09:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.77139 Generator_loss: 2.24731 
[INFO] 2020-11-15 22:30:35 > Step:  193800 Progress: 96.9% Elapsed: 1 day, 6:10:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.87007 Generator_loss: 2.37537 
[INFO] 2020-11-15 22:31:25 > Step:  193900 Progress: 97.0% Elapsed: 1 day, 6:11:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.73386 Generator_loss: 2.20658 
[INFO] 2020-11-15 22:32:16 > Step:  194000 Progress: 97.0% Elapsed: 1 day, 6:12:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.80389 Generator_loss: 2.33791 
[INFO] 2020-11-15 22:32:16 > Start Evaluation (194000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 22:34:11 > F_8 score (Step: 194000, Using test images): 0.9913377074133496
[INFO] 2020-11-15 22:34:11 > F_1/8 score (Step: 194000, Using test images): 0.9961175411027727
[INFO] 2020-11-15 22:34:11 > FID score (Step: 194000, Using test moments): 7.211966398003597
[INFO] 2020-11-15 22:34:11 > Inception score (Step: 194000, 10000 generated images): 10.05440902709961
[INFO] 2020-11-15 22:34:11 > Best FID score (Step: 194000, Using test moments): 7.211966398003597
[INFO] 2020-11-15 22:34:12 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 22:35:02 > Step:  194100 Progress: 97.0% Elapsed: 1 day, 6:14:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.66736 Generator_loss: 2.12421 
[INFO] 2020-11-15 22:35:53 > Step:  194200 Progress: 97.1% Elapsed: 1 day, 6:15:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.66294 Generator_loss: 1.463 
[INFO] 2020-11-15 22:36:43 > Step:  194300 Progress: 97.2% Elapsed: 1 day, 6:16:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.7959 Generator_loss: 1.933 
[INFO] 2020-11-15 22:37:34 > Step:  194400 Progress: 97.2% Elapsed: 1 day, 6:17:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.70873 Generator_loss: 2.16137 
[INFO] 2020-11-15 22:38:24 > Step:  194500 Progress: 97.2% Elapsed: 1 day, 6:18:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.85022 Generator_loss: 2.33524 
[INFO] 2020-11-15 22:39:14 > Step:  194600 Progress: 97.3% Elapsed: 1 day, 6:19:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.75866 Generator_loss: 2.1009 
[INFO] 2020-11-15 22:40:04 > Step:  194700 Progress: 97.4% Elapsed: 1 day, 6:19:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.88933 Generator_loss: 2.33618 
[INFO] 2020-11-15 22:40:54 > Step:  194800 Progress: 97.4% Elapsed: 1 day, 6:20:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.79378 Generator_loss: 2.50308 
[INFO] 2020-11-15 22:41:44 > Step:  194900 Progress: 97.5% Elapsed: 1 day, 6:21:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.7292 Generator_loss: 2.0289 
[INFO] 2020-11-15 22:42:34 > Step:  195000 Progress: 97.5% Elapsed: 1 day, 6:22:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.8934 Generator_loss: 1.78551 
[INFO] 2020-11-15 22:43:25 > Step:  195100 Progress: 97.5% Elapsed: 1 day, 6:23:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.73793 Generator_loss: 1.82513 
[INFO] 2020-11-15 22:44:14 > Step:  195200 Progress: 97.6% Elapsed: 1 day, 6:24:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.66022 Generator_loss: 1.66617 
[INFO] 2020-11-15 22:45:04 > Step:  195300 Progress: 97.7% Elapsed: 1 day, 6:24:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.00453 Generator_loss: 1.75033 
[INFO] 2020-11-15 22:45:55 > Step:  195400 Progress: 97.7% Elapsed: 1 day, 6:25:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.6226 Generator_loss: 2.22159 
[INFO] 2020-11-15 22:46:45 > Step:  195500 Progress: 97.8% Elapsed: 1 day, 6:26:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.56545 Generator_loss: 1.29024 
[INFO] 2020-11-15 22:47:35 > Step:  195600 Progress: 97.8% Elapsed: 1 day, 6:27:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.64628 Generator_loss: 2.09764 
[INFO] 2020-11-15 22:48:25 > Step:  195700 Progress: 97.9% Elapsed: 1 day, 6:28:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.97218 Generator_loss: 2.4901 
[INFO] 2020-11-15 22:49:16 > Step:  195800 Progress: 97.9% Elapsed: 1 day, 6:29:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.72457 Generator_loss: 2.00118 
[INFO] 2020-11-15 22:50:06 > Step:  195900 Progress: 98.0% Elapsed: 1 day, 6:29:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.54697 Generator_loss: 2.297 
[INFO] 2020-11-15 22:50:56 > Step:  196000 Progress: 98.0% Elapsed: 1 day, 6:30:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.63572 Generator_loss: 1.61582 
[INFO] 2020-11-15 22:50:56 > Start Evaluation (196000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 22:52:52 > F_8 score (Step: 196000, Using test images): 0.9905009271027632
[INFO] 2020-11-15 22:52:52 > F_1/8 score (Step: 196000, Using test images): 0.9947257349284386
[INFO] 2020-11-15 22:52:52 > FID score (Step: 196000, Using test moments): 7.210313051866422
[INFO] 2020-11-15 22:52:52 > Inception score (Step: 196000, 10000 generated images): 9.998157501220703
[INFO] 2020-11-15 22:52:52 > Best FID score (Step: 196000, Using test moments): 7.210313051866422
[INFO] 2020-11-15 22:52:54 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 22:53:44 > Step:  196100 Progress: 98.0% Elapsed: 1 day, 6:33:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.50713 Generator_loss: 2.01341 
[INFO] 2020-11-15 22:54:35 > Step:  196200 Progress: 98.1% Elapsed: 1 day, 6:34:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.80779 Generator_loss: 2.02051 
[INFO] 2020-11-15 22:55:25 > Step:  196300 Progress: 98.2% Elapsed: 1 day, 6:35:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.03801 Generator_loss: 2.01459 
[INFO] 2020-11-15 22:56:15 > Step:  196400 Progress: 98.2% Elapsed: 1 day, 6:36:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.65201 Generator_loss: 2.55492 
[INFO] 2020-11-15 22:57:06 > Step:  196500 Progress: 98.2% Elapsed: 1 day, 6:36:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.65959 Generator_loss: 1.67913 
[INFO] 2020-11-15 22:57:56 > Step:  196600 Progress: 98.3% Elapsed: 1 day, 6:37:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.85716 Generator_loss: 2.2678 
[INFO] 2020-11-15 22:58:47 > Step:  196700 Progress: 98.4% Elapsed: 1 day, 6:38:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.73311 Generator_loss: 2.06557 
[INFO] 2020-11-15 22:59:36 > Step:  196800 Progress: 98.4% Elapsed: 1 day, 6:39:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.83453 Generator_loss: 2.30416 
[INFO] 2020-11-15 23:00:27 > Step:  196900 Progress: 98.5% Elapsed: 1 day, 6:40:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.64599 Generator_loss: 2.52584 
[INFO] 2020-11-15 23:01:17 > Step:  197000 Progress: 98.5% Elapsed: 1 day, 6:41:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.77145 Generator_loss: 1.41729 
[INFO] 2020-11-15 23:02:07 > Step:  197100 Progress: 98.6% Elapsed: 1 day, 6:41:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.5659 Generator_loss: 1.72162 
[INFO] 2020-11-15 23:02:57 > Step:  197200 Progress: 98.6% Elapsed: 1 day, 6:42:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.87865 Generator_loss: 2.13851 
[INFO] 2020-11-15 23:03:48 > Step:  197300 Progress: 98.7% Elapsed: 1 day, 6:43:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.51164 Generator_loss: 2.34181 
[INFO] 2020-11-15 23:04:38 > Step:  197400 Progress: 98.7% Elapsed: 1 day, 6:44:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.47257 Generator_loss: 2.48513 
[INFO] 2020-11-15 23:05:28 > Step:  197500 Progress: 98.8% Elapsed: 1 day, 6:45:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.68075 Generator_loss: 1.88946 
[INFO] 2020-11-15 23:06:18 > Step:  197600 Progress: 98.8% Elapsed: 1 day, 6:46:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.87859 Generator_loss: 1.49818 
[INFO] 2020-11-15 23:07:08 > Step:  197700 Progress: 98.9% Elapsed: 1 day, 6:46:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.73218 Generator_loss: 1.85041 
[INFO] 2020-11-15 23:07:58 > Step:  197800 Progress: 98.9% Elapsed: 1 day, 6:47:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.70758 Generator_loss: 2.08191 
[INFO] 2020-11-15 23:08:48 > Step:  197900 Progress: 99.0% Elapsed: 1 day, 6:48:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.51246 Generator_loss: 1.68519 
[INFO] 2020-11-15 23:09:39 > Step:  198000 Progress: 99.0% Elapsed: 1 day, 6:49:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.83947 Generator_loss: 1.93515 
[INFO] 2020-11-15 23:09:39 > Start Evaluation (198000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 23:11:35 > F_8 score (Step: 198000, Using test images): 0.9904926432226383
[INFO] 2020-11-15 23:11:35 > F_1/8 score (Step: 198000, Using test images): 0.995371418366918
[INFO] 2020-11-15 23:11:35 > FID score (Step: 198000, Using test moments): 7.192974533479173
[INFO] 2020-11-15 23:11:35 > Inception score (Step: 198000, 10000 generated images): 9.996393203735352
[INFO] 2020-11-15 23:11:35 > Best FID score (Step: 198000, Using test moments): 7.192974533479173
[INFO] 2020-11-15 23:11:37 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 23:12:27 > Step:  198100 Progress: 99.1% Elapsed: 1 day, 6:52:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.80572 Generator_loss: 2.28837 
[INFO] 2020-11-15 23:13:17 > Step:  198200 Progress: 99.1% Elapsed: 1 day, 6:53:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.90749 Generator_loss: 2.16093 
[INFO] 2020-11-15 23:14:07 > Step:  198300 Progress: 99.2% Elapsed: 1 day, 6:53:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.80889 Generator_loss: 1.78841 
[INFO] 2020-11-15 23:14:57 > Step:  198400 Progress: 99.2% Elapsed: 1 day, 6:54:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.82919 Generator_loss: 1.53812 
[INFO] 2020-11-15 23:15:47 > Step:  198500 Progress: 99.2% Elapsed: 1 day, 6:55:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.65414 Generator_loss: 1.74738 
[INFO] 2020-11-15 23:16:37 > Step:  198600 Progress: 99.3% Elapsed: 1 day, 6:56:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.94006 Generator_loss: 2.07444 
[INFO] 2020-11-15 23:17:27 > Step:  198700 Progress: 99.4% Elapsed: 1 day, 6:57:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.82712 Generator_loss: 2.44769 
[INFO] 2020-11-15 23:18:17 > Step:  198800 Progress: 99.4% Elapsed: 1 day, 6:58:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.73888 Generator_loss: 1.96493 
[INFO] 2020-11-15 23:19:07 > Step:  198900 Progress: 99.5% Elapsed: 1 day, 6:58:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.84767 Generator_loss: 2.26957 
[INFO] 2020-11-15 23:19:58 > Step:  199000 Progress: 99.5% Elapsed: 1 day, 6:59:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.62947 Generator_loss: 1.582 
[INFO] 2020-11-15 23:20:48 > Step:  199100 Progress: 99.6% Elapsed: 1 day, 7:00:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.84685 Generator_loss: 2.30403 
[INFO] 2020-11-15 23:21:37 > Step:  199200 Progress: 99.6% Elapsed: 1 day, 7:01:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.65026 Generator_loss: 2.25966 
[INFO] 2020-11-15 23:22:27 > Step:  199300 Progress: 99.7% Elapsed: 1 day, 7:02:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.83678 Generator_loss: 1.6331 
[INFO] 2020-11-15 23:23:17 > Step:  199400 Progress: 99.7% Elapsed: 1 day, 7:03:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.64751 Generator_loss: 1.74739 
[INFO] 2020-11-15 23:24:07 > Step:  199500 Progress: 99.8% Elapsed: 1 day, 7:03:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.64672 Generator_loss: 1.93767 
[INFO] 2020-11-15 23:24:56 > Step:  199600 Progress: 99.8% Elapsed: 1 day, 7:04:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.79181 Generator_loss: 2.33622 
[INFO] 2020-11-15 23:25:46 > Step:  199700 Progress: 99.9% Elapsed: 1 day, 7:05:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.80158 Generator_loss: 1.93922 
[INFO] 2020-11-15 23:26:35 > Step:  199800 Progress: 99.9% Elapsed: 1 day, 7:06:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.71 Generator_loss: 2.18641 
[INFO] 2020-11-15 23:27:24 > Step:  199900 Progress: 100.0% Elapsed: 1 day, 7:07:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.67335 Generator_loss: 1.78741 
[INFO] 2020-11-15 23:28:13 > Step:  200000 Progress: 100.0% Elapsed: 1 day, 7:08:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.88493 Generator_loss: 1.52464 
[INFO] 2020-11-15 23:28:13 > Start Evaluation (200000 Step): DiffAugGAN(C)-train-2020_11_14_16_20_04
[INFO] 2020-11-15 23:30:05 > F_8 score (Step: 200000, Using test images): 0.9884853942922683
[INFO] 2020-11-15 23:30:05 > F_1/8 score (Step: 200000, Using test images): 0.9952860115548825
[INFO] 2020-11-15 23:30:05 > FID score (Step: 200000, Using test moments): 7.28548822698923
[INFO] 2020-11-15 23:30:05 > Inception score (Step: 200000, 10000 generated images): 9.895925521850586
[INFO] 2020-11-15 23:30:05 > Best FID score (Step: 198000, Using test moments): 7.192974533479173
[INFO] 2020-11-15 23:30:05 > Saved model to checkpoints/DiffAugGAN(C)-train-2020_11_14_16_20_04