DiffAugGAN(P)-train-2021_01_17_04_59_53.log

[INFO] 2021-01-17 04:59:53 > Run name : DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 04:59:53 > {'config_path': 'src/configs/TINY_ILSVRC2012/DiffAugGAN(P).json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': False, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'tsne_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2021-01-17 04:59:53 > {'data_processing': {'dataset_name': 'tiny_imagenet', 'data_path': './data/TINY_ILSVRC2012', 'img_size': 64, 'num_classes': 200, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ProjGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 3, 'attention_after_nth_dis_block': 1, 'z_dim': 100, 'shared_dim': 128, 'g_conv_dim': 80, 'd_conv_dim': 80, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 1024, 'accumulation_steps': 1, 'd_lr': 0.0004, 'g_lr': 0.0001, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 1, 'total_step': 200000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': True, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': True, 'ema_decay': 0.9999, 'ema_start': 20000}}}
[INFO] 2021-01-17 04:59:53 > Load train datasets...
[INFO] 2021-01-17 04:59:55 > Train dataset size : 100000
[INFO] 2021-01-17 04:59:55 > Load valid datasets...
[INFO] 2021-01-17 04:59:55 > Eval dataset size : 10000
[INFO] 2021-01-17 04:59:55 > Build model...
[INFO] 2021-01-17 04:59:55 > Modules are located on models.big_resnet.
[INFO] 2021-01-17 05:00:00 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-01-17 05:00:00 > Number of parameters: 17335204
[INFO] 2021-01-17 05:00:00 > Generator(
  (linear0): Linear(in_features=20, out_features=20480, bias=True)
  (shared): Embedding(200, 128)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(1280, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=1280, bias=False)
          (bias): Linear(in_features=148, out_features=1280, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(640, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=640, bias=False)
          (bias): Linear(in_features=148, out_features=640, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1280, 640, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1280, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(640, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=640, bias=False)
          (bias): Linear(in_features=148, out_features=640, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(320, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=320, bias=False)
          (bias): Linear(in_features=148, out_features=320, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(640, 320, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(640, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(320, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=320, bias=False)
          (bias): Linear(in_features=148, out_features=320, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(160, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=160, bias=False)
          (bias): Linear(in_features=148, out_features=160, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(320, 160, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(320, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (3): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(160, 20, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(160, 20, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(160, 80, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(80, 160, 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)
      )
    )
    (4): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(160, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=160, bias=False)
          (bias): Linear(in_features=148, out_features=160, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(80, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=80, bias=False)
          (bias): Linear(in_features=148, out_features=80, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(160, 80, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(160, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(80, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(80, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(80, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2021-01-17 05:00:00 > Number of parameters: 30796722
[INFO] 2021-01-17 05:00:00 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 80, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(80, 80, 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(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(80, 40, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(40, 80, 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(80, 160, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(80, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(160, 160, 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)
        (conv2d0): Conv2d(160, 320, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(160, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(320, 320, 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)
        (conv2d0): Conv2d(320, 640, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(320, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (5): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(640, 1280, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(640, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1280, 1280, 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=1280, out_features=1, bias=True)
  (embedding): Embedding(200, 1280)
)
[INFO] 2021-01-17 05:00:03 > Start training....
[INFO] 2021-01-17 05:03:12 > Step:     100 Progress: 0.1% Elapsed: 0:03:09 temperature: no ada_p: No Discriminator_loss: 1.99534 Generator_loss: 0.326062 
[INFO] 2021-01-17 05:06:01 > Step:     200 Progress: 0.1% Elapsed: 0:05:58 temperature: no ada_p: No Discriminator_loss: 1.99563 Generator_loss: -0.0696448 
[INFO] 2021-01-17 05:08:56 > Step:     300 Progress: 0.1% Elapsed: 0:08:53 temperature: no ada_p: No Discriminator_loss: 1.99718 Generator_loss: 0.754778 
[INFO] 2021-01-17 05:12:00 > Step:     400 Progress: 0.2% Elapsed: 0:11:56 temperature: no ada_p: No Discriminator_loss: 1.99187 Generator_loss: -0.123484 
[INFO] 2021-01-17 05:14:55 > Step:     500 Progress: 0.2% Elapsed: 0:14:52 temperature: no ada_p: No Discriminator_loss: 1.94918 Generator_loss: 0.199168 
[INFO] 2021-01-17 05:17:50 > Step:     600 Progress: 0.3% Elapsed: 0:17:47 temperature: no ada_p: No Discriminator_loss: 1.99714 Generator_loss: 0.0635452 
[INFO] 2021-01-17 05:20:45 > Step:     700 Progress: 0.4% Elapsed: 0:20:42 temperature: no ada_p: No Discriminator_loss: 1.99292 Generator_loss: -0.250518 
[INFO] 2021-01-17 05:23:42 > Step:     800 Progress: 0.4% Elapsed: 0:23:39 temperature: no ada_p: No Discriminator_loss: 1.99276 Generator_loss: 0.461711 
[INFO] 2021-01-17 05:26:38 > Step:     900 Progress: 0.4% Elapsed: 0:26:34 temperature: no ada_p: No Discriminator_loss: 1.99874 Generator_loss: -0.025219 
[INFO] 2021-01-17 05:29:33 > Step:    1000 Progress: 0.5% Elapsed: 0:29:30 temperature: no ada_p: No Discriminator_loss: 1.98433 Generator_loss: -0.0251243 
[INFO] 2021-01-17 05:32:28 > Step:    1100 Progress: 0.5% Elapsed: 0:32:25 temperature: no ada_p: No Discriminator_loss: 2.0446 Generator_loss: -0.372619 
[INFO] 2021-01-17 05:35:24 > Step:    1200 Progress: 0.6% Elapsed: 0:35:21 temperature: no ada_p: No Discriminator_loss: 2.00349 Generator_loss: -0.426991 
[INFO] 2021-01-17 05:38:20 > Step:    1300 Progress: 0.7% Elapsed: 0:38:17 temperature: no ada_p: No Discriminator_loss: 1.98427 Generator_loss: -0.0312737 
[INFO] 2021-01-17 05:41:16 > Step:    1400 Progress: 0.7% Elapsed: 0:41:13 temperature: no ada_p: No Discriminator_loss: 2.01816 Generator_loss: 0.261842 
[INFO] 2021-01-17 05:44:12 > Step:    1500 Progress: 0.8% Elapsed: 0:44:08 temperature: no ada_p: No Discriminator_loss: 1.98359 Generator_loss: 0.00688313 
[INFO] 2021-01-17 05:47:07 > Step:    1600 Progress: 0.8% Elapsed: 0:47:04 temperature: no ada_p: No Discriminator_loss: 1.97182 Generator_loss: -0.299839 
[INFO] 2021-01-17 05:50:03 > Step:    1700 Progress: 0.9% Elapsed: 0:49:59 temperature: no ada_p: No Discriminator_loss: 1.95654 Generator_loss: 0.291957 
[INFO] 2021-01-17 05:52:59 > Step:    1800 Progress: 0.9% Elapsed: 0:52:55 temperature: no ada_p: No Discriminator_loss: 1.99752 Generator_loss: -0.264093 
[INFO] 2021-01-17 05:55:54 > Step:    1900 Progress: 0.9% Elapsed: 0:55:51 temperature: no ada_p: No Discriminator_loss: 1.97012 Generator_loss: -0.407068 
[INFO] 2021-01-17 05:58:50 > Step:    2000 Progress: 1.0% Elapsed: 0:58:47 temperature: no ada_p: No Discriminator_loss: 2.01214 Generator_loss: -0.177868 
[INFO] 2021-01-17 05:58:50 > Start Evaluation (2000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 05:58:50 > Calculating FID Score....
[INFO] 2021-01-17 06:00:29 > Calculating Inception Score....
[INFO] 2021-01-17 06:00:37 > Calculate F_beta Score....
[INFO] 2021-01-17 06:17:59 > Calculate Accuracies....
[INFO] 2021-01-17 06:18:07 > Calculate Accuracies....
[INFO] 2021-01-17 06:19:01 > F_8 score (Step: 2000, Using valid images): 0.02866728145324533
[INFO] 2021-01-17 06:19:01 > F_1/8 score (Step: 2000, Using valid images): 0.07974411803320214
[INFO] 2021-01-17 06:19:01 > FID score (Step: 2000, Using valid moments): 197.62422139619486
[INFO] 2021-01-17 06:19:01 > Inception score (Step: 2000, 10000 generated images): 2.9742984771728516
[INFO] 2021-01-17 06:19:01 > Best FID score (Step: 2000, Using valid moments): 197.62422139619486
[INFO] 2021-01-17 06:19:07 > Save model to checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 06:22:07 > Step:    2100 Progress: 1.1% Elapsed: 1:22:03 temperature: no ada_p: No Discriminator_loss: 1.99649 Generator_loss: 0.292244 
[INFO] 2021-01-17 06:24:59 > Step:    2200 Progress: 1.1% Elapsed: 1:24:55 temperature: no ada_p: No Discriminator_loss: 2.01446 Generator_loss: -0.0821766 
[INFO] 2021-01-17 06:27:48 > Step:    2300 Progress: 1.1% Elapsed: 1:27:45 temperature: no ada_p: No Discriminator_loss: 2.00402 Generator_loss: 0.120454 
[INFO] 2021-01-17 06:30:38 > Step:    2400 Progress: 1.2% Elapsed: 1:30:34 temperature: no ada_p: No Discriminator_loss: 1.97634 Generator_loss: -0.0825136 
[INFO] 2021-01-17 06:33:27 > Step:    2500 Progress: 1.2% Elapsed: 1:33:24 temperature: no ada_p: No Discriminator_loss: 2.00029 Generator_loss: 0.458317 
[INFO] 2021-01-17 06:36:16 > Step:    2600 Progress: 1.3% Elapsed: 1:36:13 temperature: no ada_p: No Discriminator_loss: 1.98672 Generator_loss: 0.522371 
[INFO] 2021-01-17 06:39:05 > Step:    2700 Progress: 1.4% Elapsed: 1:39:02 temperature: no ada_p: No Discriminator_loss: 1.97161 Generator_loss: 0.481056 
[INFO] 2021-01-17 06:41:54 > Step:    2800 Progress: 1.4% Elapsed: 1:41:51 temperature: no ada_p: No Discriminator_loss: 1.98682 Generator_loss: 0.131761 
[INFO] 2021-01-17 06:44:44 > Step:    2900 Progress: 1.5% Elapsed: 1:44:40 temperature: no ada_p: No Discriminator_loss: 1.99523 Generator_loss: 0.352844 
[INFO] 2021-01-17 06:47:33 > Step:    3000 Progress: 1.5% Elapsed: 1:47:29 temperature: no ada_p: No Discriminator_loss: 1.99756 Generator_loss: 0.271013 
[INFO] 2021-01-17 06:50:22 > Step:    3100 Progress: 1.6% Elapsed: 1:50:18 temperature: no ada_p: No Discriminator_loss: 2.00125 Generator_loss: 0.240697 
[INFO] 2021-01-17 06:53:11 > Step:    3200 Progress: 1.6% Elapsed: 1:53:08 temperature: no ada_p: No Discriminator_loss: 2.00248 Generator_loss: 0.312808 
[INFO] 2021-01-17 06:56:03 > Step:    3300 Progress: 1.7% Elapsed: 1:55:59 temperature: no ada_p: No Discriminator_loss: 1.99594 Generator_loss: 0.259555 
[INFO] 2021-01-17 06:58:52 > Step:    3400 Progress: 1.7% Elapsed: 1:58:49 temperature: no ada_p: No Discriminator_loss: 1.99637 Generator_loss: 0.2905 
[INFO] 2021-01-17 07:01:42 > Step:    3500 Progress: 1.8% Elapsed: 2:01:39 temperature: no ada_p: No Discriminator_loss: 1.99758 Generator_loss: 0.253273 
[INFO] 2021-01-17 07:04:31 > Step:    3600 Progress: 1.8% Elapsed: 2:04:28 temperature: no ada_p: No Discriminator_loss: 1.99405 Generator_loss: 0.398236 
[INFO] 2021-01-17 07:07:21 > Step:    3700 Progress: 1.8% Elapsed: 2:07:17 temperature: no ada_p: No Discriminator_loss: 1.98998 Generator_loss: 0.502587 
[INFO] 2021-01-17 07:10:10 > Step:    3800 Progress: 1.9% Elapsed: 2:10:07 temperature: no ada_p: No Discriminator_loss: 1.98195 Generator_loss: 0.317026 
[INFO] 2021-01-17 07:13:00 > Step:    3900 Progress: 1.9% Elapsed: 2:12:57 temperature: no ada_p: No Discriminator_loss: 2.02606 Generator_loss: 0.292757 
[INFO] 2021-01-17 07:15:49 > Step:    4000 Progress: 2.0% Elapsed: 2:15:46 temperature: no ada_p: No Discriminator_loss: 1.98075 Generator_loss: 0.370846 
[INFO] 2021-01-17 07:15:49 > Start Evaluation (4000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 07:15:49 > Calculating FID Score....
[INFO] 2021-01-17 07:16:10 > Calculating Inception Score....
[INFO] 2021-01-17 07:16:17 > Calculate F_beta Score....
[INFO] 2021-01-17 07:17:09 > Calculate Accuracies....
[INFO] 2021-01-17 07:17:15 > Calculate Accuracies....
[INFO] 2021-01-17 07:17:28 > F_8 score (Step: 4000, Using valid images): 0.38417246826226525
[INFO] 2021-01-17 07:17:28 > F_1/8 score (Step: 4000, Using valid images): 0.5500247868519914
[INFO] 2021-01-17 07:17:28 > FID score (Step: 4000, Using valid moments): 116.42843034821033
[INFO] 2021-01-17 07:17:28 > Inception score (Step: 4000, 10000 generated images): 4.39517879486084
[INFO] 2021-01-17 07:17:28 > Best FID score (Step: 4000, Using valid moments): 116.42843034821033
[INFO] 2021-01-17 07:17:31 > Save model to checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 07:20:20 > Step:    4100 Progress: 2.1% Elapsed: 2:20:17 temperature: no ada_p: No Discriminator_loss: 2.00548 Generator_loss: -0.0282795 
[INFO] 2021-01-17 07:23:10 > Step:    4200 Progress: 2.1% Elapsed: 2:23:06 temperature: no ada_p: No Discriminator_loss: 2.00139 Generator_loss: 0.0802361 
[INFO] 2021-01-17 07:25:59 > Step:    4300 Progress: 2.1% Elapsed: 2:25:56 temperature: no ada_p: No Discriminator_loss: 2.00843 Generator_loss: 0.0583572 
[INFO] 2021-01-17 07:28:49 > Step:    4400 Progress: 2.2% Elapsed: 2:28:45 temperature: no ada_p: No Discriminator_loss: 1.98644 Generator_loss: 0.295831 
[INFO] 2021-01-17 07:31:38 > Step:    4500 Progress: 2.2% Elapsed: 2:31:35 temperature: no ada_p: No Discriminator_loss: 1.98948 Generator_loss: 0.304942 
[INFO] 2021-01-17 07:34:27 > Step:    4600 Progress: 2.3% Elapsed: 2:34:24 temperature: no ada_p: No Discriminator_loss: 1.97677 Generator_loss: 0.0551701 
[INFO] 2021-01-17 07:37:18 > Step:    4700 Progress: 2.4% Elapsed: 2:37:14 temperature: no ada_p: No Discriminator_loss: 2.00185 Generator_loss: -0.288567 
[INFO] 2021-01-17 07:40:07 > Step:    4800 Progress: 2.4% Elapsed: 2:40:04 temperature: no ada_p: No Discriminator_loss: 1.98899 Generator_loss: -0.0302404 
[INFO] 2021-01-17 07:42:58 > Step:    4900 Progress: 2.5% Elapsed: 2:42:54 temperature: no ada_p: No Discriminator_loss: 2.01706 Generator_loss: 0.488412 
[INFO] 2021-01-17 07:45:47 > Step:    5000 Progress: 2.5% Elapsed: 2:45:44 temperature: no ada_p: No Discriminator_loss: 2.00024 Generator_loss: -0.401241 
[INFO] 2021-01-17 07:48:37 > Step:    5100 Progress: 2.5% Elapsed: 2:48:33 temperature: no ada_p: No Discriminator_loss: 1.98105 Generator_loss: 0.319761 
[INFO] 2021-01-17 07:51:26 > Step:    5200 Progress: 2.6% Elapsed: 2:51:23 temperature: no ada_p: No Discriminator_loss: 1.97105 Generator_loss: 0.263076 
[INFO] 2021-01-17 07:54:16 > Step:    5300 Progress: 2.6% Elapsed: 2:54:12 temperature: no ada_p: No Discriminator_loss: 2.01814 Generator_loss: -0.0538675 
[INFO] 2021-01-17 07:57:05 > Step:    5400 Progress: 2.7% Elapsed: 2:57:02 temperature: no ada_p: No Discriminator_loss: 1.99226 Generator_loss: 0.187467 
[INFO] 2021-01-17 07:59:54 > Step:    5500 Progress: 2.8% Elapsed: 2:59:51 temperature: no ada_p: No Discriminator_loss: 1.97564 Generator_loss: -0.352674 
[INFO] 2021-01-17 08:02:44 > Step:    5600 Progress: 2.8% Elapsed: 3:02:40 temperature: no ada_p: No Discriminator_loss: 1.99338 Generator_loss: 0.480788 
[INFO] 2021-01-17 08:05:33 > Step:    5700 Progress: 2.9% Elapsed: 3:05:30 temperature: no ada_p: No Discriminator_loss: 2.0052 Generator_loss: 0.0492447 
[INFO] 2021-01-17 08:08:22 > Step:    5800 Progress: 2.9% Elapsed: 3:08:19 temperature: no ada_p: No Discriminator_loss: 2.02241 Generator_loss: 0.0174373 
[INFO] 2021-01-17 08:11:12 > Step:    5900 Progress: 2.9% Elapsed: 3:11:08 temperature: no ada_p: No Discriminator_loss: 1.99071 Generator_loss: -0.23945 
[INFO] 2021-01-17 08:14:01 > Step:    6000 Progress: 3.0% Elapsed: 3:13:58 temperature: no ada_p: No Discriminator_loss: 1.99629 Generator_loss: -0.434575 
[INFO] 2021-01-17 08:14:01 > Start Evaluation (6000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 08:14:01 > Calculating FID Score....
[INFO] 2021-01-17 08:14:17 > Calculating Inception Score....
[INFO] 2021-01-17 08:14:25 > Calculate F_beta Score....
[INFO] 2021-01-17 08:19:15 > Calculate Accuracies....
[INFO] 2021-01-17 08:19:21 > Calculate Accuracies....
[INFO] 2021-01-17 08:19:36 > F_8 score (Step: 6000, Using valid images): 0.5297642690533286
[INFO] 2021-01-17 08:19:36 > F_1/8 score (Step: 6000, Using valid images): 0.6462138147634233
[INFO] 2021-01-17 08:19:36 > FID score (Step: 6000, Using valid moments): 88.20450446002565
[INFO] 2021-01-17 08:19:36 > Inception score (Step: 6000, 10000 generated images): 6.1270365715026855
[INFO] 2021-01-17 08:19:36 > Best FID score (Step: 6000, Using valid moments): 88.20450446002565
[INFO] 2021-01-17 08:19:40 > Save model to checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 08:22:34 > Step:    6100 Progress: 3.0% Elapsed: 3:22:31 temperature: no ada_p: No Discriminator_loss: 1.99226 Generator_loss: -0.278641 
[INFO] 2021-01-17 08:25:34 > Step:    6200 Progress: 3.1% Elapsed: 3:25:31 temperature: no ada_p: No Discriminator_loss: 1.97955 Generator_loss: -0.302743 
[INFO] 2021-01-17 08:28:34 > Step:    6300 Progress: 3.1% Elapsed: 3:28:31 temperature: no ada_p: No Discriminator_loss: 1.99673 Generator_loss: 0.393059 
[INFO] 2021-01-17 08:31:24 > Step:    6400 Progress: 3.2% Elapsed: 3:31:21 temperature: no ada_p: No Discriminator_loss: 1.98762 Generator_loss: -0.281251 
[INFO] 2021-01-17 08:34:15 > Step:    6500 Progress: 3.2% Elapsed: 3:34:12 temperature: no ada_p: No Discriminator_loss: 1.96843 Generator_loss: 0.213872 
[INFO] 2021-01-17 08:37:05 > Step:    6600 Progress: 3.3% Elapsed: 3:37:01 temperature: no ada_p: No Discriminator_loss: 1.99941 Generator_loss: 0.212733 
[INFO] 2021-01-17 08:39:54 > Step:    6700 Progress: 3.4% Elapsed: 3:39:50 temperature: no ada_p: No Discriminator_loss: 1.99141 Generator_loss: 0.201095 
[INFO] 2021-01-17 08:42:43 > Step:    6800 Progress: 3.4% Elapsed: 3:42:39 temperature: no ada_p: No Discriminator_loss: 2.05259 Generator_loss: -0.00574989 
[INFO] 2021-01-17 08:45:32 > Step:    6900 Progress: 3.5% Elapsed: 3:45:28 temperature: no ada_p: No Discriminator_loss: 1.96042 Generator_loss: 0.0964758 
[INFO] 2021-01-17 08:48:21 > Step:    7000 Progress: 3.5% Elapsed: 3:48:18 temperature: no ada_p: No Discriminator_loss: 1.9741 Generator_loss: 0.186922 
[INFO] 2021-01-17 08:51:11 > Step:    7100 Progress: 3.5% Elapsed: 3:51:07 temperature: no ada_p: No Discriminator_loss: 1.98655 Generator_loss: -0.27047 
[INFO] 2021-01-17 08:54:00 > Step:    7200 Progress: 3.6% Elapsed: 3:53:57 temperature: no ada_p: No Discriminator_loss: 1.9984 Generator_loss: -0.180282 
[INFO] 2021-01-17 08:56:49 > Step:    7300 Progress: 3.6% Elapsed: 3:56:46 temperature: no ada_p: No Discriminator_loss: 2.01015 Generator_loss: 0.417617 
[INFO] 2021-01-17 08:59:39 > Step:    7400 Progress: 3.7% Elapsed: 3:59:35 temperature: no ada_p: No Discriminator_loss: 1.99135 Generator_loss: 0.0983152 
[INFO] 2021-01-17 09:02:28 > Step:    7500 Progress: 3.8% Elapsed: 4:02:25 temperature: no ada_p: No Discriminator_loss: 1.99728 Generator_loss: -0.649233 
[INFO] 2021-01-17 09:05:17 > Step:    7600 Progress: 3.8% Elapsed: 4:05:14 temperature: no ada_p: No Discriminator_loss: 1.98822 Generator_loss: 0.329731 
[INFO] 2021-01-17 09:08:07 > Step:    7700 Progress: 3.9% Elapsed: 4:08:04 temperature: no ada_p: No Discriminator_loss: 1.97324 Generator_loss: 0.155474 
[INFO] 2021-01-17 09:10:56 > Step:    7800 Progress: 3.9% Elapsed: 4:10:53 temperature: no ada_p: No Discriminator_loss: 1.99816 Generator_loss: 0.567848 
[INFO] 2021-01-17 09:13:46 > Step:    7900 Progress: 4.0% Elapsed: 4:13:43 temperature: no ada_p: No Discriminator_loss: 1.98684 Generator_loss: -0.211782 
[INFO] 2021-01-17 09:16:36 > Step:    8000 Progress: 4.0% Elapsed: 4:16:32 temperature: no ada_p: No Discriminator_loss: 1.97667 Generator_loss: 0.121691 
[INFO] 2021-01-17 09:16:36 > Start Evaluation (8000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 09:16:36 > Calculating FID Score....
[INFO] 2021-01-17 09:16:51 > Calculating Inception Score....
[INFO] 2021-01-17 09:16:59 > Calculate F_beta Score....
[INFO] 2021-01-17 09:17:48 > Calculate Accuracies....
[INFO] 2021-01-17 09:17:54 > Calculate Accuracies....
[INFO] 2021-01-17 09:18:06 > F_8 score (Step: 8000, Using valid images): 0.5709577702094395
[INFO] 2021-01-17 09:18:06 > F_1/8 score (Step: 8000, Using valid images): 0.7679986860263277
[INFO] 2021-01-17 09:18:06 > FID score (Step: 8000, Using valid moments): 76.58459709662884
[INFO] 2021-01-17 09:18:07 > Inception score (Step: 8000, 10000 generated images): 6.91593074798584
[INFO] 2021-01-17 09:18:07 > Best FID score (Step: 8000, Using valid moments): 76.58459709662884
[INFO] 2021-01-17 09:18:10 > Save model to checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 09:21:01 > Step:    8100 Progress: 4.0% Elapsed: 4:20:58 temperature: no ada_p: No Discriminator_loss: 1.94792 Generator_loss: -0.288687 
[INFO] 2021-01-17 09:23:54 > Step:    8200 Progress: 4.1% Elapsed: 4:23:51 temperature: no ada_p: No Discriminator_loss: 1.99265 Generator_loss: 0.289344 
[INFO] 2021-01-17 09:26:47 > Step:    8300 Progress: 4.2% Elapsed: 4:26:44 temperature: no ada_p: No Discriminator_loss: 1.98542 Generator_loss: -0.334806 
[INFO] 2021-01-17 09:29:37 > Step:    8400 Progress: 4.2% Elapsed: 4:29:34 temperature: no ada_p: No Discriminator_loss: 1.98863 Generator_loss: -0.0666518 
[INFO] 2021-01-17 09:32:27 > Step:    8500 Progress: 4.2% Elapsed: 4:32:23 temperature: no ada_p: No Discriminator_loss: 1.98547 Generator_loss: -0.0615982 
[INFO] 2021-01-17 09:35:17 > Step:    8600 Progress: 4.3% Elapsed: 4:35:13 temperature: no ada_p: No Discriminator_loss: 1.99668 Generator_loss: -0.358318 
[INFO] 2021-01-17 09:38:06 > Step:    8700 Progress: 4.3% Elapsed: 4:38:03 temperature: no ada_p: No Discriminator_loss: 1.99753 Generator_loss: -0.121857 
[INFO] 2021-01-17 09:40:55 > Step:    8800 Progress: 4.4% Elapsed: 4:40:52 temperature: no ada_p: No Discriminator_loss: 1.96801 Generator_loss: 0.775048 
[INFO] 2021-01-17 09:43:45 > Step:    8900 Progress: 4.5% Elapsed: 4:43:41 temperature: no ada_p: No Discriminator_loss: 1.98297 Generator_loss: 0.239624 
[INFO] 2021-01-17 09:46:34 > Step:    9000 Progress: 4.5% Elapsed: 4:46:31 temperature: no ada_p: No Discriminator_loss: 2.05158 Generator_loss: -0.439615 
[INFO] 2021-01-17 09:49:24 > Step:    9100 Progress: 4.5% Elapsed: 4:49:20 temperature: no ada_p: No Discriminator_loss: 1.99891 Generator_loss: -0.112594 
[INFO] 2021-01-17 09:52:13 > Step:    9200 Progress: 4.6% Elapsed: 4:52:10 temperature: no ada_p: No Discriminator_loss: 2.0045 Generator_loss: 0.0488126 
[INFO] 2021-01-17 09:55:03 > Step:    9300 Progress: 4.7% Elapsed: 4:54:59 temperature: no ada_p: No Discriminator_loss: 1.97906 Generator_loss: -0.194767 
[INFO] 2021-01-17 09:57:52 > Step:    9400 Progress: 4.7% Elapsed: 4:57:49 temperature: no ada_p: No Discriminator_loss: 2.01354 Generator_loss: -0.311621 
[INFO] 2021-01-17 10:00:42 > Step:    9500 Progress: 4.8% Elapsed: 5:00:39 temperature: no ada_p: No Discriminator_loss: 1.97149 Generator_loss: 0.599334 
[INFO] 2021-01-17 10:03:32 > Step:    9600 Progress: 4.8% Elapsed: 5:03:28 temperature: no ada_p: No Discriminator_loss: 1.9411 Generator_loss: 0.753797 
[INFO] 2021-01-17 10:06:22 > Step:    9700 Progress: 4.9% Elapsed: 5:06:19 temperature: no ada_p: No Discriminator_loss: 1.99527 Generator_loss: -0.395041 
[INFO] 2021-01-17 10:09:14 > Step:    9800 Progress: 4.9% Elapsed: 5:09:10 temperature: no ada_p: No Discriminator_loss: 2.02421 Generator_loss: -0.0966735 
[INFO] 2021-01-17 10:12:03 > Step:    9900 Progress: 5.0% Elapsed: 5:12:00 temperature: no ada_p: No Discriminator_loss: 1.98249 Generator_loss: 0.00648107 
[INFO] 2021-01-17 10:14:53 > Step:   10000 Progress: 5.0% Elapsed: 5:14:49 temperature: no ada_p: No Discriminator_loss: 1.96342 Generator_loss: -0.433602 
[INFO] 2021-01-17 10:14:53 > Start Evaluation (10000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 10:14:53 > Calculating FID Score....
[INFO] 2021-01-17 10:15:08 > Calculating Inception Score....
[INFO] 2021-01-17 10:15:16 > Calculate F_beta Score....
[INFO] 2021-01-17 10:16:07 > Calculate Accuracies....
[INFO] 2021-01-17 10:16:13 > Calculate Accuracies....
[INFO] 2021-01-17 10:16:26 > F_8 score (Step: 10000, Using valid images): 0.6113721518023073
[INFO] 2021-01-17 10:16:26 > F_1/8 score (Step: 10000, Using valid images): 0.8332268789782419
[INFO] 2021-01-17 10:16:26 > FID score (Step: 10000, Using valid moments): 67.66016796127735
[INFO] 2021-01-17 10:16:26 > Inception score (Step: 10000, 10000 generated images): 7.4279255867004395
[INFO] 2021-01-17 10:16:26 > Best FID score (Step: 10000, Using valid moments): 67.66016796127735
[INFO] 2021-01-17 10:16:30 > Save model to checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 10:19:21 > Step:   10100 Progress: 5.1% Elapsed: 5:19:18 temperature: no ada_p: No Discriminator_loss: 1.96632 Generator_loss: -0.617243 
[INFO] 2021-01-17 10:22:15 > Step:   10200 Progress: 5.1% Elapsed: 5:22:11 temperature: no ada_p: No Discriminator_loss: 1.93921 Generator_loss: 0.0753569 
[INFO] 2021-01-17 10:25:07 > Step:   10300 Progress: 5.1% Elapsed: 5:25:04 temperature: no ada_p: No Discriminator_loss: 1.96227 Generator_loss: -0.104601 
[INFO] 2021-01-17 10:28:00 > Step:   10400 Progress: 5.2% Elapsed: 5:27:57 temperature: no ada_p: No Discriminator_loss: 1.9662 Generator_loss: 0.434424 
[INFO] 2021-01-17 10:30:57 > Step:   10500 Progress: 5.2% Elapsed: 5:30:54 temperature: no ada_p: No Discriminator_loss: 1.96251 Generator_loss: 0.436199 
[INFO] 2021-01-17 10:33:58 > Step:   10600 Progress: 5.3% Elapsed: 5:33:54 temperature: no ada_p: No Discriminator_loss: 2.0031 Generator_loss: -0.555729 
[INFO] 2021-01-17 10:36:59 > Step:   10700 Progress: 5.3% Elapsed: 5:36:55 temperature: no ada_p: No Discriminator_loss: 1.9556 Generator_loss: -0.0588184 
[INFO] 2021-01-17 10:39:58 > Step:   10800 Progress: 5.4% Elapsed: 5:39:54 temperature: no ada_p: No Discriminator_loss: 1.97843 Generator_loss: -0.300955 
[INFO] 2021-01-17 10:42:57 > Step:   10900 Progress: 5.5% Elapsed: 5:42:53 temperature: no ada_p: No Discriminator_loss: 1.93819 Generator_loss: 1.04878 
[INFO] 2021-01-17 10:45:55 > Step:   11000 Progress: 5.5% Elapsed: 5:45:52 temperature: no ada_p: No Discriminator_loss: 2.01603 Generator_loss: -0.59748 
[INFO] 2021-01-17 10:48:51 > Step:   11100 Progress: 5.5% Elapsed: 5:48:48 temperature: no ada_p: No Discriminator_loss: 1.93986 Generator_loss: 0.40969 
[INFO] 2021-01-17 10:51:44 > Step:   11200 Progress: 5.6% Elapsed: 5:51:41 temperature: no ada_p: No Discriminator_loss: 1.99714 Generator_loss: -0.56387 
[INFO] 2021-01-17 10:54:33 > Step:   11300 Progress: 5.7% Elapsed: 5:54:30 temperature: no ada_p: No Discriminator_loss: 1.98493 Generator_loss: -0.326108 
[INFO] 2021-01-17 10:57:22 > Step:   11400 Progress: 5.7% Elapsed: 5:57:19 temperature: no ada_p: No Discriminator_loss: 1.95064 Generator_loss: 0.0333277 
[INFO] 2021-01-17 11:00:12 > Step:   11500 Progress: 5.8% Elapsed: 6:00:08 temperature: no ada_p: No Discriminator_loss: 1.92483 Generator_loss: 0.154475 
[INFO] 2021-01-17 11:03:01 > Step:   11600 Progress: 5.8% Elapsed: 6:02:58 temperature: no ada_p: No Discriminator_loss: 1.98775 Generator_loss: -0.415816 
[INFO] 2021-01-17 11:05:51 > Step:   11700 Progress: 5.9% Elapsed: 6:05:47 temperature: no ada_p: No Discriminator_loss: 2.01658 Generator_loss: -0.451967 
[INFO] 2021-01-17 11:08:40 > Step:   11800 Progress: 5.9% Elapsed: 6:08:37 temperature: no ada_p: No Discriminator_loss: 1.91905 Generator_loss: 0.442029 
[INFO] 2021-01-17 11:11:30 > Step:   11900 Progress: 5.9% Elapsed: 6:11:26 temperature: no ada_p: No Discriminator_loss: 1.98609 Generator_loss: -0.867567 
[INFO] 2021-01-17 11:14:19 > Step:   12000 Progress: 6.0% Elapsed: 6:14:16 temperature: no ada_p: No Discriminator_loss: 1.96089 Generator_loss: -0.214556 
[INFO] 2021-01-17 11:14:19 > Start Evaluation (12000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 11:14:19 > Calculating FID Score....
[INFO] 2021-01-17 11:14:36 > Calculating Inception Score....
[INFO] 2021-01-17 11:14:43 > Calculate F_beta Score....
[INFO] 2021-01-17 11:15:36 > Calculate Accuracies....
[INFO] 2021-01-17 11:15:42 > Calculate Accuracies....
[INFO] 2021-01-17 11:15:55 > F_8 score (Step: 12000, Using valid images): 0.6309491374310041
[INFO] 2021-01-17 11:15:55 > F_1/8 score (Step: 12000, Using valid images): 0.7989518359689527
[INFO] 2021-01-17 11:15:55 > FID score (Step: 12000, Using valid moments): 64.25764349613365
[INFO] 2021-01-17 11:15:55 > Inception score (Step: 12000, 10000 generated images): 7.158538818359375
[INFO] 2021-01-17 11:15:55 > Best FID score (Step: 12000, Using valid moments): 64.25764349613365
[INFO] 2021-01-17 11:15:58 > Save model to checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 11:18:47 > Step:   12100 Progress: 6.0% Elapsed: 6:18:44 temperature: no ada_p: No Discriminator_loss: 2.02666 Generator_loss: -0.576351 
[INFO] 2021-01-17 11:21:37 > Step:   12200 Progress: 6.1% Elapsed: 6:21:34 temperature: no ada_p: No Discriminator_loss: 1.96519 Generator_loss: 0.0922701 
[INFO] 2021-01-17 11:24:26 > Step:   12300 Progress: 6.2% Elapsed: 6:24:23 temperature: no ada_p: No Discriminator_loss: 1.95903 Generator_loss: 0.188521 
[INFO] 2021-01-17 11:27:15 > Step:   12400 Progress: 6.2% Elapsed: 6:27:12 temperature: no ada_p: No Discriminator_loss: 1.9547 Generator_loss: -0.0817679 
[INFO] 2021-01-17 11:30:05 > Step:   12500 Progress: 6.2% Elapsed: 6:30:02 temperature: no ada_p: No Discriminator_loss: 1.9569 Generator_loss: 0.354742 
[INFO] 2021-01-17 11:32:54 > Step:   12600 Progress: 6.3% Elapsed: 6:32:51 temperature: no ada_p: No Discriminator_loss: 1.92565 Generator_loss: 0.672057 
[INFO] 2021-01-17 11:35:44 > Step:   12700 Progress: 6.3% Elapsed: 6:35:40 temperature: no ada_p: No Discriminator_loss: 1.98203 Generator_loss: -0.676841 
[INFO] 2021-01-17 11:38:34 > Step:   12800 Progress: 6.4% Elapsed: 6:38:31 temperature: no ada_p: No Discriminator_loss: 1.96079 Generator_loss: 0.528237 
[INFO] 2021-01-17 11:41:25 > Step:   12900 Progress: 6.5% Elapsed: 6:41:22 temperature: no ada_p: No Discriminator_loss: 1.91847 Generator_loss: 0.485444 
[INFO] 2021-01-17 11:44:17 > Step:   13000 Progress: 6.5% Elapsed: 6:44:14 temperature: no ada_p: No Discriminator_loss: 1.89469 Generator_loss: 0.344654 
[INFO] 2021-01-17 11:47:06 > Step:   13100 Progress: 6.6% Elapsed: 6:47:03 temperature: no ada_p: No Discriminator_loss: 1.89387 Generator_loss: -0.0842262 
[INFO] 2021-01-17 11:49:57 > Step:   13200 Progress: 6.6% Elapsed: 6:49:53 temperature: no ada_p: No Discriminator_loss: 1.94232 Generator_loss: 0.240325 
[INFO] 2021-01-17 11:52:46 > Step:   13300 Progress: 6.7% Elapsed: 6:52:43 temperature: no ada_p: No Discriminator_loss: 1.93426 Generator_loss: 0.46301 
[INFO] 2021-01-17 11:55:35 > Step:   13400 Progress: 6.7% Elapsed: 6:55:32 temperature: no ada_p: No Discriminator_loss: 1.94238 Generator_loss: -0.154128 
[INFO] 2021-01-17 11:58:24 > Step:   13500 Progress: 6.8% Elapsed: 6:58:21 temperature: no ada_p: No Discriminator_loss: 1.90552 Generator_loss: -0.437518 
[INFO] 2021-01-17 12:01:14 > Step:   13600 Progress: 6.8% Elapsed: 7:01:11 temperature: no ada_p: No Discriminator_loss: 1.91298 Generator_loss: 0.656447 
[INFO] 2021-01-17 12:04:03 > Step:   13700 Progress: 6.9% Elapsed: 7:04:00 temperature: no ada_p: No Discriminator_loss: 1.8789 Generator_loss: 0.22589 
[INFO] 2021-01-17 12:06:53 > Step:   13800 Progress: 6.9% Elapsed: 7:06:50 temperature: no ada_p: No Discriminator_loss: 1.9001 Generator_loss: -0.277572 
[INFO] 2021-01-17 12:09:43 > Step:   13900 Progress: 7.0% Elapsed: 7:09:40 temperature: no ada_p: No Discriminator_loss: 1.94814 Generator_loss: 0.0994978 
[INFO] 2021-01-17 12:12:33 > Step:   14000 Progress: 7.0% Elapsed: 7:12:29 temperature: no ada_p: No Discriminator_loss: 1.93096 Generator_loss: 0.429023 
[INFO] 2021-01-17 12:12:33 > Start Evaluation (14000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 12:12:33 > Calculating FID Score....
[INFO] 2021-01-17 12:13:06 > Calculating Inception Score....
[INFO] 2021-01-17 12:13:13 > Calculate F_beta Score....
[INFO] 2021-01-17 12:14:05 > Calculate Accuracies....
[INFO] 2021-01-17 12:14:10 > Calculate Accuracies....
[INFO] 2021-01-17 12:14:23 > F_8 score (Step: 14000, Using valid images): 0.6668993246095382
[INFO] 2021-01-17 12:14:23 > F_1/8 score (Step: 14000, Using valid images): 0.8620199746419116
[INFO] 2021-01-17 12:14:23 > FID score (Step: 14000, Using valid moments): 56.04660720980286
[INFO] 2021-01-17 12:14:23 > Inception score (Step: 14000, 10000 generated images): 8.282819747924805
[INFO] 2021-01-17 12:14:23 > Best FID score (Step: 14000, Using valid moments): 56.04660720980286
[INFO] 2021-01-17 12:14:26 > Save model to checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 12:17:15 > Step:   14100 Progress: 7.0% Elapsed: 7:17:12 temperature: no ada_p: No Discriminator_loss: 1.92939 Generator_loss: 0.404598 
[INFO] 2021-01-17 12:20:05 > Step:   14200 Progress: 7.1% Elapsed: 7:20:01 temperature: no ada_p: No Discriminator_loss: 1.96429 Generator_loss: -0.125667 
[INFO] 2021-01-17 12:22:54 > Step:   14300 Progress: 7.1% Elapsed: 7:22:51 temperature: no ada_p: No Discriminator_loss: 1.93066 Generator_loss: 0.730312 
[INFO] 2021-01-17 12:25:43 > Step:   14400 Progress: 7.2% Elapsed: 7:25:40 temperature: no ada_p: No Discriminator_loss: 1.93909 Generator_loss: 0.0284083 
[INFO] 2021-01-17 12:28:33 > Step:   14500 Progress: 7.2% Elapsed: 7:28:29 temperature: no ada_p: No Discriminator_loss: 1.9244 Generator_loss: -0.529536 
[INFO] 2021-01-17 12:31:23 > Step:   14600 Progress: 7.3% Elapsed: 7:31:20 temperature: no ada_p: No Discriminator_loss: 1.87873 Generator_loss: -0.65816 
[INFO] 2021-01-17 12:34:14 > Step:   14700 Progress: 7.3% Elapsed: 7:34:10 temperature: no ada_p: No Discriminator_loss: 1.91932 Generator_loss: -0.372211 
[INFO] 2021-01-17 12:37:04 > Step:   14800 Progress: 7.4% Elapsed: 7:37:01 temperature: no ada_p: No Discriminator_loss: 1.91384 Generator_loss: -0.640261 
[INFO] 2021-01-17 12:39:56 > Step:   14900 Progress: 7.4% Elapsed: 7:39:53 temperature: no ada_p: No Discriminator_loss: 1.92378 Generator_loss: 0.23184 
[INFO] 2021-01-17 12:42:46 > Step:   15000 Progress: 7.5% Elapsed: 7:42:43 temperature: no ada_p: No Discriminator_loss: 1.95531 Generator_loss: 0.0892279 
[INFO] 2021-01-17 12:45:36 > Step:   15100 Progress: 7.5% Elapsed: 7:45:33 temperature: no ada_p: No Discriminator_loss: 1.99197 Generator_loss: -0.556607 
[INFO] 2021-01-17 12:48:25 > Step:   15200 Progress: 7.6% Elapsed: 7:48:22 temperature: no ada_p: No Discriminator_loss: 1.96244 Generator_loss: 0.428679 
[INFO] 2021-01-17 12:51:16 > Step:   15300 Progress: 7.6% Elapsed: 7:51:12 temperature: no ada_p: No Discriminator_loss: 1.94822 Generator_loss: -0.0396797 
[INFO] 2021-01-17 12:54:05 > Step:   15400 Progress: 7.7% Elapsed: 7:54:02 temperature: no ada_p: No Discriminator_loss: 1.9244 Generator_loss: 0.563226 
[INFO] 2021-01-17 12:56:54 > Step:   15500 Progress: 7.8% Elapsed: 7:56:51 temperature: no ada_p: No Discriminator_loss: 1.91828 Generator_loss: 0.807356 
[INFO] 2021-01-17 12:59:44 > Step:   15600 Progress: 7.8% Elapsed: 7:59:40 temperature: no ada_p: No Discriminator_loss: 1.9409 Generator_loss: 0.31129 
[INFO] 2021-01-17 13:02:33 > Step:   15700 Progress: 7.8% Elapsed: 8:02:30 temperature: no ada_p: No Discriminator_loss: 1.89427 Generator_loss: 0.946888 
[INFO] 2021-01-17 13:05:22 > Step:   15800 Progress: 7.9% Elapsed: 8:05:19 temperature: no ada_p: No Discriminator_loss: 1.90961 Generator_loss: 0.870098 
[INFO] 2021-01-17 13:08:11 > Step:   15900 Progress: 8.0% Elapsed: 8:08:08 temperature: no ada_p: No Discriminator_loss: 1.91124 Generator_loss: 0.503725 
[INFO] 2021-01-17 13:11:01 > Step:   16000 Progress: 8.0% Elapsed: 8:10:58 temperature: no ada_p: No Discriminator_loss: 1.8805 Generator_loss: 1.0914 
[INFO] 2021-01-17 13:11:01 > Start Evaluation (16000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 13:11:01 > Calculating FID Score....
[INFO] 2021-01-17 13:11:20 > Calculating Inception Score....
[INFO] 2021-01-17 13:11:27 > Calculate F_beta Score....
[INFO] 2021-01-17 13:12:18 > Calculate Accuracies....
[INFO] 2021-01-17 13:12:24 > Calculate Accuracies....
[INFO] 2021-01-17 13:12:37 > F_8 score (Step: 16000, Using valid images): 0.6864064928716986
[INFO] 2021-01-17 13:12:37 > F_1/8 score (Step: 16000, Using valid images): 0.8772647657497166
[INFO] 2021-01-17 13:12:37 > FID score (Step: 16000, Using valid moments): 52.39012274570763
[INFO] 2021-01-17 13:12:37 > Inception score (Step: 16000, 10000 generated images): 8.251358032226562
[INFO] 2021-01-17 13:12:37 > Best FID score (Step: 16000, Using valid moments): 52.39012274570763
[INFO] 2021-01-17 13:12:41 > Save model to checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 13:15:30 > Step:   16100 Progress: 8.1% Elapsed: 8:15:27 temperature: no ada_p: No Discriminator_loss: 1.91592 Generator_loss: 0.157758 
[INFO] 2021-01-17 13:18:22 > Step:   16200 Progress: 8.1% Elapsed: 8:18:19 temperature: no ada_p: No Discriminator_loss: 1.86101 Generator_loss: 0.975069 
[INFO] 2021-01-17 13:21:12 > Step:   16300 Progress: 8.2% Elapsed: 8:21:08 temperature: no ada_p: No Discriminator_loss: 1.91503 Generator_loss: 0.42442 
[INFO] 2021-01-17 13:24:01 > Step:   16400 Progress: 8.2% Elapsed: 8:23:58 temperature: no ada_p: No Discriminator_loss: 1.92026 Generator_loss: 1.03182 
[INFO] 2021-01-17 13:26:50 > Step:   16500 Progress: 8.2% Elapsed: 8:26:47 temperature: no ada_p: No Discriminator_loss: 1.90834 Generator_loss: 0.782799 
[INFO] 2021-01-17 13:29:40 > Step:   16600 Progress: 8.3% Elapsed: 8:29:36 temperature: no ada_p: No Discriminator_loss: 1.89763 Generator_loss: -0.906778 
[INFO] 2021-01-17 13:32:32 > Step:   16700 Progress: 8.3% Elapsed: 8:32:28 temperature: no ada_p: No Discriminator_loss: 1.99501 Generator_loss: -0.408592 
[INFO] 2021-01-17 13:35:24 > Step:   16800 Progress: 8.4% Elapsed: 8:35:21 temperature: no ada_p: No Discriminator_loss: 1.93852 Generator_loss: -0.770625 
[INFO] 2021-01-17 13:38:16 > Step:   16900 Progress: 8.5% Elapsed: 8:38:12 temperature: no ada_p: No Discriminator_loss: 1.96725 Generator_loss: -0.326504 
[INFO] 2021-01-17 13:41:05 > Step:   17000 Progress: 8.5% Elapsed: 8:41:02 temperature: no ada_p: No Discriminator_loss: 1.91156 Generator_loss: 0.0930385 
[INFO] 2021-01-17 13:43:55 > Step:   17100 Progress: 8.6% Elapsed: 8:43:51 temperature: no ada_p: No Discriminator_loss: 1.90614 Generator_loss: 0.0976494 
[INFO] 2021-01-17 13:46:44 > Step:   17200 Progress: 8.6% Elapsed: 8:46:41 temperature: no ada_p: No Discriminator_loss: 1.91186 Generator_loss: 0.270317 
[INFO] 2021-01-17 13:49:34 > Step:   17300 Progress: 8.6% Elapsed: 8:49:31 temperature: no ada_p: No Discriminator_loss: 1.8916 Generator_loss: 0.483816 
[INFO] 2021-01-17 13:52:24 > Step:   17400 Progress: 8.7% Elapsed: 8:52:21 temperature: no ada_p: No Discriminator_loss: 1.9477 Generator_loss: -0.171784 
[INFO] 2021-01-17 13:55:14 > Step:   17500 Progress: 8.8% Elapsed: 8:55:10 temperature: no ada_p: No Discriminator_loss: 1.87948 Generator_loss: -0.70104 
[INFO] 2021-01-17 13:58:04 > Step:   17600 Progress: 8.8% Elapsed: 8:58:00 temperature: no ada_p: No Discriminator_loss: 1.83574 Generator_loss: 1.02464 
[INFO] 2021-01-17 14:00:53 > Step:   17700 Progress: 8.8% Elapsed: 9:00:50 temperature: no ada_p: No Discriminator_loss: 1.86147 Generator_loss: 0.192043 
[INFO] 2021-01-17 14:03:43 > Step:   17800 Progress: 8.9% Elapsed: 9:03:40 temperature: no ada_p: No Discriminator_loss: 1.82876 Generator_loss: -0.436931 
[INFO] 2021-01-17 14:06:33 > Step:   17900 Progress: 8.9% Elapsed: 9:06:29 temperature: no ada_p: No Discriminator_loss: 1.90346 Generator_loss: 0.631593 
[INFO] 2021-01-17 14:09:22 > Step:   18000 Progress: 9.0% Elapsed: 9:09:19 temperature: no ada_p: No Discriminator_loss: 1.94459 Generator_loss: -0.246848 
[INFO] 2021-01-17 14:09:22 > Start Evaluation (18000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 14:09:22 > Calculating FID Score....
[INFO] 2021-01-17 14:09:41 > Calculating Inception Score....
[INFO] 2021-01-17 14:09:49 > Calculate F_beta Score....
[INFO] 2021-01-17 14:10:42 > Calculate Accuracies....
[INFO] 2021-01-17 14:10:47 > Calculate Accuracies....
[INFO] 2021-01-17 14:11:01 > F_8 score (Step: 18000, Using valid images): 0.6823444901467407
[INFO] 2021-01-17 14:11:01 > F_1/8 score (Step: 18000, Using valid images): 0.9036934240055021
[INFO] 2021-01-17 14:11:01 > FID score (Step: 18000, Using valid moments): 49.84857017870945
[INFO] 2021-01-17 14:11:01 > Inception score (Step: 18000, 10000 generated images): 8.851384162902832
[INFO] 2021-01-17 14:11:01 > Best FID score (Step: 18000, Using valid moments): 49.84857017870945
[INFO] 2021-01-17 14:11:04 > Save model to checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 14:13:53 > Step:   18100 Progress: 9.0% Elapsed: 9:13:50 temperature: no ada_p: No Discriminator_loss: 1.82984 Generator_loss: 0.699981 
[INFO] 2021-01-17 14:16:43 > Step:   18200 Progress: 9.1% Elapsed: 9:16:40 temperature: no ada_p: No Discriminator_loss: 1.87098 Generator_loss: -0.82209 
[INFO] 2021-01-17 14:19:33 > Step:   18300 Progress: 9.2% Elapsed: 9:19:30 temperature: no ada_p: No Discriminator_loss: 1.89003 Generator_loss: -0.197617 
[INFO] 2021-01-17 14:22:22 > Step:   18400 Progress: 9.2% Elapsed: 9:22:19 temperature: no ada_p: No Discriminator_loss: 1.90879 Generator_loss: 0.354465 
[INFO] 2021-01-17 14:25:13 > Step:   18500 Progress: 9.2% Elapsed: 9:25:10 temperature: no ada_p: No Discriminator_loss: 1.93764 Generator_loss: 0.011615 
[INFO] 2021-01-17 14:28:03 > Step:   18600 Progress: 9.3% Elapsed: 9:28:00 temperature: no ada_p: No Discriminator_loss: 1.87291 Generator_loss: 0.927644 
[INFO] 2021-01-17 14:30:57 > Step:   18700 Progress: 9.3% Elapsed: 9:30:54 temperature: no ada_p: No Discriminator_loss: 1.96153 Generator_loss: 0.134711 
[INFO] 2021-01-17 14:33:50 > Step:   18800 Progress: 9.4% Elapsed: 9:33:47 temperature: no ada_p: No Discriminator_loss: 1.82332 Generator_loss: 0.596675 
[INFO] 2021-01-17 14:36:45 > Step:   18900 Progress: 9.4% Elapsed: 9:36:42 temperature: no ada_p: No Discriminator_loss: 1.95218 Generator_loss: 0.469379 
[INFO] 2021-01-17 14:39:39 > Step:   19000 Progress: 9.5% Elapsed: 9:39:36 temperature: no ada_p: No Discriminator_loss: 1.90293 Generator_loss: -0.509348 
[INFO] 2021-01-17 14:42:31 > Step:   19100 Progress: 9.6% Elapsed: 9:42:28 temperature: no ada_p: No Discriminator_loss: 1.85361 Generator_loss: 0.691657 
[INFO] 2021-01-17 14:45:20 > Step:   19200 Progress: 9.6% Elapsed: 9:45:17 temperature: no ada_p: No Discriminator_loss: 1.88063 Generator_loss: 0.589433 
[INFO] 2021-01-17 14:48:09 > Step:   19300 Progress: 9.7% Elapsed: 9:48:06 temperature: no ada_p: No Discriminator_loss: 1.97961 Generator_loss: -0.252379 
[INFO] 2021-01-17 14:50:59 > Step:   19400 Progress: 9.7% Elapsed: 9:50:56 temperature: no ada_p: No Discriminator_loss: 1.87401 Generator_loss: 0.746472 
[INFO] 2021-01-17 14:53:51 > Step:   19500 Progress: 9.8% Elapsed: 9:53:47 temperature: no ada_p: No Discriminator_loss: 1.84203 Generator_loss: 0.618362 
[INFO] 2021-01-17 14:56:40 > Step:   19600 Progress: 9.8% Elapsed: 9:56:37 temperature: no ada_p: No Discriminator_loss: 1.95843 Generator_loss: -0.54915 
[INFO] 2021-01-17 14:59:30 > Step:   19700 Progress: 9.8% Elapsed: 9:59:27 temperature: no ada_p: No Discriminator_loss: 1.8339 Generator_loss: 0.757336 
[INFO] 2021-01-17 15:02:20 > Step:   19800 Progress: 9.9% Elapsed: 10:02:16 temperature: no ada_p: No Discriminator_loss: 1.8658 Generator_loss: 0.868983 
[INFO] 2021-01-17 15:05:09 > Step:   19900 Progress: 10.0% Elapsed: 10:05:06 temperature: no ada_p: No Discriminator_loss: 1.82283 Generator_loss: -0.0418499 
[INFO] 2021-01-17 15:07:59 > Step:   20000 Progress: 10.0% Elapsed: 10:07:56 temperature: no ada_p: No Discriminator_loss: 1.84343 Generator_loss: -0.299788 
[INFO] 2021-01-17 15:07:59 > Start Evaluation (20000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 15:07:59 > Calculating FID Score....
[INFO] 2021-01-17 15:08:16 > Calculating Inception Score....
[INFO] 2021-01-17 15:08:24 > Calculate F_beta Score....
[INFO] 2021-01-17 15:09:15 > Calculate Accuracies....
[INFO] 2021-01-17 15:09:20 > Calculate Accuracies....
[INFO] 2021-01-17 15:09:35 > F_8 score (Step: 20000, Using valid images): 0.7102739830976279
[INFO] 2021-01-17 15:09:35 > F_1/8 score (Step: 20000, Using valid images): 0.913149157948337
[INFO] 2021-01-17 15:09:35 > FID score (Step: 20000, Using valid moments): 45.91444830960097
[INFO] 2021-01-17 15:09:35 > Inception score (Step: 20000, 10000 generated images): 9.166194915771484
[INFO] 2021-01-17 15:09:35 > Best FID score (Step: 20000, Using valid moments): 45.91444830960097
[INFO] 2021-01-17 15:09:38 > Save model to checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-17 15:12:27 > Step:   20100 Progress: 10.1% Elapsed: 10:12:24 temperature: no ada_p: No Discriminator_loss: 1.81794 Generator_loss: -0.403743 
[INFO] 2021-01-17 15:15:17 > Step:   20200 Progress: 10.1% Elapsed: 10:15:14 temperature: no ada_p: No Discriminator_loss: 1.97138 Generator_loss: 0.183093 
[INFO] 2021-01-17 15:18:06 > Step:   20300 Progress: 10.2% Elapsed: 10:18:03 temperature: no ada_p: No Discriminator_loss: 1.90471 Generator_loss: -0.805298 
[INFO] 2021-01-17 15:20:56 > Step:   20400 Progress: 10.2% Elapsed: 10:20:53 temperature: no ada_p: No Discriminator_loss: 1.96817 Generator_loss: -0.327966 
[INFO] 2021-01-17 15:23:46 > Step:   20500 Progress: 10.2% Elapsed: 10:23:42 temperature: no ada_p: No Discriminator_loss: 1.90335 Generator_loss: 0.49054 
[INFO] 2021-01-17 15:26:35 > Step:   20600 Progress: 10.3% Elapsed: 10:26:32 temperature: no ada_p: No Discriminator_loss: 1.89573 Generator_loss: -0.84268 
[INFO] 2021-01-17 15:29:28 > Step:   20700 Progress: 10.3% Elapsed: 10:29:25 temperature: no ada_p: No Discriminator_loss: 1.81867 Generator_loss: 0.59487 
[INFO] 2021-01-17 15:32:19 > Step:   20800 Progress: 10.4% Elapsed: 10:32:15 temperature: no ada_p: No Discriminator_loss: 1.85885 Generator_loss: 0.597186 
[INFO] 2021-01-17 15:35:11 > Step:   20900 Progress: 10.4% Elapsed: 10:35:07 temperature: no ada_p: No Discriminator_loss: 1.93905 Generator_loss: -0.765958 
[INFO] 2021-01-17 15:38:05 > Step:   21000 Progress: 10.5% Elapsed: 10:38:01 temperature: no ada_p: No Discriminator_loss: 1.84202 Generator_loss: -0.849634 
[INFO] 2021-01-17 15:41:01 > Step:   21100 Progress: 10.5% Elapsed: 10:40:57 temperature: no ada_p: No Discriminator_loss: 2.02074 Generator_loss: -0.323182 
[INFO] 2021-01-17 15:43:56 > Step:   21200 Progress: 10.6% Elapsed: 10:43:52 temperature: no ada_p: No Discriminator_loss: 1.83196 Generator_loss: -0.204073 
[INFO] 2021-01-17 15:46:52 > Step:   21300 Progress: 10.7% Elapsed: 10:46:48 temperature: no ada_p: No Discriminator_loss: 1.8126 Generator_loss: -0.319356 
[INFO] 2021-01-17 15:49:47 > Step:   21400 Progress: 10.7% Elapsed: 10:49:44 temperature: no ada_p: No Discriminator_loss: 1.82984 Generator_loss: 0.520521 
[INFO] 2021-01-17 15:52:49 > Step:   21500 Progress: 10.8% Elapsed: 10:52:46 temperature: no ada_p: No Discriminator_loss: 1.81844 Generator_loss: 0.503715 
[INFO] 2021-01-17 15:55:49 > Step:   21600 Progress: 10.8% Elapsed: 10:55:46 temperature: no ada_p: No Discriminator_loss: 1.90019 Generator_loss: 0.19397 
[INFO] 2021-01-17 15:58:51 > Step:   21700 Progress: 10.8% Elapsed: 10:58:48 temperature: no ada_p: No Discriminator_loss: 1.84985 Generator_loss: 0.534238 
[INFO] 2021-01-18 00:47:32 > Generator checkpoint is ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53/model=G-best-weights-step=20000.pth
[INFO] 2021-01-18 00:47:32 > Discriminator checkpoint is ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53/model=D-best-weights-step=20000.pth
[INFO] 2021-01-18 00:47:34 > Start training....
[INFO] 2021-01-18 00:50:33 > Step:   20100 Progress: 10.1% Elapsed: 0:02:58 temperature: no ada_p: No Discriminator_loss: 1.81624 Generator_loss: -0.428932 
[INFO] 2021-01-18 00:53:13 > Step:   20200 Progress: 10.1% Elapsed: 0:05:38 temperature: no ada_p: No Discriminator_loss: 1.85516 Generator_loss: 0.386578 
[INFO] 2021-01-18 00:55:54 > Step:   20300 Progress: 10.2% Elapsed: 0:08:19 temperature: no ada_p: No Discriminator_loss: 1.96058 Generator_loss: -0.25799 
[INFO] 2021-01-18 00:58:35 > Step:   20400 Progress: 10.2% Elapsed: 0:11:00 temperature: no ada_p: No Discriminator_loss: 1.80483 Generator_loss: 0.618565 
[INFO] 2021-01-18 01:01:16 > Step:   20500 Progress: 10.2% Elapsed: 0:13:41 temperature: no ada_p: No Discriminator_loss: 1.83095 Generator_loss: -0.113606 
[INFO] 2021-01-18 01:03:57 > Step:   20600 Progress: 10.3% Elapsed: 0:16:22 temperature: no ada_p: No Discriminator_loss: 1.92058 Generator_loss: 0.249858 
[INFO] 2021-01-18 01:06:38 > Step:   20700 Progress: 10.3% Elapsed: 0:19:03 temperature: no ada_p: No Discriminator_loss: 1.9483 Generator_loss: 0.482796 
[INFO] 2021-01-18 01:09:19 > Step:   20800 Progress: 10.4% Elapsed: 0:21:44 temperature: no ada_p: No Discriminator_loss: 1.86015 Generator_loss: -0.829463 
[INFO] 2021-01-18 01:12:00 > Step:   20900 Progress: 10.4% Elapsed: 0:24:25 temperature: no ada_p: No Discriminator_loss: 1.8047 Generator_loss: 0.262309 
[INFO] 2021-01-18 01:14:42 > Step:   21000 Progress: 10.5% Elapsed: 0:27:07 temperature: no ada_p: No Discriminator_loss: 1.83696 Generator_loss: -0.450498 
[INFO] 2021-01-18 01:17:23 > Step:   21100 Progress: 10.5% Elapsed: 0:29:48 temperature: no ada_p: No Discriminator_loss: 1.85097 Generator_loss: 0.509327 
[INFO] 2021-01-18 01:20:04 > Step:   21200 Progress: 10.6% Elapsed: 0:32:29 temperature: no ada_p: No Discriminator_loss: 2.04046 Generator_loss: -0.595697 
[INFO] 2021-01-18 01:22:45 > Step:   21300 Progress: 10.7% Elapsed: 0:35:10 temperature: no ada_p: No Discriminator_loss: 1.82167 Generator_loss: 0.882223 
[INFO] 2021-01-18 01:25:26 > Step:   21400 Progress: 10.7% Elapsed: 0:37:51 temperature: no ada_p: No Discriminator_loss: 1.82075 Generator_loss: -0.728716 
[INFO] 2021-01-18 01:28:07 > Step:   21500 Progress: 10.8% Elapsed: 0:40:32 temperature: no ada_p: No Discriminator_loss: 1.77381 Generator_loss: -0.0278333 
[INFO] 2021-01-18 01:30:49 > Step:   21600 Progress: 10.8% Elapsed: 0:43:14 temperature: no ada_p: No Discriminator_loss: 1.85289 Generator_loss: 0.476641 
[INFO] 2021-01-18 01:33:31 > Step:   21700 Progress: 10.8% Elapsed: 0:45:56 temperature: no ada_p: No Discriminator_loss: 1.86026 Generator_loss: -0.13108 
[INFO] 2021-01-18 01:36:12 > Step:   21800 Progress: 10.9% Elapsed: 0:48:37 temperature: no ada_p: No Discriminator_loss: 1.85599 Generator_loss: 0.298221 
[INFO] 2021-01-18 01:38:53 > Step:   21900 Progress: 10.9% Elapsed: 0:51:18 temperature: no ada_p: No Discriminator_loss: 1.85643 Generator_loss: 0.545028 
[INFO] 2021-01-18 01:41:34 > Step:   22000 Progress: 11.0% Elapsed: 0:53:59 temperature: no ada_p: No Discriminator_loss: 1.94092 Generator_loss: 0.10951 
[INFO] 2021-01-18 01:41:34 > Start Evaluation (22000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 01:41:34 > Calculating FID Score....
[INFO] 2021-01-18 01:42:54 > Calculating Inception Score....
[INFO] 2021-01-18 01:43:01 > Calculate F_beta Score....
[INFO] 2021-01-18 01:51:29 > Calculate Accuracies....
[INFO] 2021-01-18 01:51:35 > Calculate Accuracies....
[INFO] 2021-01-18 01:52:10 > F_8 score (Step: 22000, Using valid images): 0.7402071074910511
[INFO] 2021-01-18 01:52:10 > F_1/8 score (Step: 22000, Using valid images): 0.9285493728573153
[INFO] 2021-01-18 01:52:10 > FID score (Step: 22000, Using valid moments): 42.24584189289021
[INFO] 2021-01-18 01:52:10 > Inception score (Step: 22000, 10000 generated images): 9.581893920898438
[INFO] 2021-01-18 01:52:10 > Best FID score (Step: 22000, Using valid moments): 42.24584189289021
[INFO] 2021-01-18 01:52:15 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 01:54:58 > Step:   22100 Progress: 11.1% Elapsed: 1:07:23 temperature: no ada_p: No Discriminator_loss: 1.79095 Generator_loss: 0.63454 
[INFO] 2021-01-18 01:57:41 > Step:   22200 Progress: 11.1% Elapsed: 1:10:06 temperature: no ada_p: No Discriminator_loss: 1.84062 Generator_loss: -0.520491 
[INFO] 2021-01-18 02:00:23 > Step:   22300 Progress: 11.2% Elapsed: 1:12:48 temperature: no ada_p: No Discriminator_loss: 2.00609 Generator_loss: -0.499001 
[INFO] 2021-01-18 02:03:05 > Step:   22400 Progress: 11.2% Elapsed: 1:15:30 temperature: no ada_p: No Discriminator_loss: 1.89118 Generator_loss: 0.432822 
[INFO] 2021-01-18 02:05:46 > Step:   22500 Progress: 11.2% Elapsed: 1:18:11 temperature: no ada_p: No Discriminator_loss: 1.79942 Generator_loss: 0.766387 
[INFO] 2021-01-18 02:08:28 > Step:   22600 Progress: 11.3% Elapsed: 1:20:53 temperature: no ada_p: No Discriminator_loss: 1.89909 Generator_loss: -0.7054 
[INFO] 2021-01-18 02:11:09 > Step:   22700 Progress: 11.3% Elapsed: 1:23:35 temperature: no ada_p: No Discriminator_loss: 1.95866 Generator_loss: -0.241925 
[INFO] 2021-01-18 02:13:51 > Step:   22800 Progress: 11.4% Elapsed: 1:26:16 temperature: no ada_p: No Discriminator_loss: 1.83394 Generator_loss: 0.0575102 
[INFO] 2021-01-18 02:16:32 > Step:   22900 Progress: 11.5% Elapsed: 1:28:57 temperature: no ada_p: No Discriminator_loss: 1.92763 Generator_loss: 0.201217 
[INFO] 2021-01-18 02:19:13 > Step:   23000 Progress: 11.5% Elapsed: 1:31:38 temperature: no ada_p: No Discriminator_loss: 1.82161 Generator_loss: -0.460607 
[INFO] 2021-01-18 02:21:55 > Step:   23100 Progress: 11.6% Elapsed: 1:34:20 temperature: no ada_p: No Discriminator_loss: 1.92773 Generator_loss: -0.118936 
[INFO] 2021-01-18 02:24:36 > Step:   23200 Progress: 11.6% Elapsed: 1:37:01 temperature: no ada_p: No Discriminator_loss: 1.82808 Generator_loss: -0.657672 
[INFO] 2021-01-18 02:27:19 > Step:   23300 Progress: 11.7% Elapsed: 1:39:44 temperature: no ada_p: No Discriminator_loss: 1.96175 Generator_loss: 0.39668 
[INFO] 2021-01-18 02:30:01 > Step:   23400 Progress: 11.7% Elapsed: 1:42:26 temperature: no ada_p: No Discriminator_loss: 1.79925 Generator_loss: 0.757451 
[INFO] 2021-01-18 02:32:42 > Step:   23500 Progress: 11.8% Elapsed: 1:45:07 temperature: no ada_p: No Discriminator_loss: 1.95772 Generator_loss: 0.34455 
[INFO] 2021-01-18 02:35:23 > Step:   23600 Progress: 11.8% Elapsed: 1:47:48 temperature: no ada_p: No Discriminator_loss: 1.77494 Generator_loss: 0.549734 
[INFO] 2021-01-18 02:38:05 > Step:   23700 Progress: 11.8% Elapsed: 1:50:30 temperature: no ada_p: No Discriminator_loss: 1.81964 Generator_loss: -0.0405467 
[INFO] 2021-01-18 02:40:46 > Step:   23800 Progress: 11.9% Elapsed: 1:53:11 temperature: no ada_p: No Discriminator_loss: 1.80833 Generator_loss: 0.789166 
[INFO] 2021-01-18 02:43:27 > Step:   23900 Progress: 11.9% Elapsed: 1:55:52 temperature: no ada_p: No Discriminator_loss: 1.84373 Generator_loss: 0.542284 
[INFO] 2021-01-18 02:46:09 > Step:   24000 Progress: 12.0% Elapsed: 1:58:34 temperature: no ada_p: No Discriminator_loss: 1.92363 Generator_loss: 0.22796 
[INFO] 2021-01-18 02:46:09 > Start Evaluation (24000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 02:46:09 > Calculating FID Score....
[INFO] 2021-01-18 02:46:24 > Calculating Inception Score....
[INFO] 2021-01-18 02:46:32 > Calculate F_beta Score....
[INFO] 2021-01-18 02:47:21 > Calculate Accuracies....
[INFO] 2021-01-18 02:47:27 > Calculate Accuracies....
[INFO] 2021-01-18 02:47:40 > F_8 score (Step: 24000, Using valid images): 0.7482005318214885
[INFO] 2021-01-18 02:47:40 > F_1/8 score (Step: 24000, Using valid images): 0.9463849532643999
[INFO] 2021-01-18 02:47:40 > FID score (Step: 24000, Using valid moments): 37.77158144753952
[INFO] 2021-01-18 02:47:40 > Inception score (Step: 24000, 10000 generated images): 10.017394065856934
[INFO] 2021-01-18 02:47:40 > Best FID score (Step: 24000, Using valid moments): 37.77158144753952
[INFO] 2021-01-18 02:47:44 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 02:50:25 > Step:   24100 Progress: 12.0% Elapsed: 2:02:50 temperature: no ada_p: No Discriminator_loss: 1.96535 Generator_loss: -0.225402 
[INFO] 2021-01-18 02:53:06 > Step:   24200 Progress: 12.1% Elapsed: 2:05:31 temperature: no ada_p: No Discriminator_loss: 1.93715 Generator_loss: 0.129287 
[INFO] 2021-01-18 02:55:48 > Step:   24300 Progress: 12.2% Elapsed: 2:08:13 temperature: no ada_p: No Discriminator_loss: 2.03173 Generator_loss: -0.466254 
[INFO] 2021-01-18 02:58:29 > Step:   24400 Progress: 12.2% Elapsed: 2:10:54 temperature: no ada_p: No Discriminator_loss: 1.88938 Generator_loss: -0.672605 
[INFO] 2021-01-18 03:01:10 > Step:   24500 Progress: 12.2% Elapsed: 2:13:35 temperature: no ada_p: No Discriminator_loss: 1.88396 Generator_loss: 0.588644 
[INFO] 2021-01-18 03:03:52 > Step:   24600 Progress: 12.3% Elapsed: 2:16:17 temperature: no ada_p: No Discriminator_loss: 1.89112 Generator_loss: 0.504389 
[INFO] 2021-01-18 03:06:33 > Step:   24700 Progress: 12.3% Elapsed: 2:18:58 temperature: no ada_p: No Discriminator_loss: 1.79249 Generator_loss: 0.964858 
[INFO] 2021-01-18 03:09:14 > Step:   24800 Progress: 12.4% Elapsed: 2:21:39 temperature: no ada_p: No Discriminator_loss: 1.9518 Generator_loss: -0.214261 
[INFO] 2021-01-18 03:11:55 > Step:   24900 Progress: 12.4% Elapsed: 2:24:20 temperature: no ada_p: No Discriminator_loss: 1.78643 Generator_loss: -0.860033 
[INFO] 2021-01-18 03:14:37 > Step:   25000 Progress: 12.5% Elapsed: 2:27:02 temperature: no ada_p: No Discriminator_loss: 1.89004 Generator_loss: 0.27241 
[INFO] 2021-01-18 03:17:18 > Step:   25100 Progress: 12.6% Elapsed: 2:29:43 temperature: no ada_p: No Discriminator_loss: 1.95236 Generator_loss: 0.096151 
[INFO] 2021-01-18 03:19:59 > Step:   25200 Progress: 12.6% Elapsed: 2:32:24 temperature: no ada_p: No Discriminator_loss: 1.81742 Generator_loss: 0.751714 
[INFO] 2021-01-18 03:22:41 > Step:   25300 Progress: 12.7% Elapsed: 2:35:06 temperature: no ada_p: No Discriminator_loss: 1.863 Generator_loss: 0.727635 
[INFO] 2021-01-18 03:25:22 > Step:   25400 Progress: 12.7% Elapsed: 2:37:47 temperature: no ada_p: No Discriminator_loss: 1.79975 Generator_loss: -0.491209 
[INFO] 2021-01-18 03:28:03 > Step:   25500 Progress: 12.8% Elapsed: 2:40:28 temperature: no ada_p: No Discriminator_loss: 1.85505 Generator_loss: -0.771859 
[INFO] 2021-01-18 03:30:44 > Step:   25600 Progress: 12.8% Elapsed: 2:43:09 temperature: no ada_p: No Discriminator_loss: 1.79056 Generator_loss: -0.0296604 
[INFO] 2021-01-18 03:33:25 > Step:   25700 Progress: 12.8% Elapsed: 2:45:50 temperature: no ada_p: No Discriminator_loss: 1.79394 Generator_loss: 0.113158 
[INFO] 2021-01-18 03:36:06 > Step:   25800 Progress: 12.9% Elapsed: 2:48:31 temperature: no ada_p: No Discriminator_loss: 1.77641 Generator_loss: -0.286048 
[INFO] 2021-01-18 03:38:48 > Step:   25900 Progress: 13.0% Elapsed: 2:51:13 temperature: no ada_p: No Discriminator_loss: 1.73779 Generator_loss: -0.0611438 
[INFO] 2021-01-18 03:41:29 > Step:   26000 Progress: 13.0% Elapsed: 2:53:54 temperature: no ada_p: No Discriminator_loss: 1.76406 Generator_loss: 0.434485 
[INFO] 2021-01-18 03:41:29 > Start Evaluation (26000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 03:41:29 > Calculating FID Score....
[INFO] 2021-01-18 03:41:44 > Calculating Inception Score....
[INFO] 2021-01-18 03:41:52 > Calculate F_beta Score....
[INFO] 2021-01-18 03:42:41 > Calculate Accuracies....
[INFO] 2021-01-18 03:42:46 > Calculate Accuracies....
[INFO] 2021-01-18 03:42:59 > F_8 score (Step: 26000, Using valid images): 0.7962778478904353
[INFO] 2021-01-18 03:42:59 > F_1/8 score (Step: 26000, Using valid images): 0.9488066784128483
[INFO] 2021-01-18 03:42:59 > FID score (Step: 26000, Using valid moments): 35.09605256692123
[INFO] 2021-01-18 03:42:59 > Inception score (Step: 26000, 10000 generated images): 10.453024864196777
[INFO] 2021-01-18 03:42:59 > Best FID score (Step: 26000, Using valid moments): 35.09605256692123
[INFO] 2021-01-18 03:43:02 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 03:45:43 > Step:   26100 Progress: 13.1% Elapsed: 2:58:08 temperature: no ada_p: No Discriminator_loss: 1.74695 Generator_loss: 0.227227 
[INFO] 2021-01-18 03:48:24 > Step:   26200 Progress: 13.1% Elapsed: 3:00:49 temperature: no ada_p: No Discriminator_loss: 1.8689 Generator_loss: 0.677551 
[INFO] 2021-01-18 03:51:05 > Step:   26300 Progress: 13.2% Elapsed: 3:03:31 temperature: no ada_p: No Discriminator_loss: 1.77391 Generator_loss: 0.218385 
[INFO] 2021-01-18 03:53:47 > Step:   26400 Progress: 13.2% Elapsed: 3:06:12 temperature: no ada_p: No Discriminator_loss: 1.74548 Generator_loss: -0.331043 
[INFO] 2021-01-18 03:56:29 > Step:   26500 Progress: 13.2% Elapsed: 3:08:54 temperature: no ada_p: No Discriminator_loss: 1.82166 Generator_loss: 0.742634 
[INFO] 2021-01-18 03:59:11 > Step:   26600 Progress: 13.3% Elapsed: 3:11:36 temperature: no ada_p: No Discriminator_loss: 1.93723 Generator_loss: 0.42429 
[INFO] 2021-01-18 04:01:53 > Step:   26700 Progress: 13.4% Elapsed: 3:14:18 temperature: no ada_p: No Discriminator_loss: 1.77348 Generator_loss: 0.262835 
[INFO] 2021-01-18 04:04:34 > Step:   26800 Progress: 13.4% Elapsed: 3:16:59 temperature: no ada_p: No Discriminator_loss: 1.82292 Generator_loss: -0.62416 
[INFO] 2021-01-18 04:07:15 > Step:   26900 Progress: 13.5% Elapsed: 3:19:40 temperature: no ada_p: No Discriminator_loss: 1.73794 Generator_loss: -0.318458 
[INFO] 2021-01-18 04:09:56 > Step:   27000 Progress: 13.5% Elapsed: 3:22:21 temperature: no ada_p: No Discriminator_loss: 1.75196 Generator_loss: 0.244969 
[INFO] 2021-01-18 04:12:37 > Step:   27100 Progress: 13.6% Elapsed: 3:25:02 temperature: no ada_p: No Discriminator_loss: 1.84242 Generator_loss: 0.96643 
[INFO] 2021-01-18 04:15:18 > Step:   27200 Progress: 13.6% Elapsed: 3:27:43 temperature: no ada_p: No Discriminator_loss: 1.85804 Generator_loss: 0.701768 
[INFO] 2021-01-18 04:18:00 > Step:   27300 Progress: 13.7% Elapsed: 3:30:25 temperature: no ada_p: No Discriminator_loss: 1.96266 Generator_loss: -0.646508 
[INFO] 2021-01-18 04:20:41 > Step:   27400 Progress: 13.7% Elapsed: 3:33:06 temperature: no ada_p: No Discriminator_loss: 1.96266 Generator_loss: -0.0999406 
[INFO] 2021-01-18 04:23:22 > Step:   27500 Progress: 13.8% Elapsed: 3:35:47 temperature: no ada_p: No Discriminator_loss: 1.83033 Generator_loss: -0.599597 
[INFO] 2021-01-18 04:26:04 > Step:   27600 Progress: 13.8% Elapsed: 3:38:29 temperature: no ada_p: No Discriminator_loss: 1.82337 Generator_loss: 0.536759 
[INFO] 2021-01-18 04:28:45 > Step:   27700 Progress: 13.9% Elapsed: 3:41:10 temperature: no ada_p: No Discriminator_loss: 1.86529 Generator_loss: 0.451508 
[INFO] 2021-01-18 04:31:27 > Step:   27800 Progress: 13.9% Elapsed: 3:43:52 temperature: no ada_p: No Discriminator_loss: 1.85357 Generator_loss: 0.840268 
[INFO] 2021-01-18 04:34:08 > Step:   27900 Progress: 14.0% Elapsed: 3:46:33 temperature: no ada_p: No Discriminator_loss: 1.73855 Generator_loss: -0.409112 
[INFO] 2021-01-18 04:36:49 > Step:   28000 Progress: 14.0% Elapsed: 3:49:14 temperature: no ada_p: No Discriminator_loss: 1.77151 Generator_loss: 0.455942 
[INFO] 2021-01-18 04:36:49 > Start Evaluation (28000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 04:36:49 > Calculating FID Score....
[INFO] 2021-01-18 04:37:04 > Calculating Inception Score....
[INFO] 2021-01-18 04:37:12 > Calculate F_beta Score....
[INFO] 2021-01-18 04:38:02 > Calculate Accuracies....
[INFO] 2021-01-18 04:38:08 > Calculate Accuracies....
[INFO] 2021-01-18 04:38:21 > F_8 score (Step: 28000, Using valid images): 0.7969891625748915
[INFO] 2021-01-18 04:38:21 > F_1/8 score (Step: 28000, Using valid images): 0.9539725299177922
[INFO] 2021-01-18 04:38:21 > FID score (Step: 28000, Using valid moments): 33.373039070419
[INFO] 2021-01-18 04:38:21 > Inception score (Step: 28000, 10000 generated images): 10.666111946105957
[INFO] 2021-01-18 04:38:21 > Best FID score (Step: 28000, Using valid moments): 33.373039070419
[INFO] 2021-01-18 04:38:25 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 04:41:06 > Step:   28100 Progress: 14.1% Elapsed: 3:53:31 temperature: no ada_p: No Discriminator_loss: 1.81135 Generator_loss: -0.46569 
[INFO] 2021-01-18 04:43:47 > Step:   28200 Progress: 14.1% Elapsed: 3:56:12 temperature: no ada_p: No Discriminator_loss: 1.7294 Generator_loss: -0.242957 
[INFO] 2021-01-18 04:46:28 > Step:   28300 Progress: 14.1% Elapsed: 3:58:53 temperature: no ada_p: No Discriminator_loss: 1.72673 Generator_loss: 0.331877 
[INFO] 2021-01-18 04:49:09 > Step:   28400 Progress: 14.2% Elapsed: 4:01:34 temperature: no ada_p: No Discriminator_loss: 1.95606 Generator_loss: 0.348387 
[INFO] 2021-01-18 04:51:50 > Step:   28500 Progress: 14.2% Elapsed: 4:04:15 temperature: no ada_p: No Discriminator_loss: 1.71524 Generator_loss: 0.560888 
[INFO] 2021-01-18 04:54:32 > Step:   28600 Progress: 14.3% Elapsed: 4:06:57 temperature: no ada_p: No Discriminator_loss: 1.80587 Generator_loss: 0.538505 
[INFO] 2021-01-18 04:57:14 > Step:   28700 Progress: 14.3% Elapsed: 4:09:39 temperature: no ada_p: No Discriminator_loss: 1.72534 Generator_loss: 0.446754 
[INFO] 2021-01-18 04:59:55 > Step:   28800 Progress: 14.4% Elapsed: 4:12:20 temperature: no ada_p: No Discriminator_loss: 1.82985 Generator_loss: -0.935205 
[INFO] 2021-01-18 05:02:36 > Step:   28900 Progress: 14.4% Elapsed: 4:15:01 temperature: no ada_p: No Discriminator_loss: 1.77977 Generator_loss: 0.377783 
[INFO] 2021-01-18 05:05:18 > Step:   29000 Progress: 14.5% Elapsed: 4:17:43 temperature: no ada_p: No Discriminator_loss: 1.79724 Generator_loss: -0.297637 
[INFO] 2021-01-18 05:07:59 > Step:   29100 Progress: 14.5% Elapsed: 4:20:24 temperature: no ada_p: No Discriminator_loss: 1.92929 Generator_loss: 0.269396 
[INFO] 2021-01-18 05:10:40 > Step:   29200 Progress: 14.6% Elapsed: 4:23:05 temperature: no ada_p: No Discriminator_loss: 1.8342 Generator_loss: 0.276273 
[INFO] 2021-01-18 05:13:21 > Step:   29300 Progress: 14.6% Elapsed: 4:25:46 temperature: no ada_p: No Discriminator_loss: 1.78227 Generator_loss: 0.701089 
[INFO] 2021-01-18 05:16:03 > Step:   29400 Progress: 14.7% Elapsed: 4:28:28 temperature: no ada_p: No Discriminator_loss: 1.78943 Generator_loss: -0.586125 
[INFO] 2021-01-18 05:18:44 > Step:   29500 Progress: 14.8% Elapsed: 4:31:09 temperature: no ada_p: No Discriminator_loss: 1.73491 Generator_loss: 0.732332 
[INFO] 2021-01-18 05:21:24 > Step:   29600 Progress: 14.8% Elapsed: 4:33:50 temperature: no ada_p: No Discriminator_loss: 1.76704 Generator_loss: 0.394083 
[INFO] 2021-01-18 05:24:05 > Step:   29700 Progress: 14.8% Elapsed: 4:36:30 temperature: no ada_p: No Discriminator_loss: 1.78544 Generator_loss: -0.787128 
[INFO] 2021-01-18 05:26:48 > Step:   29800 Progress: 14.9% Elapsed: 4:39:13 temperature: no ada_p: No Discriminator_loss: 1.76633 Generator_loss: 0.809721 
[INFO] 2021-01-18 05:29:29 > Step:   29900 Progress: 14.9% Elapsed: 4:41:54 temperature: no ada_p: No Discriminator_loss: 1.75492 Generator_loss: -0.548964 
[INFO] 2021-01-18 05:32:10 > Step:   30000 Progress: 15.0% Elapsed: 4:44:35 temperature: no ada_p: No Discriminator_loss: 1.74122 Generator_loss: 0.145878 
[INFO] 2021-01-18 05:32:10 > Start Evaluation (30000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 05:32:10 > Calculating FID Score....
[INFO] 2021-01-18 05:32:27 > Calculating Inception Score....
[INFO] 2021-01-18 05:32:35 > Calculate F_beta Score....
[INFO] 2021-01-18 05:33:31 > Calculate Accuracies....
[INFO] 2021-01-18 05:33:36 > Calculate Accuracies....
[INFO] 2021-01-18 05:33:49 > F_8 score (Step: 30000, Using valid images): 0.8324487428564574
[INFO] 2021-01-18 05:33:49 > F_1/8 score (Step: 30000, Using valid images): 0.95005249768032
[INFO] 2021-01-18 05:33:49 > FID score (Step: 30000, Using valid moments): 32.23086917457016
[INFO] 2021-01-18 05:33:49 > Inception score (Step: 30000, 10000 generated images): 10.978938102722168
[INFO] 2021-01-18 05:33:49 > Best FID score (Step: 30000, Using valid moments): 32.23086917457016
[INFO] 2021-01-18 05:33:53 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 05:36:34 > Step:   30100 Progress: 15.0% Elapsed: 4:48:59 temperature: no ada_p: No Discriminator_loss: 1.81889 Generator_loss: 0.421568 
[INFO] 2021-01-18 05:39:15 > Step:   30200 Progress: 15.1% Elapsed: 4:51:40 temperature: no ada_p: No Discriminator_loss: 1.87904 Generator_loss: 0.655655 
[INFO] 2021-01-18 05:41:56 > Step:   30300 Progress: 15.2% Elapsed: 4:54:21 temperature: no ada_p: No Discriminator_loss: 1.8277 Generator_loss: 1.05828 
[INFO] 2021-01-18 05:44:38 > Step:   30400 Progress: 15.2% Elapsed: 4:57:03 temperature: no ada_p: No Discriminator_loss: 1.88974 Generator_loss: -0.440636 
[INFO] 2021-01-18 05:47:19 > Step:   30500 Progress: 15.2% Elapsed: 4:59:44 temperature: no ada_p: No Discriminator_loss: 1.78196 Generator_loss: 0.74871 
[INFO] 2021-01-18 05:50:00 > Step:   30600 Progress: 15.3% Elapsed: 5:02:25 temperature: no ada_p: No Discriminator_loss: 1.75077 Generator_loss: 0.417427 
[INFO] 2021-01-18 05:52:41 > Step:   30700 Progress: 15.3% Elapsed: 5:05:06 temperature: no ada_p: No Discriminator_loss: 1.97905 Generator_loss: -0.180576 
[INFO] 2021-01-18 05:55:23 > Step:   30800 Progress: 15.4% Elapsed: 5:07:48 temperature: no ada_p: No Discriminator_loss: 1.74595 Generator_loss: 0.829542 
[INFO] 2021-01-18 05:58:05 > Step:   30900 Progress: 15.4% Elapsed: 5:10:30 temperature: no ada_p: No Discriminator_loss: 1.95984 Generator_loss: 0.1699 
[INFO] 2021-01-18 06:00:46 > Step:   31000 Progress: 15.5% Elapsed: 5:13:11 temperature: no ada_p: No Discriminator_loss: 1.84731 Generator_loss: 0.760447 
[INFO] 2021-01-18 06:03:27 > Step:   31100 Progress: 15.6% Elapsed: 5:15:52 temperature: no ada_p: No Discriminator_loss: 1.80706 Generator_loss: -0.636642 
[INFO] 2021-01-18 06:06:08 > Step:   31200 Progress: 15.6% Elapsed: 5:18:33 temperature: no ada_p: No Discriminator_loss: 1.74118 Generator_loss: -0.155799 
[INFO] 2021-01-18 06:08:49 > Step:   31300 Progress: 15.7% Elapsed: 5:21:14 temperature: no ada_p: No Discriminator_loss: 1.75137 Generator_loss: 0.559758 
[INFO] 2021-01-18 06:11:30 > Step:   31400 Progress: 15.7% Elapsed: 5:23:55 temperature: no ada_p: No Discriminator_loss: 1.67705 Generator_loss: 0.138653 
[INFO] 2021-01-18 06:14:11 > Step:   31500 Progress: 15.8% Elapsed: 5:26:36 temperature: no ada_p: No Discriminator_loss: 1.68375 Generator_loss: 0.317674 
[INFO] 2021-01-18 06:16:52 > Step:   31600 Progress: 15.8% Elapsed: 5:29:17 temperature: no ada_p: No Discriminator_loss: 1.8438 Generator_loss: 0.669793 
[INFO] 2021-01-18 06:19:33 > Step:   31700 Progress: 15.8% Elapsed: 5:31:58 temperature: no ada_p: No Discriminator_loss: 1.79697 Generator_loss: -0.907702 
[INFO] 2021-01-18 06:22:14 > Step:   31800 Progress: 15.9% Elapsed: 5:34:39 temperature: no ada_p: No Discriminator_loss: 1.70626 Generator_loss: 0.722469 
[INFO] 2021-01-18 06:24:55 > Step:   31900 Progress: 16.0% Elapsed: 5:37:20 temperature: no ada_p: No Discriminator_loss: 1.7933 Generator_loss: -0.573889 
[INFO] 2021-01-18 06:27:36 > Step:   32000 Progress: 16.0% Elapsed: 5:40:01 temperature: no ada_p: No Discriminator_loss: 1.75391 Generator_loss: 0.589897 
[INFO] 2021-01-18 06:27:36 > Start Evaluation (32000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 06:27:36 > Calculating FID Score....
[INFO] 2021-01-18 06:27:52 > Calculating Inception Score....
[INFO] 2021-01-18 06:27:59 > Calculate F_beta Score....
[INFO] 2021-01-18 06:29:06 > Calculate Accuracies....
[INFO] 2021-01-18 06:29:11 > Calculate Accuracies....
[INFO] 2021-01-18 06:29:24 > F_8 score (Step: 32000, Using valid images): 0.8486879433507483
[INFO] 2021-01-18 06:29:24 > F_1/8 score (Step: 32000, Using valid images): 0.9574596375177763
[INFO] 2021-01-18 06:29:24 > FID score (Step: 32000, Using valid moments): 31.254746650091988
[INFO] 2021-01-18 06:29:24 > Inception score (Step: 32000, 10000 generated images): 11.167269706726074
[INFO] 2021-01-18 06:29:24 > Best FID score (Step: 32000, Using valid moments): 31.254746650091988
[INFO] 2021-01-18 06:29:27 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 06:32:08 > Step:   32100 Progress: 16.1% Elapsed: 5:44:33 temperature: no ada_p: No Discriminator_loss: 1.86271 Generator_loss: 0.151038 
[INFO] 2021-01-18 06:34:49 > Step:   32200 Progress: 16.1% Elapsed: 5:47:14 temperature: no ada_p: No Discriminator_loss: 1.83634 Generator_loss: 0.507877 
[INFO] 2021-01-18 06:37:30 > Step:   32300 Progress: 16.2% Elapsed: 5:49:55 temperature: no ada_p: No Discriminator_loss: 1.67335 Generator_loss: 0.463594 
[INFO] 2021-01-18 06:40:11 > Step:   32400 Progress: 16.2% Elapsed: 5:52:36 temperature: no ada_p: No Discriminator_loss: 1.78921 Generator_loss: -0.0617782 
[INFO] 2021-01-18 06:42:52 > Step:   32500 Progress: 16.2% Elapsed: 5:55:17 temperature: no ada_p: No Discriminator_loss: 1.70509 Generator_loss: -0.246919 
[INFO] 2021-01-18 06:45:33 > Step:   32600 Progress: 16.3% Elapsed: 5:57:58 temperature: no ada_p: No Discriminator_loss: 1.75736 Generator_loss: 0.549078 
[INFO] 2021-01-18 06:48:14 > Step:   32700 Progress: 16.4% Elapsed: 6:00:39 temperature: no ada_p: No Discriminator_loss: 1.66436 Generator_loss: 0.11265 
[INFO] 2021-01-18 06:50:55 > Step:   32800 Progress: 16.4% Elapsed: 6:03:20 temperature: no ada_p: No Discriminator_loss: 1.70574 Generator_loss: 0.976496 
[INFO] 2021-01-18 06:53:40 > Step:   32900 Progress: 16.4% Elapsed: 6:06:05 temperature: no ada_p: No Discriminator_loss: 1.7046 Generator_loss: 0.0861943 
[INFO] 2021-01-18 06:56:23 > Step:   33000 Progress: 16.5% Elapsed: 6:08:48 temperature: no ada_p: No Discriminator_loss: 1.8961 Generator_loss: -0.309166 
[INFO] 2021-01-18 06:59:05 > Step:   33100 Progress: 16.6% Elapsed: 6:11:30 temperature: no ada_p: No Discriminator_loss: 1.74426 Generator_loss: 0.186994 
[INFO] 2021-01-18 07:01:46 > Step:   33200 Progress: 16.6% Elapsed: 6:14:11 temperature: no ada_p: No Discriminator_loss: 1.83293 Generator_loss: 0.564844 
[INFO] 2021-01-18 07:04:28 > Step:   33300 Progress: 16.7% Elapsed: 6:16:53 temperature: no ada_p: No Discriminator_loss: 1.79172 Generator_loss: 0.832281 
[INFO] 2021-01-18 07:07:09 > Step:   33400 Progress: 16.7% Elapsed: 6:19:34 temperature: no ada_p: No Discriminator_loss: 1.71553 Generator_loss: 0.157841 
[INFO] 2021-01-18 07:09:50 > Step:   33500 Progress: 16.8% Elapsed: 6:22:15 temperature: no ada_p: No Discriminator_loss: 1.94507 Generator_loss: 0.224911 
[INFO] 2021-01-18 07:12:32 > Step:   33600 Progress: 16.8% Elapsed: 6:24:57 temperature: no ada_p: No Discriminator_loss: 1.84425 Generator_loss: 0.575428 
[INFO] 2021-01-18 07:15:13 > Step:   33700 Progress: 16.9% Elapsed: 6:27:38 temperature: no ada_p: No Discriminator_loss: 1.73086 Generator_loss: 0.535279 
[INFO] 2021-01-18 07:17:54 > Step:   33800 Progress: 16.9% Elapsed: 6:30:19 temperature: no ada_p: No Discriminator_loss: 1.7284 Generator_loss: 0.837561 
[INFO] 2021-01-18 07:20:35 > Step:   33900 Progress: 17.0% Elapsed: 6:33:00 temperature: no ada_p: No Discriminator_loss: 1.69488 Generator_loss: 1.01323 
[INFO] 2021-01-18 07:23:16 > Step:   34000 Progress: 17.0% Elapsed: 6:35:41 temperature: no ada_p: No Discriminator_loss: 1.86986 Generator_loss: 0.346207 
[INFO] 2021-01-18 07:23:16 > Start Evaluation (34000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 07:23:16 > Calculating FID Score....
[INFO] 2021-01-18 07:23:37 > Calculating Inception Score....
[INFO] 2021-01-18 07:23:44 > Calculate F_beta Score....
[INFO] 2021-01-18 07:24:36 > Calculate Accuracies....
[INFO] 2021-01-18 07:24:42 > Calculate Accuracies....
[INFO] 2021-01-18 07:24:54 > F_8 score (Step: 34000, Using valid images): 0.8470795434251219
[INFO] 2021-01-18 07:24:54 > F_1/8 score (Step: 34000, Using valid images): 0.9511482469424049
[INFO] 2021-01-18 07:24:54 > FID score (Step: 34000, Using valid moments): 30.55853947038247
[INFO] 2021-01-18 07:24:54 > Inception score (Step: 34000, 10000 generated images): 11.66036319732666
[INFO] 2021-01-18 07:24:54 > Best FID score (Step: 34000, Using valid moments): 30.55853947038247
[INFO] 2021-01-18 07:24:58 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 07:27:38 > Step:   34100 Progress: 17.1% Elapsed: 6:40:03 temperature: no ada_p: No Discriminator_loss: 1.80385 Generator_loss: -0.831506 
[INFO] 2021-01-18 07:30:19 > Step:   34200 Progress: 17.1% Elapsed: 6:42:44 temperature: no ada_p: No Discriminator_loss: 1.88673 Generator_loss: 0.256408 
[INFO] 2021-01-18 07:33:00 > Step:   34300 Progress: 17.2% Elapsed: 6:45:25 temperature: no ada_p: No Discriminator_loss: 1.72052 Generator_loss: 0.0140786 
[INFO] 2021-01-18 07:35:41 > Step:   34400 Progress: 17.2% Elapsed: 6:48:06 temperature: no ada_p: No Discriminator_loss: 1.77766 Generator_loss: -0.65982 
[INFO] 2021-01-18 07:38:23 > Step:   34500 Progress: 17.2% Elapsed: 6:50:48 temperature: no ada_p: No Discriminator_loss: 1.68797 Generator_loss: 0.696885 
[INFO] 2021-01-18 07:41:04 > Step:   34600 Progress: 17.3% Elapsed: 6:53:29 temperature: no ada_p: No Discriminator_loss: 1.82618 Generator_loss: 0.70065 
[INFO] 2021-01-18 07:43:45 > Step:   34700 Progress: 17.3% Elapsed: 6:56:10 temperature: no ada_p: No Discriminator_loss: 1.78757 Generator_loss: -0.828799 
[INFO] 2021-01-18 07:46:26 > Step:   34800 Progress: 17.4% Elapsed: 6:58:51 temperature: no ada_p: No Discriminator_loss: 1.84864 Generator_loss: -0.843489 
[INFO] 2021-01-18 07:49:08 > Step:   34900 Progress: 17.4% Elapsed: 7:01:33 temperature: no ada_p: No Discriminator_loss: 1.82195 Generator_loss: 0.592954 
[INFO] 2021-01-18 07:51:50 > Step:   35000 Progress: 17.5% Elapsed: 7:04:15 temperature: no ada_p: No Discriminator_loss: 1.91188 Generator_loss: 0.152897 
[INFO] 2021-01-18 07:54:31 > Step:   35100 Progress: 17.5% Elapsed: 7:06:56 temperature: no ada_p: No Discriminator_loss: 1.69656 Generator_loss: 0.38809 
[INFO] 2021-01-18 07:57:12 > Step:   35200 Progress: 17.6% Elapsed: 7:09:37 temperature: no ada_p: No Discriminator_loss: 1.71873 Generator_loss: 0.0475933 
[INFO] 2021-01-18 07:59:53 > Step:   35300 Progress: 17.6% Elapsed: 7:12:18 temperature: no ada_p: No Discriminator_loss: 1.77237 Generator_loss: 0.906022 
[INFO] 2021-01-18 08:02:34 > Step:   35400 Progress: 17.7% Elapsed: 7:14:59 temperature: no ada_p: No Discriminator_loss: 1.81098 Generator_loss: 0.654011 
[INFO] 2021-01-18 08:05:15 > Step:   35500 Progress: 17.8% Elapsed: 7:17:40 temperature: no ada_p: No Discriminator_loss: 1.88626 Generator_loss: 0.441454 
[INFO] 2021-01-18 08:07:57 > Step:   35600 Progress: 17.8% Elapsed: 7:20:22 temperature: no ada_p: No Discriminator_loss: 1.77291 Generator_loss: 0.751866 
[INFO] 2021-01-18 08:10:38 > Step:   35700 Progress: 17.8% Elapsed: 7:23:03 temperature: no ada_p: No Discriminator_loss: 1.7322 Generator_loss: -0.516354 
[INFO] 2021-01-18 08:13:19 > Step:   35800 Progress: 17.9% Elapsed: 7:25:44 temperature: no ada_p: No Discriminator_loss: 1.94081 Generator_loss: 0.618872 
[INFO] 2021-01-18 08:16:00 > Step:   35900 Progress: 17.9% Elapsed: 7:28:25 temperature: no ada_p: No Discriminator_loss: 1.71327 Generator_loss: 0.440232 
[INFO] 2021-01-18 08:18:41 > Step:   36000 Progress: 18.0% Elapsed: 7:31:06 temperature: no ada_p: No Discriminator_loss: 1.84521 Generator_loss: 0.2643 
[INFO] 2021-01-18 08:18:41 > Start Evaluation (36000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 08:18:41 > Calculating FID Score....
[INFO] 2021-01-18 08:18:58 > Calculating Inception Score....
[INFO] 2021-01-18 08:19:05 > Calculate F_beta Score....
[INFO] 2021-01-18 08:20:02 > Calculate Accuracies....
[INFO] 2021-01-18 08:20:07 > Calculate Accuracies....
[INFO] 2021-01-18 08:20:20 > F_8 score (Step: 36000, Using valid images): 0.8651557566059375
[INFO] 2021-01-18 08:20:20 > F_1/8 score (Step: 36000, Using valid images): 0.9536160382545693
[INFO] 2021-01-18 08:20:20 > FID score (Step: 36000, Using valid moments): 29.99315251145282
[INFO] 2021-01-18 08:20:20 > Inception score (Step: 36000, 10000 generated images): 11.595746040344238
[INFO] 2021-01-18 08:20:20 > Best FID score (Step: 36000, Using valid moments): 29.99315251145282
[INFO] 2021-01-18 08:20:23 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 08:23:04 > Step:   36100 Progress: 18.1% Elapsed: 7:35:29 temperature: no ada_p: No Discriminator_loss: 1.89588 Generator_loss: 0.339436 
[INFO] 2021-01-18 08:25:47 > Step:   36200 Progress: 18.1% Elapsed: 7:38:12 temperature: no ada_p: No Discriminator_loss: 1.68818 Generator_loss: 1.04582 
[INFO] 2021-01-18 08:28:28 > Step:   36300 Progress: 18.1% Elapsed: 7:40:53 temperature: no ada_p: No Discriminator_loss: 1.71361 Generator_loss: -0.372785 
[INFO] 2021-01-18 08:31:09 > Step:   36400 Progress: 18.2% Elapsed: 7:43:34 temperature: no ada_p: No Discriminator_loss: 1.76469 Generator_loss: 1.0481 
[INFO] 2021-01-18 08:33:51 > Step:   36500 Progress: 18.2% Elapsed: 7:46:16 temperature: no ada_p: No Discriminator_loss: 1.68656 Generator_loss: -0.403922 
[INFO] 2021-01-18 08:36:32 > Step:   36600 Progress: 18.3% Elapsed: 7:48:57 temperature: no ada_p: No Discriminator_loss: 1.72973 Generator_loss: -0.763534 
[INFO] 2021-01-18 08:39:14 > Step:   36700 Progress: 18.4% Elapsed: 7:51:39 temperature: no ada_p: No Discriminator_loss: 1.68102 Generator_loss: -0.331482 
[INFO] 2021-01-18 08:41:55 > Step:   36800 Progress: 18.4% Elapsed: 7:54:20 temperature: no ada_p: No Discriminator_loss: 1.81705 Generator_loss: 0.581221 
[INFO] 2021-01-18 08:44:37 > Step:   36900 Progress: 18.4% Elapsed: 7:57:02 temperature: no ada_p: No Discriminator_loss: 1.82922 Generator_loss: 0.458842 
[INFO] 2021-01-18 08:47:18 > Step:   37000 Progress: 18.5% Elapsed: 7:59:43 temperature: no ada_p: No Discriminator_loss: 1.74282 Generator_loss: 0.747246 
[INFO] 2021-01-18 08:50:00 > Step:   37100 Progress: 18.6% Elapsed: 8:02:25 temperature: no ada_p: No Discriminator_loss: 1.69059 Generator_loss: -0.422763 
[INFO] 2021-01-18 08:52:41 > Step:   37200 Progress: 18.6% Elapsed: 8:05:06 temperature: no ada_p: No Discriminator_loss: 1.70527 Generator_loss: 0.29519 
[INFO] 2021-01-18 08:55:22 > Step:   37300 Progress: 18.6% Elapsed: 8:07:47 temperature: no ada_p: No Discriminator_loss: 1.72467 Generator_loss: -0.52509 
[INFO] 2021-01-18 08:58:03 > Step:   37400 Progress: 18.7% Elapsed: 8:10:28 temperature: no ada_p: No Discriminator_loss: 1.74501 Generator_loss: 0.915132 
[INFO] 2021-01-18 09:00:44 > Step:   37500 Progress: 18.8% Elapsed: 8:13:09 temperature: no ada_p: No Discriminator_loss: 1.79711 Generator_loss: -0.526422 
[INFO] 2021-01-18 09:03:25 > Step:   37600 Progress: 18.8% Elapsed: 8:15:50 temperature: no ada_p: No Discriminator_loss: 1.67836 Generator_loss: -0.216424 
[INFO] 2021-01-18 09:06:06 > Step:   37700 Progress: 18.9% Elapsed: 8:18:31 temperature: no ada_p: No Discriminator_loss: 1.74327 Generator_loss: -0.0181377 
[INFO] 2021-01-18 09:08:47 > Step:   37800 Progress: 18.9% Elapsed: 8:21:12 temperature: no ada_p: No Discriminator_loss: 1.79257 Generator_loss: 0.769348 
[INFO] 2021-01-18 09:11:28 > Step:   37900 Progress: 18.9% Elapsed: 8:23:53 temperature: no ada_p: No Discriminator_loss: 1.69835 Generator_loss: 0.135789 
[INFO] 2021-01-18 09:14:09 > Step:   38000 Progress: 19.0% Elapsed: 8:26:34 temperature: no ada_p: No Discriminator_loss: 1.67384 Generator_loss: -0.527936 
[INFO] 2021-01-18 09:14:09 > Start Evaluation (38000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 09:14:09 > Calculating FID Score....
[INFO] 2021-01-18 09:14:26 > Calculating Inception Score....
[INFO] 2021-01-18 09:14:34 > Calculate F_beta Score....
[INFO] 2021-01-18 09:15:35 > Calculate Accuracies....
[INFO] 2021-01-18 09:15:41 > Calculate Accuracies....
[INFO] 2021-01-18 09:15:53 > F_8 score (Step: 38000, Using valid images): 0.8651485565046857
[INFO] 2021-01-18 09:15:53 > F_1/8 score (Step: 38000, Using valid images): 0.9561289342459067
[INFO] 2021-01-18 09:15:53 > FID score (Step: 38000, Using valid moments): 29.315379724242746
[INFO] 2021-01-18 09:15:53 > Inception score (Step: 38000, 10000 generated images): 12.032766342163086
[INFO] 2021-01-18 09:15:53 > Best FID score (Step: 38000, Using valid moments): 29.315379724242746
[INFO] 2021-01-18 09:15:56 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 09:18:37 > Step:   38100 Progress: 19.1% Elapsed: 8:31:02 temperature: no ada_p: No Discriminator_loss: 1.88981 Generator_loss: 0.693765 
[INFO] 2021-01-18 09:21:18 > Step:   38200 Progress: 19.1% Elapsed: 8:33:44 temperature: no ada_p: No Discriminator_loss: 1.80602 Generator_loss: 0.937904 
[INFO] 2021-01-18 09:24:01 > Step:   38300 Progress: 19.1% Elapsed: 8:36:26 temperature: no ada_p: No Discriminator_loss: 1.70667 Generator_loss: 0.734915 
[INFO] 2021-01-18 09:26:43 > Step:   38400 Progress: 19.2% Elapsed: 8:39:08 temperature: no ada_p: No Discriminator_loss: 2.05272 Generator_loss: -0.535879 
[INFO] 2021-01-18 09:29:24 > Step:   38500 Progress: 19.2% Elapsed: 8:41:49 temperature: no ada_p: No Discriminator_loss: 1.75076 Generator_loss: 0.90845 
[INFO] 2021-01-18 09:32:05 > Step:   38600 Progress: 19.3% Elapsed: 8:44:30 temperature: no ada_p: No Discriminator_loss: 1.79366 Generator_loss: 0.416314 
[INFO] 2021-01-18 09:34:46 > Step:   38700 Progress: 19.4% Elapsed: 8:47:11 temperature: no ada_p: No Discriminator_loss: 1.68875 Generator_loss: -0.198843 
[INFO] 2021-01-18 09:37:27 > Step:   38800 Progress: 19.4% Elapsed: 8:49:52 temperature: no ada_p: No Discriminator_loss: 1.67815 Generator_loss: 0.0648408 
[INFO] 2021-01-18 09:40:09 > Step:   38900 Progress: 19.4% Elapsed: 8:52:34 temperature: no ada_p: No Discriminator_loss: 1.72426 Generator_loss: -0.30636 
[INFO] 2021-01-18 09:42:51 > Step:   39000 Progress: 19.5% Elapsed: 8:55:16 temperature: no ada_p: No Discriminator_loss: 1.87398 Generator_loss: 0.496274 
[INFO] 2021-01-18 09:45:32 > Step:   39100 Progress: 19.6% Elapsed: 8:57:57 temperature: no ada_p: No Discriminator_loss: 1.7467 Generator_loss: -0.474726 
[INFO] 2021-01-18 09:48:14 > Step:   39200 Progress: 19.6% Elapsed: 9:00:39 temperature: no ada_p: No Discriminator_loss: 1.81725 Generator_loss: 0.610324 
[INFO] 2021-01-18 09:50:55 > Step:   39300 Progress: 19.7% Elapsed: 9:03:20 temperature: no ada_p: No Discriminator_loss: 1.7336 Generator_loss: 0.254189 
[INFO] 2021-01-18 09:53:36 > Step:   39400 Progress: 19.7% Elapsed: 9:06:01 temperature: no ada_p: No Discriminator_loss: 1.70622 Generator_loss: 0.748368 
[INFO] 2021-01-18 09:56:20 > Step:   39500 Progress: 19.8% Elapsed: 9:08:45 temperature: no ada_p: No Discriminator_loss: 1.81196 Generator_loss: 0.646688 
[INFO] 2021-01-18 09:59:01 > Step:   39600 Progress: 19.8% Elapsed: 9:11:26 temperature: no ada_p: No Discriminator_loss: 1.67763 Generator_loss: 0.956689 
[INFO] 2021-01-18 10:01:42 > Step:   39700 Progress: 19.9% Elapsed: 9:14:07 temperature: no ada_p: No Discriminator_loss: 1.74911 Generator_loss: -0.571845 
[INFO] 2021-01-18 10:04:23 > Step:   39800 Progress: 19.9% Elapsed: 9:16:48 temperature: no ada_p: No Discriminator_loss: 1.74851 Generator_loss: 0.792248 
[INFO] 2021-01-18 10:07:04 > Step:   39900 Progress: 20.0% Elapsed: 9:19:29 temperature: no ada_p: No Discriminator_loss: 1.78929 Generator_loss: 0.788108 
[INFO] 2021-01-18 10:09:46 > Step:   40000 Progress: 20.0% Elapsed: 9:22:11 temperature: no ada_p: No Discriminator_loss: 1.80061 Generator_loss: -0.588541 
[INFO] 2021-01-18 10:09:46 > Start Evaluation (40000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 10:09:46 > Calculating FID Score....
[INFO] 2021-01-18 10:10:01 > Calculating Inception Score....
[INFO] 2021-01-18 10:10:09 > Calculate F_beta Score....
[INFO] 2021-01-18 10:11:11 > Calculate Accuracies....
[INFO] 2021-01-18 10:11:18 > Calculate Accuracies....
[INFO] 2021-01-18 10:11:32 > F_8 score (Step: 40000, Using valid images): 0.8837423210298146
[INFO] 2021-01-18 10:11:32 > F_1/8 score (Step: 40000, Using valid images): 0.9619860826272427
[INFO] 2021-01-18 10:11:32 > FID score (Step: 40000, Using valid moments): 28.56677618209602
[INFO] 2021-01-18 10:11:32 > Inception score (Step: 40000, 10000 generated images): 12.076285362243652
[INFO] 2021-01-18 10:11:32 > Best FID score (Step: 40000, Using valid moments): 28.56677618209602
[INFO] 2021-01-18 10:11:35 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 10:14:16 > Step:   40100 Progress: 20.1% Elapsed: 9:26:41 temperature: no ada_p: No Discriminator_loss: 1.7175 Generator_loss: -0.666369 
[INFO] 2021-01-18 10:16:58 > Step:   40200 Progress: 20.1% Elapsed: 9:29:23 temperature: no ada_p: No Discriminator_loss: 1.73618 Generator_loss: -0.429806 
[INFO] 2021-01-18 10:19:39 > Step:   40300 Progress: 20.2% Elapsed: 9:32:04 temperature: no ada_p: No Discriminator_loss: 1.70177 Generator_loss: -0.14412 
[INFO] 2021-01-18 10:22:20 > Step:   40400 Progress: 20.2% Elapsed: 9:34:45 temperature: no ada_p: No Discriminator_loss: 1.65366 Generator_loss: -0.521166 
[INFO] 2021-01-18 10:25:01 > Step:   40500 Progress: 20.2% Elapsed: 9:37:26 temperature: no ada_p: No Discriminator_loss: 1.81802 Generator_loss: 0.718147 
[INFO] 2021-01-18 10:27:42 > Step:   40600 Progress: 20.3% Elapsed: 9:40:07 temperature: no ada_p: No Discriminator_loss: 1.81947 Generator_loss: 0.784995 
[INFO] 2021-01-18 10:30:23 > Step:   40700 Progress: 20.3% Elapsed: 9:42:48 temperature: no ada_p: No Discriminator_loss: 1.71539 Generator_loss: 0.449818 
[INFO] 2021-01-18 10:33:04 > Step:   40800 Progress: 20.4% Elapsed: 9:45:29 temperature: no ada_p: No Discriminator_loss: 1.92512 Generator_loss: 0.3662 
[INFO] 2021-01-18 10:35:46 > Step:   40900 Progress: 20.4% Elapsed: 9:48:11 temperature: no ada_p: No Discriminator_loss: 1.67385 Generator_loss: 0.445678 
[INFO] 2021-01-18 10:38:27 > Step:   41000 Progress: 20.5% Elapsed: 9:50:52 temperature: no ada_p: No Discriminator_loss: 1.6914 Generator_loss: -0.165594 
[INFO] 2021-01-18 10:41:08 > Step:   41100 Progress: 20.5% Elapsed: 9:53:33 temperature: no ada_p: No Discriminator_loss: 1.70185 Generator_loss: 0.46838 
[INFO] 2021-01-18 10:43:49 > Step:   41200 Progress: 20.6% Elapsed: 9:56:14 temperature: no ada_p: No Discriminator_loss: 1.64126 Generator_loss: 0.405733 
[INFO] 2021-01-18 10:46:30 > Step:   41300 Progress: 20.6% Elapsed: 9:58:55 temperature: no ada_p: No Discriminator_loss: 1.70571 Generator_loss: 1.07664 
[INFO] 2021-01-18 10:49:11 > Step:   41400 Progress: 20.7% Elapsed: 10:01:36 temperature: no ada_p: No Discriminator_loss: 1.69345 Generator_loss: 0.986766 
[INFO] 2021-01-18 10:51:52 > Step:   41500 Progress: 20.8% Elapsed: 10:04:17 temperature: no ada_p: No Discriminator_loss: 1.67451 Generator_loss: -0.588275 
[INFO] 2021-01-18 10:54:34 > Step:   41600 Progress: 20.8% Elapsed: 10:06:59 temperature: no ada_p: No Discriminator_loss: 1.72498 Generator_loss: -0.522933 
[INFO] 2021-01-18 10:57:15 > Step:   41700 Progress: 20.8% Elapsed: 10:09:40 temperature: no ada_p: No Discriminator_loss: 1.63837 Generator_loss: 0.253911 
[INFO] 2021-01-18 10:59:56 > Step:   41800 Progress: 20.9% Elapsed: 10:12:21 temperature: no ada_p: No Discriminator_loss: 1.60357 Generator_loss: 0.900792 
[INFO] 2021-01-18 11:02:37 > Step:   41900 Progress: 20.9% Elapsed: 10:15:02 temperature: no ada_p: No Discriminator_loss: 1.64186 Generator_loss: -0.623283 
[INFO] 2021-01-18 11:05:18 > Step:   42000 Progress: 21.0% Elapsed: 10:17:43 temperature: no ada_p: No Discriminator_loss: 2.00643 Generator_loss: -0.0213137 
[INFO] 2021-01-18 11:05:18 > Start Evaluation (42000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 11:05:18 > Calculating FID Score....
[INFO] 2021-01-18 11:05:33 > Calculating Inception Score....
[INFO] 2021-01-18 11:05:40 > Calculate F_beta Score....
[INFO] 2021-01-18 11:06:29 > Calculate Accuracies....
[INFO] 2021-01-18 11:06:34 > Calculate Accuracies....
[INFO] 2021-01-18 11:06:47 > F_8 score (Step: 42000, Using valid images): 0.8884524368410495
[INFO] 2021-01-18 11:06:47 > F_1/8 score (Step: 42000, Using valid images): 0.961409560657997
[INFO] 2021-01-18 11:06:47 > FID score (Step: 42000, Using valid moments): 27.48356690699262
[INFO] 2021-01-18 11:06:47 > Inception score (Step: 42000, 10000 generated images): 12.265625953674316
[INFO] 2021-01-18 11:06:47 > Best FID score (Step: 42000, Using valid moments): 27.48356690699262
[INFO] 2021-01-18 11:06:50 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 11:09:31 > Step:   42100 Progress: 21.1% Elapsed: 10:21:56 temperature: no ada_p: No Discriminator_loss: 1.69364 Generator_loss: -0.0998673 
[INFO] 2021-01-18 11:12:14 > Step:   42200 Progress: 21.1% Elapsed: 10:24:39 temperature: no ada_p: No Discriminator_loss: 1.68857 Generator_loss: -0.297381 
[INFO] 2021-01-18 11:14:55 > Step:   42300 Progress: 21.1% Elapsed: 10:27:20 temperature: no ada_p: No Discriminator_loss: 1.741 Generator_loss: 0.808687 
[INFO] 2021-01-18 11:17:36 > Step:   42400 Progress: 21.2% Elapsed: 10:30:01 temperature: no ada_p: No Discriminator_loss: 1.67361 Generator_loss: -0.199058 
[INFO] 2021-01-18 11:20:16 > Step:   42500 Progress: 21.2% Elapsed: 10:32:41 temperature: no ada_p: No Discriminator_loss: 1.70516 Generator_loss: 0.835517 
[INFO] 2021-01-18 11:22:58 > Step:   42600 Progress: 21.3% Elapsed: 10:35:23 temperature: no ada_p: No Discriminator_loss: 1.66977 Generator_loss: 0.226366 
[INFO] 2021-01-18 11:25:40 > Step:   42700 Progress: 21.3% Elapsed: 10:38:05 temperature: no ada_p: No Discriminator_loss: 1.69649 Generator_loss: 0.343282 
[INFO] 2021-01-18 11:28:21 > Step:   42800 Progress: 21.4% Elapsed: 10:40:46 temperature: no ada_p: No Discriminator_loss: 1.86912 Generator_loss: 0.0222816 
[INFO] 2021-01-18 11:31:03 > Step:   42900 Progress: 21.4% Elapsed: 10:43:28 temperature: no ada_p: No Discriminator_loss: 1.62043 Generator_loss: -0.158013 
[INFO] 2021-01-18 11:33:44 > Step:   43000 Progress: 21.5% Elapsed: 10:46:09 temperature: no ada_p: No Discriminator_loss: 1.74983 Generator_loss: 0.38303 
[INFO] 2021-01-18 11:36:25 > Step:   43100 Progress: 21.6% Elapsed: 10:48:50 temperature: no ada_p: No Discriminator_loss: 1.73625 Generator_loss: 0.37691 
[INFO] 2021-01-18 11:39:06 > Step:   43200 Progress: 21.6% Elapsed: 10:51:31 temperature: no ada_p: No Discriminator_loss: 1.75768 Generator_loss: 0.794266 
[INFO] 2021-01-18 11:41:47 > Step:   43300 Progress: 21.6% Elapsed: 10:54:12 temperature: no ada_p: No Discriminator_loss: 1.64516 Generator_loss: -0.350089 
[INFO] 2021-01-18 11:44:29 > Step:   43400 Progress: 21.7% Elapsed: 10:56:54 temperature: no ada_p: No Discriminator_loss: 1.69871 Generator_loss: -0.385064 
[INFO] 2021-01-18 11:47:10 > Step:   43500 Progress: 21.8% Elapsed: 10:59:35 temperature: no ada_p: No Discriminator_loss: 1.71836 Generator_loss: -0.330513 
[INFO] 2021-01-18 11:49:51 > Step:   43600 Progress: 21.8% Elapsed: 11:02:16 temperature: no ada_p: No Discriminator_loss: 1.57752 Generator_loss: 0.54068 
[INFO] 2021-01-18 11:52:32 > Step:   43700 Progress: 21.9% Elapsed: 11:04:57 temperature: no ada_p: No Discriminator_loss: 1.57021 Generator_loss: 0.012684 
[INFO] 2021-01-18 11:55:13 > Step:   43800 Progress: 21.9% Elapsed: 11:07:38 temperature: no ada_p: No Discriminator_loss: 1.84635 Generator_loss: 0.601973 
[INFO] 2021-01-18 11:57:54 > Step:   43900 Progress: 21.9% Elapsed: 11:10:19 temperature: no ada_p: No Discriminator_loss: 1.73688 Generator_loss: 1.06485 
[INFO] 2021-01-18 12:00:35 > Step:   44000 Progress: 22.0% Elapsed: 11:13:00 temperature: no ada_p: No Discriminator_loss: 1.8395 Generator_loss: 0.540837 
[INFO] 2021-01-18 12:00:35 > Start Evaluation (44000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 12:00:35 > Calculating FID Score....
[INFO] 2021-01-18 12:00:51 > Calculating Inception Score....
[INFO] 2021-01-18 12:00:58 > Calculate F_beta Score....
[INFO] 2021-01-18 12:01:47 > Calculate Accuracies....
[INFO] 2021-01-18 12:01:52 > Calculate Accuracies....
[INFO] 2021-01-18 12:02:05 > F_8 score (Step: 44000, Using valid images): 0.900713222125671
[INFO] 2021-01-18 12:02:05 > F_1/8 score (Step: 44000, Using valid images): 0.9606529228415438
[INFO] 2021-01-18 12:02:05 > FID score (Step: 44000, Using valid moments): 27.290821619724625
[INFO] 2021-01-18 12:02:05 > Inception score (Step: 44000, 10000 generated images): 12.066068649291992
[INFO] 2021-01-18 12:02:05 > Best FID score (Step: 44000, Using valid moments): 27.290821619724625
[INFO] 2021-01-18 12:02:08 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 12:04:49 > Step:   44100 Progress: 22.1% Elapsed: 11:17:14 temperature: no ada_p: No Discriminator_loss: 1.7177 Generator_loss: -0.660282 
[INFO] 2021-01-18 12:07:30 > Step:   44200 Progress: 22.1% Elapsed: 11:19:55 temperature: no ada_p: No Discriminator_loss: 1.68075 Generator_loss: 0.223954 
[INFO] 2021-01-18 12:10:12 > Step:   44300 Progress: 22.1% Elapsed: 11:22:37 temperature: no ada_p: No Discriminator_loss: 1.73776 Generator_loss: -0.817744 
[INFO] 2021-01-18 12:12:53 > Step:   44400 Progress: 22.2% Elapsed: 11:25:18 temperature: no ada_p: No Discriminator_loss: 1.67962 Generator_loss: -0.558765 
[INFO] 2021-01-18 12:15:34 > Step:   44500 Progress: 22.2% Elapsed: 11:27:59 temperature: no ada_p: No Discriminator_loss: 1.71089 Generator_loss: 0.32958 
[INFO] 2021-01-18 12:18:15 > Step:   44600 Progress: 22.3% Elapsed: 11:30:40 temperature: no ada_p: No Discriminator_loss: 1.65165 Generator_loss: -0.355672 
[INFO] 2021-01-18 12:20:57 > Step:   44700 Progress: 22.4% Elapsed: 11:33:22 temperature: no ada_p: No Discriminator_loss: 1.73208 Generator_loss: 0.736104 
[INFO] 2021-01-18 12:23:38 > Step:   44800 Progress: 22.4% Elapsed: 11:36:03 temperature: no ada_p: No Discriminator_loss: 1.72653 Generator_loss: 0.756661 
[INFO] 2021-01-18 12:26:20 > Step:   44900 Progress: 22.4% Elapsed: 11:38:45 temperature: no ada_p: No Discriminator_loss: 1.97279 Generator_loss: -0.0614254 
[INFO] 2021-01-18 12:29:01 > Step:   45000 Progress: 22.5% Elapsed: 11:41:26 temperature: no ada_p: No Discriminator_loss: 1.71012 Generator_loss: 0.925106 
[INFO] 2021-01-18 12:31:43 > Step:   45100 Progress: 22.6% Elapsed: 11:44:08 temperature: no ada_p: No Discriminator_loss: 1.74588 Generator_loss: 0.636936 
[INFO] 2021-01-18 12:34:24 > Step:   45200 Progress: 22.6% Elapsed: 11:46:49 temperature: no ada_p: No Discriminator_loss: 1.72164 Generator_loss: 0.179449 
[INFO] 2021-01-18 12:37:05 > Step:   45300 Progress: 22.7% Elapsed: 11:49:30 temperature: no ada_p: No Discriminator_loss: 1.74969 Generator_loss: 0.0249241 
[INFO] 2021-01-18 12:39:47 > Step:   45400 Progress: 22.7% Elapsed: 11:52:12 temperature: no ada_p: No Discriminator_loss: 1.70122 Generator_loss: -0.335107 
[INFO] 2021-01-18 12:42:28 > Step:   45500 Progress: 22.8% Elapsed: 11:54:53 temperature: no ada_p: No Discriminator_loss: 1.62596 Generator_loss: -0.222631 
[INFO] 2021-01-18 12:45:10 > Step:   45600 Progress: 22.8% Elapsed: 11:57:35 temperature: no ada_p: No Discriminator_loss: 1.62889 Generator_loss: -0.0991961 
[INFO] 2021-01-18 12:47:51 > Step:   45700 Progress: 22.9% Elapsed: 12:00:16 temperature: no ada_p: No Discriminator_loss: 1.73425 Generator_loss: 0.793595 
[INFO] 2021-01-18 12:50:32 > Step:   45800 Progress: 22.9% Elapsed: 12:02:57 temperature: no ada_p: No Discriminator_loss: 1.75462 Generator_loss: 0.328784 
[INFO] 2021-01-18 12:53:15 > Step:   45900 Progress: 22.9% Elapsed: 12:05:40 temperature: no ada_p: No Discriminator_loss: 1.80767 Generator_loss: 0.501493 
[INFO] 2021-01-18 12:55:56 > Step:   46000 Progress: 23.0% Elapsed: 12:08:21 temperature: no ada_p: No Discriminator_loss: 1.79111 Generator_loss: 0.793079 
[INFO] 2021-01-18 12:55:56 > Start Evaluation (46000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 12:55:56 > Calculating FID Score....
[INFO] 2021-01-18 12:56:11 > Calculating Inception Score....
[INFO] 2021-01-18 12:56:19 > Calculate F_beta Score....
[INFO] 2021-01-18 12:57:08 > Calculate Accuracies....
[INFO] 2021-01-18 12:57:13 > Calculate Accuracies....
[INFO] 2021-01-18 12:57:26 > F_8 score (Step: 46000, Using valid images): 0.8996710996775563
[INFO] 2021-01-18 12:57:26 > F_1/8 score (Step: 46000, Using valid images): 0.9658968430301187
[INFO] 2021-01-18 12:57:26 > FID score (Step: 46000, Using valid moments): 26.925158607172534
[INFO] 2021-01-18 12:57:26 > Inception score (Step: 46000, 10000 generated images): 12.241331100463867
[INFO] 2021-01-18 12:57:26 > Best FID score (Step: 46000, Using valid moments): 26.925158607172534
[INFO] 2021-01-18 12:57:29 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 13:00:10 > Step:   46100 Progress: 23.1% Elapsed: 12:12:35 temperature: no ada_p: No Discriminator_loss: 1.77526 Generator_loss: 0.707391 
[INFO] 2021-01-18 13:02:51 > Step:   46200 Progress: 23.1% Elapsed: 12:15:16 temperature: no ada_p: No Discriminator_loss: 2.01113 Generator_loss: 0.201397 
[INFO] 2021-01-18 13:05:33 > Step:   46300 Progress: 23.2% Elapsed: 12:17:58 temperature: no ada_p: No Discriminator_loss: 1.84881 Generator_loss: 0.468085 
[INFO] 2021-01-18 13:08:14 > Step:   46400 Progress: 23.2% Elapsed: 12:20:39 temperature: no ada_p: No Discriminator_loss: 1.67744 Generator_loss: -0.363206 
[INFO] 2021-01-18 13:10:55 > Step:   46500 Progress: 23.2% Elapsed: 12:23:20 temperature: no ada_p: No Discriminator_loss: 1.79046 Generator_loss: -0.579101 
[INFO] 2021-01-18 13:13:37 > Step:   46600 Progress: 23.3% Elapsed: 12:26:02 temperature: no ada_p: No Discriminator_loss: 1.68929 Generator_loss: 0.542874 
[INFO] 2021-01-18 13:16:18 > Step:   46700 Progress: 23.4% Elapsed: 12:28:43 temperature: no ada_p: No Discriminator_loss: 1.69891 Generator_loss: 0.85933 
[INFO] 2021-01-18 13:18:59 > Step:   46800 Progress: 23.4% Elapsed: 12:31:24 temperature: no ada_p: No Discriminator_loss: 1.92892 Generator_loss: 0.688453 
[INFO] 2021-01-18 13:21:41 > Step:   46900 Progress: 23.4% Elapsed: 12:34:06 temperature: no ada_p: No Discriminator_loss: 1.58132 Generator_loss: 0.245391 
[INFO] 2021-01-18 13:24:22 > Step:   47000 Progress: 23.5% Elapsed: 12:36:47 temperature: no ada_p: No Discriminator_loss: 1.662 Generator_loss: 0.758223 
[INFO] 2021-01-18 13:27:03 > Step:   47100 Progress: 23.5% Elapsed: 12:39:28 temperature: no ada_p: No Discriminator_loss: 1.73944 Generator_loss: -0.549536 
[INFO] 2021-01-18 13:29:44 > Step:   47200 Progress: 23.6% Elapsed: 12:42:09 temperature: no ada_p: No Discriminator_loss: 1.64535 Generator_loss: 0.219616 
[INFO] 2021-01-18 13:32:26 > Step:   47300 Progress: 23.6% Elapsed: 12:44:51 temperature: no ada_p: No Discriminator_loss: 1.65867 Generator_loss: 0.733193 
[INFO] 2021-01-18 13:35:07 > Step:   47400 Progress: 23.7% Elapsed: 12:47:32 temperature: no ada_p: No Discriminator_loss: 1.78219 Generator_loss: -0.639767 
[INFO] 2021-01-18 13:37:48 > Step:   47500 Progress: 23.8% Elapsed: 12:50:13 temperature: no ada_p: No Discriminator_loss: 1.68087 Generator_loss: -0.383101 
[INFO] 2021-01-18 13:40:29 > Step:   47600 Progress: 23.8% Elapsed: 12:52:54 temperature: no ada_p: No Discriminator_loss: 1.6226 Generator_loss: -0.30529 
[INFO] 2021-01-18 13:43:10 > Step:   47700 Progress: 23.8% Elapsed: 12:55:35 temperature: no ada_p: No Discriminator_loss: 1.81527 Generator_loss: -0.393808 
[INFO] 2021-01-18 13:45:51 > Step:   47800 Progress: 23.9% Elapsed: 12:58:16 temperature: no ada_p: No Discriminator_loss: 1.60999 Generator_loss: 0.673636 
[INFO] 2021-01-18 13:48:32 > Step:   47900 Progress: 23.9% Elapsed: 13:00:57 temperature: no ada_p: No Discriminator_loss: 1.85451 Generator_loss: 0.370912 
[INFO] 2021-01-18 13:51:14 > Step:   48000 Progress: 24.0% Elapsed: 13:03:39 temperature: no ada_p: No Discriminator_loss: 1.6216 Generator_loss: 0.753497 
[INFO] 2021-01-18 13:51:14 > Start Evaluation (48000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 13:51:14 > Calculating FID Score....
[INFO] 2021-01-18 13:51:29 > Calculating Inception Score....
[INFO] 2021-01-18 13:51:36 > Calculate F_beta Score....
[INFO] 2021-01-18 13:52:25 > Calculate Accuracies....
[INFO] 2021-01-18 13:52:30 > Calculate Accuracies....
[INFO] 2021-01-18 13:52:43 > F_8 score (Step: 48000, Using valid images): 0.9059875825471037
[INFO] 2021-01-18 13:52:43 > F_1/8 score (Step: 48000, Using valid images): 0.9682928187029584
[INFO] 2021-01-18 13:52:43 > FID score (Step: 48000, Using valid moments): 25.96623516033327
[INFO] 2021-01-18 13:52:43 > Inception score (Step: 48000, 10000 generated images): 12.531658172607422
[INFO] 2021-01-18 13:52:43 > Best FID score (Step: 48000, Using valid moments): 25.96623516033327
[INFO] 2021-01-18 13:52:46 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 13:55:27 > Step:   48100 Progress: 24.1% Elapsed: 13:07:52 temperature: no ada_p: No Discriminator_loss: 1.74091 Generator_loss: -0.1566 
[INFO] 2021-01-18 13:58:08 > Step:   48200 Progress: 24.1% Elapsed: 13:10:33 temperature: no ada_p: No Discriminator_loss: 1.61766 Generator_loss: -0.144992 
[INFO] 2021-01-18 14:00:49 > Step:   48300 Progress: 24.1% Elapsed: 13:13:14 temperature: no ada_p: No Discriminator_loss: 1.746 Generator_loss: -0.241313 
[INFO] 2021-01-18 14:03:30 > Step:   48400 Progress: 24.2% Elapsed: 13:15:55 temperature: no ada_p: No Discriminator_loss: 1.62797 Generator_loss: -0.0339095 
[INFO] 2021-01-18 14:06:11 > Step:   48500 Progress: 24.2% Elapsed: 13:18:36 temperature: no ada_p: No Discriminator_loss: 1.55618 Generator_loss: 0.0626287 
[INFO] 2021-01-18 14:08:53 > Step:   48600 Progress: 24.3% Elapsed: 13:21:18 temperature: no ada_p: No Discriminator_loss: 1.67217 Generator_loss: -0.439568 
[INFO] 2021-01-18 14:11:34 > Step:   48700 Progress: 24.3% Elapsed: 13:23:59 temperature: no ada_p: No Discriminator_loss: 1.82525 Generator_loss: -0.685978 
[INFO] 2021-01-18 14:14:15 > Step:   48800 Progress: 24.4% Elapsed: 13:26:40 temperature: no ada_p: No Discriminator_loss: 1.79837 Generator_loss: 0.72016 
[INFO] 2021-01-18 14:16:57 > Step:   48900 Progress: 24.4% Elapsed: 13:29:22 temperature: no ada_p: No Discriminator_loss: 1.76911 Generator_loss: -0.672765 
[INFO] 2021-01-18 14:19:38 > Step:   49000 Progress: 24.5% Elapsed: 13:32:03 temperature: no ada_p: No Discriminator_loss: 1.67398 Generator_loss: -0.285417 
[INFO] 2021-01-18 14:22:19 > Step:   49100 Progress: 24.6% Elapsed: 13:34:44 temperature: no ada_p: No Discriminator_loss: 1.69506 Generator_loss: 0.00233041 
[INFO] 2021-01-18 14:25:02 > Step:   49200 Progress: 24.6% Elapsed: 13:37:27 temperature: no ada_p: No Discriminator_loss: 1.86289 Generator_loss: -0.472171 
[INFO] 2021-01-18 14:27:43 > Step:   49300 Progress: 24.6% Elapsed: 13:40:08 temperature: no ada_p: No Discriminator_loss: 1.61992 Generator_loss: -0.389489 
[INFO] 2021-01-18 14:30:24 > Step:   49400 Progress: 24.7% Elapsed: 13:42:49 temperature: no ada_p: No Discriminator_loss: 2.02062 Generator_loss: 0.547188 
[INFO] 2021-01-18 14:33:05 > Step:   49500 Progress: 24.8% Elapsed: 13:45:30 temperature: no ada_p: No Discriminator_loss: 1.575 Generator_loss: 0.713668 
[INFO] 2021-01-18 14:35:47 > Step:   49600 Progress: 24.8% Elapsed: 13:48:12 temperature: no ada_p: No Discriminator_loss: 1.67156 Generator_loss: 0.667031 
[INFO] 2021-01-18 14:38:28 > Step:   49700 Progress: 24.9% Elapsed: 13:50:53 temperature: no ada_p: No Discriminator_loss: 1.73533 Generator_loss: -0.122598 
[INFO] 2021-01-18 14:41:09 > Step:   49800 Progress: 24.9% Elapsed: 13:53:34 temperature: no ada_p: No Discriminator_loss: 1.58104 Generator_loss: 0.80217 
[INFO] 2021-01-18 14:43:49 > Step:   49900 Progress: 24.9% Elapsed: 13:56:15 temperature: no ada_p: No Discriminator_loss: 1.90253 Generator_loss: 0.686094 
[INFO] 2021-01-18 14:46:31 > Step:   50000 Progress: 25.0% Elapsed: 13:58:56 temperature: no ada_p: No Discriminator_loss: 1.7723 Generator_loss: 0.572321 
[INFO] 2021-01-18 14:46:31 > Start Evaluation (50000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 14:46:31 > Calculating FID Score....
[INFO] 2021-01-18 14:46:46 > Calculating Inception Score....
[INFO] 2021-01-18 14:46:53 > Calculate F_beta Score....
[INFO] 2021-01-18 14:47:43 > Calculate Accuracies....
[INFO] 2021-01-18 14:47:48 > Calculate Accuracies....
[INFO] 2021-01-18 14:48:01 > F_8 score (Step: 50000, Using valid images): 0.9029801726916171
[INFO] 2021-01-18 14:48:01 > F_1/8 score (Step: 50000, Using valid images): 0.9606870077524879
[INFO] 2021-01-18 14:48:01 > FID score (Step: 50000, Using valid moments): 25.569446243833795
[INFO] 2021-01-18 14:48:01 > Inception score (Step: 50000, 10000 generated images): 12.63502311706543
[INFO] 2021-01-18 14:48:01 > Best FID score (Step: 50000, Using valid moments): 25.569446243833795
[INFO] 2021-01-18 14:48:04 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 14:50:45 > Step:   50100 Progress: 25.1% Elapsed: 14:03:10 temperature: no ada_p: No Discriminator_loss: 1.58541 Generator_loss: 0.220845 
[INFO] 2021-01-18 14:53:26 > Step:   50200 Progress: 25.1% Elapsed: 14:05:51 temperature: no ada_p: No Discriminator_loss: 1.66985 Generator_loss: -0.593847 
[INFO] 2021-01-18 14:56:07 > Step:   50300 Progress: 25.1% Elapsed: 14:08:32 temperature: no ada_p: No Discriminator_loss: 1.71989 Generator_loss: -0.474946 
[INFO] 2021-01-18 14:58:48 > Step:   50400 Progress: 25.2% Elapsed: 14:11:13 temperature: no ada_p: No Discriminator_loss: 1.66491 Generator_loss: -0.337127 
[INFO] 2021-01-18 15:01:30 > Step:   50500 Progress: 25.2% Elapsed: 14:13:55 temperature: no ada_p: No Discriminator_loss: 1.63355 Generator_loss: -0.358447 
[INFO] 2021-01-18 15:04:11 > Step:   50600 Progress: 25.3% Elapsed: 14:16:36 temperature: no ada_p: No Discriminator_loss: 1.72056 Generator_loss: 0.779425 
[INFO] 2021-01-18 15:06:52 > Step:   50700 Progress: 25.4% Elapsed: 14:19:17 temperature: no ada_p: No Discriminator_loss: 1.64664 Generator_loss: 0.172145 
[INFO] 2021-01-18 15:09:33 > Step:   50800 Progress: 25.4% Elapsed: 14:21:58 temperature: no ada_p: No Discriminator_loss: 1.71446 Generator_loss: 0.732847 
[INFO] 2021-01-18 15:12:15 > Step:   50900 Progress: 25.4% Elapsed: 14:24:40 temperature: no ada_p: No Discriminator_loss: 1.61224 Generator_loss: 1.13277 
[INFO] 2021-01-18 15:14:56 > Step:   51000 Progress: 25.5% Elapsed: 14:27:21 temperature: no ada_p: No Discriminator_loss: 1.68204 Generator_loss: 0.491643 
[INFO] 2021-01-18 15:17:37 > Step:   51100 Progress: 25.6% Elapsed: 14:30:02 temperature: no ada_p: No Discriminator_loss: 1.6585 Generator_loss: 0.626665 
[INFO] 2021-01-18 15:20:18 > Step:   51200 Progress: 25.6% Elapsed: 14:32:43 temperature: no ada_p: No Discriminator_loss: 1.80055 Generator_loss: 0.825593 
[INFO] 2021-01-18 15:22:59 > Step:   51300 Progress: 25.7% Elapsed: 14:35:24 temperature: no ada_p: No Discriminator_loss: 1.71054 Generator_loss: 0.922756 
[INFO] 2021-01-18 15:25:40 > Step:   51400 Progress: 25.7% Elapsed: 14:38:05 temperature: no ada_p: No Discriminator_loss: 1.72946 Generator_loss: -0.0376307 
[INFO] 2021-01-18 15:28:21 > Step:   51500 Progress: 25.8% Elapsed: 14:40:46 temperature: no ada_p: No Discriminator_loss: 1.57506 Generator_loss: 0.735392 
[INFO] 2021-01-18 15:31:02 > Step:   51600 Progress: 25.8% Elapsed: 14:43:27 temperature: no ada_p: No Discriminator_loss: 1.6327 Generator_loss: 0.175545 
[INFO] 2021-01-18 15:33:43 > Step:   51700 Progress: 25.9% Elapsed: 14:46:08 temperature: no ada_p: No Discriminator_loss: 1.55287 Generator_loss: 0.272171 
[INFO] 2021-01-18 15:36:25 > Step:   51800 Progress: 25.9% Elapsed: 14:48:50 temperature: no ada_p: No Discriminator_loss: 1.67125 Generator_loss: 0.557545 
[INFO] 2021-01-18 15:39:06 > Step:   51900 Progress: 25.9% Elapsed: 14:51:31 temperature: no ada_p: No Discriminator_loss: 1.86111 Generator_loss: 0.659921 
[INFO] 2021-01-18 15:41:47 > Step:   52000 Progress: 26.0% Elapsed: 14:54:12 temperature: no ada_p: No Discriminator_loss: 1.79156 Generator_loss: 1.12515 
[INFO] 2021-01-18 15:41:47 > Start Evaluation (52000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 15:41:47 > Calculating FID Score....
[INFO] 2021-01-18 15:42:02 > Calculating Inception Score....
[INFO] 2021-01-18 15:42:09 > Calculate F_beta Score....
[INFO] 2021-01-18 15:42:57 > Calculate Accuracies....
[INFO] 2021-01-18 15:43:02 > Calculate Accuracies....
[INFO] 2021-01-18 15:43:15 > F_8 score (Step: 52000, Using valid images): 0.9121360042190543
[INFO] 2021-01-18 15:43:15 > F_1/8 score (Step: 52000, Using valid images): 0.962193674464575
[INFO] 2021-01-18 15:43:15 > FID score (Step: 52000, Using valid moments): 25.17688902247386
[INFO] 2021-01-18 15:43:15 > Inception score (Step: 52000, 10000 generated images): 12.52736759185791
[INFO] 2021-01-18 15:43:15 > Best FID score (Step: 52000, Using valid moments): 25.17688902247386
[INFO] 2021-01-18 15:43:19 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 15:46:00 > Step:   52100 Progress: 26.1% Elapsed: 14:58:25 temperature: no ada_p: No Discriminator_loss: 1.64539 Generator_loss: 0.583627 
[INFO] 2021-01-18 15:48:41 > Step:   52200 Progress: 26.1% Elapsed: 15:01:06 temperature: no ada_p: No Discriminator_loss: 1.60994 Generator_loss: 0.617505 
[INFO] 2021-01-18 15:51:22 > Step:   52300 Progress: 26.2% Elapsed: 15:03:47 temperature: no ada_p: No Discriminator_loss: 1.53033 Generator_loss: 0.272238 
[INFO] 2021-01-18 15:54:05 > Step:   52400 Progress: 26.2% Elapsed: 15:06:30 temperature: no ada_p: No Discriminator_loss: 1.76368 Generator_loss: 0.429639 
[INFO] 2021-01-18 15:56:46 > Step:   52500 Progress: 26.2% Elapsed: 15:09:11 temperature: no ada_p: No Discriminator_loss: 1.62653 Generator_loss: 0.700672 
[INFO] 2021-01-18 15:59:27 > Step:   52600 Progress: 26.3% Elapsed: 15:11:52 temperature: no ada_p: No Discriminator_loss: 1.80946 Generator_loss: 0.802341 
[INFO] 2021-01-18 16:02:08 > Step:   52700 Progress: 26.4% Elapsed: 15:14:33 temperature: no ada_p: No Discriminator_loss: 1.53347 Generator_loss: 0.552431 
[INFO] 2021-01-18 16:04:49 > Step:   52800 Progress: 26.4% Elapsed: 15:17:14 temperature: no ada_p: No Discriminator_loss: 1.65688 Generator_loss: 0.53654 
[INFO] 2021-01-18 16:07:31 > Step:   52900 Progress: 26.5% Elapsed: 15:19:57 temperature: no ada_p: No Discriminator_loss: 1.80278 Generator_loss: 0.532508 
[INFO] 2021-01-18 16:10:13 > Step:   53000 Progress: 26.5% Elapsed: 15:22:38 temperature: no ada_p: No Discriminator_loss: 1.78749 Generator_loss: 0.598234 
[INFO] 2021-01-18 16:12:54 > Step:   53100 Progress: 26.6% Elapsed: 15:25:19 temperature: no ada_p: No Discriminator_loss: 1.60864 Generator_loss: 0.156558 
[INFO] 2021-01-18 16:15:35 > Step:   53200 Progress: 26.6% Elapsed: 15:28:00 temperature: no ada_p: No Discriminator_loss: 1.67388 Generator_loss: 0.566361 
[INFO] 2021-01-18 16:18:16 > Step:   53300 Progress: 26.7% Elapsed: 15:30:41 temperature: no ada_p: No Discriminator_loss: 1.96352 Generator_loss: 0.908374 
[INFO] 2021-01-18 16:20:57 > Step:   53400 Progress: 26.7% Elapsed: 15:33:22 temperature: no ada_p: No Discriminator_loss: 1.61109 Generator_loss: 0.135126 
[INFO] 2021-01-18 16:23:38 > Step:   53500 Progress: 26.8% Elapsed: 15:36:03 temperature: no ada_p: No Discriminator_loss: 1.83449 Generator_loss: 0.654675 
[INFO] 2021-01-18 16:26:19 > Step:   53600 Progress: 26.8% Elapsed: 15:38:44 temperature: no ada_p: No Discriminator_loss: 1.64732 Generator_loss: 0.68481 
[INFO] 2021-01-18 16:29:00 > Step:   53700 Progress: 26.9% Elapsed: 15:41:25 temperature: no ada_p: No Discriminator_loss: 1.62849 Generator_loss: 0.258147 
[INFO] 2021-01-18 16:31:41 > Step:   53800 Progress: 26.9% Elapsed: 15:44:07 temperature: no ada_p: No Discriminator_loss: 1.5181 Generator_loss: 0.39457 
[INFO] 2021-01-18 16:34:23 > Step:   53900 Progress: 27.0% Elapsed: 15:46:48 temperature: no ada_p: No Discriminator_loss: 1.56442 Generator_loss: 0.644951 
[INFO] 2021-01-18 16:37:04 > Step:   54000 Progress: 27.0% Elapsed: 15:49:29 temperature: no ada_p: No Discriminator_loss: 1.62669 Generator_loss: 0.789847 
[INFO] 2021-01-18 16:37:04 > Start Evaluation (54000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 16:37:04 > Calculating FID Score....
[INFO] 2021-01-18 16:37:19 > Calculating Inception Score....
[INFO] 2021-01-18 16:37:26 > Calculate F_beta Score....
[INFO] 2021-01-18 16:38:16 > Calculate Accuracies....
[INFO] 2021-01-18 16:38:21 > Calculate Accuracies....
[INFO] 2021-01-18 16:38:33 > F_8 score (Step: 54000, Using valid images): 0.9191026868856162
[INFO] 2021-01-18 16:38:33 > F_1/8 score (Step: 54000, Using valid images): 0.9607940643880539
[INFO] 2021-01-18 16:38:33 > FID score (Step: 54000, Using valid moments): 24.316218916569596
[INFO] 2021-01-18 16:38:33 > Inception score (Step: 54000, 10000 generated images): 13.02174186706543
[INFO] 2021-01-18 16:38:33 > Best FID score (Step: 54000, Using valid moments): 24.316218916569596
[INFO] 2021-01-18 16:38:37 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 16:41:18 > Step:   54100 Progress: 27.1% Elapsed: 15:53:43 temperature: no ada_p: No Discriminator_loss: 1.60857 Generator_loss: 0.493801 
[INFO] 2021-01-18 16:43:59 > Step:   54200 Progress: 27.1% Elapsed: 15:56:24 temperature: no ada_p: No Discriminator_loss: 1.78652 Generator_loss: 0.491542 
[INFO] 2021-01-18 16:46:40 > Step:   54300 Progress: 27.2% Elapsed: 15:59:05 temperature: no ada_p: No Discriminator_loss: 1.62583 Generator_loss: -0.190833 
[INFO] 2021-01-18 16:49:21 > Step:   54400 Progress: 27.2% Elapsed: 16:01:46 temperature: no ada_p: No Discriminator_loss: 1.71451 Generator_loss: -0.0112581 
[INFO] 2021-01-18 16:52:02 > Step:   54500 Progress: 27.3% Elapsed: 16:04:27 temperature: no ada_p: No Discriminator_loss: 1.69254 Generator_loss: 0.380495 
[INFO] 2021-01-18 16:54:44 > Step:   54600 Progress: 27.3% Elapsed: 16:07:09 temperature: no ada_p: No Discriminator_loss: 1.60719 Generator_loss: 0.452156 
[INFO] 2021-01-18 16:57:25 > Step:   54700 Progress: 27.4% Elapsed: 16:09:50 temperature: no ada_p: No Discriminator_loss: 1.55317 Generator_loss: -0.0801277 
[INFO] 2021-01-18 17:00:06 > Step:   54800 Progress: 27.4% Elapsed: 16:12:31 temperature: no ada_p: No Discriminator_loss: 1.61861 Generator_loss: -0.397765 
[INFO] 2021-01-18 17:02:48 > Step:   54900 Progress: 27.5% Elapsed: 16:15:13 temperature: no ada_p: No Discriminator_loss: 1.61439 Generator_loss: 0.056202 
[INFO] 2021-01-18 17:05:29 > Step:   55000 Progress: 27.5% Elapsed: 16:17:54 temperature: no ada_p: No Discriminator_loss: 1.59428 Generator_loss: 0.250196 
[INFO] 2021-01-18 17:08:10 > Step:   55100 Progress: 27.6% Elapsed: 16:20:35 temperature: no ada_p: No Discriminator_loss: 1.70687 Generator_loss: 0.977308 
[INFO] 2021-01-18 17:10:51 > Step:   55200 Progress: 27.6% Elapsed: 16:23:16 temperature: no ada_p: No Discriminator_loss: 1.61874 Generator_loss: 1.03281 
[INFO] 2021-01-18 17:13:32 > Step:   55300 Progress: 27.7% Elapsed: 16:25:57 temperature: no ada_p: No Discriminator_loss: 1.73663 Generator_loss: 0.832464 
[INFO] 2021-01-18 17:16:13 > Step:   55400 Progress: 27.7% Elapsed: 16:28:38 temperature: no ada_p: No Discriminator_loss: 1.61683 Generator_loss: 0.144573 
[INFO] 2021-01-18 17:18:54 > Step:   55500 Progress: 27.8% Elapsed: 16:31:19 temperature: no ada_p: No Discriminator_loss: 1.64858 Generator_loss: 1.01142 
[INFO] 2021-01-18 17:21:37 > Step:   55600 Progress: 27.8% Elapsed: 16:34:02 temperature: no ada_p: No Discriminator_loss: 1.70854 Generator_loss: -0.569382 
[INFO] 2021-01-18 17:24:18 > Step:   55700 Progress: 27.9% Elapsed: 16:36:43 temperature: no ada_p: No Discriminator_loss: 1.79499 Generator_loss: -0.647715 
[INFO] 2021-01-18 17:26:59 > Step:   55800 Progress: 27.9% Elapsed: 16:39:24 temperature: no ada_p: No Discriminator_loss: 1.56421 Generator_loss: 0.567 
[INFO] 2021-01-18 17:29:40 > Step:   55900 Progress: 28.0% Elapsed: 16:42:05 temperature: no ada_p: No Discriminator_loss: 1.58574 Generator_loss: 0.370025 
[INFO] 2021-01-18 17:32:21 > Step:   56000 Progress: 28.0% Elapsed: 16:44:46 temperature: no ada_p: No Discriminator_loss: 1.81686 Generator_loss: -0.472237 
[INFO] 2021-01-18 17:32:21 > Start Evaluation (56000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 17:32:21 > Calculating FID Score....
[INFO] 2021-01-18 17:32:36 > Calculating Inception Score....
[INFO] 2021-01-18 17:32:44 > Calculate F_beta Score....
[INFO] 2021-01-18 17:33:33 > Calculate Accuracies....
[INFO] 2021-01-18 17:33:38 > Calculate Accuracies....
[INFO] 2021-01-18 17:33:50 > F_8 score (Step: 56000, Using valid images): 0.921345876962511
[INFO] 2021-01-18 17:33:50 > F_1/8 score (Step: 56000, Using valid images): 0.9642424007191729
[INFO] 2021-01-18 17:33:50 > FID score (Step: 56000, Using valid moments): 23.814258124636524
[INFO] 2021-01-18 17:33:50 > Inception score (Step: 56000, 10000 generated images): 13.074078559875488
[INFO] 2021-01-18 17:33:50 > Best FID score (Step: 56000, Using valid moments): 23.814258124636524
[INFO] 2021-01-18 17:33:54 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 17:36:35 > Step:   56100 Progress: 28.1% Elapsed: 16:49:00 temperature: no ada_p: No Discriminator_loss: 1.63689 Generator_loss: 0.301077 
[INFO] 2021-01-18 17:39:16 > Step:   56200 Progress: 28.1% Elapsed: 16:51:41 temperature: no ada_p: No Discriminator_loss: 1.60074 Generator_loss: -0.400292 
[INFO] 2021-01-18 17:41:57 > Step:   56300 Progress: 28.1% Elapsed: 16:54:22 temperature: no ada_p: No Discriminator_loss: 1.54966 Generator_loss: 0.897184 
[INFO] 2021-01-18 17:44:38 > Step:   56400 Progress: 28.2% Elapsed: 16:57:03 temperature: no ada_p: No Discriminator_loss: 1.61909 Generator_loss: 0.719392 
[INFO] 2021-01-18 17:47:19 > Step:   56500 Progress: 28.2% Elapsed: 16:59:44 temperature: no ada_p: No Discriminator_loss: 1.53502 Generator_loss: 0.681597 
[INFO] 2021-01-18 17:50:00 > Step:   56600 Progress: 28.3% Elapsed: 17:02:25 temperature: no ada_p: No Discriminator_loss: 1.83017 Generator_loss: 0.950286 
[INFO] 2021-01-18 17:52:42 > Step:   56700 Progress: 28.3% Elapsed: 17:05:07 temperature: no ada_p: No Discriminator_loss: 1.51702 Generator_loss: 0.114541 
[INFO] 2021-01-18 17:55:23 > Step:   56800 Progress: 28.4% Elapsed: 17:07:48 temperature: no ada_p: No Discriminator_loss: 1.63108 Generator_loss: 0.623944 
[INFO] 2021-01-18 17:58:05 > Step:   56900 Progress: 28.4% Elapsed: 17:10:30 temperature: no ada_p: No Discriminator_loss: 1.72781 Generator_loss: 0.72585 
[INFO] 2021-01-18 18:00:46 > Step:   57000 Progress: 28.5% Elapsed: 17:13:11 temperature: no ada_p: No Discriminator_loss: 1.74745 Generator_loss: -0.140744 
[INFO] 2021-01-18 18:03:27 > Step:   57100 Progress: 28.5% Elapsed: 17:15:52 temperature: no ada_p: No Discriminator_loss: 1.5433 Generator_loss: 0.753982 
[INFO] 2021-01-18 18:06:08 > Step:   57200 Progress: 28.6% Elapsed: 17:18:33 temperature: no ada_p: No Discriminator_loss: 1.55877 Generator_loss: -0.284969 
[INFO] 2021-01-18 18:08:49 > Step:   57300 Progress: 28.6% Elapsed: 17:21:14 temperature: no ada_p: No Discriminator_loss: 1.62007 Generator_loss: 0.622636 
[INFO] 2021-01-18 18:11:30 > Step:   57400 Progress: 28.7% Elapsed: 17:23:55 temperature: no ada_p: No Discriminator_loss: 1.5655 Generator_loss: 0.244194 
[INFO] 2021-01-18 18:14:11 > Step:   57500 Progress: 28.7% Elapsed: 17:26:36 temperature: no ada_p: No Discriminator_loss: 1.74584 Generator_loss: 0.862653 
[INFO] 2021-01-18 18:16:52 > Step:   57600 Progress: 28.8% Elapsed: 17:29:17 temperature: no ada_p: No Discriminator_loss: 1.6953 Generator_loss: 1.00038 
[INFO] 2021-01-18 18:19:33 > Step:   57700 Progress: 28.8% Elapsed: 17:31:58 temperature: no ada_p: No Discriminator_loss: 1.58008 Generator_loss: 0.0406559 
[INFO] 2021-01-18 18:22:15 > Step:   57800 Progress: 28.9% Elapsed: 17:34:40 temperature: no ada_p: No Discriminator_loss: 1.61654 Generator_loss: 0.0864118 
[INFO] 2021-01-18 18:24:56 > Step:   57900 Progress: 28.9% Elapsed: 17:37:21 temperature: no ada_p: No Discriminator_loss: 1.5742 Generator_loss: 0.497055 
[INFO] 2021-01-18 18:27:37 > Step:   58000 Progress: 29.0% Elapsed: 17:40:02 temperature: no ada_p: No Discriminator_loss: 1.64544 Generator_loss: 0.0759481 
[INFO] 2021-01-18 18:27:37 > Start Evaluation (58000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 18:27:37 > Calculating FID Score....
[INFO] 2021-01-18 18:27:52 > Calculating Inception Score....
[INFO] 2021-01-18 18:28:00 > Calculate F_beta Score....
[INFO] 2021-01-18 18:28:48 > Calculate Accuracies....
[INFO] 2021-01-18 18:28:54 > Calculate Accuracies....
[INFO] 2021-01-18 18:29:06 > F_8 score (Step: 58000, Using valid images): 0.9200854691631948
[INFO] 2021-01-18 18:29:06 > F_1/8 score (Step: 58000, Using valid images): 0.9701913584101439
[INFO] 2021-01-18 18:29:06 > FID score (Step: 58000, Using valid moments): 23.553233977050866
[INFO] 2021-01-18 18:29:06 > Inception score (Step: 58000, 10000 generated images): 13.108705520629883
[INFO] 2021-01-18 18:29:06 > Best FID score (Step: 58000, Using valid moments): 23.553233977050866
[INFO] 2021-01-18 18:29:10 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 18:31:51 > Step:   58100 Progress: 29.0% Elapsed: 17:44:16 temperature: no ada_p: No Discriminator_loss: 1.57095 Generator_loss: -0.686365 
[INFO] 2021-01-18 18:34:32 > Step:   58200 Progress: 29.1% Elapsed: 17:46:57 temperature: no ada_p: No Discriminator_loss: 1.51457 Generator_loss: 0.284782 
[INFO] 2021-01-18 18:37:13 > Step:   58300 Progress: 29.1% Elapsed: 17:49:38 temperature: no ada_p: No Discriminator_loss: 1.5512 Generator_loss: 0.70682 
[INFO] 2021-01-18 18:39:54 > Step:   58400 Progress: 29.2% Elapsed: 17:52:19 temperature: no ada_p: No Discriminator_loss: 1.5809 Generator_loss: 0.163611 
[INFO] 2021-01-18 18:42:35 > Step:   58500 Progress: 29.2% Elapsed: 17:55:00 temperature: no ada_p: No Discriminator_loss: 1.71573 Generator_loss: 0.970686 
[INFO] 2021-01-18 18:45:16 > Step:   58600 Progress: 29.3% Elapsed: 17:57:41 temperature: no ada_p: No Discriminator_loss: 1.74895 Generator_loss: 0.468871 
[INFO] 2021-01-18 18:47:58 > Step:   58700 Progress: 29.3% Elapsed: 18:00:23 temperature: no ada_p: No Discriminator_loss: 1.83699 Generator_loss: 0.529149 
[INFO] 2021-01-18 18:50:39 > Step:   58800 Progress: 29.4% Elapsed: 18:03:04 temperature: no ada_p: No Discriminator_loss: 1.79635 Generator_loss: -0.312494 
[INFO] 2021-01-18 18:53:23 > Step:   58900 Progress: 29.4% Elapsed: 18:05:48 temperature: no ada_p: No Discriminator_loss: 1.61875 Generator_loss: 0.966391 
[INFO] 2021-01-18 18:56:04 > Step:   59000 Progress: 29.5% Elapsed: 18:08:29 temperature: no ada_p: No Discriminator_loss: 1.60893 Generator_loss: 0.764501 
[INFO] 2021-01-18 18:58:45 > Step:   59100 Progress: 29.5% Elapsed: 18:11:10 temperature: no ada_p: No Discriminator_loss: 1.74665 Generator_loss: -0.425676 
[INFO] 2021-01-18 19:01:26 > Step:   59200 Progress: 29.6% Elapsed: 18:13:51 temperature: no ada_p: No Discriminator_loss: 1.68901 Generator_loss: 0.769244 
[INFO] 2021-01-18 19:04:07 > Step:   59300 Progress: 29.6% Elapsed: 18:16:32 temperature: no ada_p: No Discriminator_loss: 1.60532 Generator_loss: 0.676189 
[INFO] 2021-01-18 19:06:48 > Step:   59400 Progress: 29.7% Elapsed: 18:19:13 temperature: no ada_p: No Discriminator_loss: 1.57547 Generator_loss: -0.0424477 
[INFO] 2021-01-18 19:09:29 > Step:   59500 Progress: 29.8% Elapsed: 18:21:54 temperature: no ada_p: No Discriminator_loss: 1.61373 Generator_loss: 0.0515987 
[INFO] 2021-01-18 19:12:11 > Step:   59600 Progress: 29.8% Elapsed: 18:24:36 temperature: no ada_p: No Discriminator_loss: 1.61771 Generator_loss: 0.370699 
[INFO] 2021-01-18 19:14:52 > Step:   59700 Progress: 29.8% Elapsed: 18:27:17 temperature: no ada_p: No Discriminator_loss: 1.68403 Generator_loss: 0.743418 
[INFO] 2021-01-18 19:17:33 > Step:   59800 Progress: 29.9% Elapsed: 18:29:58 temperature: no ada_p: No Discriminator_loss: 1.50107 Generator_loss: 0.565997 
[INFO] 2021-01-18 19:20:14 > Step:   59900 Progress: 29.9% Elapsed: 18:32:39 temperature: no ada_p: No Discriminator_loss: 1.51008 Generator_loss: 0.0062678 
[INFO] 2021-01-18 19:22:55 > Step:   60000 Progress: 30.0% Elapsed: 18:35:20 temperature: no ada_p: No Discriminator_loss: 1.6486 Generator_loss: 0.918368 
[INFO] 2021-01-18 19:22:55 > Start Evaluation (60000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 19:22:55 > Calculating FID Score....
[INFO] 2021-01-18 19:23:10 > Calculating Inception Score....
[INFO] 2021-01-18 19:23:18 > Calculate F_beta Score....
[INFO] 2021-01-18 19:24:07 > Calculate Accuracies....
[INFO] 2021-01-18 19:24:12 > Calculate Accuracies....
[INFO] 2021-01-18 19:24:25 > F_8 score (Step: 60000, Using valid images): 0.9282833829908768
[INFO] 2021-01-18 19:24:25 > F_1/8 score (Step: 60000, Using valid images): 0.9733443696735335
[INFO] 2021-01-18 19:24:25 > FID score (Step: 60000, Using valid moments): 23.10167058164268
[INFO] 2021-01-18 19:24:25 > Inception score (Step: 60000, 10000 generated images): 13.28294849395752
[INFO] 2021-01-18 19:24:25 > Best FID score (Step: 60000, Using valid moments): 23.10167058164268
[INFO] 2021-01-18 19:24:28 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 19:27:09 > Step:   60100 Progress: 30.0% Elapsed: 18:39:34 temperature: no ada_p: No Discriminator_loss: 1.63541 Generator_loss: 0.229303 
[INFO] 2021-01-18 19:29:50 > Step:   60200 Progress: 30.1% Elapsed: 18:42:15 temperature: no ada_p: No Discriminator_loss: 1.6775 Generator_loss: 0.649248 
[INFO] 2021-01-18 19:32:31 > Step:   60300 Progress: 30.1% Elapsed: 18:44:56 temperature: no ada_p: No Discriminator_loss: 1.57662 Generator_loss: 0.687295 
[INFO] 2021-01-18 19:35:13 > Step:   60400 Progress: 30.2% Elapsed: 18:47:38 temperature: no ada_p: No Discriminator_loss: 1.6366 Generator_loss: -0.0494236 
[INFO] 2021-01-18 19:37:54 > Step:   60500 Progress: 30.2% Elapsed: 18:50:19 temperature: no ada_p: No Discriminator_loss: 1.68139 Generator_loss: 0.610478 
[INFO] 2021-01-18 19:40:35 > Step:   60600 Progress: 30.3% Elapsed: 18:53:00 temperature: no ada_p: No Discriminator_loss: 1.67207 Generator_loss: 0.595248 
[INFO] 2021-01-18 19:43:16 > Step:   60700 Progress: 30.3% Elapsed: 18:55:41 temperature: no ada_p: No Discriminator_loss: 1.58704 Generator_loss: 0.789079 
[INFO] 2021-01-18 19:45:57 > Step:   60800 Progress: 30.4% Elapsed: 18:58:22 temperature: no ada_p: No Discriminator_loss: 1.69669 Generator_loss: -0.0277373 
[INFO] 2021-01-18 19:48:39 > Step:   60900 Progress: 30.4% Elapsed: 19:01:04 temperature: no ada_p: No Discriminator_loss: 1.5541 Generator_loss: 0.836295 
[INFO] 2021-01-18 19:51:20 > Step:   61000 Progress: 30.5% Elapsed: 19:03:45 temperature: no ada_p: No Discriminator_loss: 1.57464 Generator_loss: 0.6674 
[INFO] 2021-01-18 19:54:02 > Step:   61100 Progress: 30.6% Elapsed: 19:06:27 temperature: no ada_p: No Discriminator_loss: 1.73326 Generator_loss: 1.01013 
[INFO] 2021-01-18 19:56:43 > Step:   61200 Progress: 30.6% Elapsed: 19:09:08 temperature: no ada_p: No Discriminator_loss: 1.56799 Generator_loss: 0.405164 
[INFO] 2021-01-18 19:59:24 > Step:   61300 Progress: 30.6% Elapsed: 19:11:49 temperature: no ada_p: No Discriminator_loss: 1.55344 Generator_loss: 0.98499 
[INFO] 2021-01-18 20:02:05 > Step:   61400 Progress: 30.7% Elapsed: 19:14:30 temperature: no ada_p: No Discriminator_loss: 1.73868 Generator_loss: 0.259974 
[INFO] 2021-01-18 20:04:46 > Step:   61500 Progress: 30.8% Elapsed: 19:17:11 temperature: no ada_p: No Discriminator_loss: 1.59575 Generator_loss: -0.550491 
[INFO] 2021-01-18 20:07:27 > Step:   61600 Progress: 30.8% Elapsed: 19:19:52 temperature: no ada_p: No Discriminator_loss: 1.70275 Generator_loss: 0.298055 
[INFO] 2021-01-18 20:10:08 > Step:   61700 Progress: 30.9% Elapsed: 19:22:33 temperature: no ada_p: No Discriminator_loss: 1.51246 Generator_loss: 1.21301 
[INFO] 2021-01-18 20:12:49 > Step:   61800 Progress: 30.9% Elapsed: 19:25:14 temperature: no ada_p: No Discriminator_loss: 1.69544 Generator_loss: -0.809276 
[INFO] 2021-01-18 20:15:30 > Step:   61900 Progress: 30.9% Elapsed: 19:27:55 temperature: no ada_p: No Discriminator_loss: 1.57315 Generator_loss: 0.367438 
[INFO] 2021-01-18 20:18:12 > Step:   62000 Progress: 31.0% Elapsed: 19:30:37 temperature: no ada_p: No Discriminator_loss: 1.55747 Generator_loss: -0.0335867 
[INFO] 2021-01-18 20:18:12 > Start Evaluation (62000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 20:18:12 > Calculating FID Score....
[INFO] 2021-01-18 20:18:27 > Calculating Inception Score....
[INFO] 2021-01-18 20:18:34 > Calculate F_beta Score....
[INFO] 2021-01-18 20:19:23 > Calculate Accuracies....
[INFO] 2021-01-18 20:19:29 > Calculate Accuracies....
[INFO] 2021-01-18 20:19:41 > F_8 score (Step: 62000, Using valid images): 0.9293435704068759
[INFO] 2021-01-18 20:19:41 > F_1/8 score (Step: 62000, Using valid images): 0.9677723175012407
[INFO] 2021-01-18 20:19:41 > FID score (Step: 62000, Using valid moments): 22.5382888355673
[INFO] 2021-01-18 20:19:41 > Inception score (Step: 62000, 10000 generated images): 13.14211368560791
[INFO] 2021-01-18 20:19:41 > Best FID score (Step: 62000, Using valid moments): 22.5382888355673
[INFO] 2021-01-18 20:19:45 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 20:22:28 > Step:   62100 Progress: 31.1% Elapsed: 19:34:53 temperature: no ada_p: No Discriminator_loss: 1.5448 Generator_loss: 0.313402 
[INFO] 2021-01-18 20:25:09 > Step:   62200 Progress: 31.1% Elapsed: 19:37:34 temperature: no ada_p: No Discriminator_loss: 1.5907 Generator_loss: 0.994205 
[INFO] 2021-01-18 20:27:50 > Step:   62300 Progress: 31.1% Elapsed: 19:40:15 temperature: no ada_p: No Discriminator_loss: 1.66963 Generator_loss: 0.371367 
[INFO] 2021-01-18 20:30:31 > Step:   62400 Progress: 31.2% Elapsed: 19:42:56 temperature: no ada_p: No Discriminator_loss: 1.75008 Generator_loss: 0.313564 
[INFO] 2021-01-18 20:33:12 > Step:   62500 Progress: 31.2% Elapsed: 19:45:37 temperature: no ada_p: No Discriminator_loss: 1.7531 Generator_loss: 0.906153 
[INFO] 2021-01-18 20:35:53 > Step:   62600 Progress: 31.3% Elapsed: 19:48:18 temperature: no ada_p: No Discriminator_loss: 1.73565 Generator_loss: 0.0723187 
[INFO] 2021-01-18 20:38:34 > Step:   62700 Progress: 31.4% Elapsed: 19:50:59 temperature: no ada_p: No Discriminator_loss: 1.51105 Generator_loss: -0.21865 
[INFO] 2021-01-18 20:41:16 > Step:   62800 Progress: 31.4% Elapsed: 19:53:41 temperature: no ada_p: No Discriminator_loss: 1.57988 Generator_loss: 0.160683 
[INFO] 2021-01-18 20:43:57 > Step:   62900 Progress: 31.4% Elapsed: 19:56:22 temperature: no ada_p: No Discriminator_loss: 1.75704 Generator_loss: -0.497956 
[INFO] 2021-01-18 20:46:39 > Step:   63000 Progress: 31.5% Elapsed: 19:59:04 temperature: no ada_p: No Discriminator_loss: 1.71557 Generator_loss: 0.882106 
[INFO] 2021-01-18 20:49:20 > Step:   63100 Progress: 31.6% Elapsed: 20:01:45 temperature: no ada_p: No Discriminator_loss: 1.67912 Generator_loss: 0.41841 
[INFO] 2021-01-18 20:52:01 > Step:   63200 Progress: 31.6% Elapsed: 20:04:26 temperature: no ada_p: No Discriminator_loss: 1.78973 Generator_loss: -0.426801 
[INFO] 2021-01-18 20:54:42 > Step:   63300 Progress: 31.6% Elapsed: 20:07:07 temperature: no ada_p: No Discriminator_loss: 1.60099 Generator_loss: 0.448497 
[INFO] 2021-01-18 20:57:23 > Step:   63400 Progress: 31.7% Elapsed: 20:09:48 temperature: no ada_p: No Discriminator_loss: 1.53442 Generator_loss: 1.08285 
[INFO] 2021-01-18 21:00:04 > Step:   63500 Progress: 31.8% Elapsed: 20:12:29 temperature: no ada_p: No Discriminator_loss: 1.61655 Generator_loss: 0.081141 
[INFO] 2021-01-18 21:02:45 > Step:   63600 Progress: 31.8% Elapsed: 20:15:10 temperature: no ada_p: No Discriminator_loss: 1.59505 Generator_loss: 0.669173 
[INFO] 2021-01-18 21:05:26 > Step:   63700 Progress: 31.9% Elapsed: 20:17:51 temperature: no ada_p: No Discriminator_loss: 1.66408 Generator_loss: 0.435082 
[INFO] 2021-01-18 21:08:07 > Step:   63800 Progress: 31.9% Elapsed: 20:20:32 temperature: no ada_p: No Discriminator_loss: 1.87717 Generator_loss: 0.740486 
[INFO] 2021-01-18 21:10:48 > Step:   63900 Progress: 31.9% Elapsed: 20:23:13 temperature: no ada_p: No Discriminator_loss: 1.74778 Generator_loss: -0.0210391 
[INFO] 2021-01-18 21:13:29 > Step:   64000 Progress: 32.0% Elapsed: 20:25:54 temperature: no ada_p: No Discriminator_loss: 1.5184 Generator_loss: 0.941461 
[INFO] 2021-01-18 21:13:29 > Start Evaluation (64000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 21:13:29 > Calculating FID Score....
[INFO] 2021-01-18 21:13:44 > Calculating Inception Score....
[INFO] 2021-01-18 21:13:52 > Calculate F_beta Score....
[INFO] 2021-01-18 21:14:41 > Calculate Accuracies....
[INFO] 2021-01-18 21:14:46 > Calculate Accuracies....
[INFO] 2021-01-18 21:14:59 > F_8 score (Step: 64000, Using valid images): 0.9287875295607522
[INFO] 2021-01-18 21:14:59 > F_1/8 score (Step: 64000, Using valid images): 0.9663268923930212
[INFO] 2021-01-18 21:14:59 > FID score (Step: 64000, Using valid moments): 22.336816106683955
[INFO] 2021-01-18 21:14:59 > Inception score (Step: 64000, 10000 generated images): 13.665629386901855
[INFO] 2021-01-18 21:14:59 > Best FID score (Step: 64000, Using valid moments): 22.336816106683955
[INFO] 2021-01-18 21:15:03 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 21:17:44 > Step:   64100 Progress: 32.0% Elapsed: 20:30:09 temperature: no ada_p: No Discriminator_loss: 1.77529 Generator_loss: -0.84263 
[INFO] 2021-01-18 21:20:25 > Step:   64200 Progress: 32.1% Elapsed: 20:32:50 temperature: no ada_p: No Discriminator_loss: 1.94439 Generator_loss: 0.550793 
[INFO] 2021-01-18 21:23:06 > Step:   64300 Progress: 32.1% Elapsed: 20:35:31 temperature: no ada_p: No Discriminator_loss: 1.56641 Generator_loss: 1.15806 
[INFO] 2021-01-18 21:25:47 > Step:   64400 Progress: 32.2% Elapsed: 20:38:12 temperature: no ada_p: No Discriminator_loss: 1.54412 Generator_loss: 0.272239 
[INFO] 2021-01-18 21:28:28 > Step:   64500 Progress: 32.2% Elapsed: 20:40:53 temperature: no ada_p: No Discriminator_loss: 1.60125 Generator_loss: 0.714641 
[INFO] 2021-01-18 21:31:10 > Step:   64600 Progress: 32.3% Elapsed: 20:43:35 temperature: no ada_p: No Discriminator_loss: 1.52025 Generator_loss: 0.379623 
[INFO] 2021-01-18 21:33:51 > Step:   64700 Progress: 32.4% Elapsed: 20:46:16 temperature: no ada_p: No Discriminator_loss: 1.81422 Generator_loss: -0.347037 
[INFO] 2021-01-18 21:36:32 > Step:   64800 Progress: 32.4% Elapsed: 20:48:57 temperature: no ada_p: No Discriminator_loss: 1.65228 Generator_loss: 0.750298 
[INFO] 2021-01-18 21:39:14 > Step:   64900 Progress: 32.5% Elapsed: 20:51:39 temperature: no ada_p: No Discriminator_loss: 1.58394 Generator_loss: 0.423613 
[INFO] 2021-01-18 21:41:55 > Step:   65000 Progress: 32.5% Elapsed: 20:54:20 temperature: no ada_p: No Discriminator_loss: 1.65773 Generator_loss: 0.563084 
[INFO] 2021-01-18 21:44:36 > Step:   65100 Progress: 32.6% Elapsed: 20:57:01 temperature: no ada_p: No Discriminator_loss: 1.56938 Generator_loss: 0.493714 
[INFO] 2021-01-18 21:47:17 > Step:   65200 Progress: 32.6% Elapsed: 20:59:42 temperature: no ada_p: No Discriminator_loss: 1.53197 Generator_loss: 0.852481 
[INFO] 2021-01-18 21:49:59 > Step:   65300 Progress: 32.6% Elapsed: 21:02:24 temperature: no ada_p: No Discriminator_loss: 1.64447 Generator_loss: -0.458492 
[INFO] 2021-01-18 21:52:41 > Step:   65400 Progress: 32.7% Elapsed: 21:05:06 temperature: no ada_p: No Discriminator_loss: 1.55834 Generator_loss: 0.831483 
[INFO] 2021-01-18 21:55:22 > Step:   65500 Progress: 32.8% Elapsed: 21:07:47 temperature: no ada_p: No Discriminator_loss: 1.57323 Generator_loss: 0.31777 
[INFO] 2021-01-18 21:58:03 > Step:   65600 Progress: 32.8% Elapsed: 21:10:28 temperature: no ada_p: No Discriminator_loss: 1.50158 Generator_loss: 0.459141 
[INFO] 2021-01-18 22:00:44 > Step:   65700 Progress: 32.9% Elapsed: 21:13:09 temperature: no ada_p: No Discriminator_loss: 1.62708 Generator_loss: 1.01155 
[INFO] 2021-01-18 22:03:25 > Step:   65800 Progress: 32.9% Elapsed: 21:15:50 temperature: no ada_p: No Discriminator_loss: 1.62261 Generator_loss: 0.696208 
[INFO] 2021-01-18 22:06:06 > Step:   65900 Progress: 33.0% Elapsed: 21:18:31 temperature: no ada_p: No Discriminator_loss: 1.57975 Generator_loss: -0.194456 
[INFO] 2021-01-18 22:08:47 > Step:   66000 Progress: 33.0% Elapsed: 21:21:12 temperature: no ada_p: No Discriminator_loss: 1.51478 Generator_loss: 0.693456 
[INFO] 2021-01-18 22:08:47 > Start Evaluation (66000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 22:08:47 > Calculating FID Score....
[INFO] 2021-01-18 22:09:02 > Calculating Inception Score....
[INFO] 2021-01-18 22:09:09 > Calculate F_beta Score....
[INFO] 2021-01-18 22:09:59 > Calculate Accuracies....
[INFO] 2021-01-18 22:10:05 > Calculate Accuracies....
[INFO] 2021-01-18 22:10:17 > F_8 score (Step: 66000, Using valid images): 0.9282767911893307
[INFO] 2021-01-18 22:10:17 > F_1/8 score (Step: 66000, Using valid images): 0.9696294756403852
[INFO] 2021-01-18 22:10:17 > FID score (Step: 66000, Using valid moments): 21.906595667204044
[INFO] 2021-01-18 22:10:17 > Inception score (Step: 66000, 10000 generated images): 13.291495323181152
[INFO] 2021-01-18 22:10:17 > Best FID score (Step: 66000, Using valid moments): 21.906595667204044
[INFO] 2021-01-18 22:10:21 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 22:13:02 > Step:   66100 Progress: 33.1% Elapsed: 21:25:27 temperature: no ada_p: No Discriminator_loss: 1.71715 Generator_loss: 1.01685 
[INFO] 2021-01-18 22:15:43 > Step:   66200 Progress: 33.1% Elapsed: 21:28:09 temperature: no ada_p: No Discriminator_loss: 1.65894 Generator_loss: -0.0248799 
[INFO] 2021-01-18 22:18:25 > Step:   66300 Progress: 33.1% Elapsed: 21:30:50 temperature: no ada_p: No Discriminator_loss: 1.49759 Generator_loss: 0.155941 
[INFO] 2021-01-18 22:21:06 > Step:   66400 Progress: 33.2% Elapsed: 21:33:31 temperature: no ada_p: No Discriminator_loss: 1.65618 Generator_loss: -0.371979 
[INFO] 2021-01-18 22:23:47 > Step:   66500 Progress: 33.2% Elapsed: 21:36:12 temperature: no ada_p: No Discriminator_loss: 1.56974 Generator_loss: 0.353279 
[INFO] 2021-01-18 22:26:28 > Step:   66600 Progress: 33.3% Elapsed: 21:38:53 temperature: no ada_p: No Discriminator_loss: 1.69906 Generator_loss: 0.784214 
[INFO] 2021-01-18 22:29:09 > Step:   66700 Progress: 33.4% Elapsed: 21:41:34 temperature: no ada_p: No Discriminator_loss: 1.5517 Generator_loss: 0.809522 
[INFO] 2021-01-18 22:31:51 > Step:   66800 Progress: 33.4% Elapsed: 21:44:16 temperature: no ada_p: No Discriminator_loss: 1.5907 Generator_loss: -0.124471 
[INFO] 2021-01-18 22:34:35 > Step:   66900 Progress: 33.5% Elapsed: 21:47:00 temperature: no ada_p: No Discriminator_loss: 1.52647 Generator_loss: 0.429451 
[INFO] 2021-01-18 22:37:16 > Step:   67000 Progress: 33.5% Elapsed: 21:49:41 temperature: no ada_p: No Discriminator_loss: 1.57678 Generator_loss: 0.670981 
[INFO] 2021-01-18 22:39:57 > Step:   67100 Progress: 33.6% Elapsed: 21:52:22 temperature: no ada_p: No Discriminator_loss: 1.66185 Generator_loss: 0.904477 
[INFO] 2021-01-18 22:42:38 > Step:   67200 Progress: 33.6% Elapsed: 21:55:03 temperature: no ada_p: No Discriminator_loss: 1.51325 Generator_loss: 0.342529 
[INFO] 2021-01-18 22:45:19 > Step:   67300 Progress: 33.7% Elapsed: 21:57:44 temperature: no ada_p: No Discriminator_loss: 1.6689 Generator_loss: 0.375388 
[INFO] 2021-01-18 22:48:00 > Step:   67400 Progress: 33.7% Elapsed: 22:00:25 temperature: no ada_p: No Discriminator_loss: 1.61169 Generator_loss: 0.244062 
[INFO] 2021-01-18 22:50:41 > Step:   67500 Progress: 33.8% Elapsed: 22:03:06 temperature: no ada_p: No Discriminator_loss: 1.8099 Generator_loss: -0.416614 
[INFO] 2021-01-18 22:53:22 > Step:   67600 Progress: 33.8% Elapsed: 22:05:47 temperature: no ada_p: No Discriminator_loss: 1.52502 Generator_loss: 0.540449 
[INFO] 2021-01-18 22:56:03 > Step:   67700 Progress: 33.9% Elapsed: 22:08:28 temperature: no ada_p: No Discriminator_loss: 1.62563 Generator_loss: 1.03223 
[INFO] 2021-01-18 22:58:45 > Step:   67800 Progress: 33.9% Elapsed: 22:11:10 temperature: no ada_p: No Discriminator_loss: 1.64523 Generator_loss: 0.809763 
[INFO] 2021-01-18 23:01:26 > Step:   67900 Progress: 34.0% Elapsed: 22:13:51 temperature: no ada_p: No Discriminator_loss: 1.5981 Generator_loss: -0.435453 
[INFO] 2021-01-18 23:04:07 > Step:   68000 Progress: 34.0% Elapsed: 22:16:32 temperature: no ada_p: No Discriminator_loss: 1.86616 Generator_loss: 0.791634 
[INFO] 2021-01-18 23:04:07 > Start Evaluation (68000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 23:04:07 > Calculating FID Score....
[INFO] 2021-01-18 23:04:22 > Calculating Inception Score....
[INFO] 2021-01-18 23:04:29 > Calculate F_beta Score....
[INFO] 2021-01-18 23:05:19 > Calculate Accuracies....
[INFO] 2021-01-18 23:05:24 > Calculate Accuracies....
[INFO] 2021-01-18 23:05:37 > F_8 score (Step: 68000, Using valid images): 0.9357098409656939
[INFO] 2021-01-18 23:05:37 > F_1/8 score (Step: 68000, Using valid images): 0.9722957672416332
[INFO] 2021-01-18 23:05:37 > FID score (Step: 68000, Using valid moments): 21.185270756838406
[INFO] 2021-01-18 23:05:37 > Inception score (Step: 68000, 10000 generated images): 13.891976356506348
[INFO] 2021-01-18 23:05:37 > Best FID score (Step: 68000, Using valid moments): 21.185270756838406
[INFO] 2021-01-18 23:05:40 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 23:08:21 > Step:   68100 Progress: 34.1% Elapsed: 22:20:46 temperature: no ada_p: No Discriminator_loss: 1.71465 Generator_loss: 0.697229 
[INFO] 2021-01-18 23:11:02 > Step:   68200 Progress: 34.1% Elapsed: 22:23:27 temperature: no ada_p: No Discriminator_loss: 1.61108 Generator_loss: 0.720427 
[INFO] 2021-01-18 23:13:44 > Step:   68300 Progress: 34.2% Elapsed: 22:26:09 temperature: no ada_p: No Discriminator_loss: 1.82026 Generator_loss: 0.682037 
[INFO] 2021-01-18 23:16:25 > Step:   68400 Progress: 34.2% Elapsed: 22:28:50 temperature: no ada_p: No Discriminator_loss: 1.52606 Generator_loss: 0.891418 
[INFO] 2021-01-18 23:19:06 > Step:   68500 Progress: 34.2% Elapsed: 22:31:31 temperature: no ada_p: No Discriminator_loss: 1.69633 Generator_loss: -0.435208 
[INFO] 2021-01-18 23:21:49 > Step:   68600 Progress: 34.3% Elapsed: 22:34:14 temperature: no ada_p: No Discriminator_loss: 1.59632 Generator_loss: 0.212619 
[INFO] 2021-01-18 23:24:31 > Step:   68700 Progress: 34.4% Elapsed: 22:36:56 temperature: no ada_p: No Discriminator_loss: 1.70365 Generator_loss: -0.228924 
[INFO] 2021-01-18 23:27:12 > Step:   68800 Progress: 34.4% Elapsed: 22:39:37 temperature: no ada_p: No Discriminator_loss: 1.52839 Generator_loss: 1.12243 
[INFO] 2021-01-18 23:29:54 > Step:   68900 Progress: 34.4% Elapsed: 22:42:19 temperature: no ada_p: No Discriminator_loss: 1.505 Generator_loss: 0.509687 
[INFO] 2021-01-18 23:32:35 > Step:   69000 Progress: 34.5% Elapsed: 22:45:00 temperature: no ada_p: No Discriminator_loss: 1.8424 Generator_loss: 0.648283 
[INFO] 2021-01-18 23:35:16 > Step:   69100 Progress: 34.5% Elapsed: 22:47:41 temperature: no ada_p: No Discriminator_loss: 1.6074 Generator_loss: -0.0124452 
[INFO] 2021-01-18 23:37:57 > Step:   69200 Progress: 34.6% Elapsed: 22:50:22 temperature: no ada_p: No Discriminator_loss: 1.66605 Generator_loss: -0.217333 
[INFO] 2021-01-18 23:40:38 > Step:   69300 Progress: 34.6% Elapsed: 22:53:03 temperature: no ada_p: No Discriminator_loss: 1.57273 Generator_loss: -0.22406 
[INFO] 2021-01-18 23:43:19 > Step:   69400 Progress: 34.7% Elapsed: 22:55:44 temperature: no ada_p: No Discriminator_loss: 1.64256 Generator_loss: 0.103642 
[INFO] 2021-01-18 23:46:01 > Step:   69500 Progress: 34.8% Elapsed: 22:58:26 temperature: no ada_p: No Discriminator_loss: 1.72489 Generator_loss: 0.6008 
[INFO] 2021-01-18 23:48:42 > Step:   69600 Progress: 34.8% Elapsed: 23:01:07 temperature: no ada_p: No Discriminator_loss: 1.55615 Generator_loss: 1.08398 
[INFO] 2021-01-18 23:51:23 > Step:   69700 Progress: 34.8% Elapsed: 23:03:48 temperature: no ada_p: No Discriminator_loss: 1.51443 Generator_loss: 0.137262 
[INFO] 2021-01-18 23:54:04 > Step:   69800 Progress: 34.9% Elapsed: 23:06:29 temperature: no ada_p: No Discriminator_loss: 1.52189 Generator_loss: 0.873041 
[INFO] 2021-01-18 23:56:45 > Step:   69900 Progress: 34.9% Elapsed: 23:09:10 temperature: no ada_p: No Discriminator_loss: 1.57877 Generator_loss: 0.607711 
[INFO] 2021-01-18 23:59:27 > Step:   70000 Progress: 35.0% Elapsed: 23:11:52 temperature: no ada_p: No Discriminator_loss: 1.59723 Generator_loss: 0.684332 
[INFO] 2021-01-18 23:59:27 > Start Evaluation (70000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-18 23:59:27 > Calculating FID Score....
[INFO] 2021-01-18 23:59:42 > Calculating Inception Score....
[INFO] 2021-01-18 23:59:49 > Calculate F_beta Score....
[INFO] 2021-01-19 00:00:39 > Calculate Accuracies....
[INFO] 2021-01-19 00:00:44 > Calculate Accuracies....
[INFO] 2021-01-19 00:00:56 > F_8 score (Step: 70000, Using valid images): 0.9382328954144894
[INFO] 2021-01-19 00:00:56 > F_1/8 score (Step: 70000, Using valid images): 0.96656006886855
[INFO] 2021-01-19 00:00:56 > FID score (Step: 70000, Using valid moments): 21.162564626136202
[INFO] 2021-01-19 00:00:56 > Inception score (Step: 70000, 10000 generated images): 14.076737403869629
[INFO] 2021-01-19 00:00:56 > Best FID score (Step: 70000, Using valid moments): 21.162564626136202
[INFO] 2021-01-19 00:01:00 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 00:03:41 > Step:   70100 Progress: 35.0% Elapsed: 23:16:06 temperature: no ada_p: No Discriminator_loss: 1.58788 Generator_loss: 0.705626 
[INFO] 2021-01-19 00:06:22 > Step:   70200 Progress: 35.1% Elapsed: 23:18:47 temperature: no ada_p: No Discriminator_loss: 1.52816 Generator_loss: 0.938028 
[INFO] 2021-01-19 00:09:03 > Step:   70300 Progress: 35.1% Elapsed: 23:21:28 temperature: no ada_p: No Discriminator_loss: 1.49494 Generator_loss: 0.202107 
[INFO] 2021-01-19 00:11:44 > Step:   70400 Progress: 35.2% Elapsed: 23:24:09 temperature: no ada_p: No Discriminator_loss: 1.58136 Generator_loss: -0.167337 
[INFO] 2021-01-19 00:14:26 > Step:   70500 Progress: 35.2% Elapsed: 23:26:51 temperature: no ada_p: No Discriminator_loss: 1.59538 Generator_loss: 1.15322 
[INFO] 2021-01-19 00:17:07 > Step:   70600 Progress: 35.3% Elapsed: 23:29:32 temperature: no ada_p: No Discriminator_loss: 1.62583 Generator_loss: -0.766107 
[INFO] 2021-01-19 00:19:48 > Step:   70700 Progress: 35.4% Elapsed: 23:32:13 temperature: no ada_p: No Discriminator_loss: 1.58623 Generator_loss: 0.414093 
[INFO] 2021-01-19 00:22:29 > Step:   70800 Progress: 35.4% Elapsed: 23:34:54 temperature: no ada_p: No Discriminator_loss: 1.52448 Generator_loss: 0.718018 
[INFO] 2021-01-19 00:25:11 > Step:   70900 Progress: 35.4% Elapsed: 23:37:36 temperature: no ada_p: No Discriminator_loss: 1.60291 Generator_loss: 0.592717 
[INFO] 2021-01-19 00:27:52 > Step:   71000 Progress: 35.5% Elapsed: 23:40:17 temperature: no ada_p: No Discriminator_loss: 1.68339 Generator_loss: 0.0505529 
[INFO] 2021-01-19 00:30:33 > Step:   71100 Progress: 35.5% Elapsed: 23:42:58 temperature: no ada_p: No Discriminator_loss: 1.74455 Generator_loss: -0.772815 
[INFO] 2021-01-19 00:33:14 > Step:   71200 Progress: 35.6% Elapsed: 23:45:39 temperature: no ada_p: No Discriminator_loss: 1.50094 Generator_loss: 0.939902 
[INFO] 2021-01-19 00:35:56 > Step:   71300 Progress: 35.6% Elapsed: 23:48:21 temperature: no ada_p: No Discriminator_loss: 1.55749 Generator_loss: 0.217814 
[INFO] 2021-01-19 00:38:37 > Step:   71400 Progress: 35.7% Elapsed: 23:51:02 temperature: no ada_p: No Discriminator_loss: 1.64925 Generator_loss: 1.00737 
[INFO] 2021-01-19 00:41:18 > Step:   71500 Progress: 35.8% Elapsed: 23:53:43 temperature: no ada_p: No Discriminator_loss: 1.64574 Generator_loss: 0.597119 
[INFO] 2021-01-19 00:43:59 > Step:   71600 Progress: 35.8% Elapsed: 23:56:24 temperature: no ada_p: No Discriminator_loss: 1.6171 Generator_loss: 0.565647 
[INFO] 2021-01-19 00:46:40 > Step:   71700 Progress: 35.9% Elapsed: 23:59:05 temperature: no ada_p: No Discriminator_loss: 1.4638 Generator_loss: 0.612984 
[INFO] 2021-01-19 00:49:23 > Step:   71800 Progress: 35.9% Elapsed: 1 day, 0:01:48 temperature: no ada_p: No Discriminator_loss: 1.49369 Generator_loss: 0.733227 
[INFO] 2021-01-19 00:52:04 > Step:   71900 Progress: 35.9% Elapsed: 1 day, 0:04:29 temperature: no ada_p: No Discriminator_loss: 1.51614 Generator_loss: -0.136446 
[INFO] 2021-01-19 00:54:45 > Step:   72000 Progress: 36.0% Elapsed: 1 day, 0:07:10 temperature: no ada_p: No Discriminator_loss: 1.51099 Generator_loss: 0.122537 
[INFO] 2021-01-19 00:54:45 > Start Evaluation (72000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 00:54:45 > Calculating FID Score....
[INFO] 2021-01-19 00:55:01 > Calculating Inception Score....
[INFO] 2021-01-19 00:55:08 > Calculate F_beta Score....
[INFO] 2021-01-19 00:55:58 > Calculate Accuracies....
[INFO] 2021-01-19 00:56:03 > Calculate Accuracies....
[INFO] 2021-01-19 00:56:16 > F_8 score (Step: 72000, Using valid images): 0.9388847137906311
[INFO] 2021-01-19 00:56:16 > F_1/8 score (Step: 72000, Using valid images): 0.973373218915335
[INFO] 2021-01-19 00:56:16 > FID score (Step: 72000, Using valid moments): 20.746674252120556
[INFO] 2021-01-19 00:56:16 > Inception score (Step: 72000, 10000 generated images): 14.0101318359375
[INFO] 2021-01-19 00:56:16 > Best FID score (Step: 72000, Using valid moments): 20.746674252120556
[INFO] 2021-01-19 00:56:19 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 00:59:00 > Step:   72100 Progress: 36.0% Elapsed: 1 day, 0:11:25 temperature: no ada_p: No Discriminator_loss: 1.73807 Generator_loss: 0.271872 
[INFO] 2021-01-19 01:01:42 > Step:   72200 Progress: 36.1% Elapsed: 1 day, 0:14:07 temperature: no ada_p: No Discriminator_loss: 1.719 Generator_loss: 0.714963 
[INFO] 2021-01-19 01:04:23 > Step:   72300 Progress: 36.1% Elapsed: 1 day, 0:16:48 temperature: no ada_p: No Discriminator_loss: 1.64197 Generator_loss: 0.880859 
[INFO] 2021-01-19 01:07:04 > Step:   72400 Progress: 36.2% Elapsed: 1 day, 0:19:29 temperature: no ada_p: No Discriminator_loss: 1.8804 Generator_loss: 0.719391 
[INFO] 2021-01-19 01:09:45 > Step:   72500 Progress: 36.2% Elapsed: 1 day, 0:22:10 temperature: no ada_p: No Discriminator_loss: 1.53678 Generator_loss: 0.126812 
[INFO] 2021-01-19 01:12:27 > Step:   72600 Progress: 36.3% Elapsed: 1 day, 0:24:52 temperature: no ada_p: No Discriminator_loss: 1.53959 Generator_loss: -0.106242 
[INFO] 2021-01-19 01:15:08 > Step:   72700 Progress: 36.4% Elapsed: 1 day, 0:27:33 temperature: no ada_p: No Discriminator_loss: 1.67378 Generator_loss: -0.00115537 
[INFO] 2021-01-19 01:17:49 > Step:   72800 Progress: 36.4% Elapsed: 1 day, 0:30:14 temperature: no ada_p: No Discriminator_loss: 1.61198 Generator_loss: 0.277534 
[INFO] 2021-01-19 01:20:30 > Step:   72900 Progress: 36.4% Elapsed: 1 day, 0:32:55 temperature: no ada_p: No Discriminator_loss: 1.66704 Generator_loss: -0.273425 
[INFO] 2021-01-19 01:23:12 > Step:   73000 Progress: 36.5% Elapsed: 1 day, 0:35:37 temperature: no ada_p: No Discriminator_loss: 1.4945 Generator_loss: 1.00135 
[INFO] 2021-01-19 01:25:53 > Step:   73100 Progress: 36.5% Elapsed: 1 day, 0:38:18 temperature: no ada_p: No Discriminator_loss: 1.4772 Generator_loss: -0.546743 
[INFO] 2021-01-19 01:28:34 > Step:   73200 Progress: 36.6% Elapsed: 1 day, 0:40:59 temperature: no ada_p: No Discriminator_loss: 1.6988 Generator_loss: -0.258817 
[INFO] 2021-01-19 01:31:15 > Step:   73300 Progress: 36.6% Elapsed: 1 day, 0:43:40 temperature: no ada_p: No Discriminator_loss: 1.54657 Generator_loss: -0.293106 
[INFO] 2021-01-19 01:33:56 > Step:   73400 Progress: 36.7% Elapsed: 1 day, 0:46:21 temperature: no ada_p: No Discriminator_loss: 1.75226 Generator_loss: 1.18533 
[INFO] 2021-01-19 01:36:37 > Step:   73500 Progress: 36.8% Elapsed: 1 day, 0:49:02 temperature: no ada_p: No Discriminator_loss: 1.53543 Generator_loss: -0.273146 
[INFO] 2021-01-19 01:39:18 > Step:   73600 Progress: 36.8% Elapsed: 1 day, 0:51:43 temperature: no ada_p: No Discriminator_loss: 1.53655 Generator_loss: 0.990991 
[INFO] 2021-01-19 01:41:59 > Step:   73700 Progress: 36.9% Elapsed: 1 day, 0:54:24 temperature: no ada_p: No Discriminator_loss: 1.48327 Generator_loss: 0.0935698 
[INFO] 2021-01-19 01:44:41 > Step:   73800 Progress: 36.9% Elapsed: 1 day, 0:57:06 temperature: no ada_p: No Discriminator_loss: 1.5505 Generator_loss: -0.285523 
[INFO] 2021-01-19 01:47:22 > Step:   73900 Progress: 37.0% Elapsed: 1 day, 0:59:47 temperature: no ada_p: No Discriminator_loss: 1.70876 Generator_loss: 0.687721 
[INFO] 2021-01-19 01:50:03 > Step:   74000 Progress: 37.0% Elapsed: 1 day, 1:02:28 temperature: no ada_p: No Discriminator_loss: 1.69006 Generator_loss: 0.09852 
[INFO] 2021-01-19 01:50:03 > Start Evaluation (74000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 01:50:03 > Calculating FID Score....
[INFO] 2021-01-19 01:50:18 > Calculating Inception Score....
[INFO] 2021-01-19 01:50:26 > Calculate F_beta Score....
[INFO] 2021-01-19 01:51:15 > Calculate Accuracies....
[INFO] 2021-01-19 01:51:21 > Calculate Accuracies....
[INFO] 2021-01-19 01:51:33 > F_8 score (Step: 74000, Using valid images): 0.9401158288235656
[INFO] 2021-01-19 01:51:33 > F_1/8 score (Step: 74000, Using valid images): 0.9744379342331388
[INFO] 2021-01-19 01:51:33 > FID score (Step: 74000, Using valid moments): 20.539372357058028
[INFO] 2021-01-19 01:51:33 > Inception score (Step: 74000, 10000 generated images): 14.288228034973145
[INFO] 2021-01-19 01:51:33 > Best FID score (Step: 74000, Using valid moments): 20.539372357058028
[INFO] 2021-01-19 01:51:37 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 01:54:18 > Step:   74100 Progress: 37.0% Elapsed: 1 day, 1:06:43 temperature: no ada_p: No Discriminator_loss: 1.72289 Generator_loss: -0.717809 
[INFO] 2021-01-19 01:56:59 > Step:   74200 Progress: 37.1% Elapsed: 1 day, 1:09:24 temperature: no ada_p: No Discriminator_loss: 1.70145 Generator_loss: 0.80822 
[INFO] 2021-01-19 01:59:40 > Step:   74300 Progress: 37.1% Elapsed: 1 day, 1:12:05 temperature: no ada_p: No Discriminator_loss: 1.65952 Generator_loss: -0.720009 
[INFO] 2021-01-19 02:02:22 > Step:   74400 Progress: 37.2% Elapsed: 1 day, 1:14:47 temperature: no ada_p: No Discriminator_loss: 1.75268 Generator_loss: 0.728212 
[INFO] 2021-01-19 02:05:03 > Step:   74500 Progress: 37.2% Elapsed: 1 day, 1:17:28 temperature: no ada_p: No Discriminator_loss: 1.70627 Generator_loss: -0.39287 
[INFO] 2021-01-19 02:07:44 > Step:   74600 Progress: 37.3% Elapsed: 1 day, 1:20:10 temperature: no ada_p: No Discriminator_loss: 1.57307 Generator_loss: 0.855473 
[INFO] 2021-01-19 02:10:26 > Step:   74700 Progress: 37.4% Elapsed: 1 day, 1:22:51 temperature: no ada_p: No Discriminator_loss: 1.89996 Generator_loss: 0.394287 
[INFO] 2021-01-19 02:13:07 > Step:   74800 Progress: 37.4% Elapsed: 1 day, 1:25:32 temperature: no ada_p: No Discriminator_loss: 1.70268 Generator_loss: -0.350181 
[INFO] 2021-01-19 02:15:48 > Step:   74900 Progress: 37.5% Elapsed: 1 day, 1:28:13 temperature: no ada_p: No Discriminator_loss: 1.66277 Generator_loss: 0.55801 
[INFO] 2021-01-19 02:18:31 > Step:   75000 Progress: 37.5% Elapsed: 1 day, 1:30:56 temperature: no ada_p: No Discriminator_loss: 1.54893 Generator_loss: 0.83244 
[INFO] 2021-01-19 02:21:12 > Step:   75100 Progress: 37.5% Elapsed: 1 day, 1:33:37 temperature: no ada_p: No Discriminator_loss: 1.55459 Generator_loss: -0.160068 
[INFO] 2021-01-19 02:23:53 > Step:   75200 Progress: 37.6% Elapsed: 1 day, 1:36:18 temperature: no ada_p: No Discriminator_loss: 1.51602 Generator_loss: -0.389401 
[INFO] 2021-01-19 02:26:35 > Step:   75300 Progress: 37.6% Elapsed: 1 day, 1:39:00 temperature: no ada_p: No Discriminator_loss: 1.73188 Generator_loss: 0.678715 
[INFO] 2021-01-19 02:29:16 > Step:   75400 Progress: 37.7% Elapsed: 1 day, 1:41:41 temperature: no ada_p: No Discriminator_loss: 1.45452 Generator_loss: 0.714052 
[INFO] 2021-01-19 02:31:57 > Step:   75500 Progress: 37.8% Elapsed: 1 day, 1:44:22 temperature: no ada_p: No Discriminator_loss: 1.47484 Generator_loss: 0.429721 
[INFO] 2021-01-19 02:34:38 > Step:   75600 Progress: 37.8% Elapsed: 1 day, 1:47:03 temperature: no ada_p: No Discriminator_loss: 1.55679 Generator_loss: -0.372791 
[INFO] 2021-01-19 02:37:19 > Step:   75700 Progress: 37.9% Elapsed: 1 day, 1:49:44 temperature: no ada_p: No Discriminator_loss: 1.60929 Generator_loss: -0.52608 
[INFO] 2021-01-19 02:40:00 > Step:   75800 Progress: 37.9% Elapsed: 1 day, 1:52:25 temperature: no ada_p: No Discriminator_loss: 1.45567 Generator_loss: 0.182456 
[INFO] 2021-01-19 02:42:41 > Step:   75900 Progress: 38.0% Elapsed: 1 day, 1:55:06 temperature: no ada_p: No Discriminator_loss: 1.56716 Generator_loss: 1.18536 
[INFO] 2021-01-19 02:45:22 > Step:   76000 Progress: 38.0% Elapsed: 1 day, 1:57:47 temperature: no ada_p: No Discriminator_loss: 1.39511 Generator_loss: 1.20393 
[INFO] 2021-01-19 02:45:22 > Start Evaluation (76000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 02:45:22 > Calculating FID Score....
[INFO] 2021-01-19 02:45:37 > Calculating Inception Score....
[INFO] 2021-01-19 02:45:45 > Calculate F_beta Score....
[INFO] 2021-01-19 02:46:33 > Calculate Accuracies....
[INFO] 2021-01-19 02:46:39 > Calculate Accuracies....
[INFO] 2021-01-19 02:46:52 > F_8 score (Step: 76000, Using valid images): 0.9434143903344987
[INFO] 2021-01-19 02:46:52 > F_1/8 score (Step: 76000, Using valid images): 0.9723557121292485
[INFO] 2021-01-19 02:46:52 > FID score (Step: 76000, Using valid moments): 20.373350753343857
[INFO] 2021-01-19 02:46:52 > Inception score (Step: 76000, 10000 generated images): 14.59190845489502
[INFO] 2021-01-19 02:46:52 > Best FID score (Step: 76000, Using valid moments): 20.373350753343857
[INFO] 2021-01-19 02:46:55 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 02:49:36 > Step:   76100 Progress: 38.0% Elapsed: 1 day, 2:02:01 temperature: no ada_p: No Discriminator_loss: 1.49533 Generator_loss: 0.779436 
[INFO] 2021-01-19 02:52:18 > Step:   76200 Progress: 38.1% Elapsed: 1 day, 2:04:43 temperature: no ada_p: No Discriminator_loss: 1.50201 Generator_loss: 0.196905 
[INFO] 2021-01-19 02:54:59 > Step:   76300 Progress: 38.1% Elapsed: 1 day, 2:07:24 temperature: no ada_p: No Discriminator_loss: 1.46129 Generator_loss: 0.207763 
[INFO] 2021-01-19 02:57:40 > Step:   76400 Progress: 38.2% Elapsed: 1 day, 2:10:05 temperature: no ada_p: No Discriminator_loss: 1.57743 Generator_loss: 0.953054 
[INFO] 2021-01-19 03:00:21 > Step:   76500 Progress: 38.2% Elapsed: 1 day, 2:12:46 temperature: no ada_p: No Discriminator_loss: 1.56581 Generator_loss: 0.818533 
[INFO] 2021-01-19 03:03:02 > Step:   76600 Progress: 38.3% Elapsed: 1 day, 2:15:27 temperature: no ada_p: No Discriminator_loss: 1.46203 Generator_loss: 0.64861 
[INFO] 2021-01-19 03:05:44 > Step:   76700 Progress: 38.4% Elapsed: 1 day, 2:18:09 temperature: no ada_p: No Discriminator_loss: 1.69732 Generator_loss: 0.801978 
[INFO] 2021-01-19 03:08:25 > Step:   76800 Progress: 38.4% Elapsed: 1 day, 2:20:50 temperature: no ada_p: No Discriminator_loss: 1.79194 Generator_loss: 0.743299 
[INFO] 2021-01-19 03:11:06 > Step:   76900 Progress: 38.5% Elapsed: 1 day, 2:23:31 temperature: no ada_p: No Discriminator_loss: 1.5817 Generator_loss: -0.481878 
[INFO] 2021-01-19 03:13:47 > Step:   77000 Progress: 38.5% Elapsed: 1 day, 2:26:12 temperature: no ada_p: No Discriminator_loss: 1.63266 Generator_loss: 0.998249 
[INFO] 2021-01-19 03:16:29 > Step:   77100 Progress: 38.6% Elapsed: 1 day, 2:28:54 temperature: no ada_p: No Discriminator_loss: 1.49317 Generator_loss: 1.00481 
[INFO] 2021-01-19 03:19:10 > Step:   77200 Progress: 38.6% Elapsed: 1 day, 2:31:35 temperature: no ada_p: No Discriminator_loss: 1.5499 Generator_loss: -0.0473141 
[INFO] 2021-01-19 03:21:51 > Step:   77300 Progress: 38.6% Elapsed: 1 day, 2:34:16 temperature: no ada_p: No Discriminator_loss: 1.63434 Generator_loss: -0.308987 
[INFO] 2021-01-19 03:24:32 > Step:   77400 Progress: 38.7% Elapsed: 1 day, 2:36:57 temperature: no ada_p: No Discriminator_loss: 1.53181 Generator_loss: -0.302647 
[INFO] 2021-01-19 03:27:13 > Step:   77500 Progress: 38.8% Elapsed: 1 day, 2:39:38 temperature: no ada_p: No Discriminator_loss: 1.5587 Generator_loss: 0.542249 
[INFO] 2021-01-19 03:29:54 > Step:   77600 Progress: 38.8% Elapsed: 1 day, 2:42:19 temperature: no ada_p: No Discriminator_loss: 1.74055 Generator_loss: 0.457713 
[INFO] 2021-01-19 03:32:35 > Step:   77700 Progress: 38.9% Elapsed: 1 day, 2:45:00 temperature: no ada_p: No Discriminator_loss: 1.63968 Generator_loss: 0.590843 
[INFO] 2021-01-19 03:35:16 > Step:   77800 Progress: 38.9% Elapsed: 1 day, 2:47:41 temperature: no ada_p: No Discriminator_loss: 1.69774 Generator_loss: 0.746267 
[INFO] 2021-01-19 03:37:57 > Step:   77900 Progress: 39.0% Elapsed: 1 day, 2:50:22 temperature: no ada_p: No Discriminator_loss: 1.49782 Generator_loss: 0.95128 
[INFO] 2021-01-19 03:40:39 > Step:   78000 Progress: 39.0% Elapsed: 1 day, 2:53:04 temperature: no ada_p: No Discriminator_loss: 1.46742 Generator_loss: 0.472645 
[INFO] 2021-01-19 03:40:39 > Start Evaluation (78000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 03:40:39 > Calculating FID Score....
[INFO] 2021-01-19 03:40:54 > Calculating Inception Score....
[INFO] 2021-01-19 03:41:01 > Calculate F_beta Score....
[INFO] 2021-01-19 03:41:51 > Calculate Accuracies....
[INFO] 2021-01-19 03:41:56 > Calculate Accuracies....
[INFO] 2021-01-19 03:42:09 > F_8 score (Step: 78000, Using valid images): 0.9447649888479068
[INFO] 2021-01-19 03:42:09 > F_1/8 score (Step: 78000, Using valid images): 0.9692051672148155
[INFO] 2021-01-19 03:42:09 > FID score (Step: 78000, Using valid moments): 20.023691253345362
[INFO] 2021-01-19 03:42:09 > Inception score (Step: 78000, 10000 generated images): 14.422443389892578
[INFO] 2021-01-19 03:42:09 > Best FID score (Step: 78000, Using valid moments): 20.023691253345362
[INFO] 2021-01-19 03:42:12 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 03:44:53 > Step:   78100 Progress: 39.1% Elapsed: 1 day, 2:57:18 temperature: no ada_p: No Discriminator_loss: 1.76292 Generator_loss: 0.631792 
[INFO] 2021-01-19 03:47:34 > Step:   78200 Progress: 39.1% Elapsed: 1 day, 2:59:59 temperature: no ada_p: No Discriminator_loss: 1.56307 Generator_loss: 0.23479 
[INFO] 2021-01-19 03:50:17 > Step:   78300 Progress: 39.1% Elapsed: 1 day, 3:02:42 temperature: no ada_p: No Discriminator_loss: 1.57073 Generator_loss: 0.118803 
[INFO] 2021-01-19 03:52:59 > Step:   78400 Progress: 39.2% Elapsed: 1 day, 3:05:24 temperature: no ada_p: No Discriminator_loss: 1.56519 Generator_loss: 0.391133 
[INFO] 2021-01-19 03:55:40 > Step:   78500 Progress: 39.2% Elapsed: 1 day, 3:08:05 temperature: no ada_p: No Discriminator_loss: 1.451 Generator_loss: 0.0146209 
[INFO] 2021-01-19 03:58:21 > Step:   78600 Progress: 39.3% Elapsed: 1 day, 3:10:46 temperature: no ada_p: No Discriminator_loss: 1.5006 Generator_loss: 1.20563 
[INFO] 2021-01-19 04:01:02 > Step:   78700 Progress: 39.4% Elapsed: 1 day, 3:13:28 temperature: no ada_p: No Discriminator_loss: 1.71677 Generator_loss: 0.880902 
[INFO] 2021-01-19 04:03:44 > Step:   78800 Progress: 39.4% Elapsed: 1 day, 3:16:09 temperature: no ada_p: No Discriminator_loss: 1.57028 Generator_loss: 0.888613 
[INFO] 2021-01-19 04:06:25 > Step:   78900 Progress: 39.5% Elapsed: 1 day, 3:18:50 temperature: no ada_p: No Discriminator_loss: 1.49184 Generator_loss: 0.573525 
[INFO] 2021-01-19 04:09:06 > Step:   79000 Progress: 39.5% Elapsed: 1 day, 3:21:31 temperature: no ada_p: No Discriminator_loss: 1.50595 Generator_loss: 0.0436495 
[INFO] 2021-01-19 04:11:47 > Step:   79100 Progress: 39.6% Elapsed: 1 day, 3:24:12 temperature: no ada_p: No Discriminator_loss: 1.47971 Generator_loss: -0.0934159 
[INFO] 2021-01-19 04:14:28 > Step:   79200 Progress: 39.6% Elapsed: 1 day, 3:26:53 temperature: no ada_p: No Discriminator_loss: 1.58734 Generator_loss: -0.221315 
[INFO] 2021-01-19 04:17:09 > Step:   79300 Progress: 39.6% Elapsed: 1 day, 3:29:34 temperature: no ada_p: No Discriminator_loss: 1.62293 Generator_loss: -0.567799 
[INFO] 2021-01-19 04:19:50 > Step:   79400 Progress: 39.7% Elapsed: 1 day, 3:32:15 temperature: no ada_p: No Discriminator_loss: 1.67214 Generator_loss: -0.350208 
[INFO] 2021-01-19 04:22:31 > Step:   79500 Progress: 39.8% Elapsed: 1 day, 3:34:56 temperature: no ada_p: No Discriminator_loss: 1.61875 Generator_loss: 1.27355 
[INFO] 2021-01-19 04:25:13 > Step:   79600 Progress: 39.8% Elapsed: 1 day, 3:37:38 temperature: no ada_p: No Discriminator_loss: 1.77976 Generator_loss: 0.771813 
[INFO] 2021-01-19 04:27:54 > Step:   79700 Progress: 39.9% Elapsed: 1 day, 3:40:19 temperature: no ada_p: No Discriminator_loss: 1.73867 Generator_loss: -0.0157975 
[INFO] 2021-01-19 04:30:35 > Step:   79800 Progress: 39.9% Elapsed: 1 day, 3:43:00 temperature: no ada_p: No Discriminator_loss: 1.46293 Generator_loss: 0.609555 
[INFO] 2021-01-19 04:33:16 > Step:   79900 Progress: 40.0% Elapsed: 1 day, 3:45:41 temperature: no ada_p: No Discriminator_loss: 1.45818 Generator_loss: -0.202602 
[INFO] 2021-01-19 04:35:57 > Step:   80000 Progress: 40.0% Elapsed: 1 day, 3:48:22 temperature: no ada_p: No Discriminator_loss: 1.54606 Generator_loss: -0.0738819 
[INFO] 2021-01-19 04:35:57 > Start Evaluation (80000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 04:35:57 > Calculating FID Score....
[INFO] 2021-01-19 04:36:12 > Calculating Inception Score....
[INFO] 2021-01-19 04:36:20 > Calculate F_beta Score....
[INFO] 2021-01-19 04:37:16 > Calculate Accuracies....
[INFO] 2021-01-19 04:37:21 > Calculate Accuracies....
[INFO] 2021-01-19 04:37:34 > F_8 score (Step: 80000, Using valid images): 0.9476995276848919
[INFO] 2021-01-19 04:37:34 > F_1/8 score (Step: 80000, Using valid images): 0.9719331519605241
[INFO] 2021-01-19 04:37:34 > FID score (Step: 80000, Using valid moments): 19.985772998785137
[INFO] 2021-01-19 04:37:34 > Inception score (Step: 80000, 10000 generated images): 14.59205150604248
[INFO] 2021-01-19 04:37:34 > Best FID score (Step: 80000, Using valid moments): 19.985772998785137
[INFO] 2021-01-19 04:37:37 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 04:40:18 > Step:   80100 Progress: 40.1% Elapsed: 1 day, 3:52:43 temperature: no ada_p: No Discriminator_loss: 1.45823 Generator_loss: 0.435797 
[INFO] 2021-01-19 04:43:00 > Step:   80200 Progress: 40.1% Elapsed: 1 day, 3:55:25 temperature: no ada_p: No Discriminator_loss: 1.48357 Generator_loss: 0.172019 
[INFO] 2021-01-19 04:45:41 > Step:   80300 Progress: 40.2% Elapsed: 1 day, 3:58:06 temperature: no ada_p: No Discriminator_loss: 1.5963 Generator_loss: -0.329256 
[INFO] 2021-01-19 04:48:22 > Step:   80400 Progress: 40.2% Elapsed: 1 day, 4:00:47 temperature: no ada_p: No Discriminator_loss: 1.57519 Generator_loss: 0.103509 
[INFO] 2021-01-19 04:51:03 > Step:   80500 Progress: 40.2% Elapsed: 1 day, 4:03:28 temperature: no ada_p: No Discriminator_loss: 1.60796 Generator_loss: 0.0787332 
[INFO] 2021-01-19 04:53:44 > Step:   80600 Progress: 40.3% Elapsed: 1 day, 4:06:09 temperature: no ada_p: No Discriminator_loss: 1.74834 Generator_loss: -0.354562 
[INFO] 2021-01-19 04:56:25 > Step:   80700 Progress: 40.4% Elapsed: 1 day, 4:08:50 temperature: no ada_p: No Discriminator_loss: 1.60447 Generator_loss: 0.609891 
[INFO] 2021-01-19 04:59:06 > Step:   80800 Progress: 40.4% Elapsed: 1 day, 4:11:31 temperature: no ada_p: No Discriminator_loss: 1.59665 Generator_loss: 0.995198 
[INFO] 2021-01-19 05:01:47 > Step:   80900 Progress: 40.5% Elapsed: 1 day, 4:14:12 temperature: no ada_p: No Discriminator_loss: 1.5081 Generator_loss: 0.404713 
[INFO] 2021-01-19 05:04:28 > Step:   81000 Progress: 40.5% Elapsed: 1 day, 4:16:53 temperature: no ada_p: No Discriminator_loss: 1.49008 Generator_loss: -0.00668833 
[INFO] 2021-01-19 05:07:09 > Step:   81100 Progress: 40.6% Elapsed: 1 day, 4:19:35 temperature: no ada_p: No Discriminator_loss: 1.48133 Generator_loss: -0.105829 
[INFO] 2021-01-19 05:09:51 > Step:   81200 Progress: 40.6% Elapsed: 1 day, 4:22:16 temperature: no ada_p: No Discriminator_loss: 1.61169 Generator_loss: -0.398856 
[INFO] 2021-01-19 05:12:32 > Step:   81300 Progress: 40.6% Elapsed: 1 day, 4:24:57 temperature: no ada_p: No Discriminator_loss: 1.52326 Generator_loss: 0.0704178 
[INFO] 2021-01-19 05:15:13 > Step:   81400 Progress: 40.7% Elapsed: 1 day, 4:27:38 temperature: no ada_p: No Discriminator_loss: 1.72287 Generator_loss: 0.892424 
[INFO] 2021-01-19 05:17:56 > Step:   81500 Progress: 40.8% Elapsed: 1 day, 4:30:21 temperature: no ada_p: No Discriminator_loss: 1.43252 Generator_loss: 0.609151 
[INFO] 2021-01-19 05:20:37 > Step:   81600 Progress: 40.8% Elapsed: 1 day, 4:33:02 temperature: no ada_p: No Discriminator_loss: 1.55302 Generator_loss: 0.915924 
[INFO] 2021-01-19 05:23:17 > Step:   81700 Progress: 40.8% Elapsed: 1 day, 4:35:43 temperature: no ada_p: No Discriminator_loss: 1.48759 Generator_loss: 0.988337 
[INFO] 2021-01-19 05:25:58 > Step:   81800 Progress: 40.9% Elapsed: 1 day, 4:38:23 temperature: no ada_p: No Discriminator_loss: 1.72762 Generator_loss: 0.620818 
[INFO] 2021-01-19 05:28:39 > Step:   81900 Progress: 40.9% Elapsed: 1 day, 4:41:04 temperature: no ada_p: No Discriminator_loss: 1.50131 Generator_loss: 0.481146 
[INFO] 2021-01-19 05:31:20 > Step:   82000 Progress: 41.0% Elapsed: 1 day, 4:43:45 temperature: no ada_p: No Discriminator_loss: 1.72166 Generator_loss: -0.91181 
[INFO] 2021-01-19 05:31:20 > Start Evaluation (82000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 05:31:20 > Calculating FID Score....
[INFO] 2021-01-19 05:31:35 > Calculating Inception Score....
[INFO] 2021-01-19 05:31:42 > Calculate F_beta Score....
[INFO] 2021-01-19 05:32:29 > Calculate Accuracies....
[INFO] 2021-01-19 05:32:35 > Calculate Accuracies....
[INFO] 2021-01-19 05:32:47 > F_8 score (Step: 82000, Using valid images): 0.9513321215062621
[INFO] 2021-01-19 05:32:47 > F_1/8 score (Step: 82000, Using valid images): 0.96962604772005
[INFO] 2021-01-19 05:32:47 > FID score (Step: 82000, Using valid moments): 20.000979366141564
[INFO] 2021-01-19 05:32:47 > Inception score (Step: 82000, 10000 generated images): 14.71916389465332
[INFO] 2021-01-19 05:32:47 > Best FID score (Step: 80000, Using valid moments): 19.985772998785137
[INFO] 2021-01-19 05:32:49 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 05:35:30 > Step:   82100 Progress: 41.0% Elapsed: 1 day, 4:47:55 temperature: no ada_p: No Discriminator_loss: 1.53348 Generator_loss: 0.0752591 
[INFO] 2021-01-19 05:38:11 > Step:   82200 Progress: 41.1% Elapsed: 1 day, 4:50:36 temperature: no ada_p: No Discriminator_loss: 1.59787 Generator_loss: -0.029454 
[INFO] 2021-01-19 05:40:52 > Step:   82300 Progress: 41.1% Elapsed: 1 day, 4:53:17 temperature: no ada_p: No Discriminator_loss: 1.48072 Generator_loss: 0.0462533 
[INFO] 2021-01-19 05:43:33 > Step:   82400 Progress: 41.2% Elapsed: 1 day, 4:55:58 temperature: no ada_p: No Discriminator_loss: 1.60448 Generator_loss: 0.286955 
[INFO] 2021-01-19 05:46:14 > Step:   82500 Progress: 41.2% Elapsed: 1 day, 4:58:39 temperature: no ada_p: No Discriminator_loss: 1.46259 Generator_loss: 0.0932833 
[INFO] 2021-01-19 05:48:55 > Step:   82600 Progress: 41.3% Elapsed: 1 day, 5:01:20 temperature: no ada_p: No Discriminator_loss: 1.57356 Generator_loss: 0.896846 
[INFO] 2021-01-19 05:51:36 > Step:   82700 Progress: 41.3% Elapsed: 1 day, 5:04:01 temperature: no ada_p: No Discriminator_loss: 1.51253 Generator_loss: 0.441641 
[INFO] 2021-01-19 05:54:17 > Step:   82800 Progress: 41.4% Elapsed: 1 day, 5:06:42 temperature: no ada_p: No Discriminator_loss: 1.50399 Generator_loss: 0.828723 
[INFO] 2021-01-19 05:56:58 > Step:   82900 Progress: 41.4% Elapsed: 1 day, 5:09:23 temperature: no ada_p: No Discriminator_loss: 1.48895 Generator_loss: 0.165465 
[INFO] 2021-01-19 05:59:40 > Step:   83000 Progress: 41.5% Elapsed: 1 day, 5:12:05 temperature: no ada_p: No Discriminator_loss: 1.63244 Generator_loss: 0.204249 
[INFO] 2021-01-19 06:02:21 > Step:   83100 Progress: 41.5% Elapsed: 1 day, 5:14:46 temperature: no ada_p: No Discriminator_loss: 1.59997 Generator_loss: 0.28135 
[INFO] 2021-01-19 06:05:02 > Step:   83200 Progress: 41.6% Elapsed: 1 day, 5:17:27 temperature: no ada_p: No Discriminator_loss: 1.46696 Generator_loss: 0.67355 
[INFO] 2021-01-19 06:07:43 > Step:   83300 Progress: 41.6% Elapsed: 1 day, 5:20:08 temperature: no ada_p: No Discriminator_loss: 1.60379 Generator_loss: 0.982759 
[INFO] 2021-01-19 06:10:24 > Step:   83400 Progress: 41.7% Elapsed: 1 day, 5:22:49 temperature: no ada_p: No Discriminator_loss: 1.56863 Generator_loss: 0.594011 
[INFO] 2021-01-19 06:13:04 > Step:   83500 Progress: 41.8% Elapsed: 1 day, 5:25:29 temperature: no ada_p: No Discriminator_loss: 1.61147 Generator_loss: -0.152998 
[INFO] 2021-01-19 06:15:45 > Step:   83600 Progress: 41.8% Elapsed: 1 day, 5:28:11 temperature: no ada_p: No Discriminator_loss: 1.57081 Generator_loss: 0.252857 
[INFO] 2021-01-19 06:18:27 > Step:   83700 Progress: 41.9% Elapsed: 1 day, 5:30:52 temperature: no ada_p: No Discriminator_loss: 1.44561 Generator_loss: 0.836936 
[INFO] 2021-01-19 06:21:08 > Step:   83800 Progress: 41.9% Elapsed: 1 day, 5:33:33 temperature: no ada_p: No Discriminator_loss: 1.48764 Generator_loss: 0.430487 
[INFO] 2021-01-19 06:23:49 > Step:   83900 Progress: 41.9% Elapsed: 1 day, 5:36:14 temperature: no ada_p: No Discriminator_loss: 1.61699 Generator_loss: -0.236904 
[INFO] 2021-01-19 06:26:29 > Step:   84000 Progress: 42.0% Elapsed: 1 day, 5:38:54 temperature: no ada_p: No Discriminator_loss: 1.48081 Generator_loss: -0.150676 
[INFO] 2021-01-19 06:26:29 > Start Evaluation (84000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 06:26:29 > Calculating FID Score....
[INFO] 2021-01-19 06:26:44 > Calculating Inception Score....
[INFO] 2021-01-19 06:26:52 > Calculate F_beta Score....
[INFO] 2021-01-19 06:27:39 > Calculate Accuracies....
[INFO] 2021-01-19 06:27:44 > Calculate Accuracies....
[INFO] 2021-01-19 06:27:57 > F_8 score (Step: 84000, Using valid images): 0.9505870587870014
[INFO] 2021-01-19 06:27:57 > F_1/8 score (Step: 84000, Using valid images): 0.9722415056026456
[INFO] 2021-01-19 06:27:57 > FID score (Step: 84000, Using valid moments): 19.192547421086317
[INFO] 2021-01-19 06:27:57 > Inception score (Step: 84000, 10000 generated images): 14.883840560913086
[INFO] 2021-01-19 06:27:57 > Best FID score (Step: 84000, Using valid moments): 19.192547421086317
[INFO] 2021-01-19 06:28:00 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 06:30:41 > Step:   84100 Progress: 42.0% Elapsed: 1 day, 5:43:06 temperature: no ada_p: No Discriminator_loss: 1.58946 Generator_loss: 0.0467127 
[INFO] 2021-01-19 06:33:22 > Step:   84200 Progress: 42.1% Elapsed: 1 day, 5:45:47 temperature: no ada_p: No Discriminator_loss: 1.52685 Generator_loss: 1.08644 
[INFO] 2021-01-19 06:36:03 > Step:   84300 Progress: 42.1% Elapsed: 1 day, 5:48:28 temperature: no ada_p: No Discriminator_loss: 1.50998 Generator_loss: -0.401481 
[INFO] 2021-01-19 06:38:44 > Step:   84400 Progress: 42.2% Elapsed: 1 day, 5:51:10 temperature: no ada_p: No Discriminator_loss: 1.45402 Generator_loss: -0.211456 
[INFO] 2021-01-19 06:41:26 > Step:   84500 Progress: 42.2% Elapsed: 1 day, 5:53:51 temperature: no ada_p: No Discriminator_loss: 1.68974 Generator_loss: -0.470037 
[INFO] 2021-01-19 06:44:07 > Step:   84600 Progress: 42.3% Elapsed: 1 day, 5:56:32 temperature: no ada_p: No Discriminator_loss: 1.5891 Generator_loss: 0.318027 
[INFO] 2021-01-19 06:46:49 > Step:   84700 Progress: 42.4% Elapsed: 1 day, 5:59:14 temperature: no ada_p: No Discriminator_loss: 1.4853 Generator_loss: 0.567587 
[INFO] 2021-01-19 06:49:30 > Step:   84800 Progress: 42.4% Elapsed: 1 day, 6:01:55 temperature: no ada_p: No Discriminator_loss: 1.6337 Generator_loss: 0.974796 
[INFO] 2021-01-19 06:52:11 > Step:   84900 Progress: 42.4% Elapsed: 1 day, 6:04:36 temperature: no ada_p: No Discriminator_loss: 1.60546 Generator_loss: 0.922804 
[INFO] 2021-01-19 06:54:52 > Step:   85000 Progress: 42.5% Elapsed: 1 day, 6:07:17 temperature: no ada_p: No Discriminator_loss: 1.60615 Generator_loss: 0.873039 
[INFO] 2021-01-19 06:57:34 > Step:   85100 Progress: 42.5% Elapsed: 1 day, 6:09:59 temperature: no ada_p: No Discriminator_loss: 1.46164 Generator_loss: -0.0911684 
[INFO] 2021-01-19 07:00:15 > Step:   85200 Progress: 42.6% Elapsed: 1 day, 6:12:40 temperature: no ada_p: No Discriminator_loss: 1.40195 Generator_loss: 1.19465 
[INFO] 2021-01-19 07:02:56 > Step:   85300 Progress: 42.6% Elapsed: 1 day, 6:15:21 temperature: no ada_p: No Discriminator_loss: 1.49998 Generator_loss: -0.0229308 
[INFO] 2021-01-19 07:05:37 > Step:   85400 Progress: 42.7% Elapsed: 1 day, 6:18:02 temperature: no ada_p: No Discriminator_loss: 1.64497 Generator_loss: -0.369934 
[INFO] 2021-01-19 07:08:18 > Step:   85500 Progress: 42.8% Elapsed: 1 day, 6:20:43 temperature: no ada_p: No Discriminator_loss: 1.62042 Generator_loss: 0.105838 
[INFO] 2021-01-19 07:10:59 > Step:   85600 Progress: 42.8% Elapsed: 1 day, 6:23:24 temperature: no ada_p: No Discriminator_loss: 1.63322 Generator_loss: -0.238135 
[INFO] 2021-01-19 07:13:40 > Step:   85700 Progress: 42.9% Elapsed: 1 day, 6:26:05 temperature: no ada_p: No Discriminator_loss: 1.66475 Generator_loss: 0.777326 
[INFO] 2021-01-19 07:16:21 > Step:   85800 Progress: 42.9% Elapsed: 1 day, 6:28:46 temperature: no ada_p: No Discriminator_loss: 1.43843 Generator_loss: 0.875065 
[INFO] 2021-01-19 07:19:02 > Step:   85900 Progress: 43.0% Elapsed: 1 day, 6:31:27 temperature: no ada_p: No Discriminator_loss: 1.72446 Generator_loss: 0.81122 
[INFO] 2021-01-19 07:21:43 > Step:   86000 Progress: 43.0% Elapsed: 1 day, 6:34:08 temperature: no ada_p: No Discriminator_loss: 1.59718 Generator_loss: 0.205738 
[INFO] 2021-01-19 07:21:43 > Start Evaluation (86000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 07:21:43 > Calculating FID Score....
[INFO] 2021-01-19 07:21:58 > Calculating Inception Score....
[INFO] 2021-01-19 07:22:05 > Calculate F_beta Score....
[INFO] 2021-01-19 07:22:54 > Calculate Accuracies....
[INFO] 2021-01-19 07:22:59 > Calculate Accuracies....
[INFO] 2021-01-19 07:23:11 > F_8 score (Step: 86000, Using valid images): 0.9469130239648373
[INFO] 2021-01-19 07:23:11 > F_1/8 score (Step: 86000, Using valid images): 0.9730239481875058
[INFO] 2021-01-19 07:23:11 > FID score (Step: 86000, Using valid moments): 19.26258266163927
[INFO] 2021-01-19 07:23:11 > Inception score (Step: 86000, 10000 generated images): 14.916637420654297
[INFO] 2021-01-19 07:23:11 > Best FID score (Step: 84000, Using valid moments): 19.192547421086317
[INFO] 2021-01-19 07:23:13 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 07:25:54 > Step:   86100 Progress: 43.0% Elapsed: 1 day, 6:38:19 temperature: no ada_p: No Discriminator_loss: 1.39921 Generator_loss: 0.375831 
[INFO] 2021-01-19 07:28:35 > Step:   86200 Progress: 43.1% Elapsed: 1 day, 6:41:00 temperature: no ada_p: No Discriminator_loss: 1.44535 Generator_loss: -0.166453 
[INFO] 2021-01-19 07:31:16 > Step:   86300 Progress: 43.1% Elapsed: 1 day, 6:43:41 temperature: no ada_p: No Discriminator_loss: 1.60644 Generator_loss: 0.827324 
[INFO] 2021-01-19 07:33:57 > Step:   86400 Progress: 43.2% Elapsed: 1 day, 6:46:22 temperature: no ada_p: No Discriminator_loss: 1.89881 Generator_loss: 0.64052 
[INFO] 2021-01-19 07:36:38 > Step:   86500 Progress: 43.2% Elapsed: 1 day, 6:49:03 temperature: no ada_p: No Discriminator_loss: 1.48594 Generator_loss: -0.574575 
[INFO] 2021-01-19 07:39:19 > Step:   86600 Progress: 43.3% Elapsed: 1 day, 6:51:44 temperature: no ada_p: No Discriminator_loss: 1.42914 Generator_loss: 1.37276 
[INFO] 2021-01-19 07:42:01 > Step:   86700 Progress: 43.4% Elapsed: 1 day, 6:54:26 temperature: no ada_p: No Discriminator_loss: 1.67952 Generator_loss: 0.68701 
[INFO] 2021-01-19 07:44:42 > Step:   86800 Progress: 43.4% Elapsed: 1 day, 6:57:07 temperature: no ada_p: No Discriminator_loss: 1.49917 Generator_loss: 0.600007 
[INFO] 2021-01-19 07:47:23 > Step:   86900 Progress: 43.5% Elapsed: 1 day, 6:59:48 temperature: no ada_p: No Discriminator_loss: 1.65271 Generator_loss: 0.634404 
[INFO] 2021-01-19 07:50:04 > Step:   87000 Progress: 43.5% Elapsed: 1 day, 7:02:29 temperature: no ada_p: No Discriminator_loss: 1.44835 Generator_loss: 0.0641732 
[INFO] 2021-01-19 07:52:45 > Step:   87100 Progress: 43.5% Elapsed: 1 day, 7:05:10 temperature: no ada_p: No Discriminator_loss: 1.48835 Generator_loss: 0.0103933 
[INFO] 2021-01-19 07:55:26 > Step:   87200 Progress: 43.6% Elapsed: 1 day, 7:07:51 temperature: no ada_p: No Discriminator_loss: 1.48712 Generator_loss: 0.258675 
[INFO] 2021-01-19 07:58:07 > Step:   87300 Progress: 43.6% Elapsed: 1 day, 7:10:32 temperature: no ada_p: No Discriminator_loss: 1.54268 Generator_loss: 0.185908 
[INFO] 2021-01-19 08:00:48 > Step:   87400 Progress: 43.7% Elapsed: 1 day, 7:13:13 temperature: no ada_p: No Discriminator_loss: 1.58355 Generator_loss: 0.883891 
[INFO] 2021-01-19 08:03:29 > Step:   87500 Progress: 43.8% Elapsed: 1 day, 7:15:54 temperature: no ada_p: No Discriminator_loss: 1.60655 Generator_loss: -0.165273 
[INFO] 2021-01-19 08:06:10 > Step:   87600 Progress: 43.8% Elapsed: 1 day, 7:18:35 temperature: no ada_p: No Discriminator_loss: 1.57629 Generator_loss: -0.206459 
[INFO] 2021-01-19 08:08:51 > Step:   87700 Progress: 43.9% Elapsed: 1 day, 7:21:16 temperature: no ada_p: No Discriminator_loss: 1.60172 Generator_loss: 0.119172 
[INFO] 2021-01-19 08:11:32 > Step:   87800 Progress: 43.9% Elapsed: 1 day, 7:23:57 temperature: no ada_p: No Discriminator_loss: 1.43483 Generator_loss: 0.133957 
[INFO] 2021-01-19 08:14:13 > Step:   87900 Progress: 44.0% Elapsed: 1 day, 7:26:38 temperature: no ada_p: No Discriminator_loss: 1.52131 Generator_loss: 1.02133 
[INFO] 2021-01-19 08:16:56 > Step:   88000 Progress: 44.0% Elapsed: 1 day, 7:29:21 temperature: no ada_p: No Discriminator_loss: 1.45163 Generator_loss: 0.616444 
[INFO] 2021-01-19 08:16:56 > Start Evaluation (88000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 08:16:56 > Calculating FID Score....
[INFO] 2021-01-19 08:17:11 > Calculating Inception Score....
[INFO] 2021-01-19 08:17:18 > Calculate F_beta Score....
[INFO] 2021-01-19 08:18:06 > Calculate Accuracies....
[INFO] 2021-01-19 08:18:12 > Calculate Accuracies....
[INFO] 2021-01-19 08:18:25 > F_8 score (Step: 88000, Using valid images): 0.953486009008428
[INFO] 2021-01-19 08:18:25 > F_1/8 score (Step: 88000, Using valid images): 0.9710684334101066
[INFO] 2021-01-19 08:18:25 > FID score (Step: 88000, Using valid moments): 18.915291436628877
[INFO] 2021-01-19 08:18:25 > Inception score (Step: 88000, 10000 generated images): 15.53089714050293
[INFO] 2021-01-19 08:18:25 > Best FID score (Step: 88000, Using valid moments): 18.915291436628877
[INFO] 2021-01-19 08:18:28 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 08:21:09 > Step:   88100 Progress: 44.0% Elapsed: 1 day, 7:33:34 temperature: no ada_p: No Discriminator_loss: 1.58206 Generator_loss: 0.890449 
[INFO] 2021-01-19 08:23:50 > Step:   88200 Progress: 44.1% Elapsed: 1 day, 7:36:15 temperature: no ada_p: No Discriminator_loss: 1.48256 Generator_loss: 0.958987 
[INFO] 2021-01-19 08:26:31 > Step:   88300 Progress: 44.1% Elapsed: 1 day, 7:38:56 temperature: no ada_p: No Discriminator_loss: 1.5441 Generator_loss: 0.966269 
[INFO] 2021-01-19 08:29:12 > Step:   88400 Progress: 44.2% Elapsed: 1 day, 7:41:37 temperature: no ada_p: No Discriminator_loss: 1.47159 Generator_loss: 1.00741 
[INFO] 2021-01-19 08:31:53 > Step:   88500 Progress: 44.2% Elapsed: 1 day, 7:44:18 temperature: no ada_p: No Discriminator_loss: 1.53317 Generator_loss: 0.574033 
[INFO] 2021-01-19 08:34:34 > Step:   88600 Progress: 44.3% Elapsed: 1 day, 7:46:59 temperature: no ada_p: No Discriminator_loss: 1.71091 Generator_loss: 0.0670976 
[INFO] 2021-01-19 08:37:15 > Step:   88700 Progress: 44.4% Elapsed: 1 day, 7:49:40 temperature: no ada_p: No Discriminator_loss: 1.73044 Generator_loss: 1.00889 
[INFO] 2021-01-19 08:39:56 > Step:   88800 Progress: 44.4% Elapsed: 1 day, 7:52:21 temperature: no ada_p: No Discriminator_loss: 1.54565 Generator_loss: 0.942718 
[INFO] 2021-01-19 08:42:37 > Step:   88900 Progress: 44.5% Elapsed: 1 day, 7:55:02 temperature: no ada_p: No Discriminator_loss: 1.41403 Generator_loss: 0.634087 
[INFO] 2021-01-19 08:45:19 > Step:   89000 Progress: 44.5% Elapsed: 1 day, 7:57:44 temperature: no ada_p: No Discriminator_loss: 1.47945 Generator_loss: 0.531306 
[INFO] 2021-01-19 08:48:00 > Step:   89100 Progress: 44.5% Elapsed: 1 day, 8:00:25 temperature: no ada_p: No Discriminator_loss: 1.49488 Generator_loss: 0.470552 
[INFO] 2021-01-19 08:50:41 > Step:   89200 Progress: 44.6% Elapsed: 1 day, 8:03:06 temperature: no ada_p: No Discriminator_loss: 1.41709 Generator_loss: 0.530926 
[INFO] 2021-01-19 08:53:23 > Step:   89300 Progress: 44.6% Elapsed: 1 day, 8:05:48 temperature: no ada_p: No Discriminator_loss: 1.44998 Generator_loss: 0.68002 
[INFO] 2021-01-19 08:56:03 > Step:   89400 Progress: 44.7% Elapsed: 1 day, 8:08:28 temperature: no ada_p: No Discriminator_loss: 1.48167 Generator_loss: 1.04312 
[INFO] 2021-01-19 08:58:44 > Step:   89500 Progress: 44.8% Elapsed: 1 day, 8:11:09 temperature: no ada_p: No Discriminator_loss: 1.47515 Generator_loss: 0.520961 
[INFO] 2021-01-19 09:01:25 > Step:   89600 Progress: 44.8% Elapsed: 1 day, 8:13:50 temperature: no ada_p: No Discriminator_loss: 1.5833 Generator_loss: 1.00151 
[INFO] 2021-01-19 09:04:06 > Step:   89700 Progress: 44.9% Elapsed: 1 day, 8:16:31 temperature: no ada_p: No Discriminator_loss: 1.61224 Generator_loss: 0.828329 
[INFO] 2021-01-19 09:06:47 > Step:   89800 Progress: 44.9% Elapsed: 1 day, 8:19:12 temperature: no ada_p: No Discriminator_loss: 1.70201 Generator_loss: 0.885192 
[INFO] 2021-01-19 09:09:29 > Step:   89900 Progress: 45.0% Elapsed: 1 day, 8:21:54 temperature: no ada_p: No Discriminator_loss: 1.45566 Generator_loss: 0.870392 
[INFO] 2021-01-19 09:12:10 > Step:   90000 Progress: 45.0% Elapsed: 1 day, 8:24:35 temperature: no ada_p: No Discriminator_loss: 1.52521 Generator_loss: 0.435061 
[INFO] 2021-01-19 09:12:10 > Start Evaluation (90000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 09:12:10 > Calculating FID Score....
[INFO] 2021-01-19 09:12:25 > Calculating Inception Score....
[INFO] 2021-01-19 09:12:32 > Calculate F_beta Score....
[INFO] 2021-01-19 09:13:20 > Calculate Accuracies....
[INFO] 2021-01-19 09:13:25 > Calculate Accuracies....
[INFO] 2021-01-19 09:13:38 > F_8 score (Step: 90000, Using valid images): 0.9551836517232263
[INFO] 2021-01-19 09:13:38 > F_1/8 score (Step: 90000, Using valid images): 0.9769590671949081
[INFO] 2021-01-19 09:13:38 > FID score (Step: 90000, Using valid moments): 18.94588162190996
[INFO] 2021-01-19 09:13:38 > Inception score (Step: 90000, 10000 generated images): 14.945058822631836
[INFO] 2021-01-19 09:13:38 > Best FID score (Step: 88000, Using valid moments): 18.915291436628877
[INFO] 2021-01-19 09:13:39 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 09:16:20 > Step:   90100 Progress: 45.1% Elapsed: 1 day, 8:28:45 temperature: no ada_p: No Discriminator_loss: 1.68042 Generator_loss: -0.468581 
[INFO] 2021-01-19 09:19:01 > Step:   90200 Progress: 45.1% Elapsed: 1 day, 8:31:26 temperature: no ada_p: No Discriminator_loss: 1.42316 Generator_loss: -0.0809296 
[INFO] 2021-01-19 09:21:42 > Step:   90300 Progress: 45.1% Elapsed: 1 day, 8:34:07 temperature: no ada_p: No Discriminator_loss: 1.52469 Generator_loss: 0.597185 
[INFO] 2021-01-19 09:24:24 > Step:   90400 Progress: 45.2% Elapsed: 1 day, 8:36:49 temperature: no ada_p: No Discriminator_loss: 1.53895 Generator_loss: 0.184926 
[INFO] 2021-01-19 09:27:05 > Step:   90500 Progress: 45.2% Elapsed: 1 day, 8:39:30 temperature: no ada_p: No Discriminator_loss: 1.48715 Generator_loss: 0.125782 
[INFO] 2021-01-19 09:29:46 > Step:   90600 Progress: 45.3% Elapsed: 1 day, 8:42:11 temperature: no ada_p: No Discriminator_loss: 1.49439 Generator_loss: 0.748263 
[INFO] 2021-01-19 09:32:27 > Step:   90700 Progress: 45.4% Elapsed: 1 day, 8:44:52 temperature: no ada_p: No Discriminator_loss: 1.66615 Generator_loss: 1.05496 
[INFO] 2021-01-19 09:35:08 > Step:   90800 Progress: 45.4% Elapsed: 1 day, 8:47:33 temperature: no ada_p: No Discriminator_loss: 1.48139 Generator_loss: 1.21121 
[INFO] 2021-01-19 09:37:48 > Step:   90900 Progress: 45.5% Elapsed: 1 day, 8:50:13 temperature: no ada_p: No Discriminator_loss: 1.48238 Generator_loss: -0.321524 
[INFO] 2021-01-19 09:40:29 > Step:   91000 Progress: 45.5% Elapsed: 1 day, 8:52:54 temperature: no ada_p: No Discriminator_loss: 1.4511 Generator_loss: -0.188211 
[INFO] 2021-01-19 09:43:10 > Step:   91100 Progress: 45.6% Elapsed: 1 day, 8:55:35 temperature: no ada_p: No Discriminator_loss: 1.45188 Generator_loss: 0.605262 
[INFO] 2021-01-19 09:45:53 > Step:   91200 Progress: 45.6% Elapsed: 1 day, 8:58:18 temperature: no ada_p: No Discriminator_loss: 1.50838 Generator_loss: -0.229224 
[INFO] 2021-01-19 09:48:34 > Step:   91300 Progress: 45.6% Elapsed: 1 day, 9:00:59 temperature: no ada_p: No Discriminator_loss: 1.38136 Generator_loss: 1.10882 
[INFO] 2021-01-19 09:51:15 > Step:   91400 Progress: 45.7% Elapsed: 1 day, 9:03:40 temperature: no ada_p: No Discriminator_loss: 1.46706 Generator_loss: 1.15537 
[INFO] 2021-01-19 09:53:56 > Step:   91500 Progress: 45.8% Elapsed: 1 day, 9:06:21 temperature: no ada_p: No Discriminator_loss: 1.47864 Generator_loss: 0.481422 
[INFO] 2021-01-19 09:56:37 > Step:   91600 Progress: 45.8% Elapsed: 1 day, 9:09:02 temperature: no ada_p: No Discriminator_loss: 1.43478 Generator_loss: 0.741231 
[INFO] 2021-01-19 09:59:18 > Step:   91700 Progress: 45.9% Elapsed: 1 day, 9:11:43 temperature: no ada_p: No Discriminator_loss: 1.47285 Generator_loss: 0.646036 
[INFO] 2021-01-19 10:01:59 > Step:   91800 Progress: 45.9% Elapsed: 1 day, 9:14:24 temperature: no ada_p: No Discriminator_loss: 1.65843 Generator_loss: 1.09444 
[INFO] 2021-01-19 10:04:39 > Step:   91900 Progress: 46.0% Elapsed: 1 day, 9:17:04 temperature: no ada_p: No Discriminator_loss: 1.61902 Generator_loss: 0.057651 
[INFO] 2021-01-19 10:07:20 > Step:   92000 Progress: 46.0% Elapsed: 1 day, 9:19:45 temperature: no ada_p: No Discriminator_loss: 1.46237 Generator_loss: -0.263617 
[INFO] 2021-01-19 10:07:20 > Start Evaluation (92000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 10:07:20 > Calculating FID Score....
[INFO] 2021-01-19 10:07:35 > Calculating Inception Score....
[INFO] 2021-01-19 10:07:42 > Calculate F_beta Score....
[INFO] 2021-01-19 10:08:30 > Calculate Accuracies....
[INFO] 2021-01-19 10:08:35 > Calculate Accuracies....
[INFO] 2021-01-19 10:08:48 > F_8 score (Step: 92000, Using valid images): 0.9534243485547718
[INFO] 2021-01-19 10:08:48 > F_1/8 score (Step: 92000, Using valid images): 0.9710299679242131
[INFO] 2021-01-19 10:08:48 > FID score (Step: 92000, Using valid moments): 18.587666456867453
[INFO] 2021-01-19 10:08:48 > Inception score (Step: 92000, 10000 generated images): 15.520211219787598
[INFO] 2021-01-19 10:08:48 > Best FID score (Step: 92000, Using valid moments): 18.587666456867453
[INFO] 2021-01-19 10:08:51 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 10:11:32 > Step:   92100 Progress: 46.1% Elapsed: 1 day, 9:23:57 temperature: no ada_p: No Discriminator_loss: 1.34694 Generator_loss: 0.41362 
[INFO] 2021-01-19 10:14:13 > Step:   92200 Progress: 46.1% Elapsed: 1 day, 9:26:38 temperature: no ada_p: No Discriminator_loss: 1.52133 Generator_loss: 0.911552 
[INFO] 2021-01-19 10:16:55 > Step:   92300 Progress: 46.2% Elapsed: 1 day, 9:29:20 temperature: no ada_p: No Discriminator_loss: 1.66254 Generator_loss: 0.595205 
[INFO] 2021-01-19 10:19:35 > Step:   92400 Progress: 46.2% Elapsed: 1 day, 9:32:00 temperature: no ada_p: No Discriminator_loss: 1.60027 Generator_loss: 0.646427 
[INFO] 2021-01-19 10:22:16 > Step:   92500 Progress: 46.2% Elapsed: 1 day, 9:34:41 temperature: no ada_p: No Discriminator_loss: 1.53211 Generator_loss: 1.19822 
[INFO] 2021-01-19 10:24:57 > Step:   92600 Progress: 46.3% Elapsed: 1 day, 9:37:22 temperature: no ada_p: No Discriminator_loss: 1.41407 Generator_loss: 0.454727 
[INFO] 2021-01-19 10:27:38 > Step:   92700 Progress: 46.4% Elapsed: 1 day, 9:40:03 temperature: no ada_p: No Discriminator_loss: 1.51411 Generator_loss: 0.944803 
[INFO] 2021-01-19 10:30:19 > Step:   92800 Progress: 46.4% Elapsed: 1 day, 9:42:44 temperature: no ada_p: No Discriminator_loss: 1.61527 Generator_loss: 0.638713 
[INFO] 2021-01-19 10:33:00 > Step:   92900 Progress: 46.5% Elapsed: 1 day, 9:45:25 temperature: no ada_p: No Discriminator_loss: 1.7544 Generator_loss: 0.955133 
[INFO] 2021-01-19 10:35:40 > Step:   93000 Progress: 46.5% Elapsed: 1 day, 9:48:05 temperature: no ada_p: No Discriminator_loss: 1.4205 Generator_loss: 1.15228 
[INFO] 2021-01-19 10:38:21 > Step:   93100 Progress: 46.6% Elapsed: 1 day, 9:50:46 temperature: no ada_p: No Discriminator_loss: 1.69126 Generator_loss: 0.555435 
[INFO] 2021-01-19 10:41:02 > Step:   93200 Progress: 46.6% Elapsed: 1 day, 9:53:27 temperature: no ada_p: No Discriminator_loss: 1.50268 Generator_loss: 0.882585 
[INFO] 2021-01-19 10:43:44 > Step:   93300 Progress: 46.7% Elapsed: 1 day, 9:56:09 temperature: no ada_p: No Discriminator_loss: 1.41702 Generator_loss: 0.781354 
[INFO] 2021-01-19 10:46:24 > Step:   93400 Progress: 46.7% Elapsed: 1 day, 9:58:49 temperature: no ada_p: No Discriminator_loss: 1.47853 Generator_loss: 0.817878 
[INFO] 2021-01-19 10:49:05 > Step:   93500 Progress: 46.8% Elapsed: 1 day, 10:01:30 temperature: no ada_p: No Discriminator_loss: 1.74143 Generator_loss: 0.646458 
[INFO] 2021-01-19 10:51:46 > Step:   93600 Progress: 46.8% Elapsed: 1 day, 10:04:11 temperature: no ada_p: No Discriminator_loss: 1.98293 Generator_loss: 0.631055 
[INFO] 2021-01-19 10:54:27 > Step:   93700 Progress: 46.9% Elapsed: 1 day, 10:06:52 temperature: no ada_p: No Discriminator_loss: 1.5951 Generator_loss: 0.353036 
[INFO] 2021-01-19 10:57:08 > Step:   93800 Progress: 46.9% Elapsed: 1 day, 10:09:33 temperature: no ada_p: No Discriminator_loss: 1.46665 Generator_loss: 0.572237 
[INFO] 2021-01-19 10:59:48 > Step:   93900 Progress: 46.9% Elapsed: 1 day, 10:12:13 temperature: no ada_p: No Discriminator_loss: 1.47237 Generator_loss: 0.631437 
[INFO] 2021-01-19 11:02:29 > Step:   94000 Progress: 47.0% Elapsed: 1 day, 10:14:54 temperature: no ada_p: No Discriminator_loss: 1.3947 Generator_loss: 0.352754 
[INFO] 2021-01-19 11:02:29 > Start Evaluation (94000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 11:02:29 > Calculating FID Score....
[INFO] 2021-01-19 11:02:44 > Calculating Inception Score....
[INFO] 2021-01-19 11:02:51 > Calculate F_beta Score....
[INFO] 2021-01-19 11:03:38 > Calculate Accuracies....
[INFO] 2021-01-19 11:03:44 > Calculate Accuracies....
[INFO] 2021-01-19 11:03:56 > F_8 score (Step: 94000, Using valid images): 0.9587391878240474
[INFO] 2021-01-19 11:03:56 > F_1/8 score (Step: 94000, Using valid images): 0.9755808246767907
[INFO] 2021-01-19 11:03:56 > FID score (Step: 94000, Using valid moments): 18.604812548767086
[INFO] 2021-01-19 11:03:56 > Inception score (Step: 94000, 10000 generated images): 15.418930053710938
[INFO] 2021-01-19 11:03:56 > Best FID score (Step: 92000, Using valid moments): 18.587666456867453
[INFO] 2021-01-19 11:03:58 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 11:06:39 > Step:   94100 Progress: 47.0% Elapsed: 1 day, 10:19:04 temperature: no ada_p: No Discriminator_loss: 1.47016 Generator_loss: 0.966521 
[INFO] 2021-01-19 11:09:19 > Step:   94200 Progress: 47.1% Elapsed: 1 day, 10:21:44 temperature: no ada_p: No Discriminator_loss: 1.50579 Generator_loss: 1.08028 
[INFO] 2021-01-19 11:12:00 > Step:   94300 Progress: 47.1% Elapsed: 1 day, 10:24:25 temperature: no ada_p: No Discriminator_loss: 1.39876 Generator_loss: 0.56032 
[INFO] 2021-01-19 11:14:43 > Step:   94400 Progress: 47.2% Elapsed: 1 day, 10:27:08 temperature: no ada_p: No Discriminator_loss: 1.55278 Generator_loss: 0.198515 
[INFO] 2021-01-19 11:17:23 > Step:   94500 Progress: 47.2% Elapsed: 1 day, 10:29:48 temperature: no ada_p: No Discriminator_loss: 1.4155 Generator_loss: -0.0622731 
[INFO] 2021-01-19 11:20:04 > Step:   94600 Progress: 47.3% Elapsed: 1 day, 10:32:29 temperature: no ada_p: No Discriminator_loss: 1.64069 Generator_loss: -0.238664 
[INFO] 2021-01-19 11:22:46 > Step:   94700 Progress: 47.3% Elapsed: 1 day, 10:35:11 temperature: no ada_p: No Discriminator_loss: 1.40396 Generator_loss: 0.771259 
[INFO] 2021-01-19 11:25:26 > Step:   94800 Progress: 47.4% Elapsed: 1 day, 10:37:51 temperature: no ada_p: No Discriminator_loss: 1.35635 Generator_loss: 0.90577 
[INFO] 2021-01-19 11:28:07 > Step:   94900 Progress: 47.4% Elapsed: 1 day, 10:40:32 temperature: no ada_p: No Discriminator_loss: 1.39192 Generator_loss: 0.307131 
[INFO] 2021-01-19 11:30:48 > Step:   95000 Progress: 47.5% Elapsed: 1 day, 10:43:13 temperature: no ada_p: No Discriminator_loss: 1.43293 Generator_loss: 0.773877 
[INFO] 2021-01-19 11:33:29 > Step:   95100 Progress: 47.5% Elapsed: 1 day, 10:45:54 temperature: no ada_p: No Discriminator_loss: 1.60002 Generator_loss: -0.145308 
[INFO] 2021-01-19 11:36:10 > Step:   95200 Progress: 47.6% Elapsed: 1 day, 10:48:35 temperature: no ada_p: No Discriminator_loss: 1.47606 Generator_loss: 0.695511 
[INFO] 2021-01-19 11:38:51 > Step:   95300 Progress: 47.6% Elapsed: 1 day, 10:51:16 temperature: no ada_p: No Discriminator_loss: 1.76067 Generator_loss: 1.05118 
[INFO] 2021-01-19 11:41:32 > Step:   95400 Progress: 47.7% Elapsed: 1 day, 10:53:57 temperature: no ada_p: No Discriminator_loss: 1.66606 Generator_loss: 1.07377 
[INFO] 2021-01-19 11:44:13 > Step:   95500 Progress: 47.8% Elapsed: 1 day, 10:56:38 temperature: no ada_p: No Discriminator_loss: 1.40114 Generator_loss: 1.04489 
[INFO] 2021-01-19 11:46:54 > Step:   95600 Progress: 47.8% Elapsed: 1 day, 10:59:19 temperature: no ada_p: No Discriminator_loss: 1.51689 Generator_loss: 0.631848 
[INFO] 2021-01-19 11:49:34 > Step:   95700 Progress: 47.9% Elapsed: 1 day, 11:01:59 temperature: no ada_p: No Discriminator_loss: 1.76827 Generator_loss: 0.657474 
[INFO] 2021-01-19 11:52:15 > Step:   95800 Progress: 47.9% Elapsed: 1 day, 11:04:40 temperature: no ada_p: No Discriminator_loss: 1.46974 Generator_loss: 0.796879 
[INFO] 2021-01-19 11:54:56 > Step:   95900 Progress: 47.9% Elapsed: 1 day, 11:07:21 temperature: no ada_p: No Discriminator_loss: 1.37227 Generator_loss: 0.624286 
[INFO] 2021-01-19 11:57:37 > Step:   96000 Progress: 48.0% Elapsed: 1 day, 11:10:02 temperature: no ada_p: No Discriminator_loss: 1.70354 Generator_loss: 0.912847 
[INFO] 2021-01-19 11:57:37 > Start Evaluation (96000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 11:57:37 > Calculating FID Score....
[INFO] 2021-01-19 11:57:52 > Calculating Inception Score....
[INFO] 2021-01-19 11:57:59 > Calculate F_beta Score....
[INFO] 2021-01-19 11:58:48 > Calculate Accuracies....
[INFO] 2021-01-19 11:58:53 > Calculate Accuracies....
[INFO] 2021-01-19 11:59:05 > F_8 score (Step: 96000, Using valid images): 0.95198000214609
[INFO] 2021-01-19 11:59:05 > F_1/8 score (Step: 96000, Using valid images): 0.9735834710876231
[INFO] 2021-01-19 11:59:05 > FID score (Step: 96000, Using valid moments): 18.416648810288734
[INFO] 2021-01-19 11:59:05 > Inception score (Step: 96000, 10000 generated images): 15.157632827758789
[INFO] 2021-01-19 11:59:05 > Best FID score (Step: 96000, Using valid moments): 18.416648810288734
[INFO] 2021-01-19 11:59:09 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 12:01:50 > Step:   96100 Progress: 48.0% Elapsed: 1 day, 11:14:15 temperature: no ada_p: No Discriminator_loss: 1.67103 Generator_loss: 1.05125 
[INFO] 2021-01-19 12:04:31 > Step:   96200 Progress: 48.1% Elapsed: 1 day, 11:16:56 temperature: no ada_p: No Discriminator_loss: 1.43778 Generator_loss: 0.560067 
[INFO] 2021-01-19 12:07:11 > Step:   96300 Progress: 48.1% Elapsed: 1 day, 11:19:36 temperature: no ada_p: No Discriminator_loss: 1.57782 Generator_loss: 0.808632 
[INFO] 2021-01-19 12:09:52 > Step:   96400 Progress: 48.2% Elapsed: 1 day, 11:22:17 temperature: no ada_p: No Discriminator_loss: 1.65734 Generator_loss: 0.785571 
[INFO] 2021-01-19 12:12:33 > Step:   96500 Progress: 48.2% Elapsed: 1 day, 11:24:58 temperature: no ada_p: No Discriminator_loss: 1.3925 Generator_loss: 0.747245 
[INFO] 2021-01-19 12:15:14 > Step:   96600 Progress: 48.3% Elapsed: 1 day, 11:27:39 temperature: no ada_p: No Discriminator_loss: 1.49841 Generator_loss: 0.83606 
[INFO] 2021-01-19 12:17:54 > Step:   96700 Progress: 48.4% Elapsed: 1 day, 11:30:20 temperature: no ada_p: No Discriminator_loss: 1.38513 Generator_loss: 0.134112 
[INFO] 2021-01-19 12:20:35 > Step:   96800 Progress: 48.4% Elapsed: 1 day, 11:33:00 temperature: no ada_p: No Discriminator_loss: 1.40833 Generator_loss: 0.131689 
[INFO] 2021-01-19 12:23:16 > Step:   96900 Progress: 48.4% Elapsed: 1 day, 11:35:41 temperature: no ada_p: No Discriminator_loss: 1.43665 Generator_loss: 0.840468 
[INFO] 2021-01-19 12:25:56 > Step:   97000 Progress: 48.5% Elapsed: 1 day, 11:38:21 temperature: no ada_p: No Discriminator_loss: 1.55544 Generator_loss: 0.688741 
[INFO] 2021-01-19 12:28:37 > Step:   97100 Progress: 48.5% Elapsed: 1 day, 11:41:02 temperature: no ada_p: No Discriminator_loss: 1.49027 Generator_loss: 0.20991 
[INFO] 2021-01-19 12:31:18 > Step:   97200 Progress: 48.6% Elapsed: 1 day, 11:43:43 temperature: no ada_p: No Discriminator_loss: 1.38291 Generator_loss: -0.155655 
[INFO] 2021-01-19 12:33:59 > Step:   97300 Progress: 48.6% Elapsed: 1 day, 11:46:24 temperature: no ada_p: No Discriminator_loss: 1.45559 Generator_loss: 0.241976 
[INFO] 2021-01-19 12:36:40 > Step:   97400 Progress: 48.7% Elapsed: 1 day, 11:49:05 temperature: no ada_p: No Discriminator_loss: 1.48739 Generator_loss: -0.354476 
[INFO] 2021-01-19 12:39:21 > Step:   97500 Progress: 48.8% Elapsed: 1 day, 11:51:46 temperature: no ada_p: No Discriminator_loss: 1.48441 Generator_loss: 0.305371 
[INFO] 2021-01-19 12:42:02 > Step:   97600 Progress: 48.8% Elapsed: 1 day, 11:54:27 temperature: no ada_p: No Discriminator_loss: 1.58529 Generator_loss: -0.396833 
[INFO] 2021-01-19 12:44:44 > Step:   97700 Progress: 48.9% Elapsed: 1 day, 11:57:09 temperature: no ada_p: No Discriminator_loss: 1.43479 Generator_loss: -0.209326 
[INFO] 2021-01-19 12:47:25 > Step:   97800 Progress: 48.9% Elapsed: 1 day, 11:59:50 temperature: no ada_p: No Discriminator_loss: 1.4661 Generator_loss: -0.267914 
[INFO] 2021-01-19 12:50:06 > Step:   97900 Progress: 48.9% Elapsed: 1 day, 12:02:31 temperature: no ada_p: No Discriminator_loss: 1.55153 Generator_loss: 0.000760251 
[INFO] 2021-01-19 12:52:47 > Step:   98000 Progress: 49.0% Elapsed: 1 day, 12:05:12 temperature: no ada_p: No Discriminator_loss: 1.57733 Generator_loss: 1.03986 
[INFO] 2021-01-19 12:52:47 > Start Evaluation (98000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 12:52:47 > Calculating FID Score....
[INFO] 2021-01-19 12:53:02 > Calculating Inception Score....
[INFO] 2021-01-19 12:53:09 > Calculate F_beta Score....
[INFO] 2021-01-19 12:53:58 > Calculate Accuracies....
[INFO] 2021-01-19 12:54:03 > Calculate Accuracies....
[INFO] 2021-01-19 12:54:15 > F_8 score (Step: 98000, Using valid images): 0.9567229086471476
[INFO] 2021-01-19 12:54:15 > F_1/8 score (Step: 98000, Using valid images): 0.9749524641464233
[INFO] 2021-01-19 12:54:15 > FID score (Step: 98000, Using valid moments): 17.924213456384905
[INFO] 2021-01-19 12:54:15 > Inception score (Step: 98000, 10000 generated images): 15.423893928527832
[INFO] 2021-01-19 12:54:15 > Best FID score (Step: 98000, Using valid moments): 17.924213456384905
[INFO] 2021-01-19 12:54:19 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 12:56:59 > Step:   98100 Progress: 49.0% Elapsed: 1 day, 12:09:24 temperature: no ada_p: No Discriminator_loss: 1.63224 Generator_loss: 0.463499 
[INFO] 2021-01-19 12:59:40 > Step:   98200 Progress: 49.1% Elapsed: 1 day, 12:12:05 temperature: no ada_p: No Discriminator_loss: 1.46298 Generator_loss: 0.862701 
[INFO] 2021-01-19 13:02:21 > Step:   98300 Progress: 49.1% Elapsed: 1 day, 12:14:46 temperature: no ada_p: No Discriminator_loss: 1.48826 Generator_loss: 1.06166 
[INFO] 2021-01-19 13:05:01 > Step:   98400 Progress: 49.2% Elapsed: 1 day, 12:17:26 temperature: no ada_p: No Discriminator_loss: 1.70526 Generator_loss: 0.727764 
[INFO] 2021-01-19 13:07:42 > Step:   98500 Progress: 49.2% Elapsed: 1 day, 12:20:07 temperature: no ada_p: No Discriminator_loss: 1.35018 Generator_loss: 0.930499 
[INFO] 2021-01-19 13:10:23 > Step:   98600 Progress: 49.3% Elapsed: 1 day, 12:22:48 temperature: no ada_p: No Discriminator_loss: 1.66299 Generator_loss: 0.631623 
[INFO] 2021-01-19 13:13:04 > Step:   98700 Progress: 49.4% Elapsed: 1 day, 12:25:29 temperature: no ada_p: No Discriminator_loss: 1.4002 Generator_loss: 0.039119 
[INFO] 2021-01-19 13:15:45 > Step:   98800 Progress: 49.4% Elapsed: 1 day, 12:28:10 temperature: no ada_p: No Discriminator_loss: 1.56701 Generator_loss: -0.248659 
[INFO] 2021-01-19 13:18:26 > Step:   98900 Progress: 49.5% Elapsed: 1 day, 12:30:51 temperature: no ada_p: No Discriminator_loss: 1.71071 Generator_loss: 0.860451 
[INFO] 2021-01-19 13:21:07 > Step:   99000 Progress: 49.5% Elapsed: 1 day, 12:33:32 temperature: no ada_p: No Discriminator_loss: 1.60972 Generator_loss: 0.745292 
[INFO] 2021-01-19 13:23:48 > Step:   99100 Progress: 49.5% Elapsed: 1 day, 12:36:13 temperature: no ada_p: No Discriminator_loss: 1.56576 Generator_loss: 0.822918 
[INFO] 2021-01-19 13:26:28 > Step:   99200 Progress: 49.6% Elapsed: 1 day, 12:38:53 temperature: no ada_p: No Discriminator_loss: 1.47258 Generator_loss: 0.549547 
[INFO] 2021-01-19 13:29:09 > Step:   99300 Progress: 49.6% Elapsed: 1 day, 12:41:34 temperature: no ada_p: No Discriminator_loss: 1.40491 Generator_loss: 0.81867 
[INFO] 2021-01-19 13:31:50 > Step:   99400 Progress: 49.7% Elapsed: 1 day, 12:44:15 temperature: no ada_p: No Discriminator_loss: 1.429 Generator_loss: 0.949312 
[INFO] 2021-01-19 13:34:31 > Step:   99500 Progress: 49.8% Elapsed: 1 day, 12:46:56 temperature: no ada_p: No Discriminator_loss: 1.4228 Generator_loss: 0.930437 
[INFO] 2021-01-19 13:37:12 > Step:   99600 Progress: 49.8% Elapsed: 1 day, 12:49:37 temperature: no ada_p: No Discriminator_loss: 1.56916 Generator_loss: 1.13013 
[INFO] 2021-01-19 13:39:53 > Step:   99700 Progress: 49.9% Elapsed: 1 day, 12:52:18 temperature: no ada_p: No Discriminator_loss: 1.69553 Generator_loss: 1.03753 
[INFO] 2021-01-19 13:42:34 > Step:   99800 Progress: 49.9% Elapsed: 1 day, 12:54:59 temperature: no ada_p: No Discriminator_loss: 1.40372 Generator_loss: 0.910365 
[INFO] 2021-01-19 13:45:14 > Step:   99900 Progress: 50.0% Elapsed: 1 day, 12:57:39 temperature: no ada_p: No Discriminator_loss: 1.43262 Generator_loss: 1.13273 
[INFO] 2021-01-19 13:47:55 > Step:  100000 Progress: 50.0% Elapsed: 1 day, 13:00:20 temperature: no ada_p: No Discriminator_loss: 1.47932 Generator_loss: 0.251636 
[INFO] 2021-01-19 13:47:55 > Start Evaluation (100000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 13:47:55 > Calculating FID Score....
[INFO] 2021-01-19 13:48:10 > Calculating Inception Score....
[INFO] 2021-01-19 13:48:17 > Calculate F_beta Score....
[INFO] 2021-01-19 13:49:06 > Calculate Accuracies....
[INFO] 2021-01-19 13:49:11 > Calculate Accuracies....
[INFO] 2021-01-19 13:49:23 > F_8 score (Step: 100000, Using valid images): 0.9571765340359496
[INFO] 2021-01-19 13:49:23 > F_1/8 score (Step: 100000, Using valid images): 0.9756373149788516
[INFO] 2021-01-19 13:49:23 > FID score (Step: 100000, Using valid moments): 17.956517033806335
[INFO] 2021-01-19 13:49:23 > Inception score (Step: 100000, 10000 generated images): 15.656784057617188
[INFO] 2021-01-19 13:49:23 > Best FID score (Step: 98000, Using valid moments): 17.924213456384905
[INFO] 2021-01-19 13:49:25 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 13:52:06 > Step:  100100 Progress: 50.0% Elapsed: 1 day, 13:04:31 temperature: no ada_p: No Discriminator_loss: 1.50086 Generator_loss: -0.0237062 
[INFO] 2021-01-19 13:54:46 > Step:  100200 Progress: 50.1% Elapsed: 1 day, 13:07:11 temperature: no ada_p: No Discriminator_loss: 1.44112 Generator_loss: 0.0403958 
[INFO] 2021-01-19 13:57:27 > Step:  100300 Progress: 50.1% Elapsed: 1 day, 13:09:52 temperature: no ada_p: No Discriminator_loss: 1.59857 Generator_loss: 0.101166 
[INFO] 2021-01-19 14:00:08 > Step:  100400 Progress: 50.2% Elapsed: 1 day, 13:12:33 temperature: no ada_p: No Discriminator_loss: 1.46209 Generator_loss: 0.305067 
[INFO] 2021-01-19 14:02:49 > Step:  100500 Progress: 50.2% Elapsed: 1 day, 13:15:14 temperature: no ada_p: No Discriminator_loss: 1.44716 Generator_loss: 0.298983 
[INFO] 2021-01-19 14:05:29 > Step:  100600 Progress: 50.3% Elapsed: 1 day, 13:17:55 temperature: no ada_p: No Discriminator_loss: 1.42222 Generator_loss: 1.16212 
[INFO] 2021-01-19 14:08:10 > Step:  100700 Progress: 50.3% Elapsed: 1 day, 13:20:35 temperature: no ada_p: No Discriminator_loss: 1.37095 Generator_loss: 0.555524 
[INFO] 2021-01-19 14:10:51 > Step:  100800 Progress: 50.4% Elapsed: 1 day, 13:23:16 temperature: no ada_p: No Discriminator_loss: 1.38445 Generator_loss: 1.05203 
[INFO] 2021-01-19 14:13:34 > Step:  100900 Progress: 50.4% Elapsed: 1 day, 13:25:59 temperature: no ada_p: No Discriminator_loss: 1.45947 Generator_loss: 0.796262 
[INFO] 2021-01-19 14:16:15 > Step:  101000 Progress: 50.5% Elapsed: 1 day, 13:28:40 temperature: no ada_p: No Discriminator_loss: 1.39608 Generator_loss: 1.06972 
[INFO] 2021-01-19 14:18:56 > Step:  101100 Progress: 50.5% Elapsed: 1 day, 13:31:21 temperature: no ada_p: No Discriminator_loss: 1.35747 Generator_loss: 0.124689 
[INFO] 2021-01-19 14:21:37 > Step:  101200 Progress: 50.6% Elapsed: 1 day, 13:34:02 temperature: no ada_p: No Discriminator_loss: 1.32628 Generator_loss: 0.417535 
[INFO] 2021-01-19 14:24:18 > Step:  101300 Progress: 50.6% Elapsed: 1 day, 13:36:43 temperature: no ada_p: No Discriminator_loss: 1.37918 Generator_loss: 0.104266 
[INFO] 2021-01-19 14:26:59 > Step:  101400 Progress: 50.7% Elapsed: 1 day, 13:39:24 temperature: no ada_p: No Discriminator_loss: 1.61419 Generator_loss: -0.168134 
[INFO] 2021-01-19 14:29:40 > Step:  101500 Progress: 50.7% Elapsed: 1 day, 13:42:05 temperature: no ada_p: No Discriminator_loss: 1.38306 Generator_loss: 0.297164 
[INFO] 2021-01-19 14:32:21 > Step:  101600 Progress: 50.8% Elapsed: 1 day, 13:44:46 temperature: no ada_p: No Discriminator_loss: 1.39897 Generator_loss: 0.0318575 
[INFO] 2021-01-19 14:35:02 > Step:  101700 Progress: 50.8% Elapsed: 1 day, 13:47:27 temperature: no ada_p: No Discriminator_loss: 1.45047 Generator_loss: 0.176281 
[INFO] 2021-01-19 14:37:43 > Step:  101800 Progress: 50.9% Elapsed: 1 day, 13:50:08 temperature: no ada_p: No Discriminator_loss: 1.65786 Generator_loss: 0.845142 
[INFO] 2021-01-19 14:40:23 > Step:  101900 Progress: 50.9% Elapsed: 1 day, 13:52:48 temperature: no ada_p: No Discriminator_loss: 1.62524 Generator_loss: -0.344879 
[INFO] 2021-01-19 14:43:04 > Step:  102000 Progress: 51.0% Elapsed: 1 day, 13:55:29 temperature: no ada_p: No Discriminator_loss: 1.51517 Generator_loss: 0.241539 
[INFO] 2021-01-19 14:43:04 > Start Evaluation (102000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 14:43:04 > Calculating FID Score....
[INFO] 2021-01-19 14:43:19 > Calculating Inception Score....
[INFO] 2021-01-19 14:43:26 > Calculate F_beta Score....
[INFO] 2021-01-19 14:44:14 > Calculate Accuracies....
[INFO] 2021-01-19 14:44:19 > Calculate Accuracies....
[INFO] 2021-01-19 14:44:33 > F_8 score (Step: 102000, Using valid images): 0.9588422509735377
[INFO] 2021-01-19 14:44:33 > F_1/8 score (Step: 102000, Using valid images): 0.9738503303551027
[INFO] 2021-01-19 14:44:33 > FID score (Step: 102000, Using valid moments): 18.04110279340904
[INFO] 2021-01-19 14:44:33 > Inception score (Step: 102000, 10000 generated images): 15.506134986877441
[INFO] 2021-01-19 14:44:33 > Best FID score (Step: 98000, Using valid moments): 17.924213456384905
[INFO] 2021-01-19 14:44:34 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 14:47:15 > Step:  102100 Progress: 51.0% Elapsed: 1 day, 13:59:40 temperature: no ada_p: No Discriminator_loss: 1.56159 Generator_loss: 0.810551 
[INFO] 2021-01-19 14:49:56 > Step:  102200 Progress: 51.1% Elapsed: 1 day, 14:02:21 temperature: no ada_p: No Discriminator_loss: 1.49907 Generator_loss: 1.07265 
[INFO] 2021-01-19 14:52:36 > Step:  102300 Progress: 51.1% Elapsed: 1 day, 14:05:01 temperature: no ada_p: No Discriminator_loss: 1.52276 Generator_loss: 1.22922 
[INFO] 2021-01-19 14:55:18 > Step:  102400 Progress: 51.2% Elapsed: 1 day, 14:07:43 temperature: no ada_p: No Discriminator_loss: 1.48096 Generator_loss: 0.726932 
[INFO] 2021-01-19 14:57:58 > Step:  102500 Progress: 51.2% Elapsed: 1 day, 14:10:23 temperature: no ada_p: No Discriminator_loss: 1.38321 Generator_loss: 0.237984 
[INFO] 2021-01-19 15:00:39 > Step:  102600 Progress: 51.3% Elapsed: 1 day, 14:13:04 temperature: no ada_p: No Discriminator_loss: 1.54386 Generator_loss: 0.0395534 
[INFO] 2021-01-19 15:03:20 > Step:  102700 Progress: 51.3% Elapsed: 1 day, 14:15:45 temperature: no ada_p: No Discriminator_loss: 1.47555 Generator_loss: -0.220907 
[INFO] 2021-01-19 15:06:01 > Step:  102800 Progress: 51.4% Elapsed: 1 day, 14:18:26 temperature: no ada_p: No Discriminator_loss: 1.45639 Generator_loss: 0.240846 
[INFO] 2021-01-19 15:08:41 > Step:  102900 Progress: 51.4% Elapsed: 1 day, 14:21:06 temperature: no ada_p: No Discriminator_loss: 1.4735 Generator_loss: 0.897038 
[INFO] 2021-01-19 15:11:22 > Step:  103000 Progress: 51.5% Elapsed: 1 day, 14:23:47 temperature: no ada_p: No Discriminator_loss: 1.51204 Generator_loss: 0.822143 
[INFO] 2021-01-19 15:14:03 > Step:  103100 Progress: 51.5% Elapsed: 1 day, 14:26:28 temperature: no ada_p: No Discriminator_loss: 1.55873 Generator_loss: 0.146241 
[INFO] 2021-01-19 15:16:43 > Step:  103200 Progress: 51.6% Elapsed: 1 day, 14:29:08 temperature: no ada_p: No Discriminator_loss: 1.45661 Generator_loss: 0.209566 
[INFO] 2021-01-19 15:19:24 > Step:  103300 Progress: 51.6% Elapsed: 1 day, 14:31:49 temperature: no ada_p: No Discriminator_loss: 1.72859 Generator_loss: 1.01673 
[INFO] 2021-01-19 15:22:05 > Step:  103400 Progress: 51.7% Elapsed: 1 day, 14:34:30 temperature: no ada_p: No Discriminator_loss: 1.54942 Generator_loss: 0.71629 
[INFO] 2021-01-19 15:24:46 > Step:  103500 Progress: 51.7% Elapsed: 1 day, 14:37:11 temperature: no ada_p: No Discriminator_loss: 1.41625 Generator_loss: 0.838284 
[INFO] 2021-01-19 15:27:26 > Step:  103600 Progress: 51.8% Elapsed: 1 day, 14:39:51 temperature: no ada_p: No Discriminator_loss: 1.41683 Generator_loss: 0.702649 
[INFO] 2021-01-19 15:30:08 > Step:  103700 Progress: 51.8% Elapsed: 1 day, 14:42:33 temperature: no ada_p: No Discriminator_loss: 1.4396 Generator_loss: 0.941003 
[INFO] 2021-01-19 15:32:49 > Step:  103800 Progress: 51.9% Elapsed: 1 day, 14:45:14 temperature: no ada_p: No Discriminator_loss: 1.5272 Generator_loss: 0.555911 
[INFO] 2021-01-19 15:35:30 > Step:  103900 Progress: 51.9% Elapsed: 1 day, 14:47:55 temperature: no ada_p: No Discriminator_loss: 1.41847 Generator_loss: 0.177834 
[INFO] 2021-01-19 15:38:10 > Step:  104000 Progress: 52.0% Elapsed: 1 day, 14:50:36 temperature: no ada_p: No Discriminator_loss: 1.43204 Generator_loss: 0.383455 
[INFO] 2021-01-19 15:38:11 > Start Evaluation (104000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 15:38:11 > Calculating FID Score....
[INFO] 2021-01-19 15:38:25 > Calculating Inception Score....
[INFO] 2021-01-19 15:38:33 > Calculate F_beta Score....
[INFO] 2021-01-19 15:39:20 > Calculate Accuracies....
[INFO] 2021-01-19 15:39:26 > Calculate Accuracies....
[INFO] 2021-01-19 15:39:38 > F_8 score (Step: 104000, Using valid images): 0.958674373626509
[INFO] 2021-01-19 15:39:38 > F_1/8 score (Step: 104000, Using valid images): 0.9778357846070413
[INFO] 2021-01-19 15:39:38 > FID score (Step: 104000, Using valid moments): 17.83494428752249
[INFO] 2021-01-19 15:39:38 > Inception score (Step: 104000, 10000 generated images): 15.859292030334473
[INFO] 2021-01-19 15:39:38 > Best FID score (Step: 104000, Using valid moments): 17.83494428752249
[INFO] 2021-01-19 15:39:42 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 15:42:24 > Step:  104100 Progress: 52.0% Elapsed: 1 day, 14:54:49 temperature: no ada_p: No Discriminator_loss: 1.39878 Generator_loss: 0.352694 
[INFO] 2021-01-19 15:45:05 > Step:  104200 Progress: 52.1% Elapsed: 1 day, 14:57:30 temperature: no ada_p: No Discriminator_loss: 1.45175 Generator_loss: 0.184295 
[INFO] 2021-01-19 15:47:47 > Step:  104300 Progress: 52.1% Elapsed: 1 day, 15:00:12 temperature: no ada_p: No Discriminator_loss: 1.4673 Generator_loss: -0.214583 
[INFO] 2021-01-19 15:50:28 > Step:  104400 Progress: 52.2% Elapsed: 1 day, 15:02:53 temperature: no ada_p: No Discriminator_loss: 1.66061 Generator_loss: -0.155402 
[INFO] 2021-01-19 15:53:09 > Step:  104500 Progress: 52.2% Elapsed: 1 day, 15:05:34 temperature: no ada_p: No Discriminator_loss: 1.43679 Generator_loss: 0.582379 
[INFO] 2021-01-19 15:55:50 > Step:  104600 Progress: 52.3% Elapsed: 1 day, 15:08:15 temperature: no ada_p: No Discriminator_loss: 1.51113 Generator_loss: 0.476074 
[INFO] 2021-01-19 15:58:30 > Step:  104700 Progress: 52.3% Elapsed: 1 day, 15:10:55 temperature: no ada_p: No Discriminator_loss: 1.61848 Generator_loss: -0.0374153 
[INFO] 2021-01-19 16:01:11 > Step:  104800 Progress: 52.4% Elapsed: 1 day, 15:13:36 temperature: no ada_p: No Discriminator_loss: 1.53366 Generator_loss: 0.797493 
[INFO] 2021-01-19 16:03:52 > Step:  104900 Progress: 52.4% Elapsed: 1 day, 15:16:17 temperature: no ada_p: No Discriminator_loss: 1.53188 Generator_loss: 0.907854 
[INFO] 2021-01-19 16:06:33 > Step:  105000 Progress: 52.5% Elapsed: 1 day, 15:18:58 temperature: no ada_p: No Discriminator_loss: 1.38524 Generator_loss: 0.917479 
[INFO] 2021-01-19 16:09:14 > Step:  105100 Progress: 52.5% Elapsed: 1 day, 15:21:39 temperature: no ada_p: No Discriminator_loss: 1.5801 Generator_loss: 0.702 
[INFO] 2021-01-19 16:11:55 > Step:  105200 Progress: 52.6% Elapsed: 1 day, 15:24:20 temperature: no ada_p: No Discriminator_loss: 1.53984 Generator_loss: 0.911216 
[INFO] 2021-01-19 16:14:35 > Step:  105300 Progress: 52.6% Elapsed: 1 day, 15:27:00 temperature: no ada_p: No Discriminator_loss: 1.53547 Generator_loss: 0.786711 
[INFO] 2021-01-19 16:17:16 > Step:  105400 Progress: 52.7% Elapsed: 1 day, 15:29:41 temperature: no ada_p: No Discriminator_loss: 1.43891 Generator_loss: 0.198185 
[INFO] 2021-01-19 16:19:57 > Step:  105500 Progress: 52.8% Elapsed: 1 day, 15:32:22 temperature: no ada_p: No Discriminator_loss: 1.4183 Generator_loss: -0.177257 
[INFO] 2021-01-19 16:22:38 > Step:  105600 Progress: 52.8% Elapsed: 1 day, 15:35:03 temperature: no ada_p: No Discriminator_loss: 1.35002 Generator_loss: 0.280539 
[INFO] 2021-01-19 16:25:19 > Step:  105700 Progress: 52.8% Elapsed: 1 day, 15:37:44 temperature: no ada_p: No Discriminator_loss: 1.31735 Generator_loss: 0.283857 
[INFO] 2021-01-19 16:28:00 > Step:  105800 Progress: 52.9% Elapsed: 1 day, 15:40:25 temperature: no ada_p: No Discriminator_loss: 1.50199 Generator_loss: 0.661357 
[INFO] 2021-01-19 16:30:42 > Step:  105900 Progress: 52.9% Elapsed: 1 day, 15:43:07 temperature: no ada_p: No Discriminator_loss: 1.42876 Generator_loss: 0.357312 
[INFO] 2021-01-19 16:33:23 > Step:  106000 Progress: 53.0% Elapsed: 1 day, 15:45:48 temperature: no ada_p: No Discriminator_loss: 1.45635 Generator_loss: 0.329148 
[INFO] 2021-01-19 16:33:23 > Start Evaluation (106000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 16:33:23 > Calculating FID Score....
[INFO] 2021-01-19 16:33:38 > Calculating Inception Score....
[INFO] 2021-01-19 16:33:46 > Calculate F_beta Score....
[INFO] 2021-01-19 16:34:33 > Calculate Accuracies....
[INFO] 2021-01-19 16:34:38 > Calculate Accuracies....
[INFO] 2021-01-19 16:34:51 > F_8 score (Step: 106000, Using valid images): 0.9587010972553256
[INFO] 2021-01-19 16:34:51 > F_1/8 score (Step: 106000, Using valid images): 0.9758496219368414
[INFO] 2021-01-19 16:34:51 > FID score (Step: 106000, Using valid moments): 17.490026823380333
[INFO] 2021-01-19 16:34:51 > Inception score (Step: 106000, 10000 generated images): 15.46141529083252
[INFO] 2021-01-19 16:34:51 > Best FID score (Step: 106000, Using valid moments): 17.490026823380333
[INFO] 2021-01-19 16:34:54 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 16:37:35 > Step:  106100 Progress: 53.0% Elapsed: 1 day, 15:50:00 temperature: no ada_p: No Discriminator_loss: 1.40926 Generator_loss: -0.0791572 
[INFO] 2021-01-19 16:40:17 > Step:  106200 Progress: 53.1% Elapsed: 1 day, 15:52:42 temperature: no ada_p: No Discriminator_loss: 1.5578 Generator_loss: 0.856696 
[INFO] 2021-01-19 16:42:58 > Step:  106300 Progress: 53.1% Elapsed: 1 day, 15:55:23 temperature: no ada_p: No Discriminator_loss: 1.37229 Generator_loss: 0.688687 
[INFO] 2021-01-19 16:45:39 > Step:  106400 Progress: 53.2% Elapsed: 1 day, 15:58:04 temperature: no ada_p: No Discriminator_loss: 1.32895 Generator_loss: 0.781282 
[INFO] 2021-01-19 16:48:20 > Step:  106500 Progress: 53.2% Elapsed: 1 day, 16:00:45 temperature: no ada_p: No Discriminator_loss: 1.39396 Generator_loss: 1.11128 
[INFO] 2021-01-19 16:51:01 > Step:  106600 Progress: 53.3% Elapsed: 1 day, 16:03:26 temperature: no ada_p: No Discriminator_loss: 1.49693 Generator_loss: 1.10405 
[INFO] 2021-01-19 16:53:43 > Step:  106700 Progress: 53.3% Elapsed: 1 day, 16:06:08 temperature: no ada_p: No Discriminator_loss: 1.33554 Generator_loss: -0.00218034 
[INFO] 2021-01-19 16:56:24 > Step:  106800 Progress: 53.4% Elapsed: 1 day, 16:08:49 temperature: no ada_p: No Discriminator_loss: 1.44895 Generator_loss: 0.477501 
[INFO] 2021-01-19 16:59:05 > Step:  106900 Progress: 53.4% Elapsed: 1 day, 16:11:30 temperature: no ada_p: No Discriminator_loss: 1.48615 Generator_loss: 0.916288 
[INFO] 2021-01-19 17:01:47 > Step:  107000 Progress: 53.5% Elapsed: 1 day, 16:14:12 temperature: no ada_p: No Discriminator_loss: 1.42284 Generator_loss: 0.769161 
[INFO] 2021-01-19 17:04:28 > Step:  107100 Progress: 53.5% Elapsed: 1 day, 16:16:53 temperature: no ada_p: No Discriminator_loss: 1.63624 Generator_loss: 0.959487 
[INFO] 2021-01-19 17:07:09 > Step:  107200 Progress: 53.6% Elapsed: 1 day, 16:19:34 temperature: no ada_p: No Discriminator_loss: 1.66721 Generator_loss: 0.510584 
[INFO] 2021-01-19 17:09:49 > Step:  107300 Progress: 53.6% Elapsed: 1 day, 16:22:15 temperature: no ada_p: No Discriminator_loss: 1.45262 Generator_loss: 0.74693 
[INFO] 2021-01-19 17:12:32 > Step:  107400 Progress: 53.7% Elapsed: 1 day, 16:24:57 temperature: no ada_p: No Discriminator_loss: 1.44657 Generator_loss: 0.70411 
[INFO] 2021-01-19 17:15:13 > Step:  107500 Progress: 53.8% Elapsed: 1 day, 16:27:39 temperature: no ada_p: No Discriminator_loss: 1.41726 Generator_loss: 0.720536 
[INFO] 2021-01-19 17:17:55 > Step:  107600 Progress: 53.8% Elapsed: 1 day, 16:30:20 temperature: no ada_p: No Discriminator_loss: 1.34191 Generator_loss: 0.738089 
[INFO] 2021-01-19 17:20:36 > Step:  107700 Progress: 53.8% Elapsed: 1 day, 16:33:01 temperature: no ada_p: No Discriminator_loss: 1.53724 Generator_loss: 1.0355 
[INFO] 2021-01-19 17:23:17 > Step:  107800 Progress: 53.9% Elapsed: 1 day, 16:35:42 temperature: no ada_p: No Discriminator_loss: 1.6603 Generator_loss: 0.890218 
[INFO] 2021-01-19 17:25:58 > Step:  107900 Progress: 53.9% Elapsed: 1 day, 16:38:23 temperature: no ada_p: No Discriminator_loss: 1.54383 Generator_loss: 0.79285 
[INFO] 2021-01-19 17:28:39 > Step:  108000 Progress: 54.0% Elapsed: 1 day, 16:41:04 temperature: no ada_p: No Discriminator_loss: 1.65638 Generator_loss: 1.03445 
[INFO] 2021-01-19 17:28:39 > Start Evaluation (108000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 17:28:39 > Calculating FID Score....
[INFO] 2021-01-19 17:28:54 > Calculating Inception Score....
[INFO] 2021-01-19 17:29:01 > Calculate F_beta Score....
[INFO] 2021-01-19 17:29:50 > Calculate Accuracies....
[INFO] 2021-01-19 17:29:55 > Calculate Accuracies....
[INFO] 2021-01-19 17:30:08 > F_8 score (Step: 108000, Using valid images): 0.9580431831334422
[INFO] 2021-01-19 17:30:08 > F_1/8 score (Step: 108000, Using valid images): 0.9786567725870762
[INFO] 2021-01-19 17:30:08 > FID score (Step: 108000, Using valid moments): 17.53271271530741
[INFO] 2021-01-19 17:30:08 > Inception score (Step: 108000, 10000 generated images): 15.949867248535156
[INFO] 2021-01-19 17:30:08 > Best FID score (Step: 106000, Using valid moments): 17.490026823380333
[INFO] 2021-01-19 17:30:10 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 17:32:51 > Step:  108100 Progress: 54.0% Elapsed: 1 day, 16:45:16 temperature: no ada_p: No Discriminator_loss: 1.60187 Generator_loss: 0.797412 
[INFO] 2021-01-19 17:35:32 > Step:  108200 Progress: 54.1% Elapsed: 1 day, 16:47:57 temperature: no ada_p: No Discriminator_loss: 1.58994 Generator_loss: 0.669244 
[INFO] 2021-01-19 17:38:13 > Step:  108300 Progress: 54.1% Elapsed: 1 day, 16:50:38 temperature: no ada_p: No Discriminator_loss: 1.70295 Generator_loss: 0.974503 
[INFO] 2021-01-19 17:40:54 > Step:  108400 Progress: 54.2% Elapsed: 1 day, 16:53:19 temperature: no ada_p: No Discriminator_loss: 1.59615 Generator_loss: 1.07088 
[INFO] 2021-01-19 17:43:35 > Step:  108500 Progress: 54.2% Elapsed: 1 day, 16:56:00 temperature: no ada_p: No Discriminator_loss: 1.4654 Generator_loss: 1.03936 
[INFO] 2021-01-19 17:46:16 > Step:  108600 Progress: 54.3% Elapsed: 1 day, 16:58:41 temperature: no ada_p: No Discriminator_loss: 1.56399 Generator_loss: 0.628267 
[INFO] 2021-01-19 17:48:57 > Step:  108700 Progress: 54.4% Elapsed: 1 day, 17:01:22 temperature: no ada_p: No Discriminator_loss: 1.69308 Generator_loss: 0.671072 
[INFO] 2021-01-19 17:51:38 > Step:  108800 Progress: 54.4% Elapsed: 1 day, 17:04:03 temperature: no ada_p: No Discriminator_loss: 1.63407 Generator_loss: 1.04257 
[INFO] 2021-01-19 17:54:19 > Step:  108900 Progress: 54.4% Elapsed: 1 day, 17:06:44 temperature: no ada_p: No Discriminator_loss: 1.45354 Generator_loss: 0.985152 
[INFO] 2021-01-19 17:57:00 > Step:  109000 Progress: 54.5% Elapsed: 1 day, 17:09:25 temperature: no ada_p: No Discriminator_loss: 1.4429 Generator_loss: 0.68825 
[INFO] 2021-01-19 17:59:41 > Step:  109100 Progress: 54.5% Elapsed: 1 day, 17:12:06 temperature: no ada_p: No Discriminator_loss: 1.64592 Generator_loss: -0.338854 
[INFO] 2021-01-19 18:02:22 > Step:  109200 Progress: 54.6% Elapsed: 1 day, 17:14:47 temperature: no ada_p: No Discriminator_loss: 1.432 Generator_loss: 0.490518 
[INFO] 2021-01-19 18:05:03 > Step:  109300 Progress: 54.6% Elapsed: 1 day, 17:17:28 temperature: no ada_p: No Discriminator_loss: 1.3559 Generator_loss: 0.97935 
[INFO] 2021-01-19 18:07:44 > Step:  109400 Progress: 54.7% Elapsed: 1 day, 17:20:09 temperature: no ada_p: No Discriminator_loss: 1.44771 Generator_loss: 0.893462 
[INFO] 2021-01-19 18:10:25 > Step:  109500 Progress: 54.8% Elapsed: 1 day, 17:22:50 temperature: no ada_p: No Discriminator_loss: 1.36003 Generator_loss: 0.815117 
[INFO] 2021-01-19 18:13:05 > Step:  109600 Progress: 54.8% Elapsed: 1 day, 17:25:30 temperature: no ada_p: No Discriminator_loss: 1.38257 Generator_loss: 0.474228 
[INFO] 2021-01-19 18:15:46 > Step:  109700 Progress: 54.9% Elapsed: 1 day, 17:28:11 temperature: no ada_p: No Discriminator_loss: 1.36878 Generator_loss: -1.5229e-05 
[INFO] 2021-01-19 18:18:27 > Step:  109800 Progress: 54.9% Elapsed: 1 day, 17:30:52 temperature: no ada_p: No Discriminator_loss: 1.32661 Generator_loss: 0.333818 
[INFO] 2021-01-19 18:21:08 > Step:  109900 Progress: 54.9% Elapsed: 1 day, 17:33:33 temperature: no ada_p: No Discriminator_loss: 1.52603 Generator_loss: -0.0273369 
[INFO] 2021-01-19 18:23:49 > Step:  110000 Progress: 55.0% Elapsed: 1 day, 17:36:14 temperature: no ada_p: No Discriminator_loss: 1.45129 Generator_loss: -0.0566644 
[INFO] 2021-01-19 18:23:49 > Start Evaluation (110000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 18:23:49 > Calculating FID Score....
[INFO] 2021-01-19 18:24:04 > Calculating Inception Score....
[INFO] 2021-01-19 18:24:11 > Calculate F_beta Score....
[INFO] 2021-01-19 18:25:00 > Calculate Accuracies....
[INFO] 2021-01-19 18:25:05 > Calculate Accuracies....
[INFO] 2021-01-19 18:25:18 > F_8 score (Step: 110000, Using valid images): 0.9560678196469738
[INFO] 2021-01-19 18:25:18 > F_1/8 score (Step: 110000, Using valid images): 0.9759822005562223
[INFO] 2021-01-19 18:25:18 > FID score (Step: 110000, Using valid moments): 17.598746356109643
[INFO] 2021-01-19 18:25:18 > Inception score (Step: 110000, 10000 generated images): 15.766732215881348
[INFO] 2021-01-19 18:25:18 > Best FID score (Step: 106000, Using valid moments): 17.490026823380333
[INFO] 2021-01-19 18:25:20 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 18:28:00 > Step:  110100 Progress: 55.0% Elapsed: 1 day, 17:40:25 temperature: no ada_p: No Discriminator_loss: 1.41643 Generator_loss: -0.397564 
[INFO] 2021-01-19 18:30:41 > Step:  110200 Progress: 55.1% Elapsed: 1 day, 17:43:06 temperature: no ada_p: No Discriminator_loss: 1.5445 Generator_loss: 0.185016 
[INFO] 2021-01-19 18:33:23 > Step:  110300 Progress: 55.1% Elapsed: 1 day, 17:45:48 temperature: no ada_p: No Discriminator_loss: 1.47376 Generator_loss: 0.364338 
[INFO] 2021-01-19 18:36:04 > Step:  110400 Progress: 55.2% Elapsed: 1 day, 17:48:29 temperature: no ada_p: No Discriminator_loss: 1.59388 Generator_loss: -0.192944 
[INFO] 2021-01-19 18:38:45 > Step:  110500 Progress: 55.2% Elapsed: 1 day, 17:51:10 temperature: no ada_p: No Discriminator_loss: 1.53927 Generator_loss: 0.0869807 
[INFO] 2021-01-19 18:41:27 > Step:  110600 Progress: 55.3% Elapsed: 1 day, 17:53:52 temperature: no ada_p: No Discriminator_loss: 1.43618 Generator_loss: 0.645307 
[INFO] 2021-01-19 18:44:08 > Step:  110700 Progress: 55.4% Elapsed: 1 day, 17:56:33 temperature: no ada_p: No Discriminator_loss: 1.69407 Generator_loss: 0.814036 
[INFO] 2021-01-19 18:46:49 > Step:  110800 Progress: 55.4% Elapsed: 1 day, 17:59:14 temperature: no ada_p: No Discriminator_loss: 1.32509 Generator_loss: 0.872581 
[INFO] 2021-01-19 18:49:30 > Step:  110900 Progress: 55.5% Elapsed: 1 day, 18:01:55 temperature: no ada_p: No Discriminator_loss: 1.59861 Generator_loss: 1.03853 
[INFO] 2021-01-19 18:52:11 > Step:  111000 Progress: 55.5% Elapsed: 1 day, 18:04:36 temperature: no ada_p: No Discriminator_loss: 1.52926 Generator_loss: 0.587897 
[INFO] 2021-01-19 18:54:52 > Step:  111100 Progress: 55.5% Elapsed: 1 day, 18:07:17 temperature: no ada_p: No Discriminator_loss: 1.5373 Generator_loss: 0.741942 
[INFO] 2021-01-19 18:57:33 > Step:  111200 Progress: 55.6% Elapsed: 1 day, 18:09:58 temperature: no ada_p: No Discriminator_loss: 1.42165 Generator_loss: 0.704814 
[INFO] 2021-01-19 19:00:14 > Step:  111300 Progress: 55.6% Elapsed: 1 day, 18:12:39 temperature: no ada_p: No Discriminator_loss: 1.39074 Generator_loss: 0.794774 
[INFO] 2021-01-19 19:02:55 > Step:  111400 Progress: 55.7% Elapsed: 1 day, 18:15:20 temperature: no ada_p: No Discriminator_loss: 1.31241 Generator_loss: 0.639129 
[INFO] 2021-01-19 19:05:36 > Step:  111500 Progress: 55.8% Elapsed: 1 day, 18:18:01 temperature: no ada_p: No Discriminator_loss: 1.36596 Generator_loss: 1.11855 
[INFO] 2021-01-19 19:08:17 > Step:  111600 Progress: 55.8% Elapsed: 1 day, 18:20:42 temperature: no ada_p: No Discriminator_loss: 1.40462 Generator_loss: 0.909261 
[INFO] 2021-01-19 19:10:58 > Step:  111700 Progress: 55.9% Elapsed: 1 day, 18:23:23 temperature: no ada_p: No Discriminator_loss: 1.53133 Generator_loss: -0.0873773 
[INFO] 2021-01-19 19:13:38 > Step:  111800 Progress: 55.9% Elapsed: 1 day, 18:26:03 temperature: no ada_p: No Discriminator_loss: 1.38045 Generator_loss: -0.303221 
[INFO] 2021-01-19 19:16:19 > Step:  111900 Progress: 56.0% Elapsed: 1 day, 18:28:44 temperature: no ada_p: No Discriminator_loss: 1.53297 Generator_loss: 0.795574 
[INFO] 2021-01-19 19:19:00 > Step:  112000 Progress: 56.0% Elapsed: 1 day, 18:31:25 temperature: no ada_p: No Discriminator_loss: 1.55687 Generator_loss: 0.581708 
[INFO] 2021-01-19 19:19:00 > Start Evaluation (112000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 19:19:00 > Calculating FID Score....
[INFO] 2021-01-19 19:19:15 > Calculating Inception Score....
[INFO] 2021-01-19 19:19:23 > Calculate F_beta Score....
[INFO] 2021-01-19 19:20:11 > Calculate Accuracies....
[INFO] 2021-01-19 19:20:16 > Calculate Accuracies....
[INFO] 2021-01-19 19:20:29 > F_8 score (Step: 112000, Using valid images): 0.9619989125187101
[INFO] 2021-01-19 19:20:29 > F_1/8 score (Step: 112000, Using valid images): 0.9744692660548984
[INFO] 2021-01-19 19:20:29 > FID score (Step: 112000, Using valid moments): 17.28865519417178
[INFO] 2021-01-19 19:20:29 > Inception score (Step: 112000, 10000 generated images): 15.998283386230469
[INFO] 2021-01-19 19:20:29 > Best FID score (Step: 112000, Using valid moments): 17.28865519417178
[INFO] 2021-01-19 19:20:32 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 19:23:13 > Step:  112100 Progress: 56.0% Elapsed: 1 day, 18:35:38 temperature: no ada_p: No Discriminator_loss: 1.39594 Generator_loss: 0.855017 
[INFO] 2021-01-19 19:25:54 > Step:  112200 Progress: 56.1% Elapsed: 1 day, 18:38:19 temperature: no ada_p: No Discriminator_loss: 1.56481 Generator_loss: 1.00681 
[INFO] 2021-01-19 19:28:35 > Step:  112300 Progress: 56.1% Elapsed: 1 day, 18:41:00 temperature: no ada_p: No Discriminator_loss: 1.47624 Generator_loss: 1.04229 
[INFO] 2021-01-19 19:31:16 > Step:  112400 Progress: 56.2% Elapsed: 1 day, 18:43:41 temperature: no ada_p: No Discriminator_loss: 1.41633 Generator_loss: 0.851638 
[INFO] 2021-01-19 19:33:57 > Step:  112500 Progress: 56.2% Elapsed: 1 day, 18:46:22 temperature: no ada_p: No Discriminator_loss: 1.47182 Generator_loss: 0.915238 
[INFO] 2021-01-19 19:36:38 > Step:  112600 Progress: 56.3% Elapsed: 1 day, 18:49:03 temperature: no ada_p: No Discriminator_loss: 1.64197 Generator_loss: 0.772398 
[INFO] 2021-01-19 19:39:20 > Step:  112700 Progress: 56.4% Elapsed: 1 day, 18:51:45 temperature: no ada_p: No Discriminator_loss: 1.52893 Generator_loss: 0.797073 
[INFO] 2021-01-19 19:42:01 > Step:  112800 Progress: 56.4% Elapsed: 1 day, 18:54:26 temperature: no ada_p: No Discriminator_loss: 1.31932 Generator_loss: 0.9751 
[INFO] 2021-01-19 19:44:42 > Step:  112900 Progress: 56.5% Elapsed: 1 day, 18:57:07 temperature: no ada_p: No Discriminator_loss: 1.30207 Generator_loss: 0.406023 
[INFO] 2021-01-19 19:47:23 > Step:  113000 Progress: 56.5% Elapsed: 1 day, 18:59:48 temperature: no ada_p: No Discriminator_loss: 1.6137 Generator_loss: 0.52631 
[INFO] 2021-01-19 19:50:04 > Step:  113100 Progress: 56.5% Elapsed: 1 day, 19:02:29 temperature: no ada_p: No Discriminator_loss: 1.47627 Generator_loss: 0.840394 
[INFO] 2021-01-19 19:52:45 > Step:  113200 Progress: 56.6% Elapsed: 1 day, 19:05:10 temperature: no ada_p: No Discriminator_loss: 1.59808 Generator_loss: 0.71254 
[INFO] 2021-01-19 19:55:26 > Step:  113300 Progress: 56.6% Elapsed: 1 day, 19:07:51 temperature: no ada_p: No Discriminator_loss: 1.3425 Generator_loss: 0.926969 
[INFO] 2021-01-19 19:58:07 > Step:  113400 Progress: 56.7% Elapsed: 1 day, 19:10:32 temperature: no ada_p: No Discriminator_loss: 1.47541 Generator_loss: 1.12599 
[INFO] 2021-01-19 20:00:48 > Step:  113500 Progress: 56.8% Elapsed: 1 day, 19:13:13 temperature: no ada_p: No Discriminator_loss: 1.43504 Generator_loss: 0.727526 
[INFO] 2021-01-19 20:03:29 > Step:  113600 Progress: 56.8% Elapsed: 1 day, 19:15:54 temperature: no ada_p: No Discriminator_loss: 1.49792 Generator_loss: 0.874299 
[INFO] 2021-01-19 20:06:10 > Step:  113700 Progress: 56.9% Elapsed: 1 day, 19:18:35 temperature: no ada_p: No Discriminator_loss: 1.49142 Generator_loss: 1.11153 
[INFO] 2021-01-19 20:08:53 > Step:  113800 Progress: 56.9% Elapsed: 1 day, 19:21:18 temperature: no ada_p: No Discriminator_loss: 1.51928 Generator_loss: 0.0842614 
[INFO] 2021-01-19 20:11:34 > Step:  113900 Progress: 57.0% Elapsed: 1 day, 19:23:59 temperature: no ada_p: No Discriminator_loss: 1.40444 Generator_loss: 1.05191 
[INFO] 2021-01-19 20:14:14 > Step:  114000 Progress: 57.0% Elapsed: 1 day, 19:26:39 temperature: no ada_p: No Discriminator_loss: 1.42516 Generator_loss: 0.733702 
[INFO] 2021-01-19 20:14:14 > Start Evaluation (114000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 20:14:14 > Calculating FID Score....
[INFO] 2021-01-19 20:14:29 > Calculating Inception Score....
[INFO] 2021-01-19 20:14:37 > Calculate F_beta Score....
[INFO] 2021-01-19 20:15:25 > Calculate Accuracies....
[INFO] 2021-01-19 20:15:31 > Calculate Accuracies....
[INFO] 2021-01-19 20:15:43 > F_8 score (Step: 114000, Using valid images): 0.958482067397408
[INFO] 2021-01-19 20:15:43 > F_1/8 score (Step: 114000, Using valid images): 0.9796136970195467
[INFO] 2021-01-19 20:15:43 > FID score (Step: 114000, Using valid moments): 17.485044020549708
[INFO] 2021-01-19 20:15:43 > Inception score (Step: 114000, 10000 generated images): 15.856221199035645
[INFO] 2021-01-19 20:15:43 > Best FID score (Step: 112000, Using valid moments): 17.28865519417178
[INFO] 2021-01-19 20:15:45 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 20:18:26 > Step:  114100 Progress: 57.0% Elapsed: 1 day, 19:30:51 temperature: no ada_p: No Discriminator_loss: 1.47089 Generator_loss: 0.0712203 
[INFO] 2021-01-19 20:21:07 > Step:  114200 Progress: 57.1% Elapsed: 1 day, 19:33:32 temperature: no ada_p: No Discriminator_loss: 1.32729 Generator_loss: 0.233447 
[INFO] 2021-01-19 20:23:48 > Step:  114300 Progress: 57.1% Elapsed: 1 day, 19:36:13 temperature: no ada_p: No Discriminator_loss: 1.53346 Generator_loss: 0.137653 
[INFO] 2021-01-19 20:26:29 > Step:  114400 Progress: 57.2% Elapsed: 1 day, 19:38:54 temperature: no ada_p: No Discriminator_loss: 1.38844 Generator_loss: 0.0203415 
[INFO] 2021-01-19 20:29:10 > Step:  114500 Progress: 57.2% Elapsed: 1 day, 19:41:35 temperature: no ada_p: No Discriminator_loss: 1.45844 Generator_loss: 0.264377 
[INFO] 2021-01-19 20:31:51 > Step:  114600 Progress: 57.3% Elapsed: 1 day, 19:44:16 temperature: no ada_p: No Discriminator_loss: 1.37473 Generator_loss: 0.159354 
[INFO] 2021-01-19 20:34:32 > Step:  114700 Progress: 57.4% Elapsed: 1 day, 19:46:57 temperature: no ada_p: No Discriminator_loss: 1.44458 Generator_loss: 0.0880933 
[INFO] 2021-01-19 20:37:13 > Step:  114800 Progress: 57.4% Elapsed: 1 day, 19:49:38 temperature: no ada_p: No Discriminator_loss: 1.36602 Generator_loss: 0.114615 
[INFO] 2021-01-19 20:39:54 > Step:  114900 Progress: 57.5% Elapsed: 1 day, 19:52:19 temperature: no ada_p: No Discriminator_loss: 1.54583 Generator_loss: -0.309334 
[INFO] 2021-01-19 20:42:35 > Step:  115000 Progress: 57.5% Elapsed: 1 day, 19:55:00 temperature: no ada_p: No Discriminator_loss: 1.35186 Generator_loss: 0.0987834 
[INFO] 2021-01-19 20:45:16 > Step:  115100 Progress: 57.6% Elapsed: 1 day, 19:57:41 temperature: no ada_p: No Discriminator_loss: 1.47011 Generator_loss: 0.740433 
[INFO] 2021-01-19 20:47:57 > Step:  115200 Progress: 57.6% Elapsed: 1 day, 20:00:22 temperature: no ada_p: No Discriminator_loss: 1.36766 Generator_loss: 1.08541 
[INFO] 2021-01-19 20:50:38 > Step:  115300 Progress: 57.6% Elapsed: 1 day, 20:03:03 temperature: no ada_p: No Discriminator_loss: 1.44627 Generator_loss: 0.764799 
[INFO] 2021-01-19 20:53:19 > Step:  115400 Progress: 57.7% Elapsed: 1 day, 20:05:44 temperature: no ada_p: No Discriminator_loss: 1.52374 Generator_loss: 1.0924 
[INFO] 2021-01-19 20:56:00 > Step:  115500 Progress: 57.8% Elapsed: 1 day, 20:08:25 temperature: no ada_p: No Discriminator_loss: 1.57094 Generator_loss: 1.19696 
[INFO] 2021-01-19 20:58:41 > Step:  115600 Progress: 57.8% Elapsed: 1 day, 20:11:06 temperature: no ada_p: No Discriminator_loss: 1.38486 Generator_loss: 0.995972 
[INFO] 2021-01-19 21:01:22 > Step:  115700 Progress: 57.9% Elapsed: 1 day, 20:13:47 temperature: no ada_p: No Discriminator_loss: 1.4112 Generator_loss: 0.969958 
[INFO] 2021-01-19 21:04:03 > Step:  115800 Progress: 57.9% Elapsed: 1 day, 20:16:28 temperature: no ada_p: No Discriminator_loss: 1.40971 Generator_loss: 1.17634 
[INFO] 2021-01-19 21:06:44 > Step:  115900 Progress: 58.0% Elapsed: 1 day, 20:19:09 temperature: no ada_p: No Discriminator_loss: 1.59815 Generator_loss: 0.750624 
[INFO] 2021-01-19 21:09:25 > Step:  116000 Progress: 58.0% Elapsed: 1 day, 20:21:50 temperature: no ada_p: No Discriminator_loss: 1.37978 Generator_loss: 1.01705 
[INFO] 2021-01-19 21:09:25 > Start Evaluation (116000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 21:09:25 > Calculating FID Score....
[INFO] 2021-01-19 21:09:40 > Calculating Inception Score....
[INFO] 2021-01-19 21:09:47 > Calculate F_beta Score....
[INFO] 2021-01-19 21:10:35 > Calculate Accuracies....
[INFO] 2021-01-19 21:10:40 > Calculate Accuracies....
[INFO] 2021-01-19 21:10:53 > F_8 score (Step: 116000, Using valid images): 0.965043863426924
[INFO] 2021-01-19 21:10:53 > F_1/8 score (Step: 116000, Using valid images): 0.9778218807102912
[INFO] 2021-01-19 21:10:53 > FID score (Step: 116000, Using valid moments): 17.07591512484936
[INFO] 2021-01-19 21:10:53 > Inception score (Step: 116000, 10000 generated images): 16.068031311035156
[INFO] 2021-01-19 21:10:53 > Best FID score (Step: 116000, Using valid moments): 17.07591512484936
[INFO] 2021-01-19 21:10:56 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 21:13:37 > Step:  116100 Progress: 58.1% Elapsed: 1 day, 20:26:02 temperature: no ada_p: No Discriminator_loss: 1.4156 Generator_loss: 0.300155 
[INFO] 2021-01-19 21:16:18 > Step:  116200 Progress: 58.1% Elapsed: 1 day, 20:28:43 temperature: no ada_p: No Discriminator_loss: 1.34092 Generator_loss: -0.182878 
[INFO] 2021-01-19 21:18:59 > Step:  116300 Progress: 58.1% Elapsed: 1 day, 20:31:24 temperature: no ada_p: No Discriminator_loss: 1.48651 Generator_loss: 0.0948785 
[INFO] 2021-01-19 21:21:40 > Step:  116400 Progress: 58.2% Elapsed: 1 day, 20:34:05 temperature: no ada_p: No Discriminator_loss: 1.38742 Generator_loss: 0.206406 
[INFO] 2021-01-19 21:24:21 > Step:  116500 Progress: 58.2% Elapsed: 1 day, 20:36:46 temperature: no ada_p: No Discriminator_loss: 1.51428 Generator_loss: 0.00338736 
[INFO] 2021-01-19 21:27:02 > Step:  116600 Progress: 58.3% Elapsed: 1 day, 20:39:27 temperature: no ada_p: No Discriminator_loss: 1.55082 Generator_loss: 0.981914 
[INFO] 2021-01-19 21:29:43 > Step:  116700 Progress: 58.4% Elapsed: 1 day, 20:42:08 temperature: no ada_p: No Discriminator_loss: 1.45314 Generator_loss: 0.712748 
[INFO] 2021-01-19 21:32:24 > Step:  116800 Progress: 58.4% Elapsed: 1 day, 20:44:49 temperature: no ada_p: No Discriminator_loss: 1.43722 Generator_loss: -0.11847 
[INFO] 2021-01-19 21:35:05 > Step:  116900 Progress: 58.5% Elapsed: 1 day, 20:47:30 temperature: no ada_p: No Discriminator_loss: 1.42548 Generator_loss: 0.469627 
[INFO] 2021-01-19 21:37:46 > Step:  117000 Progress: 58.5% Elapsed: 1 day, 20:50:11 temperature: no ada_p: No Discriminator_loss: 1.37037 Generator_loss: -0.321484 
[INFO] 2021-01-19 21:40:28 > Step:  117100 Progress: 58.6% Elapsed: 1 day, 20:52:53 temperature: no ada_p: No Discriminator_loss: 1.4306 Generator_loss: -0.0498726 
[INFO] 2021-01-19 21:43:09 > Step:  117200 Progress: 58.6% Elapsed: 1 day, 20:55:34 temperature: no ada_p: No Discriminator_loss: 1.33654 Generator_loss: 0.644054 
[INFO] 2021-01-19 21:45:50 > Step:  117300 Progress: 58.7% Elapsed: 1 day, 20:58:15 temperature: no ada_p: No Discriminator_loss: 1.39927 Generator_loss: 0.853069 
[INFO] 2021-01-19 21:48:31 > Step:  117400 Progress: 58.7% Elapsed: 1 day, 21:00:56 temperature: no ada_p: No Discriminator_loss: 1.52312 Generator_loss: 0.121056 
[INFO] 2021-01-19 21:51:12 > Step:  117500 Progress: 58.8% Elapsed: 1 day, 21:03:37 temperature: no ada_p: No Discriminator_loss: 1.35918 Generator_loss: -0.0244798 
[INFO] 2021-01-19 21:53:53 > Step:  117600 Progress: 58.8% Elapsed: 1 day, 21:06:18 temperature: no ada_p: No Discriminator_loss: 1.62261 Generator_loss: 0.999733 
[INFO] 2021-01-19 21:56:34 > Step:  117700 Progress: 58.9% Elapsed: 1 day, 21:08:59 temperature: no ada_p: No Discriminator_loss: 1.55482 Generator_loss: -0.440782 
[INFO] 2021-01-19 21:59:14 > Step:  117800 Progress: 58.9% Elapsed: 1 day, 21:11:39 temperature: no ada_p: No Discriminator_loss: 1.34131 Generator_loss: 0.0341214 
[INFO] 2021-01-19 22:01:55 > Step:  117900 Progress: 59.0% Elapsed: 1 day, 21:14:20 temperature: no ada_p: No Discriminator_loss: 1.42725 Generator_loss: 0.204341 
[INFO] 2021-01-19 22:04:36 > Step:  118000 Progress: 59.0% Elapsed: 1 day, 21:17:01 temperature: no ada_p: No Discriminator_loss: 1.35809 Generator_loss: -0.0626681 
[INFO] 2021-01-19 22:04:36 > Start Evaluation (118000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 22:04:36 > Calculating FID Score....
[INFO] 2021-01-19 22:04:51 > Calculating Inception Score....
[INFO] 2021-01-19 22:04:59 > Calculate F_beta Score....
[INFO] 2021-01-19 22:05:47 > Calculate Accuracies....
[INFO] 2021-01-19 22:05:52 > Calculate Accuracies....
[INFO] 2021-01-19 22:06:04 > F_8 score (Step: 118000, Using valid images): 0.9578660230377545
[INFO] 2021-01-19 22:06:04 > F_1/8 score (Step: 118000, Using valid images): 0.9736765472055396
[INFO] 2021-01-19 22:06:04 > FID score (Step: 118000, Using valid moments): 17.24561329870994
[INFO] 2021-01-19 22:06:05 > Inception score (Step: 118000, 10000 generated images): 15.88766860961914
[INFO] 2021-01-19 22:06:05 > Best FID score (Step: 116000, Using valid moments): 17.07591512484936
[INFO] 2021-01-19 22:06:06 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 22:08:47 > Step:  118100 Progress: 59.1% Elapsed: 1 day, 21:21:12 temperature: no ada_p: No Discriminator_loss: 1.55546 Generator_loss: 0.304904 
[INFO] 2021-01-19 22:11:28 > Step:  118200 Progress: 59.1% Elapsed: 1 day, 21:23:53 temperature: no ada_p: No Discriminator_loss: 1.46477 Generator_loss: 0.160068 
[INFO] 2021-01-19 22:14:09 > Step:  118300 Progress: 59.2% Elapsed: 1 day, 21:26:34 temperature: no ada_p: No Discriminator_loss: 1.48675 Generator_loss: -0.13401 
[INFO] 2021-01-19 22:16:50 > Step:  118400 Progress: 59.2% Elapsed: 1 day, 21:29:15 temperature: no ada_p: No Discriminator_loss: 1.37734 Generator_loss: 0.179137 
[INFO] 2021-01-19 22:19:32 > Step:  118500 Progress: 59.2% Elapsed: 1 day, 21:31:57 temperature: no ada_p: No Discriminator_loss: 1.32653 Generator_loss: 0.307433 
[INFO] 2021-01-19 22:22:13 > Step:  118600 Progress: 59.3% Elapsed: 1 day, 21:34:38 temperature: no ada_p: No Discriminator_loss: 1.39576 Generator_loss: 0.179009 
[INFO] 2021-01-19 22:24:54 > Step:  118700 Progress: 59.4% Elapsed: 1 day, 21:37:19 temperature: no ada_p: No Discriminator_loss: 1.45801 Generator_loss: 0.0080429 
[INFO] 2021-01-19 22:27:35 > Step:  118800 Progress: 59.4% Elapsed: 1 day, 21:40:00 temperature: no ada_p: No Discriminator_loss: 1.45566 Generator_loss: -0.143868 
[INFO] 2021-01-19 22:30:17 > Step:  118900 Progress: 59.5% Elapsed: 1 day, 21:42:42 temperature: no ada_p: No Discriminator_loss: 1.47112 Generator_loss: 0.0733627 
[INFO] 2021-01-19 22:32:59 > Step:  119000 Progress: 59.5% Elapsed: 1 day, 21:45:24 temperature: no ada_p: No Discriminator_loss: 1.45482 Generator_loss: 0.294324 
[INFO] 2021-01-19 22:35:39 > Step:  119100 Progress: 59.6% Elapsed: 1 day, 21:48:04 temperature: no ada_p: No Discriminator_loss: 1.33381 Generator_loss: 0.352165 
[INFO] 2021-01-19 22:38:20 > Step:  119200 Progress: 59.6% Elapsed: 1 day, 21:50:45 temperature: no ada_p: No Discriminator_loss: 1.37001 Generator_loss: 0.150344 
[INFO] 2021-01-19 22:41:01 > Step:  119300 Progress: 59.7% Elapsed: 1 day, 21:53:26 temperature: no ada_p: No Discriminator_loss: 1.46566 Generator_loss: 0.967138 
[INFO] 2021-01-19 22:43:42 > Step:  119400 Progress: 59.7% Elapsed: 1 day, 21:56:07 temperature: no ada_p: No Discriminator_loss: 1.37169 Generator_loss: 1.07238 
[INFO] 2021-01-19 22:46:23 > Step:  119500 Progress: 59.8% Elapsed: 1 day, 21:58:48 temperature: no ada_p: No Discriminator_loss: 1.34277 Generator_loss: 0.940761 
[INFO] 2021-01-19 22:49:04 > Step:  119600 Progress: 59.8% Elapsed: 1 day, 22:01:29 temperature: no ada_p: No Discriminator_loss: 1.37065 Generator_loss: 0.727466 
[INFO] 2021-01-19 22:51:45 > Step:  119700 Progress: 59.9% Elapsed: 1 day, 22:04:10 temperature: no ada_p: No Discriminator_loss: 1.66601 Generator_loss: 0.803317 
[INFO] 2021-01-19 22:54:26 > Step:  119800 Progress: 59.9% Elapsed: 1 day, 22:06:51 temperature: no ada_p: No Discriminator_loss: 1.36451 Generator_loss: 0.0595032 
[INFO] 2021-01-19 22:57:07 > Step:  119900 Progress: 60.0% Elapsed: 1 day, 22:09:32 temperature: no ada_p: No Discriminator_loss: 1.50524 Generator_loss: 0.149252 
[INFO] 2021-01-19 22:59:47 > Step:  120000 Progress: 60.0% Elapsed: 1 day, 22:12:12 temperature: no ada_p: No Discriminator_loss: 1.41318 Generator_loss: 0.231682 
[INFO] 2021-01-19 22:59:47 > Start Evaluation (120000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 22:59:47 > Calculating FID Score....
[INFO] 2021-01-19 23:00:02 > Calculating Inception Score....
[INFO] 2021-01-19 23:00:10 > Calculate F_beta Score....
[INFO] 2021-01-19 23:00:56 > Calculate Accuracies....
[INFO] 2021-01-19 23:01:02 > Calculate Accuracies....
[INFO] 2021-01-19 23:01:14 > F_8 score (Step: 120000, Using valid images): 0.9620227631546733
[INFO] 2021-01-19 23:01:14 > F_1/8 score (Step: 120000, Using valid images): 0.9789146632745109
[INFO] 2021-01-19 23:01:14 > FID score (Step: 120000, Using valid moments): 17.072877620746112
[INFO] 2021-01-19 23:01:14 > Inception score (Step: 120000, 10000 generated images): 16.01784324645996
[INFO] 2021-01-19 23:01:14 > Best FID score (Step: 120000, Using valid moments): 17.072877620746112
[INFO] 2021-01-19 23:01:18 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 23:03:59 > Step:  120100 Progress: 60.1% Elapsed: 1 day, 22:16:24 temperature: no ada_p: No Discriminator_loss: 1.45515 Generator_loss: -0.383705 
[INFO] 2021-01-19 23:06:40 > Step:  120200 Progress: 60.1% Elapsed: 1 day, 22:19:05 temperature: no ada_p: No Discriminator_loss: 1.56095 Generator_loss: 0.126542 
[INFO] 2021-01-19 23:09:22 > Step:  120300 Progress: 60.2% Elapsed: 1 day, 22:21:47 temperature: no ada_p: No Discriminator_loss: 1.42415 Generator_loss: 0.269965 
[INFO] 2021-01-19 23:12:03 > Step:  120400 Progress: 60.2% Elapsed: 1 day, 22:24:28 temperature: no ada_p: No Discriminator_loss: 1.61626 Generator_loss: -0.184253 
[INFO] 2021-01-19 23:14:44 > Step:  120500 Progress: 60.2% Elapsed: 1 day, 22:27:09 temperature: no ada_p: No Discriminator_loss: 1.68517 Generator_loss: -0.0504226 
[INFO] 2021-01-19 23:17:25 > Step:  120600 Progress: 60.3% Elapsed: 1 day, 22:29:50 temperature: no ada_p: No Discriminator_loss: 1.36018 Generator_loss: 0.926196 
[INFO] 2021-01-19 23:20:06 > Step:  120700 Progress: 60.4% Elapsed: 1 day, 22:32:31 temperature: no ada_p: No Discriminator_loss: 1.35268 Generator_loss: 0.846373 
[INFO] 2021-01-19 23:22:47 > Step:  120800 Progress: 60.4% Elapsed: 1 day, 22:35:12 temperature: no ada_p: No Discriminator_loss: 1.62378 Generator_loss: 0.73549 
[INFO] 2021-01-19 23:25:28 > Step:  120900 Progress: 60.5% Elapsed: 1 day, 22:37:53 temperature: no ada_p: No Discriminator_loss: 1.32252 Generator_loss: 1.01709 
[INFO] 2021-01-19 23:28:09 > Step:  121000 Progress: 60.5% Elapsed: 1 day, 22:40:34 temperature: no ada_p: No Discriminator_loss: 1.4171 Generator_loss: 0.695459 
[INFO] 2021-01-19 23:30:50 > Step:  121100 Progress: 60.6% Elapsed: 1 day, 22:43:15 temperature: no ada_p: No Discriminator_loss: 1.4506 Generator_loss: 1.30466 
[INFO] 2021-01-19 23:33:30 > Step:  121200 Progress: 60.6% Elapsed: 1 day, 22:45:55 temperature: no ada_p: No Discriminator_loss: 1.52664 Generator_loss: 1.17978 
[INFO] 2021-01-19 23:36:11 > Step:  121300 Progress: 60.7% Elapsed: 1 day, 22:48:36 temperature: no ada_p: No Discriminator_loss: 1.31207 Generator_loss: 1.1344 
[INFO] 2021-01-19 23:38:52 > Step:  121400 Progress: 60.7% Elapsed: 1 day, 22:51:17 temperature: no ada_p: No Discriminator_loss: 1.38686 Generator_loss: 0.845692 
[INFO] 2021-01-19 23:41:33 > Step:  121500 Progress: 60.8% Elapsed: 1 day, 22:53:58 temperature: no ada_p: No Discriminator_loss: 1.40263 Generator_loss: 1.08792 
[INFO] 2021-01-19 23:44:14 > Step:  121600 Progress: 60.8% Elapsed: 1 day, 22:56:39 temperature: no ada_p: No Discriminator_loss: 1.33804 Generator_loss: 1.15015 
[INFO] 2021-01-19 23:46:55 > Step:  121700 Progress: 60.9% Elapsed: 1 day, 22:59:20 temperature: no ada_p: No Discriminator_loss: 1.59306 Generator_loss: 0.698875 
[INFO] 2021-01-19 23:49:36 > Step:  121800 Progress: 60.9% Elapsed: 1 day, 23:02:01 temperature: no ada_p: No Discriminator_loss: 1.54984 Generator_loss: 0.706702 
[INFO] 2021-01-19 23:52:17 > Step:  121900 Progress: 61.0% Elapsed: 1 day, 23:04:42 temperature: no ada_p: No Discriminator_loss: 1.49434 Generator_loss: 0.838211 
[INFO] 2021-01-19 23:54:58 > Step:  122000 Progress: 61.0% Elapsed: 1 day, 23:07:23 temperature: no ada_p: No Discriminator_loss: 1.39626 Generator_loss: 0.895894 
[INFO] 2021-01-19 23:54:58 > Start Evaluation (122000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 23:54:58 > Calculating FID Score....
[INFO] 2021-01-19 23:55:13 > Calculating Inception Score....
[INFO] 2021-01-19 23:55:20 > Calculate F_beta Score....
[INFO] 2021-01-19 23:56:08 > Calculate Accuracies....
[INFO] 2021-01-19 23:56:14 > Calculate Accuracies....
[INFO] 2021-01-19 23:56:27 > F_8 score (Step: 122000, Using valid images): 0.9586866916532972
[INFO] 2021-01-19 23:56:27 > F_1/8 score (Step: 122000, Using valid images): 0.9758888852315337
[INFO] 2021-01-19 23:56:27 > FID score (Step: 122000, Using valid moments): 17.105945566034165
[INFO] 2021-01-19 23:56:27 > Inception score (Step: 122000, 10000 generated images): 16.12836265563965
[INFO] 2021-01-19 23:56:27 > Best FID score (Step: 120000, Using valid moments): 17.072877620746112
[INFO] 2021-01-19 23:56:29 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-19 23:59:09 > Step:  122100 Progress: 61.1% Elapsed: 1 day, 23:11:34 temperature: no ada_p: No Discriminator_loss: 1.6005 Generator_loss: 0.932699 
[INFO] 2021-01-20 00:01:50 > Step:  122200 Progress: 61.1% Elapsed: 1 day, 23:14:15 temperature: no ada_p: No Discriminator_loss: 1.38207 Generator_loss: 1.06554 
[INFO] 2021-01-20 00:04:31 > Step:  122300 Progress: 61.2% Elapsed: 1 day, 23:16:56 temperature: no ada_p: No Discriminator_loss: 1.35415 Generator_loss: 0.833113 
[INFO] 2021-01-20 00:07:12 > Step:  122400 Progress: 61.2% Elapsed: 1 day, 23:19:37 temperature: no ada_p: No Discriminator_loss: 1.41135 Generator_loss: 0.930514 
[INFO] 2021-01-20 00:09:53 > Step:  122500 Progress: 61.3% Elapsed: 1 day, 23:22:18 temperature: no ada_p: No Discriminator_loss: 1.64823 Generator_loss: -0.353365 
[INFO] 2021-01-20 00:12:34 > Step:  122600 Progress: 61.3% Elapsed: 1 day, 23:24:59 temperature: no ada_p: No Discriminator_loss: 1.53582 Generator_loss: 1.11707 
[INFO] 2021-01-20 00:15:15 > Step:  122700 Progress: 61.4% Elapsed: 1 day, 23:27:40 temperature: no ada_p: No Discriminator_loss: 1.37654 Generator_loss: 0.907045 
[INFO] 2021-01-20 00:17:56 > Step:  122800 Progress: 61.4% Elapsed: 1 day, 23:30:21 temperature: no ada_p: No Discriminator_loss: 1.31173 Generator_loss: 0.94125 
[INFO] 2021-01-20 00:20:38 > Step:  122900 Progress: 61.5% Elapsed: 1 day, 23:33:03 temperature: no ada_p: No Discriminator_loss: 1.34946 Generator_loss: 0.438979 
[INFO] 2021-01-20 00:23:19 > Step:  123000 Progress: 61.5% Elapsed: 1 day, 23:35:44 temperature: no ada_p: No Discriminator_loss: 1.38209 Generator_loss: 0.211305 
[INFO] 2021-01-20 00:26:00 > Step:  123100 Progress: 61.6% Elapsed: 1 day, 23:38:25 temperature: no ada_p: No Discriminator_loss: 1.45857 Generator_loss: 0.183711 
[INFO] 2021-01-20 00:28:41 > Step:  123200 Progress: 61.6% Elapsed: 1 day, 23:41:06 temperature: no ada_p: No Discriminator_loss: 1.37565 Generator_loss: -0.0256589 
[INFO] 2021-01-20 00:31:22 > Step:  123300 Progress: 61.7% Elapsed: 1 day, 23:43:47 temperature: no ada_p: No Discriminator_loss: 1.43384 Generator_loss: 0.18394 
[INFO] 2021-01-20 00:34:03 > Step:  123400 Progress: 61.7% Elapsed: 1 day, 23:46:28 temperature: no ada_p: No Discriminator_loss: 1.40226 Generator_loss: 0.106878 
[INFO] 2021-01-20 00:36:45 > Step:  123500 Progress: 61.8% Elapsed: 1 day, 23:49:10 temperature: no ada_p: No Discriminator_loss: 1.41137 Generator_loss: -0.190914 
[INFO] 2021-01-20 00:39:26 > Step:  123600 Progress: 61.8% Elapsed: 1 day, 23:51:51 temperature: no ada_p: No Discriminator_loss: 1.31449 Generator_loss: 0.0918803 
[INFO] 2021-01-20 00:42:07 > Step:  123700 Progress: 61.9% Elapsed: 1 day, 23:54:32 temperature: no ada_p: No Discriminator_loss: 1.3309 Generator_loss: 0.268094 
[INFO] 2021-01-20 00:44:48 > Step:  123800 Progress: 61.9% Elapsed: 1 day, 23:57:13 temperature: no ada_p: No Discriminator_loss: 1.33226 Generator_loss: 0.162497 
[INFO] 2021-01-20 00:47:29 > Step:  123900 Progress: 62.0% Elapsed: 1 day, 23:59:54 temperature: no ada_p: No Discriminator_loss: 1.3667 Generator_loss: 0.323204 
[INFO] 2021-01-20 00:50:10 > Step:  124000 Progress: 62.0% Elapsed: 2 days, 0:02:35 temperature: no ada_p: No Discriminator_loss: 1.38216 Generator_loss: 1.10878 
[INFO] 2021-01-20 00:50:10 > Start Evaluation (124000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 00:50:10 > Calculating FID Score....
[INFO] 2021-01-20 00:50:25 > Calculating Inception Score....
[INFO] 2021-01-20 00:50:32 > Calculate F_beta Score....
[INFO] 2021-01-20 00:51:20 > Calculate Accuracies....
[INFO] 2021-01-20 00:51:26 > Calculate Accuracies....
[INFO] 2021-01-20 00:51:39 > F_8 score (Step: 124000, Using valid images): 0.9606551161565794
[INFO] 2021-01-20 00:51:39 > F_1/8 score (Step: 124000, Using valid images): 0.9774089670521
[INFO] 2021-01-20 00:51:39 > FID score (Step: 124000, Using valid moments): 17.29952805541194
[INFO] 2021-01-20 00:51:39 > Inception score (Step: 124000, 10000 generated images): 16.35746955871582
[INFO] 2021-01-20 00:51:39 > Best FID score (Step: 120000, Using valid moments): 17.072877620746112
[INFO] 2021-01-20 00:51:41 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 00:54:21 > Step:  124100 Progress: 62.1% Elapsed: 2 days, 0:06:46 temperature: no ada_p: No Discriminator_loss: 1.40308 Generator_loss: 1.08117 
[INFO] 2021-01-20 00:57:02 > Step:  124200 Progress: 62.1% Elapsed: 2 days, 0:09:27 temperature: no ada_p: No Discriminator_loss: 1.33403 Generator_loss: 1.10409 
[INFO] 2021-01-20 00:59:43 > Step:  124300 Progress: 62.2% Elapsed: 2 days, 0:12:08 temperature: no ada_p: No Discriminator_loss: 1.4642 Generator_loss: 0.956285 
[INFO] 2021-01-20 01:02:24 > Step:  124400 Progress: 62.2% Elapsed: 2 days, 0:14:49 temperature: no ada_p: No Discriminator_loss: 1.39446 Generator_loss: 0.470715 
[INFO] 2021-01-20 01:05:05 > Step:  124500 Progress: 62.3% Elapsed: 2 days, 0:17:30 temperature: no ada_p: No Discriminator_loss: 1.48113 Generator_loss: 0.381777 
[INFO] 2021-01-20 01:07:46 > Step:  124600 Progress: 62.3% Elapsed: 2 days, 0:20:11 temperature: no ada_p: No Discriminator_loss: 1.37613 Generator_loss: 0.819739 
[INFO] 2021-01-20 01:10:27 > Step:  124700 Progress: 62.4% Elapsed: 2 days, 0:22:52 temperature: no ada_p: No Discriminator_loss: 1.55713 Generator_loss: 0.380216 
[INFO] 2021-01-20 01:13:08 > Step:  124800 Progress: 62.4% Elapsed: 2 days, 0:25:33 temperature: no ada_p: No Discriminator_loss: 1.47374 Generator_loss: -0.11647 
[INFO] 2021-01-20 01:15:49 > Step:  124900 Progress: 62.5% Elapsed: 2 days, 0:28:14 temperature: no ada_p: No Discriminator_loss: 1.36265 Generator_loss: 0.0696047 
[INFO] 2021-01-20 01:18:31 > Step:  125000 Progress: 62.5% Elapsed: 2 days, 0:30:56 temperature: no ada_p: No Discriminator_loss: 1.57411 Generator_loss: -0.257477 
[INFO] 2021-01-20 01:21:12 > Step:  125100 Progress: 62.5% Elapsed: 2 days, 0:33:37 temperature: no ada_p: No Discriminator_loss: 1.38884 Generator_loss: 0.104758 
[INFO] 2021-01-20 01:23:52 > Step:  125200 Progress: 62.6% Elapsed: 2 days, 0:36:17 temperature: no ada_p: No Discriminator_loss: 1.36835 Generator_loss: -0.118864 
[INFO] 2021-01-20 01:26:33 > Step:  125300 Progress: 62.6% Elapsed: 2 days, 0:38:58 temperature: no ada_p: No Discriminator_loss: 1.33932 Generator_loss: 1.1354 
[INFO] 2021-01-20 01:29:14 > Step:  125400 Progress: 62.7% Elapsed: 2 days, 0:41:39 temperature: no ada_p: No Discriminator_loss: 1.37234 Generator_loss: 0.955613 
[INFO] 2021-01-20 01:31:55 > Step:  125500 Progress: 62.7% Elapsed: 2 days, 0:44:20 temperature: no ada_p: No Discriminator_loss: 1.39253 Generator_loss: 1.08213 
[INFO] 2021-01-20 01:34:36 > Step:  125600 Progress: 62.8% Elapsed: 2 days, 0:47:01 temperature: no ada_p: No Discriminator_loss: 1.36945 Generator_loss: 0.929462 
[INFO] 2021-01-20 01:37:17 > Step:  125700 Progress: 62.8% Elapsed: 2 days, 0:49:42 temperature: no ada_p: No Discriminator_loss: 1.30632 Generator_loss: 0.752774 
[INFO] 2021-01-20 01:39:58 > Step:  125800 Progress: 62.9% Elapsed: 2 days, 0:52:23 temperature: no ada_p: No Discriminator_loss: 1.54357 Generator_loss: 1.01082 
[INFO] 2021-01-20 01:42:39 > Step:  125900 Progress: 62.9% Elapsed: 2 days, 0:55:04 temperature: no ada_p: No Discriminator_loss: 1.43473 Generator_loss: 0.964495 
[INFO] 2021-01-20 01:45:20 > Step:  126000 Progress: 63.0% Elapsed: 2 days, 0:57:45 temperature: no ada_p: No Discriminator_loss: 1.52686 Generator_loss: 0.833123 
[INFO] 2021-01-20 01:45:20 > Start Evaluation (126000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 01:45:20 > Calculating FID Score....
[INFO] 2021-01-20 01:45:35 > Calculating Inception Score....
[INFO] 2021-01-20 01:45:42 > Calculate F_beta Score....
[INFO] 2021-01-20 01:46:29 > Calculate Accuracies....
[INFO] 2021-01-20 01:46:34 > Calculate Accuracies....
[INFO] 2021-01-20 01:46:47 > F_8 score (Step: 126000, Using valid images): 0.9615876656950848
[INFO] 2021-01-20 01:46:47 > F_1/8 score (Step: 126000, Using valid images): 0.97397600471731
[INFO] 2021-01-20 01:46:47 > FID score (Step: 126000, Using valid moments): 17.018357329418166
[INFO] 2021-01-20 01:46:47 > Inception score (Step: 126000, 10000 generated images): 16.470367431640625
[INFO] 2021-01-20 01:46:47 > Best FID score (Step: 126000, Using valid moments): 17.018357329418166
[INFO] 2021-01-20 01:46:50 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 01:49:31 > Step:  126100 Progress: 63.0% Elapsed: 2 days, 1:01:56 temperature: no ada_p: No Discriminator_loss: 1.48544 Generator_loss: 0.597168 
[INFO] 2021-01-20 01:52:12 > Step:  126200 Progress: 63.1% Elapsed: 2 days, 1:04:37 temperature: no ada_p: No Discriminator_loss: 1.42523 Generator_loss: -0.103833 
[INFO] 2021-01-20 01:54:52 > Step:  126300 Progress: 63.1% Elapsed: 2 days, 1:07:18 temperature: no ada_p: No Discriminator_loss: 1.3396 Generator_loss: 0.35992 
[INFO] 2021-01-20 01:57:34 > Step:  126400 Progress: 63.2% Elapsed: 2 days, 1:09:59 temperature: no ada_p: No Discriminator_loss: 1.4067 Generator_loss: 0.126154 
[INFO] 2021-01-20 02:00:15 > Step:  126500 Progress: 63.2% Elapsed: 2 days, 1:12:40 temperature: no ada_p: No Discriminator_loss: 1.34699 Generator_loss: -0.0663998 
[INFO] 2021-01-20 02:02:56 > Step:  126600 Progress: 63.3% Elapsed: 2 days, 1:15:21 temperature: no ada_p: No Discriminator_loss: 1.42081 Generator_loss: -0.0574266 
[INFO] 2021-01-20 02:05:37 > Step:  126700 Progress: 63.3% Elapsed: 2 days, 1:18:02 temperature: no ada_p: No Discriminator_loss: 1.29804 Generator_loss: 0.0519298 
[INFO] 2021-01-20 02:08:20 > Step:  126800 Progress: 63.4% Elapsed: 2 days, 1:20:45 temperature: no ada_p: No Discriminator_loss: 1.25886 Generator_loss: -0.0555888 
[INFO] 2021-01-20 02:11:01 > Step:  126900 Progress: 63.4% Elapsed: 2 days, 1:23:26 temperature: no ada_p: No Discriminator_loss: 1.33806 Generator_loss: -0.1554 
[INFO] 2021-01-20 02:13:42 > Step:  127000 Progress: 63.5% Elapsed: 2 days, 1:26:07 temperature: no ada_p: No Discriminator_loss: 1.48122 Generator_loss: 0.78055 
[INFO] 2021-01-20 02:16:23 > Step:  127100 Progress: 63.5% Elapsed: 2 days, 1:28:48 temperature: no ada_p: No Discriminator_loss: 1.46509 Generator_loss: 0.76376 
[INFO] 2021-01-20 02:19:04 > Step:  127200 Progress: 63.6% Elapsed: 2 days, 1:31:29 temperature: no ada_p: No Discriminator_loss: 1.41913 Generator_loss: 1.02926 
[INFO] 2021-01-20 02:21:45 > Step:  127300 Progress: 63.6% Elapsed: 2 days, 1:34:10 temperature: no ada_p: No Discriminator_loss: 1.56835 Generator_loss: 0.828311 
[INFO] 2021-01-20 02:24:26 > Step:  127400 Progress: 63.7% Elapsed: 2 days, 1:36:51 temperature: no ada_p: No Discriminator_loss: 1.52439 Generator_loss: 0.977741 
[INFO] 2021-01-20 02:27:06 > Step:  127500 Progress: 63.7% Elapsed: 2 days, 1:39:31 temperature: no ada_p: No Discriminator_loss: 1.42938 Generator_loss: 1.1389 
[INFO] 2021-01-20 02:29:47 > Step:  127600 Progress: 63.8% Elapsed: 2 days, 1:42:12 temperature: no ada_p: No Discriminator_loss: 1.5126 Generator_loss: 0.868993 
[INFO] 2021-01-20 02:32:28 > Step:  127700 Progress: 63.8% Elapsed: 2 days, 1:44:53 temperature: no ada_p: No Discriminator_loss: 1.39804 Generator_loss: 0.864743 
[INFO] 2021-01-20 02:35:09 > Step:  127800 Progress: 63.9% Elapsed: 2 days, 1:47:34 temperature: no ada_p: No Discriminator_loss: 1.52973 Generator_loss: 0.807794 
[INFO] 2021-01-20 02:37:50 > Step:  127900 Progress: 63.9% Elapsed: 2 days, 1:50:15 temperature: no ada_p: No Discriminator_loss: 1.54896 Generator_loss: 0.884987 
[INFO] 2021-01-20 02:40:31 > Step:  128000 Progress: 64.0% Elapsed: 2 days, 1:52:56 temperature: no ada_p: No Discriminator_loss: 1.34228 Generator_loss: 1.16321 
[INFO] 2021-01-20 02:40:31 > Start Evaluation (128000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 02:40:31 > Calculating FID Score....
[INFO] 2021-01-20 02:40:46 > Calculating Inception Score....
[INFO] 2021-01-20 02:40:53 > Calculate F_beta Score....
[INFO] 2021-01-20 02:41:41 > Calculate Accuracies....
[INFO] 2021-01-20 02:41:46 > Calculate Accuracies....
[INFO] 2021-01-20 02:41:59 > F_8 score (Step: 128000, Using valid images): 0.9615374433295574
[INFO] 2021-01-20 02:41:59 > F_1/8 score (Step: 128000, Using valid images): 0.9758962642421836
[INFO] 2021-01-20 02:41:59 > FID score (Step: 128000, Using valid moments): 17.10314380776532
[INFO] 2021-01-20 02:41:59 > Inception score (Step: 128000, 10000 generated images): 16.446516036987305
[INFO] 2021-01-20 02:41:59 > Best FID score (Step: 126000, Using valid moments): 17.018357329418166
[INFO] 2021-01-20 02:42:01 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 02:44:41 > Step:  128100 Progress: 64.0% Elapsed: 2 days, 1:57:06 temperature: no ada_p: No Discriminator_loss: 1.31446 Generator_loss: 0.0616085 
[INFO] 2021-01-20 02:47:22 > Step:  128200 Progress: 64.1% Elapsed: 2 days, 1:59:47 temperature: no ada_p: No Discriminator_loss: 1.57257 Generator_loss: 0.0655296 
[INFO] 2021-01-20 02:50:03 > Step:  128300 Progress: 64.1% Elapsed: 2 days, 2:02:28 temperature: no ada_p: No Discriminator_loss: 1.31886 Generator_loss: 0.277994 
[INFO] 2021-01-20 02:52:45 > Step:  128400 Progress: 64.2% Elapsed: 2 days, 2:05:10 temperature: no ada_p: No Discriminator_loss: 1.49221 Generator_loss: 0.189785 
[INFO] 2021-01-20 02:55:25 > Step:  128500 Progress: 64.2% Elapsed: 2 days, 2:07:51 temperature: no ada_p: No Discriminator_loss: 1.59391 Generator_loss: 0.404093 
[INFO] 2021-01-20 02:58:06 > Step:  128600 Progress: 64.3% Elapsed: 2 days, 2:10:31 temperature: no ada_p: No Discriminator_loss: 1.45973 Generator_loss: 0.0519718 
[INFO] 2021-01-20 03:00:47 > Step:  128700 Progress: 64.3% Elapsed: 2 days, 2:13:13 temperature: no ada_p: No Discriminator_loss: 1.4922 Generator_loss: 0.327319 
[INFO] 2021-01-20 03:03:28 > Step:  128800 Progress: 64.4% Elapsed: 2 days, 2:15:53 temperature: no ada_p: No Discriminator_loss: 1.38984 Generator_loss: 0.174447 
[INFO] 2021-01-20 03:06:09 > Step:  128900 Progress: 64.5% Elapsed: 2 days, 2:18:34 temperature: no ada_p: No Discriminator_loss: 1.45099 Generator_loss: 0.134403 
[INFO] 2021-01-20 03:08:51 > Step:  129000 Progress: 64.5% Elapsed: 2 days, 2:21:16 temperature: no ada_p: No Discriminator_loss: 1.38448 Generator_loss: 0.148923 
[INFO] 2021-01-20 03:11:32 > Step:  129100 Progress: 64.5% Elapsed: 2 days, 2:23:57 temperature: no ada_p: No Discriminator_loss: 1.50699 Generator_loss: 0.0514936 
[INFO] 2021-01-20 03:14:12 > Step:  129200 Progress: 64.6% Elapsed: 2 days, 2:26:37 temperature: no ada_p: No Discriminator_loss: 1.34088 Generator_loss: 0.182329 
[INFO] 2021-01-20 03:16:53 > Step:  129300 Progress: 64.6% Elapsed: 2 days, 2:29:18 temperature: no ada_p: No Discriminator_loss: 1.38326 Generator_loss: -0.0253012 
[INFO] 2021-01-20 03:19:34 > Step:  129400 Progress: 64.7% Elapsed: 2 days, 2:31:59 temperature: no ada_p: No Discriminator_loss: 1.49379 Generator_loss: -0.113122 
[INFO] 2021-01-20 03:22:15 > Step:  129500 Progress: 64.8% Elapsed: 2 days, 2:34:40 temperature: no ada_p: No Discriminator_loss: 1.45543 Generator_loss: 0.0566778 
[INFO] 2021-01-20 03:24:56 > Step:  129600 Progress: 64.8% Elapsed: 2 days, 2:37:21 temperature: no ada_p: No Discriminator_loss: 1.25395 Generator_loss: 0.625024 
[INFO] 2021-01-20 03:27:36 > Step:  129700 Progress: 64.8% Elapsed: 2 days, 2:40:01 temperature: no ada_p: No Discriminator_loss: 1.71514 Generator_loss: 0.183569 
[INFO] 2021-01-20 03:30:17 > Step:  129800 Progress: 64.9% Elapsed: 2 days, 2:42:42 temperature: no ada_p: No Discriminator_loss: 1.37814 Generator_loss: 0.70616 
[INFO] 2021-01-20 03:32:58 > Step:  129900 Progress: 65.0% Elapsed: 2 days, 2:45:23 temperature: no ada_p: No Discriminator_loss: 1.37326 Generator_loss: 0.735027 
[INFO] 2021-01-20 03:35:40 > Step:  130000 Progress: 65.0% Elapsed: 2 days, 2:48:05 temperature: no ada_p: No Discriminator_loss: 1.73928 Generator_loss: -0.247746 
[INFO] 2021-01-20 03:35:40 > Start Evaluation (130000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 03:35:40 > Calculating FID Score....
[INFO] 2021-01-20 03:35:55 > Calculating Inception Score....
[INFO] 2021-01-20 03:36:03 > Calculate F_beta Score....
[INFO] 2021-01-20 03:36:50 > Calculate Accuracies....
[INFO] 2021-01-20 03:36:55 > Calculate Accuracies....
[INFO] 2021-01-20 03:37:08 > F_8 score (Step: 130000, Using valid images): 0.9619701860709167
[INFO] 2021-01-20 03:37:08 > F_1/8 score (Step: 130000, Using valid images): 0.9759237991273525
[INFO] 2021-01-20 03:37:08 > FID score (Step: 130000, Using valid moments): 16.98511304610099
[INFO] 2021-01-20 03:37:08 > Inception score (Step: 130000, 10000 generated images): 16.130277633666992
[INFO] 2021-01-20 03:37:08 > Best FID score (Step: 130000, Using valid moments): 16.98511304610099
[INFO] 2021-01-20 03:37:12 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 03:39:52 > Step:  130100 Progress: 65.0% Elapsed: 2 days, 2:52:17 temperature: no ada_p: No Discriminator_loss: 1.39733 Generator_loss: 0.444027 
[INFO] 2021-01-20 03:42:33 > Step:  130200 Progress: 65.1% Elapsed: 2 days, 2:54:58 temperature: no ada_p: No Discriminator_loss: 1.52871 Generator_loss: -0.0727251 
[INFO] 2021-01-20 03:45:14 > Step:  130300 Progress: 65.1% Elapsed: 2 days, 2:57:39 temperature: no ada_p: No Discriminator_loss: 1.46293 Generator_loss: 0.102822 
[INFO] 2021-01-20 03:47:56 > Step:  130400 Progress: 65.2% Elapsed: 2 days, 3:00:21 temperature: no ada_p: No Discriminator_loss: 1.32964 Generator_loss: -0.0524421 
[INFO] 2021-01-20 03:50:36 > Step:  130500 Progress: 65.2% Elapsed: 2 days, 3:03:01 temperature: no ada_p: No Discriminator_loss: 1.35654 Generator_loss: 0.302439 
[INFO] 2021-01-20 03:53:17 > Step:  130600 Progress: 65.3% Elapsed: 2 days, 3:05:42 temperature: no ada_p: No Discriminator_loss: 1.35107 Generator_loss: 0.172318 
[INFO] 2021-01-20 03:55:58 > Step:  130700 Progress: 65.3% Elapsed: 2 days, 3:08:23 temperature: no ada_p: No Discriminator_loss: 1.33727 Generator_loss: 0.281802 
[INFO] 2021-01-20 03:58:39 > Step:  130800 Progress: 65.4% Elapsed: 2 days, 3:11:04 temperature: no ada_p: No Discriminator_loss: 1.4113 Generator_loss: -0.0178965 
[INFO] 2021-01-20 04:01:20 > Step:  130900 Progress: 65.5% Elapsed: 2 days, 3:13:45 temperature: no ada_p: No Discriminator_loss: 1.32112 Generator_loss: 0.147105 
[INFO] 2021-01-20 04:04:01 > Step:  131000 Progress: 65.5% Elapsed: 2 days, 3:16:26 temperature: no ada_p: No Discriminator_loss: 1.32714 Generator_loss: -0.0406458 
[INFO] 2021-01-20 04:06:42 > Step:  131100 Progress: 65.5% Elapsed: 2 days, 3:19:07 temperature: no ada_p: No Discriminator_loss: 1.41448 Generator_loss: 0.290621 
[INFO] 2021-01-20 04:09:23 > Step:  131200 Progress: 65.6% Elapsed: 2 days, 3:21:48 temperature: no ada_p: No Discriminator_loss: 1.367 Generator_loss: 0.00135677 
[INFO] 2021-01-20 04:12:04 > Step:  131300 Progress: 65.6% Elapsed: 2 days, 3:24:29 temperature: no ada_p: No Discriminator_loss: 1.57659 Generator_loss: -0.0207578 
[INFO] 2021-01-20 04:14:45 > Step:  131400 Progress: 65.7% Elapsed: 2 days, 3:27:10 temperature: no ada_p: No Discriminator_loss: 1.38251 Generator_loss: 0.047125 
[INFO] 2021-01-20 04:17:26 > Step:  131500 Progress: 65.8% Elapsed: 2 days, 3:29:51 temperature: no ada_p: No Discriminator_loss: 1.3159 Generator_loss: 0.162229 
[INFO] 2021-01-20 04:20:06 > Step:  131600 Progress: 65.8% Elapsed: 2 days, 3:32:31 temperature: no ada_p: No Discriminator_loss: 1.58476 Generator_loss: -0.0162233 
[INFO] 2021-01-20 04:22:47 > Step:  131700 Progress: 65.8% Elapsed: 2 days, 3:35:12 temperature: no ada_p: No Discriminator_loss: 1.33202 Generator_loss: 0.0210469 
[INFO] 2021-01-20 04:25:28 > Step:  131800 Progress: 65.9% Elapsed: 2 days, 3:37:53 temperature: no ada_p: No Discriminator_loss: 1.42025 Generator_loss: 0.280843 
[INFO] 2021-01-20 04:28:09 > Step:  131900 Progress: 66.0% Elapsed: 2 days, 3:40:34 temperature: no ada_p: No Discriminator_loss: 1.28071 Generator_loss: -0.0200996 
[INFO] 2021-01-20 04:30:50 > Step:  132000 Progress: 66.0% Elapsed: 2 days, 3:43:15 temperature: no ada_p: No Discriminator_loss: 1.42002 Generator_loss: -0.0520615 
[INFO] 2021-01-20 04:30:50 > Start Evaluation (132000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 04:30:50 > Calculating FID Score....
[INFO] 2021-01-20 04:31:05 > Calculating Inception Score....
[INFO] 2021-01-20 04:31:12 > Calculate F_beta Score....
[INFO] 2021-01-20 04:32:00 > Calculate Accuracies....
[INFO] 2021-01-20 04:32:06 > Calculate Accuracies....
[INFO] 2021-01-20 04:32:19 > F_8 score (Step: 132000, Using valid images): 0.9631737497457983
[INFO] 2021-01-20 04:32:19 > F_1/8 score (Step: 132000, Using valid images): 0.9797835070534661
[INFO] 2021-01-20 04:32:19 > FID score (Step: 132000, Using valid moments): 17.22927457611945
[INFO] 2021-01-20 04:32:19 > Inception score (Step: 132000, 10000 generated images): 16.38690948486328
[INFO] 2021-01-20 04:32:19 > Best FID score (Step: 130000, Using valid moments): 16.98511304610099
[INFO] 2021-01-20 04:32:21 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 04:35:02 > Step:  132100 Progress: 66.0% Elapsed: 2 days, 3:47:27 temperature: no ada_p: No Discriminator_loss: 1.43595 Generator_loss: -0.240319 
[INFO] 2021-01-20 04:37:43 > Step:  132200 Progress: 66.1% Elapsed: 2 days, 3:50:08 temperature: no ada_p: No Discriminator_loss: 1.34798 Generator_loss: 0.329922 
[INFO] 2021-01-20 04:40:24 > Step:  132300 Progress: 66.1% Elapsed: 2 days, 3:52:49 temperature: no ada_p: No Discriminator_loss: 1.47351 Generator_loss: -0.00593956 
[INFO] 2021-01-20 04:43:05 > Step:  132400 Progress: 66.2% Elapsed: 2 days, 3:55:30 temperature: no ada_p: No Discriminator_loss: 1.60948 Generator_loss: -0.00312273 
[INFO] 2021-01-20 04:45:46 > Step:  132500 Progress: 66.2% Elapsed: 2 days, 3:58:11 temperature: no ada_p: No Discriminator_loss: 1.41246 Generator_loss: 0.2924 
[INFO] 2021-01-20 04:48:27 > Step:  132600 Progress: 66.3% Elapsed: 2 days, 4:00:52 temperature: no ada_p: No Discriminator_loss: 1.33705 Generator_loss: -0.337744 
[INFO] 2021-01-20 04:51:07 > Step:  132700 Progress: 66.3% Elapsed: 2 days, 4:03:33 temperature: no ada_p: No Discriminator_loss: 1.48421 Generator_loss: 0.0688911 
[INFO] 2021-01-20 04:53:48 > Step:  132800 Progress: 66.4% Elapsed: 2 days, 4:06:13 temperature: no ada_p: No Discriminator_loss: 1.39842 Generator_loss: 0.206442 
[INFO] 2021-01-20 04:56:29 > Step:  132900 Progress: 66.5% Elapsed: 2 days, 4:08:54 temperature: no ada_p: No Discriminator_loss: 1.4349 Generator_loss: -0.045036 
[INFO] 2021-01-20 04:59:11 > Step:  133000 Progress: 66.5% Elapsed: 2 days, 4:11:36 temperature: no ada_p: No Discriminator_loss: 1.44134 Generator_loss: -0.105389 
[INFO] 2021-01-20 05:01:52 > Step:  133100 Progress: 66.5% Elapsed: 2 days, 4:14:17 temperature: no ada_p: No Discriminator_loss: 1.42223 Generator_loss: -0.0605606 
[INFO] 2021-01-20 05:04:34 > Step:  133200 Progress: 66.6% Elapsed: 2 days, 4:16:59 temperature: no ada_p: No Discriminator_loss: 1.48651 Generator_loss: -0.0669952 
[INFO] 2021-01-20 05:07:15 > Step:  133300 Progress: 66.6% Elapsed: 2 days, 4:19:40 temperature: no ada_p: No Discriminator_loss: 1.51767 Generator_loss: -0.102299 
[INFO] 2021-01-20 05:09:56 > Step:  133400 Progress: 66.7% Elapsed: 2 days, 4:22:21 temperature: no ada_p: No Discriminator_loss: 1.22633 Generator_loss: 1.07597 
[INFO] 2021-01-20 05:12:37 > Step:  133500 Progress: 66.8% Elapsed: 2 days, 4:25:02 temperature: no ada_p: No Discriminator_loss: 1.37915 Generator_loss: 0.755213 
[INFO] 2021-01-20 05:15:18 > Step:  133600 Progress: 66.8% Elapsed: 2 days, 4:27:43 temperature: no ada_p: No Discriminator_loss: 1.44946 Generator_loss: 0.846529 
[INFO] 2021-01-20 05:17:58 > Step:  133700 Progress: 66.8% Elapsed: 2 days, 4:30:23 temperature: no ada_p: No Discriminator_loss: 1.3228 Generator_loss: 0.225246 
[INFO] 2021-01-20 05:20:39 > Step:  133800 Progress: 66.9% Elapsed: 2 days, 4:33:04 temperature: no ada_p: No Discriminator_loss: 1.45251 Generator_loss: -0.0494887 
[INFO] 2021-01-20 05:23:20 > Step:  133900 Progress: 67.0% Elapsed: 2 days, 4:35:45 temperature: no ada_p: No Discriminator_loss: 1.32906 Generator_loss: 0.0637907 
[INFO] 2021-01-20 05:26:01 > Step:  134000 Progress: 67.0% Elapsed: 2 days, 4:38:26 temperature: no ada_p: No Discriminator_loss: 1.38948 Generator_loss: 0.0804454 
[INFO] 2021-01-20 05:26:01 > Start Evaluation (134000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 05:26:01 > Calculating FID Score....
[INFO] 2021-01-20 05:26:16 > Calculating Inception Score....
[INFO] 2021-01-20 05:26:24 > Calculate F_beta Score....
[INFO] 2021-01-20 05:27:12 > Calculate Accuracies....
[INFO] 2021-01-20 05:27:18 > Calculate Accuracies....
[INFO] 2021-01-20 05:27:31 > F_8 score (Step: 134000, Using valid images): 0.9645859325774406
[INFO] 2021-01-20 05:27:31 > F_1/8 score (Step: 134000, Using valid images): 0.9741460495512392
[INFO] 2021-01-20 05:27:31 > FID score (Step: 134000, Using valid moments): 17.032149699534614
[INFO] 2021-01-20 05:27:31 > Inception score (Step: 134000, 10000 generated images): 16.689729690551758
[INFO] 2021-01-20 05:27:31 > Best FID score (Step: 130000, Using valid moments): 16.98511304610099
[INFO] 2021-01-20 05:27:32 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 05:30:13 > Step:  134100 Progress: 67.0% Elapsed: 2 days, 4:42:38 temperature: no ada_p: No Discriminator_loss: 1.37371 Generator_loss: 0.0434098 
[INFO] 2021-01-20 05:32:54 > Step:  134200 Progress: 67.1% Elapsed: 2 days, 4:45:19 temperature: no ada_p: No Discriminator_loss: 1.41267 Generator_loss: 0.107487 
[INFO] 2021-01-20 05:35:35 > Step:  134300 Progress: 67.2% Elapsed: 2 days, 4:48:00 temperature: no ada_p: No Discriminator_loss: 1.34639 Generator_loss: 0.840273 
[INFO] 2021-01-20 05:38:17 > Step:  134400 Progress: 67.2% Elapsed: 2 days, 4:50:42 temperature: no ada_p: No Discriminator_loss: 1.27641 Generator_loss: 0.751709 
[INFO] 2021-01-20 05:40:57 > Step:  134500 Progress: 67.2% Elapsed: 2 days, 4:53:23 temperature: no ada_p: No Discriminator_loss: 1.32188 Generator_loss: 0.779779 
[INFO] 2021-01-20 05:43:38 > Step:  134600 Progress: 67.3% Elapsed: 2 days, 4:56:03 temperature: no ada_p: No Discriminator_loss: 1.41635 Generator_loss: 0.92772 
[INFO] 2021-01-20 05:46:19 > Step:  134700 Progress: 67.3% Elapsed: 2 days, 4:58:44 temperature: no ada_p: No Discriminator_loss: 1.28123 Generator_loss: 1.00821 
[INFO] 2021-01-20 05:49:00 > Step:  134800 Progress: 67.4% Elapsed: 2 days, 5:01:25 temperature: no ada_p: No Discriminator_loss: 1.37625 Generator_loss: 1.12575 
[INFO] 2021-01-20 05:51:41 > Step:  134900 Progress: 67.5% Elapsed: 2 days, 5:04:06 temperature: no ada_p: No Discriminator_loss: 1.41823 Generator_loss: 1.00076 
[INFO] 2021-01-20 05:54:22 > Step:  135000 Progress: 67.5% Elapsed: 2 days, 5:06:47 temperature: no ada_p: No Discriminator_loss: 1.38374 Generator_loss: 1.01752 
[INFO] 2021-01-20 05:57:03 > Step:  135100 Progress: 67.5% Elapsed: 2 days, 5:09:28 temperature: no ada_p: No Discriminator_loss: 1.34751 Generator_loss: 0.800407 
[INFO] 2021-01-20 05:59:44 > Step:  135200 Progress: 67.6% Elapsed: 2 days, 5:12:09 temperature: no ada_p: No Discriminator_loss: 1.46555 Generator_loss: 0.758232 
[INFO] 2021-01-20 06:02:25 > Step:  135300 Progress: 67.7% Elapsed: 2 days, 5:14:50 temperature: no ada_p: No Discriminator_loss: 1.4414 Generator_loss: 0.898445 
[INFO] 2021-01-20 06:05:06 > Step:  135400 Progress: 67.7% Elapsed: 2 days, 5:17:31 temperature: no ada_p: No Discriminator_loss: 1.553 Generator_loss: 1.1644 
[INFO] 2021-01-20 06:07:47 > Step:  135500 Progress: 67.8% Elapsed: 2 days, 5:20:12 temperature: no ada_p: No Discriminator_loss: 1.37626 Generator_loss: 1.08976 
[INFO] 2021-01-20 06:10:28 > Step:  135600 Progress: 67.8% Elapsed: 2 days, 5:22:53 temperature: no ada_p: No Discriminator_loss: 1.58075 Generator_loss: 0.545962 
[INFO] 2021-01-20 06:13:08 > Step:  135700 Progress: 67.8% Elapsed: 2 days, 5:25:33 temperature: no ada_p: No Discriminator_loss: 1.49707 Generator_loss: 0.851653 
[INFO] 2021-01-20 06:15:49 > Step:  135800 Progress: 67.9% Elapsed: 2 days, 5:28:14 temperature: no ada_p: No Discriminator_loss: 1.55743 Generator_loss: 0.705167 
[INFO] 2021-01-20 06:18:30 > Step:  135900 Progress: 68.0% Elapsed: 2 days, 5:30:55 temperature: no ada_p: No Discriminator_loss: 1.30006 Generator_loss: 0.812964 
[INFO] 2021-01-20 06:21:11 > Step:  136000 Progress: 68.0% Elapsed: 2 days, 5:33:36 temperature: no ada_p: No Discriminator_loss: 1.3827 Generator_loss: -0.133888 
[INFO] 2021-01-20 06:21:11 > Start Evaluation (136000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 06:21:11 > Calculating FID Score....
[INFO] 2021-01-20 06:21:26 > Calculating Inception Score....
[INFO] 2021-01-20 06:21:33 > Calculate F_beta Score....
[INFO] 2021-01-20 06:22:20 > Calculate Accuracies....
[INFO] 2021-01-20 06:22:25 > Calculate Accuracies....
[INFO] 2021-01-20 06:22:38 > F_8 score (Step: 136000, Using valid images): 0.9626068984666037
[INFO] 2021-01-20 06:22:38 > F_1/8 score (Step: 136000, Using valid images): 0.9757496704194515
[INFO] 2021-01-20 06:22:38 > FID score (Step: 136000, Using valid moments): 17.22889851383445
[INFO] 2021-01-20 06:22:38 > Inception score (Step: 136000, 10000 generated images): 16.545385360717773
[INFO] 2021-01-20 06:22:38 > Best FID score (Step: 130000, Using valid moments): 16.98511304610099
[INFO] 2021-01-20 06:22:39 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 06:25:20 > Step:  136100 Progress: 68.0% Elapsed: 2 days, 5:37:45 temperature: no ada_p: No Discriminator_loss: 1.29402 Generator_loss: 0.214744 
[INFO] 2021-01-20 06:28:01 > Step:  136200 Progress: 68.1% Elapsed: 2 days, 5:40:26 temperature: no ada_p: No Discriminator_loss: 1.46179 Generator_loss: -0.1007 
[INFO] 2021-01-20 06:30:42 > Step:  136300 Progress: 68.2% Elapsed: 2 days, 5:43:07 temperature: no ada_p: No Discriminator_loss: 1.33568 Generator_loss: 0.120503 
[INFO] 2021-01-20 06:33:23 > Step:  136400 Progress: 68.2% Elapsed: 2 days, 5:45:48 temperature: no ada_p: No Discriminator_loss: 1.34383 Generator_loss: -0.0943972 
[INFO] 2021-01-20 06:36:06 > Step:  136500 Progress: 68.2% Elapsed: 2 days, 5:48:31 temperature: no ada_p: No Discriminator_loss: 1.43603 Generator_loss: 0.0153828 
[INFO] 2021-01-20 06:38:47 > Step:  136600 Progress: 68.3% Elapsed: 2 days, 5:51:12 temperature: no ada_p: No Discriminator_loss: 1.31554 Generator_loss: -0.00980766 
[INFO] 2021-01-20 06:41:28 > Step:  136700 Progress: 68.3% Elapsed: 2 days, 5:53:53 temperature: no ada_p: No Discriminator_loss: 1.37038 Generator_loss: 0.190745 
[INFO] 2021-01-20 06:44:09 > Step:  136800 Progress: 68.4% Elapsed: 2 days, 5:56:34 temperature: no ada_p: No Discriminator_loss: 1.39977 Generator_loss: 1.07229 
[INFO] 2021-01-20 06:46:49 > Step:  136900 Progress: 68.5% Elapsed: 2 days, 5:59:14 temperature: no ada_p: No Discriminator_loss: 1.31389 Generator_loss: 1.04471 
[INFO] 2021-01-20 06:49:30 > Step:  137000 Progress: 68.5% Elapsed: 2 days, 6:01:55 temperature: no ada_p: No Discriminator_loss: 1.4603 Generator_loss: 1.01972 
[INFO] 2021-01-20 06:52:11 > Step:  137100 Progress: 68.5% Elapsed: 2 days, 6:04:36 temperature: no ada_p: No Discriminator_loss: 1.43273 Generator_loss: 0.787974 
[INFO] 2021-01-20 06:54:52 > Step:  137200 Progress: 68.6% Elapsed: 2 days, 6:07:17 temperature: no ada_p: No Discriminator_loss: 1.31859 Generator_loss: 0.848507 
[INFO] 2021-01-20 06:57:34 > Step:  137300 Progress: 68.7% Elapsed: 2 days, 6:09:59 temperature: no ada_p: No Discriminator_loss: 1.52362 Generator_loss: 1.18289 
[INFO] 2021-01-20 07:00:15 > Step:  137400 Progress: 68.7% Elapsed: 2 days, 6:12:40 temperature: no ada_p: No Discriminator_loss: 1.50384 Generator_loss: -0.199383 
[INFO] 2021-01-20 07:02:55 > Step:  137500 Progress: 68.8% Elapsed: 2 days, 6:15:20 temperature: no ada_p: No Discriminator_loss: 1.34034 Generator_loss: 0.042548 
[INFO] 2021-01-20 07:05:36 > Step:  137600 Progress: 68.8% Elapsed: 2 days, 6:18:01 temperature: no ada_p: No Discriminator_loss: 1.25673 Generator_loss: 0.865014 
[INFO] 2021-01-20 07:08:17 > Step:  137700 Progress: 68.8% Elapsed: 2 days, 6:20:42 temperature: no ada_p: No Discriminator_loss: 1.49811 Generator_loss: 0.962792 
[INFO] 2021-01-20 07:10:58 > Step:  137800 Progress: 68.9% Elapsed: 2 days, 6:23:23 temperature: no ada_p: No Discriminator_loss: 1.47443 Generator_loss: 0.888695 
[INFO] 2021-01-20 07:13:39 > Step:  137900 Progress: 69.0% Elapsed: 2 days, 6:26:04 temperature: no ada_p: No Discriminator_loss: 1.30158 Generator_loss: 0.966131 
[INFO] 2021-01-20 07:16:20 > Step:  138000 Progress: 69.0% Elapsed: 2 days, 6:28:45 temperature: no ada_p: No Discriminator_loss: 1.27948 Generator_loss: 1.09126 
[INFO] 2021-01-20 07:16:20 > Start Evaluation (138000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 07:16:20 > Calculating FID Score....
[INFO] 2021-01-20 07:16:35 > Calculating Inception Score....
[INFO] 2021-01-20 07:16:42 > Calculate F_beta Score....
[INFO] 2021-01-20 07:17:30 > Calculate Accuracies....
[INFO] 2021-01-20 07:17:35 > Calculate Accuracies....
[INFO] 2021-01-20 07:17:48 > F_8 score (Step: 138000, Using valid images): 0.9643885276041032
[INFO] 2021-01-20 07:17:48 > F_1/8 score (Step: 138000, Using valid images): 0.9738307156875274
[INFO] 2021-01-20 07:17:48 > FID score (Step: 138000, Using valid moments): 17.103754601197807
[INFO] 2021-01-20 07:17:48 > Inception score (Step: 138000, 10000 generated images): 16.530092239379883
[INFO] 2021-01-20 07:17:48 > Best FID score (Step: 130000, Using valid moments): 16.98511304610099
[INFO] 2021-01-20 07:17:49 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 07:20:30 > Step:  138100 Progress: 69.0% Elapsed: 2 days, 6:32:55 temperature: no ada_p: No Discriminator_loss: 1.36192 Generator_loss: 0.909197 
[INFO] 2021-01-20 07:23:10 > Step:  138200 Progress: 69.1% Elapsed: 2 days, 6:35:35 temperature: no ada_p: No Discriminator_loss: 1.45343 Generator_loss: 0.708023 
[INFO] 2021-01-20 07:25:52 > Step:  138300 Progress: 69.2% Elapsed: 2 days, 6:38:17 temperature: no ada_p: No Discriminator_loss: 1.51998 Generator_loss: 1.03673 
[INFO] 2021-01-20 07:28:33 > Step:  138400 Progress: 69.2% Elapsed: 2 days, 6:40:58 temperature: no ada_p: No Discriminator_loss: 1.53002 Generator_loss: 0.781993 
[INFO] 2021-01-20 07:31:14 > Step:  138500 Progress: 69.2% Elapsed: 2 days, 6:43:39 temperature: no ada_p: No Discriminator_loss: 1.48986 Generator_loss: 0.83434 
[INFO] 2021-01-20 07:33:55 > Step:  138600 Progress: 69.3% Elapsed: 2 days, 6:46:20 temperature: no ada_p: No Discriminator_loss: 1.42887 Generator_loss: 0.850328 
[INFO] 2021-01-20 07:36:36 > Step:  138700 Progress: 69.3% Elapsed: 2 days, 6:49:01 temperature: no ada_p: No Discriminator_loss: 1.33802 Generator_loss: 0.906529 
[INFO] 2021-01-20 07:39:17 > Step:  138800 Progress: 69.4% Elapsed: 2 days, 6:51:42 temperature: no ada_p: No Discriminator_loss: 1.39177 Generator_loss: 0.918603 
[INFO] 2021-01-20 07:41:58 > Step:  138900 Progress: 69.5% Elapsed: 2 days, 6:54:23 temperature: no ada_p: No Discriminator_loss: 1.43421 Generator_loss: 0.0171975 
[INFO] 2021-01-20 07:44:38 > Step:  139000 Progress: 69.5% Elapsed: 2 days, 6:57:03 temperature: no ada_p: No Discriminator_loss: 1.53782 Generator_loss: 0.154812 
[INFO] 2021-01-20 07:47:20 > Step:  139100 Progress: 69.5% Elapsed: 2 days, 6:59:45 temperature: no ada_p: No Discriminator_loss: 1.40397 Generator_loss: 0.351214 
[INFO] 2021-01-20 07:50:01 > Step:  139200 Progress: 69.6% Elapsed: 2 days, 7:02:26 temperature: no ada_p: No Discriminator_loss: 1.42535 Generator_loss: -0.221689 
[INFO] 2021-01-20 07:52:42 > Step:  139300 Progress: 69.7% Elapsed: 2 days, 7:05:07 temperature: no ada_p: No Discriminator_loss: 1.36213 Generator_loss: 0.209276 
[INFO] 2021-01-20 07:55:23 > Step:  139400 Progress: 69.7% Elapsed: 2 days, 7:07:48 temperature: no ada_p: No Discriminator_loss: 1.39719 Generator_loss: 0.404786 
[INFO] 2021-01-20 07:58:04 > Step:  139500 Progress: 69.8% Elapsed: 2 days, 7:10:29 temperature: no ada_p: No Discriminator_loss: 1.22807 Generator_loss: 0.0957454 
[INFO] 2021-01-20 08:00:44 > Step:  139600 Progress: 69.8% Elapsed: 2 days, 7:13:09 temperature: no ada_p: No Discriminator_loss: 1.30812 Generator_loss: 0.293599 
[INFO] 2021-01-20 08:03:27 > Step:  139700 Progress: 69.8% Elapsed: 2 days, 7:15:52 temperature: no ada_p: No Discriminator_loss: 1.42661 Generator_loss: 1.0485 
[INFO] 2021-01-20 08:06:08 > Step:  139800 Progress: 69.9% Elapsed: 2 days, 7:18:33 temperature: no ada_p: No Discriminator_loss: 1.63939 Generator_loss: 0.759422 
[INFO] 2021-01-20 08:08:48 > Step:  139900 Progress: 70.0% Elapsed: 2 days, 7:21:13 temperature: no ada_p: No Discriminator_loss: 1.2678 Generator_loss: 0.68791 
[INFO] 2021-01-20 08:11:29 > Step:  140000 Progress: 70.0% Elapsed: 2 days, 7:23:54 temperature: no ada_p: No Discriminator_loss: 1.43847 Generator_loss: 0.905146 
[INFO] 2021-01-20 08:11:29 > Start Evaluation (140000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 08:11:29 > Calculating FID Score....
[INFO] 2021-01-20 08:11:44 > Calculating Inception Score....
[INFO] 2021-01-20 08:11:52 > Calculate F_beta Score....
[INFO] 2021-01-20 08:12:40 > Calculate Accuracies....
[INFO] 2021-01-20 08:12:45 > Calculate Accuracies....
[INFO] 2021-01-20 08:12:58 > F_8 score (Step: 140000, Using valid images): 0.9646313874727319
[INFO] 2021-01-20 08:12:58 > F_1/8 score (Step: 140000, Using valid images): 0.9724805044082298
[INFO] 2021-01-20 08:12:58 > FID score (Step: 140000, Using valid moments): 17.119798636036933
[INFO] 2021-01-20 08:12:58 > Inception score (Step: 140000, 10000 generated images): 16.48103904724121
[INFO] 2021-01-20 08:12:58 > Best FID score (Step: 130000, Using valid moments): 16.98511304610099
[INFO] 2021-01-20 08:13:00 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 08:15:40 > Step:  140100 Progress: 70.0% Elapsed: 2 days, 7:28:05 temperature: no ada_p: No Discriminator_loss: 1.35147 Generator_loss: 0.903605 
[INFO] 2021-01-20 08:18:21 > Step:  140200 Progress: 70.1% Elapsed: 2 days, 7:30:46 temperature: no ada_p: No Discriminator_loss: 1.37508 Generator_loss: 0.898042 
[INFO] 2021-01-20 08:21:02 > Step:  140300 Progress: 70.2% Elapsed: 2 days, 7:33:27 temperature: no ada_p: No Discriminator_loss: 1.3138 Generator_loss: 0.744665 
[INFO] 2021-01-20 08:23:43 > Step:  140400 Progress: 70.2% Elapsed: 2 days, 7:36:08 temperature: no ada_p: No Discriminator_loss: 1.30502 Generator_loss: 1.03696 
[INFO] 2021-01-20 08:26:24 > Step:  140500 Progress: 70.2% Elapsed: 2 days, 7:38:49 temperature: no ada_p: No Discriminator_loss: 1.35108 Generator_loss: 0.85032 
[INFO] 2021-01-20 08:29:04 > Step:  140600 Progress: 70.3% Elapsed: 2 days, 7:41:29 temperature: no ada_p: No Discriminator_loss: 1.74905 Generator_loss: 0.9808 
[INFO] 2021-01-20 08:31:46 > Step:  140700 Progress: 70.3% Elapsed: 2 days, 7:44:11 temperature: no ada_p: No Discriminator_loss: 1.50359 Generator_loss: 0.717132 
[INFO] 2021-01-20 08:34:27 > Step:  140800 Progress: 70.4% Elapsed: 2 days, 7:46:52 temperature: no ada_p: No Discriminator_loss: 1.30012 Generator_loss: 0.962602 
[INFO] 2021-01-20 08:37:08 > Step:  140900 Progress: 70.5% Elapsed: 2 days, 7:49:33 temperature: no ada_p: No Discriminator_loss: 1.43028 Generator_loss: 0.919897 
[INFO] 2021-01-20 08:39:48 > Step:  141000 Progress: 70.5% Elapsed: 2 days, 7:52:13 temperature: no ada_p: No Discriminator_loss: 1.40166 Generator_loss: 0.811382 
[INFO] 2021-01-20 08:42:29 > Step:  141100 Progress: 70.5% Elapsed: 2 days, 7:54:54 temperature: no ada_p: No Discriminator_loss: 1.39241 Generator_loss: 1.15571 
[INFO] 2021-01-20 08:45:10 > Step:  141200 Progress: 70.6% Elapsed: 2 days, 7:57:35 temperature: no ada_p: No Discriminator_loss: 1.3242 Generator_loss: 0.682759 
[INFO] 2021-01-20 08:47:52 > Step:  141300 Progress: 70.7% Elapsed: 2 days, 8:00:17 temperature: no ada_p: No Discriminator_loss: 1.50021 Generator_loss: 1.10797 
[INFO] 2021-01-20 08:50:33 > Step:  141400 Progress: 70.7% Elapsed: 2 days, 8:02:58 temperature: no ada_p: No Discriminator_loss: 1.48188 Generator_loss: 0.718713 
[INFO] 2021-01-20 08:53:14 > Step:  141500 Progress: 70.8% Elapsed: 2 days, 8:05:39 temperature: no ada_p: No Discriminator_loss: 1.32832 Generator_loss: 0.816199 
[INFO] 2021-01-20 08:55:55 > Step:  141600 Progress: 70.8% Elapsed: 2 days, 8:08:20 temperature: no ada_p: No Discriminator_loss: 1.26529 Generator_loss: 1.11238 
[INFO] 2021-01-20 08:58:36 > Step:  141700 Progress: 70.9% Elapsed: 2 days, 8:11:01 temperature: no ada_p: No Discriminator_loss: 1.35039 Generator_loss: 0.88455 
[INFO] 2021-01-20 09:01:17 > Step:  141800 Progress: 70.9% Elapsed: 2 days, 8:13:42 temperature: no ada_p: No Discriminator_loss: 1.32801 Generator_loss: 0.787476 
[INFO] 2021-01-20 09:03:58 > Step:  141900 Progress: 71.0% Elapsed: 2 days, 8:16:23 temperature: no ada_p: No Discriminator_loss: 1.41833 Generator_loss: -0.147253 
[INFO] 2021-01-20 09:06:39 > Step:  142000 Progress: 71.0% Elapsed: 2 days, 8:19:04 temperature: no ada_p: No Discriminator_loss: 1.45514 Generator_loss: -0.0746605 
[INFO] 2021-01-20 09:06:39 > Start Evaluation (142000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 09:06:39 > Calculating FID Score....
[INFO] 2021-01-20 09:06:54 > Calculating Inception Score....
[INFO] 2021-01-20 09:07:02 > Calculate F_beta Score....
[INFO] 2021-01-20 09:07:52 > Calculate Accuracies....
[INFO] 2021-01-20 09:07:57 > Calculate Accuracies....
[INFO] 2021-01-20 09:08:10 > F_8 score (Step: 142000, Using valid images): 0.9649578723567317
[INFO] 2021-01-20 09:08:10 > F_1/8 score (Step: 142000, Using valid images): 0.9747859584609426
[INFO] 2021-01-20 09:08:10 > FID score (Step: 142000, Using valid moments): 17.039579186068522
[INFO] 2021-01-20 09:08:10 > Inception score (Step: 142000, 10000 generated images): 16.579710006713867
[INFO] 2021-01-20 09:08:10 > Best FID score (Step: 130000, Using valid moments): 16.98511304610099
[INFO] 2021-01-20 09:08:12 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 09:10:53 > Step:  142100 Progress: 71.0% Elapsed: 2 days, 8:23:18 temperature: no ada_p: No Discriminator_loss: 1.32109 Generator_loss: 0.256231 
[INFO] 2021-01-20 09:13:33 > Step:  142200 Progress: 71.1% Elapsed: 2 days, 8:25:58 temperature: no ada_p: No Discriminator_loss: 1.31804 Generator_loss: 0.276927 
[INFO] 2021-01-20 09:16:14 > Step:  142300 Progress: 71.2% Elapsed: 2 days, 8:28:39 temperature: no ada_p: No Discriminator_loss: 1.426 Generator_loss: -0.0996822 
[INFO] 2021-01-20 09:18:55 > Step:  142400 Progress: 71.2% Elapsed: 2 days, 8:31:20 temperature: no ada_p: No Discriminator_loss: 1.35496 Generator_loss: 1.33101 
[INFO] 2021-01-20 09:21:36 > Step:  142500 Progress: 71.2% Elapsed: 2 days, 8:34:01 temperature: no ada_p: No Discriminator_loss: 1.41728 Generator_loss: 0.178353 
[INFO] 2021-01-20 09:24:17 > Step:  142600 Progress: 71.3% Elapsed: 2 days, 8:36:42 temperature: no ada_p: No Discriminator_loss: 1.34794 Generator_loss: 0.34104 
[INFO] 2021-01-20 09:26:58 > Step:  142700 Progress: 71.4% Elapsed: 2 days, 8:39:23 temperature: no ada_p: No Discriminator_loss: 1.45372 Generator_loss: 0.13751 
[INFO] 2021-01-20 09:29:38 > Step:  142800 Progress: 71.4% Elapsed: 2 days, 8:42:04 temperature: no ada_p: No Discriminator_loss: 1.30472 Generator_loss: -0.1137 
[INFO] 2021-01-20 09:32:21 > Step:  142900 Progress: 71.5% Elapsed: 2 days, 8:44:46 temperature: no ada_p: No Discriminator_loss: 1.29108 Generator_loss: 0.149722 
[INFO] 2021-01-20 09:35:03 > Step:  143000 Progress: 71.5% Elapsed: 2 days, 8:47:28 temperature: no ada_p: No Discriminator_loss: 1.51082 Generator_loss: -0.0194316 
[INFO] 2021-01-20 09:37:44 > Step:  143100 Progress: 71.5% Elapsed: 2 days, 8:50:09 temperature: no ada_p: No Discriminator_loss: 1.35309 Generator_loss: 0.212008 
[INFO] 2021-01-20 09:40:25 > Step:  143200 Progress: 71.6% Elapsed: 2 days, 8:52:50 temperature: no ada_p: No Discriminator_loss: 1.5308 Generator_loss: 0.222304 
[INFO] 2021-01-20 09:43:06 > Step:  143300 Progress: 71.7% Elapsed: 2 days, 8:55:31 temperature: no ada_p: No Discriminator_loss: 1.44239 Generator_loss: -0.12662 
[INFO] 2021-01-20 09:45:47 > Step:  143400 Progress: 71.7% Elapsed: 2 days, 8:58:12 temperature: no ada_p: No Discriminator_loss: 1.48768 Generator_loss: 0.324902 
[INFO] 2021-01-20 09:48:28 > Step:  143500 Progress: 71.8% Elapsed: 2 days, 9:00:53 temperature: no ada_p: No Discriminator_loss: 1.29457 Generator_loss: 0.297234 
[INFO] 2021-01-20 09:51:09 > Step:  143600 Progress: 71.8% Elapsed: 2 days, 9:03:34 temperature: no ada_p: No Discriminator_loss: 1.53037 Generator_loss: 0.920291 
[INFO] 2021-01-20 09:53:50 > Step:  143700 Progress: 71.9% Elapsed: 2 days, 9:06:15 temperature: no ada_p: No Discriminator_loss: 1.60519 Generator_loss: 0.689017 
[INFO] 2021-01-20 09:56:31 > Step:  143800 Progress: 71.9% Elapsed: 2 days, 9:08:56 temperature: no ada_p: No Discriminator_loss: 1.39639 Generator_loss: 1.05898 
[INFO] 2021-01-20 09:59:12 > Step:  143900 Progress: 72.0% Elapsed: 2 days, 9:11:37 temperature: no ada_p: No Discriminator_loss: 1.35108 Generator_loss: 0.879393 
[INFO] 2021-01-20 10:01:53 > Step:  144000 Progress: 72.0% Elapsed: 2 days, 9:14:18 temperature: no ada_p: No Discriminator_loss: 1.27722 Generator_loss: 0.697201 
[INFO] 2021-01-20 10:01:53 > Start Evaluation (144000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 10:01:53 > Calculating FID Score....
[INFO] 2021-01-20 10:02:08 > Calculating Inception Score....
[INFO] 2021-01-20 10:02:15 > Calculate F_beta Score....
[INFO] 2021-01-20 10:03:03 > Calculate Accuracies....
[INFO] 2021-01-20 10:03:08 > Calculate Accuracies....
[INFO] 2021-01-20 10:03:21 > F_8 score (Step: 144000, Using valid images): 0.9633112975722944
[INFO] 2021-01-20 10:03:21 > F_1/8 score (Step: 144000, Using valid images): 0.9788765254754509
[INFO] 2021-01-20 10:03:21 > FID score (Step: 144000, Using valid moments): 16.818822736095058
[INFO] 2021-01-20 10:03:21 > Inception score (Step: 144000, 10000 generated images): 16.738689422607422
[INFO] 2021-01-20 10:03:21 > Best FID score (Step: 144000, Using valid moments): 16.818822736095058
[INFO] 2021-01-20 10:03:24 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 10:06:05 > Step:  144100 Progress: 72.0% Elapsed: 2 days, 9:18:30 temperature: no ada_p: No Discriminator_loss: 1.35933 Generator_loss: 0.992974 
[INFO] 2021-01-20 10:08:45 > Step:  144200 Progress: 72.1% Elapsed: 2 days, 9:21:10 temperature: no ada_p: No Discriminator_loss: 1.29378 Generator_loss: 0.261576 
[INFO] 2021-01-20 10:11:26 > Step:  144300 Progress: 72.2% Elapsed: 2 days, 9:23:51 temperature: no ada_p: No Discriminator_loss: 1.34503 Generator_loss: 0.142926 
[INFO] 2021-01-20 10:14:07 > Step:  144400 Progress: 72.2% Elapsed: 2 days, 9:26:32 temperature: no ada_p: No Discriminator_loss: 1.28513 Generator_loss: 0.382809 
[INFO] 2021-01-20 10:16:49 > Step:  144500 Progress: 72.2% Elapsed: 2 days, 9:29:14 temperature: no ada_p: No Discriminator_loss: 1.41948 Generator_loss: 0.238967 
[INFO] 2021-01-20 10:19:30 > Step:  144600 Progress: 72.3% Elapsed: 2 days, 9:31:55 temperature: no ada_p: No Discriminator_loss: 1.26634 Generator_loss: -0.217772 
[INFO] 2021-01-20 10:22:11 > Step:  144700 Progress: 72.4% Elapsed: 2 days, 9:34:36 temperature: no ada_p: No Discriminator_loss: 1.31946 Generator_loss: -0.167753 
[INFO] 2021-01-20 10:24:52 > Step:  144800 Progress: 72.4% Elapsed: 2 days, 9:37:17 temperature: no ada_p: No Discriminator_loss: 1.4293 Generator_loss: -0.199133 
[INFO] 2021-01-20 10:27:33 > Step:  144900 Progress: 72.5% Elapsed: 2 days, 9:39:58 temperature: no ada_p: No Discriminator_loss: 1.40155 Generator_loss: 0.143745 
[INFO] 2021-01-20 10:30:14 > Step:  145000 Progress: 72.5% Elapsed: 2 days, 9:42:39 temperature: no ada_p: No Discriminator_loss: 1.33322 Generator_loss: 0.357755 
[INFO] 2021-01-20 10:32:55 > Step:  145100 Progress: 72.5% Elapsed: 2 days, 9:45:20 temperature: no ada_p: No Discriminator_loss: 1.46189 Generator_loss: 0.22391 
[INFO] 2021-01-20 10:35:35 > Step:  145200 Progress: 72.6% Elapsed: 2 days, 9:48:00 temperature: no ada_p: No Discriminator_loss: 1.32982 Generator_loss: 1.21007 
[INFO] 2021-01-20 10:38:16 > Step:  145300 Progress: 72.7% Elapsed: 2 days, 9:50:41 temperature: no ada_p: No Discriminator_loss: 1.27945 Generator_loss: 1.03594 
[INFO] 2021-01-20 10:40:57 > Step:  145400 Progress: 72.7% Elapsed: 2 days, 9:53:22 temperature: no ada_p: No Discriminator_loss: 1.373 Generator_loss: 0.92178 
[INFO] 2021-01-20 10:43:38 > Step:  145500 Progress: 72.8% Elapsed: 2 days, 9:56:03 temperature: no ada_p: No Discriminator_loss: 1.34284 Generator_loss: 0.911015 
[INFO] 2021-01-20 10:46:19 > Step:  145600 Progress: 72.8% Elapsed: 2 days, 9:58:44 temperature: no ada_p: No Discriminator_loss: 1.39411 Generator_loss: 0.907271 
[INFO] 2021-01-20 10:49:00 > Step:  145700 Progress: 72.9% Elapsed: 2 days, 10:01:25 temperature: no ada_p: No Discriminator_loss: 1.43889 Generator_loss: 1.05198 
[INFO] 2021-01-20 10:51:41 > Step:  145800 Progress: 72.9% Elapsed: 2 days, 10:04:06 temperature: no ada_p: No Discriminator_loss: 1.51714 Generator_loss: 0.781485 
[INFO] 2021-01-20 10:54:22 > Step:  145900 Progress: 73.0% Elapsed: 2 days, 10:06:47 temperature: no ada_p: No Discriminator_loss: 1.43858 Generator_loss: 0.973951 
[INFO] 2021-01-20 10:57:03 > Step:  146000 Progress: 73.0% Elapsed: 2 days, 10:09:28 temperature: no ada_p: No Discriminator_loss: 1.44793 Generator_loss: 1.1517 
[INFO] 2021-01-20 10:57:03 > Start Evaluation (146000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 10:57:03 > Calculating FID Score....
[INFO] 2021-01-20 10:57:18 > Calculating Inception Score....
[INFO] 2021-01-20 10:57:25 > Calculate F_beta Score....
[INFO] 2021-01-20 10:58:13 > Calculate Accuracies....
[INFO] 2021-01-20 10:58:18 > Calculate Accuracies....
[INFO] 2021-01-20 10:58:30 > F_8 score (Step: 146000, Using valid images): 0.9662505891537375
[INFO] 2021-01-20 10:58:30 > F_1/8 score (Step: 146000, Using valid images): 0.9728692077479487
[INFO] 2021-01-20 10:58:30 > FID score (Step: 146000, Using valid moments): 16.90554825852189
[INFO] 2021-01-20 10:58:30 > Inception score (Step: 146000, 10000 generated images): 16.482107162475586
[INFO] 2021-01-20 10:58:30 > Best FID score (Step: 144000, Using valid moments): 16.818822736095058
[INFO] 2021-01-20 10:58:32 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 11:01:13 > Step:  146100 Progress: 73.0% Elapsed: 2 days, 10:13:38 temperature: no ada_p: No Discriminator_loss: 1.30671 Generator_loss: 1.0601 
[INFO] 2021-01-20 11:03:55 > Step:  146200 Progress: 73.1% Elapsed: 2 days, 10:16:20 temperature: no ada_p: No Discriminator_loss: 1.25613 Generator_loss: 0.934974 
[INFO] 2021-01-20 11:06:36 > Step:  146300 Progress: 73.2% Elapsed: 2 days, 10:19:01 temperature: no ada_p: No Discriminator_loss: 1.42872 Generator_loss: 0.808484 
[INFO] 2021-01-20 11:09:17 > Step:  146400 Progress: 73.2% Elapsed: 2 days, 10:21:42 temperature: no ada_p: No Discriminator_loss: 1.38831 Generator_loss: 1.14934 
[INFO] 2021-01-20 11:11:58 > Step:  146500 Progress: 73.2% Elapsed: 2 days, 10:24:23 temperature: no ada_p: No Discriminator_loss: 1.30814 Generator_loss: 0.863237 
[INFO] 2021-01-20 11:14:39 > Step:  146600 Progress: 73.3% Elapsed: 2 days, 10:27:04 temperature: no ada_p: No Discriminator_loss: 1.546 Generator_loss: 0.767565 
[INFO] 2021-01-20 11:17:20 > Step:  146700 Progress: 73.4% Elapsed: 2 days, 10:29:45 temperature: no ada_p: No Discriminator_loss: 1.38083 Generator_loss: 1.0454 
[INFO] 2021-01-20 11:20:01 > Step:  146800 Progress: 73.4% Elapsed: 2 days, 10:32:26 temperature: no ada_p: No Discriminator_loss: 1.39357 Generator_loss: 1.02913 
[INFO] 2021-01-20 11:22:41 > Step:  146900 Progress: 73.5% Elapsed: 2 days, 10:35:06 temperature: no ada_p: No Discriminator_loss: 1.30764 Generator_loss: 0.941611 
[INFO] 2021-01-20 11:25:23 > Step:  147000 Progress: 73.5% Elapsed: 2 days, 10:37:48 temperature: no ada_p: No Discriminator_loss: 1.52013 Generator_loss: 0.921802 
[INFO] 2021-01-20 11:28:04 > Step:  147100 Progress: 73.6% Elapsed: 2 days, 10:40:29 temperature: no ada_p: No Discriminator_loss: 1.27027 Generator_loss: 0.870076 
[INFO] 2021-01-20 11:30:45 > Step:  147200 Progress: 73.6% Elapsed: 2 days, 10:43:10 temperature: no ada_p: No Discriminator_loss: 1.38426 Generator_loss: 1.09663 
[INFO] 2021-01-20 11:33:26 > Step:  147300 Progress: 73.7% Elapsed: 2 days, 10:45:51 temperature: no ada_p: No Discriminator_loss: 1.40862 Generator_loss: 1.01222 
[INFO] 2021-01-20 11:36:07 > Step:  147400 Progress: 73.7% Elapsed: 2 days, 10:48:32 temperature: no ada_p: No Discriminator_loss: 1.41865 Generator_loss: 0.856009 
[INFO] 2021-01-20 11:38:48 > Step:  147500 Progress: 73.8% Elapsed: 2 days, 10:51:13 temperature: no ada_p: No Discriminator_loss: 1.39588 Generator_loss: 0.758981 
[INFO] 2021-01-20 11:41:29 > Step:  147600 Progress: 73.8% Elapsed: 2 days, 10:53:54 temperature: no ada_p: No Discriminator_loss: 1.25926 Generator_loss: 1.07426 
[INFO] 2021-01-20 11:44:10 > Step:  147700 Progress: 73.9% Elapsed: 2 days, 10:56:35 temperature: no ada_p: No Discriminator_loss: 1.5549 Generator_loss: 0.6195 
[INFO] 2021-01-20 11:46:51 > Step:  147800 Progress: 73.9% Elapsed: 2 days, 10:59:16 temperature: no ada_p: No Discriminator_loss: 1.38611 Generator_loss: 0.299221 
[INFO] 2021-01-20 11:49:32 > Step:  147900 Progress: 74.0% Elapsed: 2 days, 11:01:57 temperature: no ada_p: No Discriminator_loss: 1.30283 Generator_loss: 0.0317204 
[INFO] 2021-01-20 11:52:13 > Step:  148000 Progress: 74.0% Elapsed: 2 days, 11:04:38 temperature: no ada_p: No Discriminator_loss: 1.44306 Generator_loss: 0.113144 
[INFO] 2021-01-20 11:52:13 > Start Evaluation (148000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 11:52:13 > Calculating FID Score....
[INFO] 2021-01-20 11:52:27 > Calculating Inception Score....
[INFO] 2021-01-20 11:52:35 > Calculate F_beta Score....
[INFO] 2021-01-20 11:53:23 > Calculate Accuracies....
[INFO] 2021-01-20 11:53:28 > Calculate Accuracies....
[INFO] 2021-01-20 11:53:41 > F_8 score (Step: 148000, Using valid images): 0.9651896620028088
[INFO] 2021-01-20 11:53:41 > F_1/8 score (Step: 148000, Using valid images): 0.9778013300910056
[INFO] 2021-01-20 11:53:41 > FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 11:53:41 > Inception score (Step: 148000, 10000 generated images): 16.304418563842773
[INFO] 2021-01-20 11:53:41 > Best FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 11:53:45 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 11:56:25 > Step:  148100 Progress: 74.1% Elapsed: 2 days, 11:08:50 temperature: no ada_p: No Discriminator_loss: 1.44991 Generator_loss: 0.363067 
[INFO] 2021-01-20 11:59:06 > Step:  148200 Progress: 74.1% Elapsed: 2 days, 11:11:31 temperature: no ada_p: No Discriminator_loss: 1.3452 Generator_loss: -0.171109 
[INFO] 2021-01-20 12:01:47 > Step:  148300 Progress: 74.2% Elapsed: 2 days, 11:14:12 temperature: no ada_p: No Discriminator_loss: 1.544 Generator_loss: -0.057267 
[INFO] 2021-01-20 12:04:28 > Step:  148400 Progress: 74.2% Elapsed: 2 days, 11:16:53 temperature: no ada_p: No Discriminator_loss: 1.27287 Generator_loss: 0.517444 
[INFO] 2021-01-20 12:07:09 > Step:  148500 Progress: 74.2% Elapsed: 2 days, 11:19:34 temperature: no ada_p: No Discriminator_loss: 1.29224 Generator_loss: 0.0527657 
[INFO] 2021-01-20 12:09:50 > Step:  148600 Progress: 74.3% Elapsed: 2 days, 11:22:15 temperature: no ada_p: No Discriminator_loss: 1.34633 Generator_loss: 0.0552092 
[INFO] 2021-01-20 12:12:31 > Step:  148700 Progress: 74.4% Elapsed: 2 days, 11:24:56 temperature: no ada_p: No Discriminator_loss: 1.44392 Generator_loss: 0.00704433 
[INFO] 2021-01-20 12:15:12 > Step:  148800 Progress: 74.4% Elapsed: 2 days, 11:27:37 temperature: no ada_p: No Discriminator_loss: 1.60829 Generator_loss: 0.0344969 
[INFO] 2021-01-20 12:17:53 > Step:  148900 Progress: 74.5% Elapsed: 2 days, 11:30:18 temperature: no ada_p: No Discriminator_loss: 1.41848 Generator_loss: 0.222759 
[INFO] 2021-01-20 12:20:33 > Step:  149000 Progress: 74.5% Elapsed: 2 days, 11:32:58 temperature: no ada_p: No Discriminator_loss: 1.43203 Generator_loss: -0.0132752 
[INFO] 2021-01-20 12:23:14 > Step:  149100 Progress: 74.6% Elapsed: 2 days, 11:35:39 temperature: no ada_p: No Discriminator_loss: 1.48265 Generator_loss: 0.0565472 
[INFO] 2021-01-20 12:25:55 > Step:  149200 Progress: 74.6% Elapsed: 2 days, 11:38:20 temperature: no ada_p: No Discriminator_loss: 1.28811 Generator_loss: 0.335615 
[INFO] 2021-01-20 12:28:36 > Step:  149300 Progress: 74.7% Elapsed: 2 days, 11:41:01 temperature: no ada_p: No Discriminator_loss: 1.5171 Generator_loss: -0.137186 
[INFO] 2021-01-20 12:31:18 > Step:  149400 Progress: 74.7% Elapsed: 2 days, 11:43:43 temperature: no ada_p: No Discriminator_loss: 1.43317 Generator_loss: 0.752373 
[INFO] 2021-01-20 12:33:59 > Step:  149500 Progress: 74.8% Elapsed: 2 days, 11:46:24 temperature: no ada_p: No Discriminator_loss: 1.30329 Generator_loss: 0.900682 
[INFO] 2021-01-20 12:36:41 > Step:  149600 Progress: 74.8% Elapsed: 2 days, 11:49:06 temperature: no ada_p: No Discriminator_loss: 1.37284 Generator_loss: 0.908326 
[INFO] 2021-01-20 12:39:22 > Step:  149700 Progress: 74.9% Elapsed: 2 days, 11:51:47 temperature: no ada_p: No Discriminator_loss: 1.325 Generator_loss: 1.14415 
[INFO] 2021-01-20 12:42:03 > Step:  149800 Progress: 74.9% Elapsed: 2 days, 11:54:28 temperature: no ada_p: No Discriminator_loss: 1.39796 Generator_loss: 1.0869 
[INFO] 2021-01-20 12:44:43 > Step:  149900 Progress: 75.0% Elapsed: 2 days, 11:57:08 temperature: no ada_p: No Discriminator_loss: 1.44903 Generator_loss: 0.918346 
[INFO] 2021-01-20 12:47:24 > Step:  150000 Progress: 75.0% Elapsed: 2 days, 11:59:49 temperature: no ada_p: No Discriminator_loss: 1.2986 Generator_loss: 1.02459 
[INFO] 2021-01-20 12:47:24 > Start Evaluation (150000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 12:47:24 > Calculating FID Score....
[INFO] 2021-01-20 12:47:39 > Calculating Inception Score....
[INFO] 2021-01-20 12:47:47 > Calculate F_beta Score....
[INFO] 2021-01-20 12:48:34 > Calculate Accuracies....
[INFO] 2021-01-20 12:48:39 > Calculate Accuracies....
[INFO] 2021-01-20 12:48:52 > F_8 score (Step: 150000, Using valid images): 0.9650296630676577
[INFO] 2021-01-20 12:48:52 > F_1/8 score (Step: 150000, Using valid images): 0.9785091030035503
[INFO] 2021-01-20 12:48:52 > FID score (Step: 150000, Using valid moments): 16.763195134163084
[INFO] 2021-01-20 12:48:52 > Inception score (Step: 150000, 10000 generated images): 16.95747184753418
[INFO] 2021-01-20 12:48:52 > Best FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 12:48:54 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 13:35:59 > Generator checkpoint is ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53/model=G-current-weights-step=150000.pth
[INFO] 2021-01-20 13:35:59 > Discriminator checkpoint is ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53/model=D-current-weights-step=150000.pth
[INFO] 2021-01-20 13:36:02 > Start training....
[INFO] 2021-01-20 13:38:59 > Step:  150100 Progress: 75.0% Elapsed: 0:02:57 temperature: no ada_p: No Discriminator_loss: 1.3339 Generator_loss: 1.09734 
[INFO] 2021-01-20 13:41:40 > Step:  150200 Progress: 75.1% Elapsed: 0:05:37 temperature: no ada_p: No Discriminator_loss: 1.35009 Generator_loss: 0.994827 
[INFO] 2021-01-20 13:44:21 > Step:  150300 Progress: 75.1% Elapsed: 0:08:18 temperature: no ada_p: No Discriminator_loss: 1.38542 Generator_loss: 1.24029 
[INFO] 2021-01-20 13:47:01 > Step:  150400 Progress: 75.2% Elapsed: 0:10:59 temperature: no ada_p: No Discriminator_loss: 1.22168 Generator_loss: 0.689071 
[INFO] 2021-01-20 13:49:42 > Step:  150500 Progress: 75.2% Elapsed: 0:13:39 temperature: no ada_p: No Discriminator_loss: 1.39913 Generator_loss: -0.195893 
[INFO] 2021-01-20 13:52:22 > Step:  150600 Progress: 75.3% Elapsed: 0:16:20 temperature: no ada_p: No Discriminator_loss: 1.40548 Generator_loss: -0.207693 
[INFO] 2021-01-20 13:55:03 > Step:  150700 Progress: 75.3% Elapsed: 0:19:00 temperature: no ada_p: No Discriminator_loss: 1.34897 Generator_loss: 0.0479159 
[INFO] 2021-01-20 13:57:43 > Step:  150800 Progress: 75.4% Elapsed: 0:21:41 temperature: no ada_p: No Discriminator_loss: 1.36212 Generator_loss: 0.0294171 
[INFO] 2021-01-20 14:00:24 > Step:  150900 Progress: 75.4% Elapsed: 0:24:22 temperature: no ada_p: No Discriminator_loss: 1.27214 Generator_loss: 0.306345 
[INFO] 2021-01-20 14:03:05 > Step:  151000 Progress: 75.5% Elapsed: 0:27:02 temperature: no ada_p: No Discriminator_loss: 1.31939 Generator_loss: 0.117457 
[INFO] 2021-01-20 14:05:45 > Step:  151100 Progress: 75.5% Elapsed: 0:29:43 temperature: no ada_p: No Discriminator_loss: 1.35853 Generator_loss: 0.141 
[INFO] 2021-01-20 14:08:26 > Step:  151200 Progress: 75.6% Elapsed: 0:32:24 temperature: no ada_p: No Discriminator_loss: 1.4362 Generator_loss: 0.250012 
[INFO] 2021-01-20 14:11:07 > Step:  151300 Progress: 75.6% Elapsed: 0:35:04 temperature: no ada_p: No Discriminator_loss: 1.32907 Generator_loss: 0.237596 
[INFO] 2021-01-20 14:13:48 > Step:  151400 Progress: 75.7% Elapsed: 0:37:45 temperature: no ada_p: No Discriminator_loss: 1.25472 Generator_loss: 0.104531 
[INFO] 2021-01-20 14:16:28 > Step:  151500 Progress: 75.8% Elapsed: 0:40:26 temperature: no ada_p: No Discriminator_loss: 1.47474 Generator_loss: 0.0945824 
[INFO] 2021-01-20 14:19:09 > Step:  151600 Progress: 75.8% Elapsed: 0:43:06 temperature: no ada_p: No Discriminator_loss: 1.45884 Generator_loss: 1.10944 
[INFO] 2021-01-20 14:21:50 > Step:  151700 Progress: 75.8% Elapsed: 0:45:47 temperature: no ada_p: No Discriminator_loss: 1.37587 Generator_loss: 0.963782 
[INFO] 2021-01-20 14:24:31 > Step:  151800 Progress: 75.9% Elapsed: 0:48:28 temperature: no ada_p: No Discriminator_loss: 1.47663 Generator_loss: 0.820861 
[INFO] 2021-01-20 14:27:11 > Step:  151900 Progress: 75.9% Elapsed: 0:51:09 temperature: no ada_p: No Discriminator_loss: 1.27667 Generator_loss: 0.838179 
[INFO] 2021-01-20 14:29:52 > Step:  152000 Progress: 76.0% Elapsed: 0:53:50 temperature: no ada_p: No Discriminator_loss: 1.41117 Generator_loss: 0.394899 
[INFO] 2021-01-20 14:29:52 > Start Evaluation (152000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 14:29:52 > Calculating FID Score....
[INFO] 2021-01-20 14:30:12 > Calculating Inception Score....
[INFO] 2021-01-20 14:30:19 > Calculate F_beta Score....
[INFO] 2021-01-20 14:31:13 > Calculate Accuracies....
[INFO] 2021-01-20 14:31:18 > Calculate Accuracies....
[INFO] 2021-01-20 14:31:30 > F_8 score (Step: 152000, Using valid images): 0.9665481218452439
[INFO] 2021-01-20 14:31:30 > F_1/8 score (Step: 152000, Using valid images): 0.9753581150995139
[INFO] 2021-01-20 14:31:30 > FID score (Step: 152000, Using valid moments): 16.841542875489267
[INFO] 2021-01-20 14:31:30 > Inception score (Step: 152000, 10000 generated images): 16.885150909423828
[INFO] 2021-01-20 14:31:30 > Best FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 14:31:32 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 14:34:13 > Step:  152100 Progress: 76.0% Elapsed: 0:58:10 temperature: no ada_p: No Discriminator_loss: 1.39019 Generator_loss: 0.208112 
[INFO] 2021-01-20 14:36:53 > Step:  152200 Progress: 76.1% Elapsed: 1:00:51 temperature: no ada_p: No Discriminator_loss: 1.39308 Generator_loss: 0.104899 
[INFO] 2021-01-20 14:39:34 > Step:  152300 Progress: 76.1% Elapsed: 1:03:31 temperature: no ada_p: No Discriminator_loss: 1.28634 Generator_loss: 0.744474 
[INFO] 2021-01-20 14:42:14 > Step:  152400 Progress: 76.2% Elapsed: 1:06:12 temperature: no ada_p: No Discriminator_loss: 1.34497 Generator_loss: 0.947094 
[INFO] 2021-01-20 14:44:55 > Step:  152500 Progress: 76.2% Elapsed: 1:08:53 temperature: no ada_p: No Discriminator_loss: 1.42299 Generator_loss: 0.930891 
[INFO] 2021-01-20 14:47:36 > Step:  152600 Progress: 76.3% Elapsed: 1:11:34 temperature: no ada_p: No Discriminator_loss: 1.27394 Generator_loss: 1.10221 
[INFO] 2021-01-20 14:50:17 > Step:  152700 Progress: 76.3% Elapsed: 1:14:15 temperature: no ada_p: No Discriminator_loss: 1.29436 Generator_loss: 1.15188 
[INFO] 2021-01-20 14:52:58 > Step:  152800 Progress: 76.4% Elapsed: 1:16:55 temperature: no ada_p: No Discriminator_loss: 1.28373 Generator_loss: 1.04741 
[INFO] 2021-01-20 14:55:38 > Step:  152900 Progress: 76.4% Elapsed: 1:19:36 temperature: no ada_p: No Discriminator_loss: 1.488 Generator_loss: 0.838356 
[INFO] 2021-01-20 14:58:19 > Step:  153000 Progress: 76.5% Elapsed: 1:22:17 temperature: no ada_p: No Discriminator_loss: 1.26174 Generator_loss: 0.856935 
[INFO] 2021-01-20 15:01:00 > Step:  153100 Progress: 76.5% Elapsed: 1:24:57 temperature: no ada_p: No Discriminator_loss: 1.32688 Generator_loss: 0.796177 
[INFO] 2021-01-20 15:03:40 > Step:  153200 Progress: 76.6% Elapsed: 1:27:38 temperature: no ada_p: No Discriminator_loss: 1.37004 Generator_loss: 0.89678 
[INFO] 2021-01-20 15:06:23 > Step:  153300 Progress: 76.6% Elapsed: 1:30:20 temperature: no ada_p: No Discriminator_loss: 1.47202 Generator_loss: 0.887026 
[INFO] 2021-01-20 15:09:03 > Step:  153400 Progress: 76.7% Elapsed: 1:33:01 temperature: no ada_p: No Discriminator_loss: 1.46452 Generator_loss: 0.856046 
[INFO] 2021-01-20 15:11:44 > Step:  153500 Progress: 76.8% Elapsed: 1:35:41 temperature: no ada_p: No Discriminator_loss: 1.34733 Generator_loss: 1.09725 
[INFO] 2021-01-20 15:14:25 > Step:  153600 Progress: 76.8% Elapsed: 1:38:22 temperature: no ada_p: No Discriminator_loss: 1.57819 Generator_loss: 0.780264 
[INFO] 2021-01-20 15:17:05 > Step:  153700 Progress: 76.8% Elapsed: 1:41:03 temperature: no ada_p: No Discriminator_loss: 1.33033 Generator_loss: 1.02259 
[INFO] 2021-01-20 15:19:46 > Step:  153800 Progress: 76.9% Elapsed: 1:43:43 temperature: no ada_p: No Discriminator_loss: 1.40245 Generator_loss: 0.80793 
[INFO] 2021-01-20 15:22:27 > Step:  153900 Progress: 77.0% Elapsed: 1:46:24 temperature: no ada_p: No Discriminator_loss: 1.23426 Generator_loss: 1.08013 
[INFO] 2021-01-20 15:25:07 > Step:  154000 Progress: 77.0% Elapsed: 1:49:05 temperature: no ada_p: No Discriminator_loss: 1.32787 Generator_loss: 0.847248 
[INFO] 2021-01-20 15:25:07 > Start Evaluation (154000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 15:25:07 > Calculating FID Score....
[INFO] 2021-01-20 15:25:22 > Calculating Inception Score....
[INFO] 2021-01-20 15:25:30 > Calculate F_beta Score....
[INFO] 2021-01-20 15:26:18 > Calculate Accuracies....
[INFO] 2021-01-20 15:26:23 > Calculate Accuracies....
[INFO] 2021-01-20 15:26:35 > F_8 score (Step: 154000, Using valid images): 0.9683547797353538
[INFO] 2021-01-20 15:26:35 > F_1/8 score (Step: 154000, Using valid images): 0.9758354002151455
[INFO] 2021-01-20 15:26:35 > FID score (Step: 154000, Using valid moments): 16.53449066359059
[INFO] 2021-01-20 15:26:35 > Inception score (Step: 154000, 10000 generated images): 16.394163131713867
[INFO] 2021-01-20 15:26:35 > Best FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 15:26:37 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 15:29:18 > Step:  154100 Progress: 77.0% Elapsed: 1:53:15 temperature: no ada_p: No Discriminator_loss: 1.24959 Generator_loss: 1.1826 
[INFO] 2021-01-20 15:31:58 > Step:  154200 Progress: 77.1% Elapsed: 1:55:56 temperature: no ada_p: No Discriminator_loss: 1.29565 Generator_loss: 1.06862 
[INFO] 2021-01-20 15:34:40 > Step:  154300 Progress: 77.1% Elapsed: 1:58:37 temperature: no ada_p: No Discriminator_loss: 1.27598 Generator_loss: 0.92437 
[INFO] 2021-01-20 15:37:20 > Step:  154400 Progress: 77.2% Elapsed: 2:01:18 temperature: no ada_p: No Discriminator_loss: 1.38794 Generator_loss: 0.185572 
[INFO] 2021-01-20 15:40:01 > Step:  154500 Progress: 77.2% Elapsed: 2:03:58 temperature: no ada_p: No Discriminator_loss: 1.37803 Generator_loss: -0.119658 
[INFO] 2021-01-20 15:42:41 > Step:  154600 Progress: 77.3% Elapsed: 2:06:39 temperature: no ada_p: No Discriminator_loss: 1.37935 Generator_loss: 0.161797 
[INFO] 2021-01-20 15:45:22 > Step:  154700 Progress: 77.3% Elapsed: 2:09:19 temperature: no ada_p: No Discriminator_loss: 1.35361 Generator_loss: 0.0493991 
[INFO] 2021-01-20 15:48:03 > Step:  154800 Progress: 77.4% Elapsed: 2:12:00 temperature: no ada_p: No Discriminator_loss: 1.28405 Generator_loss: 0.752919 
[INFO] 2021-01-20 15:50:43 > Step:  154900 Progress: 77.5% Elapsed: 2:14:41 temperature: no ada_p: No Discriminator_loss: 1.39546 Generator_loss: 1.02375 
[INFO] 2021-01-20 15:53:24 > Step:  155000 Progress: 77.5% Elapsed: 2:17:22 temperature: no ada_p: No Discriminator_loss: 1.37122 Generator_loss: 0.980464 
[INFO] 2021-01-20 15:56:05 > Step:  155100 Progress: 77.5% Elapsed: 2:20:02 temperature: no ada_p: No Discriminator_loss: 1.45991 Generator_loss: 1.0061 
[INFO] 2021-01-20 15:58:46 > Step:  155200 Progress: 77.6% Elapsed: 2:22:43 temperature: no ada_p: No Discriminator_loss: 1.45603 Generator_loss: 0.948211 
[INFO] 2021-01-20 16:01:26 > Step:  155300 Progress: 77.6% Elapsed: 2:25:24 temperature: no ada_p: No Discriminator_loss: 1.44072 Generator_loss: 0.988382 
[INFO] 2021-01-20 16:04:07 > Step:  155400 Progress: 77.7% Elapsed: 2:28:04 temperature: no ada_p: No Discriminator_loss: 1.42594 Generator_loss: 0.628494 
[INFO] 2021-01-20 16:06:47 > Step:  155500 Progress: 77.8% Elapsed: 2:30:45 temperature: no ada_p: No Discriminator_loss: 1.50934 Generator_loss: 0.777405 
[INFO] 2021-01-20 16:09:28 > Step:  155600 Progress: 77.8% Elapsed: 2:33:25 temperature: no ada_p: No Discriminator_loss: 1.49689 Generator_loss: -0.183095 
[INFO] 2021-01-20 16:12:09 > Step:  155700 Progress: 77.8% Elapsed: 2:36:06 temperature: no ada_p: No Discriminator_loss: 1.37127 Generator_loss: 0.482338 
[INFO] 2021-01-20 16:14:49 > Step:  155800 Progress: 77.9% Elapsed: 2:38:47 temperature: no ada_p: No Discriminator_loss: 1.31374 Generator_loss: 0.728818 
[INFO] 2021-01-20 16:17:30 > Step:  155900 Progress: 78.0% Elapsed: 2:41:27 temperature: no ada_p: No Discriminator_loss: 1.30933 Generator_loss: 0.960913 
[INFO] 2021-01-20 16:20:10 > Step:  156000 Progress: 78.0% Elapsed: 2:44:08 temperature: no ada_p: No Discriminator_loss: 1.27993 Generator_loss: 0.950301 
[INFO] 2021-01-20 16:20:10 > Start Evaluation (156000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 16:20:10 > Calculating FID Score....
[INFO] 2021-01-20 16:20:25 > Calculating Inception Score....
[INFO] 2021-01-20 16:20:32 > Calculate F_beta Score....
[INFO] 2021-01-20 16:21:20 > Calculate Accuracies....
[INFO] 2021-01-20 16:21:25 > Calculate Accuracies....
[INFO] 2021-01-20 16:21:38 > F_8 score (Step: 156000, Using valid images): 0.9662727155922503
[INFO] 2021-01-20 16:21:38 > F_1/8 score (Step: 156000, Using valid images): 0.9736353971094892
[INFO] 2021-01-20 16:21:38 > FID score (Step: 156000, Using valid moments): 16.49556109612041
[INFO] 2021-01-20 16:21:38 > Inception score (Step: 156000, 10000 generated images): 16.904001235961914
[INFO] 2021-01-20 16:21:38 > Best FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 16:21:39 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 16:24:20 > Step:  156100 Progress: 78.0% Elapsed: 2:48:17 temperature: no ada_p: No Discriminator_loss: 1.47015 Generator_loss: 0.792944 
[INFO] 2021-01-20 16:27:01 > Step:  156200 Progress: 78.1% Elapsed: 2:50:58 temperature: no ada_p: No Discriminator_loss: 1.45538 Generator_loss: 1.00244 
[INFO] 2021-01-20 16:29:41 > Step:  156300 Progress: 78.1% Elapsed: 2:53:39 temperature: no ada_p: No Discriminator_loss: 1.42288 Generator_loss: 0.873849 
[INFO] 2021-01-20 16:32:22 > Step:  156400 Progress: 78.2% Elapsed: 2:56:19 temperature: no ada_p: No Discriminator_loss: 1.60821 Generator_loss: 0.632239 
[INFO] 2021-01-20 16:35:04 > Step:  156500 Progress: 78.2% Elapsed: 2:59:02 temperature: no ada_p: No Discriminator_loss: 1.34834 Generator_loss: 1.03997 
[INFO] 2021-01-20 16:37:45 > Step:  156600 Progress: 78.3% Elapsed: 3:01:43 temperature: no ada_p: No Discriminator_loss: 1.3591 Generator_loss: 0.908921 
[INFO] 2021-01-20 16:40:26 > Step:  156700 Progress: 78.3% Elapsed: 3:04:24 temperature: no ada_p: No Discriminator_loss: 1.39762 Generator_loss: 1.05856 
[INFO] 2021-01-20 16:43:07 > Step:  156800 Progress: 78.4% Elapsed: 3:07:05 temperature: no ada_p: No Discriminator_loss: 1.28935 Generator_loss: 0.960611 
[INFO] 2021-01-20 16:45:48 > Step:  156900 Progress: 78.5% Elapsed: 3:09:45 temperature: no ada_p: No Discriminator_loss: 1.47967 Generator_loss: 1.05785 
[INFO] 2021-01-20 16:48:29 > Step:  157000 Progress: 78.5% Elapsed: 3:12:26 temperature: no ada_p: No Discriminator_loss: 1.36056 Generator_loss: 0.842264 
[INFO] 2021-01-20 16:51:09 > Step:  157100 Progress: 78.5% Elapsed: 3:15:07 temperature: no ada_p: No Discriminator_loss: 1.44951 Generator_loss: 0.975523 
[INFO] 2021-01-20 16:53:50 > Step:  157200 Progress: 78.6% Elapsed: 3:17:47 temperature: no ada_p: No Discriminator_loss: 1.40467 Generator_loss: 0.859548 
[INFO] 2021-01-20 16:56:31 > Step:  157300 Progress: 78.6% Elapsed: 3:20:28 temperature: no ada_p: No Discriminator_loss: 1.3329 Generator_loss: 1.0967 
[INFO] 2021-01-20 16:59:12 > Step:  157400 Progress: 78.7% Elapsed: 3:23:09 temperature: no ada_p: No Discriminator_loss: 1.23367 Generator_loss: 1.02647 
[INFO] 2021-01-20 17:01:53 > Step:  157500 Progress: 78.8% Elapsed: 3:25:50 temperature: no ada_p: No Discriminator_loss: 1.33921 Generator_loss: 1.15177 
[INFO] 2021-01-20 17:04:33 > Step:  157600 Progress: 78.8% Elapsed: 3:28:31 temperature: no ada_p: No Discriminator_loss: 1.3274 Generator_loss: 1.15397 
[INFO] 2021-01-20 17:07:14 > Step:  157700 Progress: 78.8% Elapsed: 3:31:11 temperature: no ada_p: No Discriminator_loss: 1.28274 Generator_loss: 0.822766 
[INFO] 2021-01-20 17:09:54 > Step:  157800 Progress: 78.9% Elapsed: 3:33:52 temperature: no ada_p: No Discriminator_loss: 1.46635 Generator_loss: 0.760282 
[INFO] 2021-01-20 17:12:35 > Step:  157900 Progress: 79.0% Elapsed: 3:36:33 temperature: no ada_p: No Discriminator_loss: 1.34207 Generator_loss: 0.941153 
[INFO] 2021-01-20 17:15:16 > Step:  158000 Progress: 79.0% Elapsed: 3:39:13 temperature: no ada_p: No Discriminator_loss: 1.34986 Generator_loss: 0.944454 
[INFO] 2021-01-20 17:15:16 > Start Evaluation (158000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 17:15:16 > Calculating FID Score....
[INFO] 2021-01-20 17:15:31 > Calculating Inception Score....
[INFO] 2021-01-20 17:15:38 > Calculate F_beta Score....
[INFO] 2021-01-20 17:16:26 > Calculate Accuracies....
[INFO] 2021-01-20 17:16:31 > Calculate Accuracies....
[INFO] 2021-01-20 17:16:44 > F_8 score (Step: 158000, Using valid images): 0.9677471628870912
[INFO] 2021-01-20 17:16:44 > F_1/8 score (Step: 158000, Using valid images): 0.9746019262664842
[INFO] 2021-01-20 17:16:44 > FID score (Step: 158000, Using valid moments): 17.04327409801789
[INFO] 2021-01-20 17:16:44 > Inception score (Step: 158000, 10000 generated images): 16.759775161743164
[INFO] 2021-01-20 17:16:44 > Best FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 17:16:45 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 17:19:26 > Step:  158100 Progress: 79.0% Elapsed: 3:43:23 temperature: no ada_p: No Discriminator_loss: 1.37505 Generator_loss: 1.07068 
[INFO] 2021-01-20 17:22:06 > Step:  158200 Progress: 79.1% Elapsed: 3:46:04 temperature: no ada_p: No Discriminator_loss: 1.30382 Generator_loss: 0.923273 
[INFO] 2021-01-20 17:24:47 > Step:  158300 Progress: 79.1% Elapsed: 3:48:45 temperature: no ada_p: No Discriminator_loss: 1.28495 Generator_loss: 0.380234 
[INFO] 2021-01-20 17:27:28 > Step:  158400 Progress: 79.2% Elapsed: 3:51:25 temperature: no ada_p: No Discriminator_loss: 1.32235 Generator_loss: -0.0716933 
[INFO] 2021-01-20 17:30:09 > Step:  158500 Progress: 79.2% Elapsed: 3:54:06 temperature: no ada_p: No Discriminator_loss: 1.35776 Generator_loss: 0.0113959 
[INFO] 2021-01-20 17:32:50 > Step:  158600 Progress: 79.3% Elapsed: 3:56:47 temperature: no ada_p: No Discriminator_loss: 1.48566 Generator_loss: -0.117881 
[INFO] 2021-01-20 17:35:31 > Step:  158700 Progress: 79.3% Elapsed: 3:59:29 temperature: no ada_p: No Discriminator_loss: 1.39319 Generator_loss: 0.457547 
[INFO] 2021-01-20 17:38:12 > Step:  158800 Progress: 79.4% Elapsed: 4:02:09 temperature: no ada_p: No Discriminator_loss: 1.43156 Generator_loss: -0.0592254 
[INFO] 2021-01-20 17:40:52 > Step:  158900 Progress: 79.5% Elapsed: 4:04:50 temperature: no ada_p: No Discriminator_loss: 1.39659 Generator_loss: 0.174736 
[INFO] 2021-01-20 17:43:33 > Step:  159000 Progress: 79.5% Elapsed: 4:07:31 temperature: no ada_p: No Discriminator_loss: 1.44578 Generator_loss: -0.165853 
[INFO] 2021-01-20 17:46:14 > Step:  159100 Progress: 79.5% Elapsed: 4:10:11 temperature: no ada_p: No Discriminator_loss: 1.32214 Generator_loss: 0.331956 
[INFO] 2021-01-20 17:48:54 > Step:  159200 Progress: 79.6% Elapsed: 4:12:52 temperature: no ada_p: No Discriminator_loss: 1.32687 Generator_loss: 0.140358 
[INFO] 2021-01-20 17:51:35 > Step:  159300 Progress: 79.7% Elapsed: 4:15:32 temperature: no ada_p: No Discriminator_loss: 1.54755 Generator_loss: -0.0248769 
[INFO] 2021-01-20 17:54:16 > Step:  159400 Progress: 79.7% Elapsed: 4:18:13 temperature: no ada_p: No Discriminator_loss: 1.30051 Generator_loss: -0.051186 
[INFO] 2021-01-20 17:56:57 > Step:  159500 Progress: 79.8% Elapsed: 4:20:54 temperature: no ada_p: No Discriminator_loss: 1.32289 Generator_loss: 0.94174 
[INFO] 2021-01-20 17:59:37 > Step:  159600 Progress: 79.8% Elapsed: 4:23:35 temperature: no ada_p: No Discriminator_loss: 1.4823 Generator_loss: 0.935053 
[INFO] 2021-01-20 18:02:18 > Step:  159700 Progress: 79.8% Elapsed: 4:26:15 temperature: no ada_p: No Discriminator_loss: 1.34516 Generator_loss: 0.980593 
[INFO] 2021-01-20 18:05:00 > Step:  159800 Progress: 79.9% Elapsed: 4:28:58 temperature: no ada_p: No Discriminator_loss: 1.32392 Generator_loss: 1.23319 
[INFO] 2021-01-20 18:07:41 > Step:  159900 Progress: 80.0% Elapsed: 4:31:38 temperature: no ada_p: No Discriminator_loss: 1.30624 Generator_loss: 0.864868 
[INFO] 2021-01-20 18:10:21 > Step:  160000 Progress: 80.0% Elapsed: 4:34:19 temperature: no ada_p: No Discriminator_loss: 1.37274 Generator_loss: 0.947934 
[INFO] 2021-01-20 18:10:21 > Start Evaluation (160000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 18:10:21 > Calculating FID Score....
[INFO] 2021-01-20 18:10:36 > Calculating Inception Score....
[INFO] 2021-01-20 18:10:44 > Calculate F_beta Score....
[INFO] 2021-01-20 18:11:31 > Calculate Accuracies....
[INFO] 2021-01-20 18:11:36 > Calculate Accuracies....
[INFO] 2021-01-20 18:11:48 > F_8 score (Step: 160000, Using valid images): 0.9655956113065315
[INFO] 2021-01-20 18:11:48 > F_1/8 score (Step: 160000, Using valid images): 0.9760455228912508
[INFO] 2021-01-20 18:11:48 > FID score (Step: 160000, Using valid moments): 16.791670804195178
[INFO] 2021-01-20 18:11:48 > Inception score (Step: 160000, 10000 generated images): 17.006080627441406
[INFO] 2021-01-20 18:11:48 > Best FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 18:11:50 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 18:14:30 > Step:  160100 Progress: 80.0% Elapsed: 4:38:28 temperature: no ada_p: No Discriminator_loss: 1.34638 Generator_loss: 0.791616 
[INFO] 2021-01-20 18:17:11 > Step:  160200 Progress: 80.1% Elapsed: 4:41:09 temperature: no ada_p: No Discriminator_loss: 1.4099 Generator_loss: 1.18682 
[INFO] 2021-01-20 18:19:52 > Step:  160300 Progress: 80.2% Elapsed: 4:43:49 temperature: no ada_p: No Discriminator_loss: 1.38927 Generator_loss: 0.988286 
[INFO] 2021-01-20 18:22:33 > Step:  160400 Progress: 80.2% Elapsed: 4:46:30 temperature: no ada_p: No Discriminator_loss: 1.33105 Generator_loss: 1.11176 
[INFO] 2021-01-20 18:25:13 > Step:  160500 Progress: 80.2% Elapsed: 4:49:11 temperature: no ada_p: No Discriminator_loss: 1.26112 Generator_loss: 1.06791 
[INFO] 2021-01-20 18:27:54 > Step:  160600 Progress: 80.3% Elapsed: 4:51:51 temperature: no ada_p: No Discriminator_loss: 1.38076 Generator_loss: 0.843563 
[INFO] 2021-01-20 18:30:35 > Step:  160700 Progress: 80.3% Elapsed: 4:54:32 temperature: no ada_p: No Discriminator_loss: 1.23348 Generator_loss: 0.874796 
[INFO] 2021-01-20 18:33:15 > Step:  160800 Progress: 80.4% Elapsed: 4:57:13 temperature: no ada_p: No Discriminator_loss: 1.3209 Generator_loss: 1.08354 
[INFO] 2021-01-20 18:35:57 > Step:  160900 Progress: 80.5% Elapsed: 4:59:54 temperature: no ada_p: No Discriminator_loss: 1.34498 Generator_loss: 1.02793 
[INFO] 2021-01-20 18:38:38 > Step:  161000 Progress: 80.5% Elapsed: 5:02:35 temperature: no ada_p: No Discriminator_loss: 1.25236 Generator_loss: 0.83488 
[INFO] 2021-01-20 18:41:18 > Step:  161100 Progress: 80.5% Elapsed: 5:05:16 temperature: no ada_p: No Discriminator_loss: 1.39199 Generator_loss: 1.2119 
[INFO] 2021-01-20 18:43:59 > Step:  161200 Progress: 80.6% Elapsed: 5:07:56 temperature: no ada_p: No Discriminator_loss: 1.39798 Generator_loss: 0.955993 
[INFO] 2021-01-20 18:46:39 > Step:  161300 Progress: 80.7% Elapsed: 5:10:37 temperature: no ada_p: No Discriminator_loss: 1.31136 Generator_loss: 0.944432 
[INFO] 2021-01-20 18:49:20 > Step:  161400 Progress: 80.7% Elapsed: 5:13:18 temperature: no ada_p: No Discriminator_loss: 1.29245 Generator_loss: 0.879179 
[INFO] 2021-01-20 18:52:01 > Step:  161500 Progress: 80.8% Elapsed: 5:15:59 temperature: no ada_p: No Discriminator_loss: 1.40583 Generator_loss: 1.03467 
[INFO] 2021-01-20 18:54:42 > Step:  161600 Progress: 80.8% Elapsed: 5:18:39 temperature: no ada_p: No Discriminator_loss: 1.39333 Generator_loss: 0.844663 
[INFO] 2021-01-20 18:57:23 > Step:  161700 Progress: 80.8% Elapsed: 5:21:20 temperature: no ada_p: No Discriminator_loss: 1.32948 Generator_loss: 1.10769 
[INFO] 2021-01-20 19:00:03 > Step:  161800 Progress: 80.9% Elapsed: 5:24:01 temperature: no ada_p: No Discriminator_loss: 1.38343 Generator_loss: 1.0083 
[INFO] 2021-01-20 19:02:44 > Step:  161900 Progress: 81.0% Elapsed: 5:26:42 temperature: no ada_p: No Discriminator_loss: 1.45901 Generator_loss: 1.0999 
[INFO] 2021-01-20 19:05:25 > Step:  162000 Progress: 81.0% Elapsed: 5:29:22 temperature: no ada_p: No Discriminator_loss: 1.38648 Generator_loss: 0.979553 
[INFO] 2021-01-20 19:05:25 > Start Evaluation (162000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 19:05:25 > Calculating FID Score....
[INFO] 2021-01-20 19:05:40 > Calculating Inception Score....
[INFO] 2021-01-20 19:05:47 > Calculate F_beta Score....
[INFO] 2021-01-20 19:06:35 > Calculate Accuracies....
[INFO] 2021-01-20 19:06:40 > Calculate Accuracies....
[INFO] 2021-01-20 19:06:52 > F_8 score (Step: 162000, Using valid images): 0.968310927769356
[INFO] 2021-01-20 19:06:52 > F_1/8 score (Step: 162000, Using valid images): 0.9797611382107136
[INFO] 2021-01-20 19:06:52 > FID score (Step: 162000, Using valid moments): 16.900766822448986
[INFO] 2021-01-20 19:06:52 > Inception score (Step: 162000, 10000 generated images): 16.99127769470215
[INFO] 2021-01-20 19:06:52 > Best FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 19:06:54 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 19:09:34 > Step:  162100 Progress: 81.0% Elapsed: 5:33:32 temperature: no ada_p: No Discriminator_loss: 1.43673 Generator_loss: 0.8946 
[INFO] 2021-01-20 19:12:15 > Step:  162200 Progress: 81.1% Elapsed: 5:36:12 temperature: no ada_p: No Discriminator_loss: 1.3887 Generator_loss: 0.948814 
[INFO] 2021-01-20 19:14:56 > Step:  162300 Progress: 81.2% Elapsed: 5:38:53 temperature: no ada_p: No Discriminator_loss: 1.46454 Generator_loss: 0.886164 
[INFO] 2021-01-20 19:17:36 > Step:  162400 Progress: 81.2% Elapsed: 5:41:34 temperature: no ada_p: No Discriminator_loss: 1.40097 Generator_loss: 0.764216 
[INFO] 2021-01-20 19:20:17 > Step:  162500 Progress: 81.2% Elapsed: 5:44:15 temperature: no ada_p: No Discriminator_loss: 1.29782 Generator_loss: 1.22922 
[INFO] 2021-01-20 19:22:58 > Step:  162600 Progress: 81.3% Elapsed: 5:46:55 temperature: no ada_p: No Discriminator_loss: 1.27875 Generator_loss: 0.998035 
[INFO] 2021-01-20 19:25:39 > Step:  162700 Progress: 81.3% Elapsed: 5:49:36 temperature: no ada_p: No Discriminator_loss: 1.38959 Generator_loss: 0.988606 
[INFO] 2021-01-20 19:28:19 > Step:  162800 Progress: 81.4% Elapsed: 5:52:17 temperature: no ada_p: No Discriminator_loss: 1.41607 Generator_loss: 0.776562 
[INFO] 2021-01-20 19:31:01 > Step:  162900 Progress: 81.5% Elapsed: 5:54:59 temperature: no ada_p: No Discriminator_loss: 1.32679 Generator_loss: 1.01085 
[INFO] 2021-01-20 19:33:43 > Step:  163000 Progress: 81.5% Elapsed: 5:57:41 temperature: no ada_p: No Discriminator_loss: 1.31286 Generator_loss: 1.17065 
[INFO] 2021-01-20 19:36:24 > Step:  163100 Progress: 81.5% Elapsed: 6:00:21 temperature: no ada_p: No Discriminator_loss: 1.33839 Generator_loss: 1.02481 
[INFO] 2021-01-20 19:39:05 > Step:  163200 Progress: 81.6% Elapsed: 6:03:02 temperature: no ada_p: No Discriminator_loss: 1.31943 Generator_loss: 1.00295 
[INFO] 2021-01-20 19:41:45 > Step:  163300 Progress: 81.7% Elapsed: 6:05:43 temperature: no ada_p: No Discriminator_loss: 1.37255 Generator_loss: 0.946772 
[INFO] 2021-01-20 19:44:26 > Step:  163400 Progress: 81.7% Elapsed: 6:08:23 temperature: no ada_p: No Discriminator_loss: 1.44149 Generator_loss: 1.11291 
[INFO] 2021-01-20 19:47:07 > Step:  163500 Progress: 81.8% Elapsed: 6:11:04 temperature: no ada_p: No Discriminator_loss: 1.64773 Generator_loss: 1.11478 
[INFO] 2021-01-20 19:49:47 > Step:  163600 Progress: 81.8% Elapsed: 6:13:45 temperature: no ada_p: No Discriminator_loss: 1.41271 Generator_loss: 1.01937 
[INFO] 2021-01-20 19:52:28 > Step:  163700 Progress: 81.8% Elapsed: 6:16:25 temperature: no ada_p: No Discriminator_loss: 1.40839 Generator_loss: 0.942782 
[INFO] 2021-01-20 19:55:08 > Step:  163800 Progress: 81.9% Elapsed: 6:19:06 temperature: no ada_p: No Discriminator_loss: 1.29728 Generator_loss: 1.112 
[INFO] 2021-01-20 19:57:49 > Step:  163900 Progress: 82.0% Elapsed: 6:21:46 temperature: no ada_p: No Discriminator_loss: 1.24835 Generator_loss: 0.818572 
[INFO] 2021-01-20 20:00:30 > Step:  164000 Progress: 82.0% Elapsed: 6:24:27 temperature: no ada_p: No Discriminator_loss: 1.44072 Generator_loss: 0.877482 
[INFO] 2021-01-20 20:00:30 > Start Evaluation (164000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 20:00:30 > Calculating FID Score....
[INFO] 2021-01-20 20:00:45 > Calculating Inception Score....
[INFO] 2021-01-20 20:00:52 > Calculate F_beta Score....
[INFO] 2021-01-20 20:01:38 > Calculate Accuracies....
[INFO] 2021-01-20 20:01:43 > Calculate Accuracies....
[INFO] 2021-01-20 20:01:56 > F_8 score (Step: 164000, Using valid images): 0.9636064933032644
[INFO] 2021-01-20 20:01:56 > F_1/8 score (Step: 164000, Using valid images): 0.973947489169235
[INFO] 2021-01-20 20:01:56 > FID score (Step: 164000, Using valid moments): 16.64899732247534
[INFO] 2021-01-20 20:01:56 > Inception score (Step: 164000, 10000 generated images): 16.680051803588867
[INFO] 2021-01-20 20:01:56 > Best FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 20:01:57 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 20:04:38 > Step:  164100 Progress: 82.0% Elapsed: 6:28:35 temperature: no ada_p: No Discriminator_loss: 1.1816 Generator_loss: 0.412273 
[INFO] 2021-01-20 20:07:18 > Step:  164200 Progress: 82.1% Elapsed: 6:31:16 temperature: no ada_p: No Discriminator_loss: 1.36581 Generator_loss: 0.0337609 
[INFO] 2021-01-20 20:09:59 > Step:  164300 Progress: 82.2% Elapsed: 6:33:56 temperature: no ada_p: No Discriminator_loss: 1.41615 Generator_loss: 0.0360262 
[INFO] 2021-01-20 20:12:40 > Step:  164400 Progress: 82.2% Elapsed: 6:36:37 temperature: no ada_p: No Discriminator_loss: 1.34209 Generator_loss: 0.186479 
[INFO] 2021-01-20 20:15:21 > Step:  164500 Progress: 82.2% Elapsed: 6:39:18 temperature: no ada_p: No Discriminator_loss: 1.35018 Generator_loss: 0.128458 
[INFO] 2021-01-20 20:18:02 > Step:  164600 Progress: 82.3% Elapsed: 6:41:59 temperature: no ada_p: No Discriminator_loss: 1.41645 Generator_loss: 0.0584612 
[INFO] 2021-01-20 20:20:42 > Step:  164700 Progress: 82.3% Elapsed: 6:44:40 temperature: no ada_p: No Discriminator_loss: 1.28155 Generator_loss: 0.0452397 
[INFO] 2021-01-20 20:23:23 > Step:  164800 Progress: 82.4% Elapsed: 6:47:21 temperature: no ada_p: No Discriminator_loss: 1.37432 Generator_loss: 0.0195119 
[INFO] 2021-01-20 20:26:04 > Step:  164900 Progress: 82.5% Elapsed: 6:50:02 temperature: no ada_p: No Discriminator_loss: 1.27749 Generator_loss: 0.358657 
[INFO] 2021-01-20 20:28:45 > Step:  165000 Progress: 82.5% Elapsed: 6:52:42 temperature: no ada_p: No Discriminator_loss: 1.35502 Generator_loss: -0.0570326 
[INFO] 2021-01-20 20:31:25 > Step:  165100 Progress: 82.5% Elapsed: 6:55:23 temperature: no ada_p: No Discriminator_loss: 1.32828 Generator_loss: 0.414927 
[INFO] 2021-01-20 20:34:06 > Step:  165200 Progress: 82.6% Elapsed: 6:58:04 temperature: no ada_p: No Discriminator_loss: 1.37209 Generator_loss: 0.127118 
[INFO] 2021-01-20 20:36:47 > Step:  165300 Progress: 82.7% Elapsed: 7:00:44 temperature: no ada_p: No Discriminator_loss: 1.442 Generator_loss: -0.0790084 
[INFO] 2021-01-20 20:39:27 > Step:  165400 Progress: 82.7% Elapsed: 7:03:25 temperature: no ada_p: No Discriminator_loss: 1.31066 Generator_loss: 0.314604 
[INFO] 2021-01-20 20:42:08 > Step:  165500 Progress: 82.8% Elapsed: 7:06:05 temperature: no ada_p: No Discriminator_loss: 1.38888 Generator_loss: 0.307099 
[INFO] 2021-01-20 20:44:49 > Step:  165600 Progress: 82.8% Elapsed: 7:08:46 temperature: no ada_p: No Discriminator_loss: 1.30088 Generator_loss: 0.335887 
[INFO] 2021-01-20 20:47:29 > Step:  165700 Progress: 82.8% Elapsed: 7:11:27 temperature: no ada_p: No Discriminator_loss: 1.50983 Generator_loss: -0.119404 
[INFO] 2021-01-20 20:50:10 > Step:  165800 Progress: 82.9% Elapsed: 7:14:07 temperature: no ada_p: No Discriminator_loss: 1.20777 Generator_loss: 0.374699 
[INFO] 2021-01-20 20:52:50 > Step:  165900 Progress: 83.0% Elapsed: 7:16:48 temperature: no ada_p: No Discriminator_loss: 1.38095 Generator_loss: 0.361984 
[INFO] 2021-01-20 20:55:31 > Step:  166000 Progress: 83.0% Elapsed: 7:19:29 temperature: no ada_p: No Discriminator_loss: 1.35286 Generator_loss: 0.880797 
[INFO] 2021-01-20 20:55:31 > Start Evaluation (166000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 20:55:31 > Calculating FID Score....
[INFO] 2021-01-20 20:55:46 > Calculating Inception Score....
[INFO] 2021-01-20 20:55:53 > Calculate F_beta Score....
[INFO] 2021-01-20 20:56:41 > Calculate Accuracies....
[INFO] 2021-01-20 20:56:46 > Calculate Accuracies....
[INFO] 2021-01-20 20:56:59 > F_8 score (Step: 166000, Using valid images): 0.968490118012776
[INFO] 2021-01-20 20:56:59 > F_1/8 score (Step: 166000, Using valid images): 0.9781000260879715
[INFO] 2021-01-20 20:56:59 > FID score (Step: 166000, Using valid moments): 16.673442547573188
[INFO] 2021-01-20 20:56:59 > Inception score (Step: 166000, 10000 generated images): 16.574310302734375
[INFO] 2021-01-20 20:56:59 > Best FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 20:57:00 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 20:59:40 > Step:  166100 Progress: 83.0% Elapsed: 7:23:38 temperature: no ada_p: No Discriminator_loss: 1.35746 Generator_loss: 0.962789 
[INFO] 2021-01-20 21:02:23 > Step:  166200 Progress: 83.1% Elapsed: 7:26:20 temperature: no ada_p: No Discriminator_loss: 1.41445 Generator_loss: 0.906507 
[INFO] 2021-01-20 21:05:03 > Step:  166300 Progress: 83.2% Elapsed: 7:29:01 temperature: no ada_p: No Discriminator_loss: 1.40187 Generator_loss: 0.849442 
[INFO] 2021-01-20 21:07:44 > Step:  166400 Progress: 83.2% Elapsed: 7:31:41 temperature: no ada_p: No Discriminator_loss: 1.22044 Generator_loss: 0.669218 
[INFO] 2021-01-20 21:10:25 > Step:  166500 Progress: 83.2% Elapsed: 7:34:22 temperature: no ada_p: No Discriminator_loss: 1.3938 Generator_loss: 0.161707 
[INFO] 2021-01-20 21:13:06 > Step:  166600 Progress: 83.3% Elapsed: 7:37:03 temperature: no ada_p: No Discriminator_loss: 1.49881 Generator_loss: 0.138053 
[INFO] 2021-01-20 21:15:47 > Step:  166700 Progress: 83.4% Elapsed: 7:39:44 temperature: no ada_p: No Discriminator_loss: 1.38279 Generator_loss: 0.400462 
[INFO] 2021-01-20 21:18:27 > Step:  166800 Progress: 83.4% Elapsed: 7:42:25 temperature: no ada_p: No Discriminator_loss: 1.31486 Generator_loss: 0.18215 
[INFO] 2021-01-20 21:21:09 > Step:  166900 Progress: 83.5% Elapsed: 7:45:06 temperature: no ada_p: No Discriminator_loss: 1.53603 Generator_loss: 0.968041 
[INFO] 2021-01-20 21:23:50 > Step:  167000 Progress: 83.5% Elapsed: 7:47:47 temperature: no ada_p: No Discriminator_loss: 1.49767 Generator_loss: 0.752327 
[INFO] 2021-01-20 21:26:30 > Step:  167100 Progress: 83.5% Elapsed: 7:50:28 temperature: no ada_p: No Discriminator_loss: 1.38068 Generator_loss: 1.15552 
[INFO] 2021-01-20 21:29:11 > Step:  167200 Progress: 83.6% Elapsed: 7:53:08 temperature: no ada_p: No Discriminator_loss: 1.29542 Generator_loss: 1.09334 
[INFO] 2021-01-20 21:31:51 > Step:  167300 Progress: 83.7% Elapsed: 7:55:49 temperature: no ada_p: No Discriminator_loss: 1.22754 Generator_loss: 1.20541 
[INFO] 2021-01-20 21:34:32 > Step:  167400 Progress: 83.7% Elapsed: 7:58:29 temperature: no ada_p: No Discriminator_loss: 1.36557 Generator_loss: 1.15409 
[INFO] 2021-01-20 21:37:12 > Step:  167500 Progress: 83.8% Elapsed: 8:01:10 temperature: no ada_p: No Discriminator_loss: 1.3785 Generator_loss: 0.93106 
[INFO] 2021-01-20 21:39:53 > Step:  167600 Progress: 83.8% Elapsed: 8:03:51 temperature: no ada_p: No Discriminator_loss: 1.38565 Generator_loss: 0.908584 
[INFO] 2021-01-20 21:42:34 > Step:  167700 Progress: 83.9% Elapsed: 8:06:31 temperature: no ada_p: No Discriminator_loss: 1.27637 Generator_loss: 1.01109 
[INFO] 2021-01-20 21:45:14 > Step:  167800 Progress: 83.9% Elapsed: 8:09:12 temperature: no ada_p: No Discriminator_loss: 1.3936 Generator_loss: 0.953789 
[INFO] 2021-01-20 21:47:55 > Step:  167900 Progress: 84.0% Elapsed: 8:11:53 temperature: no ada_p: No Discriminator_loss: 1.50333 Generator_loss: 0.934654 
[INFO] 2021-01-20 21:50:36 > Step:  168000 Progress: 84.0% Elapsed: 8:14:33 temperature: no ada_p: No Discriminator_loss: 1.36785 Generator_loss: 0.996595 
[INFO] 2021-01-20 21:50:36 > Start Evaluation (168000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 21:50:36 > Calculating FID Score....
[INFO] 2021-01-20 21:50:51 > Calculating Inception Score....
[INFO] 2021-01-20 21:50:58 > Calculate F_beta Score....
[INFO] 2021-01-20 21:51:46 > Calculate Accuracies....
[INFO] 2021-01-20 21:51:51 > Calculate Accuracies....
[INFO] 2021-01-20 21:52:04 > F_8 score (Step: 168000, Using valid images): 0.9688131221126484
[INFO] 2021-01-20 21:52:04 > F_1/8 score (Step: 168000, Using valid images): 0.9777885128147622
[INFO] 2021-01-20 21:52:04 > FID score (Step: 168000, Using valid moments): 16.632834978514552
[INFO] 2021-01-20 21:52:04 > Inception score (Step: 168000, 10000 generated images): 16.980470657348633
[INFO] 2021-01-20 21:52:04 > Best FID score (Step: 148000, Using valid moments): 16.47246319021889
[INFO] 2021-01-20 21:52:05 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 21:54:46 > Step:  168100 Progress: 84.0% Elapsed: 8:18:43 temperature: no ada_p: No Discriminator_loss: 1.30221 Generator_loss: 0.685263 
[INFO] 2021-01-20 21:57:26 > Step:  168200 Progress: 84.1% Elapsed: 8:21:24 temperature: no ada_p: No Discriminator_loss: 1.32958 Generator_loss: 0.886027 
[INFO] 2021-01-20 22:00:07 > Step:  168300 Progress: 84.2% Elapsed: 8:24:05 temperature: no ada_p: No Discriminator_loss: 1.46404 Generator_loss: 0.954636 
[INFO] 2021-01-20 22:02:48 > Step:  168400 Progress: 84.2% Elapsed: 8:26:45 temperature: no ada_p: No Discriminator_loss: 1.38561 Generator_loss: 0.801636 
[INFO] 2021-01-20 22:05:28 > Step:  168500 Progress: 84.2% Elapsed: 8:29:26 temperature: no ada_p: No Discriminator_loss: 1.31396 Generator_loss: 0.785771 
[INFO] 2021-01-20 22:08:09 > Step:  168600 Progress: 84.3% Elapsed: 8:32:07 temperature: no ada_p: No Discriminator_loss: 1.22855 Generator_loss: 1.10857 
[INFO] 2021-01-20 22:10:50 > Step:  168700 Progress: 84.4% Elapsed: 8:34:48 temperature: no ada_p: No Discriminator_loss: 1.43179 Generator_loss: 0.767806 
[INFO] 2021-01-20 22:13:31 > Step:  168800 Progress: 84.4% Elapsed: 8:37:29 temperature: no ada_p: No Discriminator_loss: 1.26873 Generator_loss: 0.918788 
[INFO] 2021-01-20 22:16:13 > Step:  168900 Progress: 84.5% Elapsed: 8:40:11 temperature: no ada_p: No Discriminator_loss: 1.33136 Generator_loss: 0.0585661 
[INFO] 2021-01-20 22:18:54 > Step:  169000 Progress: 84.5% Elapsed: 8:42:51 temperature: no ada_p: No Discriminator_loss: 1.31255 Generator_loss: 0.242776 
[INFO] 2021-01-20 22:21:34 > Step:  169100 Progress: 84.5% Elapsed: 8:45:32 temperature: no ada_p: No Discriminator_loss: 1.39124 Generator_loss: 1.14374 
[INFO] 2021-01-20 22:24:15 > Step:  169200 Progress: 84.6% Elapsed: 8:48:12 temperature: no ada_p: No Discriminator_loss: 1.27356 Generator_loss: 1.02919 
[INFO] 2021-01-20 22:26:56 > Step:  169300 Progress: 84.7% Elapsed: 8:50:53 temperature: no ada_p: No Discriminator_loss: 1.32255 Generator_loss: 0.822578 
[INFO] 2021-01-20 22:29:36 > Step:  169400 Progress: 84.7% Elapsed: 8:53:34 temperature: no ada_p: No Discriminator_loss: 1.32324 Generator_loss: 1.0649 
[INFO] 2021-01-20 22:32:19 > Step:  169500 Progress: 84.8% Elapsed: 8:56:16 temperature: no ada_p: No Discriminator_loss: 1.44932 Generator_loss: 0.959297 
[INFO] 2021-01-20 22:34:59 > Step:  169600 Progress: 84.8% Elapsed: 8:58:57 temperature: no ada_p: No Discriminator_loss: 1.39337 Generator_loss: 0.969155 
[INFO] 2021-01-20 22:37:40 > Step:  169700 Progress: 84.9% Elapsed: 9:01:37 temperature: no ada_p: No Discriminator_loss: 1.56198 Generator_loss: 0.855346 
[INFO] 2021-01-20 22:40:20 > Step:  169800 Progress: 84.9% Elapsed: 9:04:18 temperature: no ada_p: No Discriminator_loss: 1.59709 Generator_loss: 0.1286 
[INFO] 2021-01-20 22:43:01 > Step:  169900 Progress: 85.0% Elapsed: 9:06:59 temperature: no ada_p: No Discriminator_loss: 1.34411 Generator_loss: 0.981883 
[INFO] 2021-01-20 22:45:42 > Step:  170000 Progress: 85.0% Elapsed: 9:09:39 temperature: no ada_p: No Discriminator_loss: 1.33721 Generator_loss: 1.21049 
[INFO] 2021-01-20 22:45:42 > Start Evaluation (170000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 22:45:42 > Calculating FID Score....
[INFO] 2021-01-20 22:45:57 > Calculating Inception Score....
[INFO] 2021-01-20 22:46:04 > Calculate F_beta Score....
[INFO] 2021-01-20 22:46:51 > Calculate Accuracies....
[INFO] 2021-01-20 22:46:56 > Calculate Accuracies....
[INFO] 2021-01-20 22:47:09 > F_8 score (Step: 170000, Using valid images): 0.9707259801740901
[INFO] 2021-01-20 22:47:09 > F_1/8 score (Step: 170000, Using valid images): 0.978667260221548
[INFO] 2021-01-20 22:47:09 > FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-20 22:47:09 > Inception score (Step: 170000, 10000 generated images): 17.07549476623535
[INFO] 2021-01-20 22:47:09 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-20 22:47:12 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 22:49:52 > Step:  170100 Progress: 85.0% Elapsed: 9:13:50 temperature: no ada_p: No Discriminator_loss: 1.30614 Generator_loss: 0.428574 
[INFO] 2021-01-20 22:52:33 > Step:  170200 Progress: 85.1% Elapsed: 9:16:30 temperature: no ada_p: No Discriminator_loss: 1.47106 Generator_loss: -0.106251 
[INFO] 2021-01-20 22:55:14 > Step:  170300 Progress: 85.2% Elapsed: 9:19:11 temperature: no ada_p: No Discriminator_loss: 1.35827 Generator_loss: 0.171588 
[INFO] 2021-01-20 22:57:54 > Step:  170400 Progress: 85.2% Elapsed: 9:21:52 temperature: no ada_p: No Discriminator_loss: 1.21047 Generator_loss: 0.527092 
[INFO] 2021-01-20 23:00:35 > Step:  170500 Progress: 85.2% Elapsed: 9:24:33 temperature: no ada_p: No Discriminator_loss: 1.40847 Generator_loss: 0.132501 
[INFO] 2021-01-20 23:03:16 > Step:  170600 Progress: 85.3% Elapsed: 9:27:13 temperature: no ada_p: No Discriminator_loss: 1.56805 Generator_loss: 0.0464042 
[INFO] 2021-01-20 23:05:56 > Step:  170700 Progress: 85.4% Elapsed: 9:29:54 temperature: no ada_p: No Discriminator_loss: 1.38907 Generator_loss: 0.184919 
[INFO] 2021-01-20 23:08:37 > Step:  170800 Progress: 85.4% Elapsed: 9:32:35 temperature: no ada_p: No Discriminator_loss: 1.26338 Generator_loss: 0.377361 
[INFO] 2021-01-20 23:11:19 > Step:  170900 Progress: 85.5% Elapsed: 9:35:17 temperature: no ada_p: No Discriminator_loss: 1.28313 Generator_loss: 0.272556 
[INFO] 2021-01-20 23:14:00 > Step:  171000 Progress: 85.5% Elapsed: 9:37:57 temperature: no ada_p: No Discriminator_loss: 1.35995 Generator_loss: -0.0446564 
[INFO] 2021-01-20 23:16:41 > Step:  171100 Progress: 85.5% Elapsed: 9:40:38 temperature: no ada_p: No Discriminator_loss: 1.51246 Generator_loss: -0.0109924 
[INFO] 2021-01-20 23:19:21 > Step:  171200 Progress: 85.6% Elapsed: 9:43:19 temperature: no ada_p: No Discriminator_loss: 1.47534 Generator_loss: 0.0245049 
[INFO] 2021-01-20 23:22:02 > Step:  171300 Progress: 85.7% Elapsed: 9:45:59 temperature: no ada_p: No Discriminator_loss: 1.38471 Generator_loss: -0.0446201 
[INFO] 2021-01-20 23:24:42 > Step:  171400 Progress: 85.7% Elapsed: 9:48:40 temperature: no ada_p: No Discriminator_loss: 1.36518 Generator_loss: -0.0449502 
[INFO] 2021-01-20 23:27:23 > Step:  171500 Progress: 85.8% Elapsed: 9:51:20 temperature: no ada_p: No Discriminator_loss: 1.24057 Generator_loss: 0.160609 
[INFO] 2021-01-20 23:30:03 > Step:  171600 Progress: 85.8% Elapsed: 9:54:01 temperature: no ada_p: No Discriminator_loss: 1.28198 Generator_loss: 0.136093 
[INFO] 2021-01-20 23:32:44 > Step:  171700 Progress: 85.9% Elapsed: 9:56:41 temperature: no ada_p: No Discriminator_loss: 1.32072 Generator_loss: 0.0595974 
[INFO] 2021-01-20 23:35:24 > Step:  171800 Progress: 85.9% Elapsed: 9:59:22 temperature: no ada_p: No Discriminator_loss: 1.35918 Generator_loss: 0.350928 
[INFO] 2021-01-20 23:38:05 > Step:  171900 Progress: 86.0% Elapsed: 10:02:03 temperature: no ada_p: No Discriminator_loss: 1.22639 Generator_loss: 0.240323 
[INFO] 2021-01-20 23:40:46 > Step:  172000 Progress: 86.0% Elapsed: 10:04:43 temperature: no ada_p: No Discriminator_loss: 1.38346 Generator_loss: 0.151807 
[INFO] 2021-01-20 23:40:46 > Start Evaluation (172000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 23:40:46 > Calculating FID Score....
[INFO] 2021-01-20 23:41:01 > Calculating Inception Score....
[INFO] 2021-01-20 23:41:08 > Calculate F_beta Score....
[INFO] 2021-01-20 23:41:56 > Calculate Accuracies....
[INFO] 2021-01-20 23:42:02 > Calculate Accuracies....
[INFO] 2021-01-20 23:42:14 > F_8 score (Step: 172000, Using valid images): 0.9651593125163608
[INFO] 2021-01-20 23:42:14 > F_1/8 score (Step: 172000, Using valid images): 0.9747213525484635
[INFO] 2021-01-20 23:42:14 > FID score (Step: 172000, Using valid moments): 16.561800735848408
[INFO] 2021-01-20 23:42:14 > Inception score (Step: 172000, 10000 generated images): 17.089120864868164
[INFO] 2021-01-20 23:42:14 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-20 23:42:16 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-20 23:44:56 > Step:  172100 Progress: 86.1% Elapsed: 10:08:54 temperature: no ada_p: No Discriminator_loss: 1.33622 Generator_loss: 0.197735 
[INFO] 2021-01-20 23:47:37 > Step:  172200 Progress: 86.1% Elapsed: 10:11:35 temperature: no ada_p: No Discriminator_loss: 1.23853 Generator_loss: -0.0329259 
[INFO] 2021-01-20 23:50:17 > Step:  172300 Progress: 86.2% Elapsed: 10:14:15 temperature: no ada_p: No Discriminator_loss: 1.38624 Generator_loss: 0.321045 
[INFO] 2021-01-20 23:52:58 > Step:  172400 Progress: 86.2% Elapsed: 10:16:56 temperature: no ada_p: No Discriminator_loss: 1.23418 Generator_loss: 0.4176 
[INFO] 2021-01-20 23:55:39 > Step:  172500 Progress: 86.2% Elapsed: 10:19:36 temperature: no ada_p: No Discriminator_loss: 1.3277 Generator_loss: 0.179553 
[INFO] 2021-01-20 23:58:19 > Step:  172600 Progress: 86.3% Elapsed: 10:22:17 temperature: no ada_p: No Discriminator_loss: 1.36729 Generator_loss: 0.108117 
[INFO] 2021-01-21 00:01:01 > Step:  172700 Progress: 86.4% Elapsed: 10:24:59 temperature: no ada_p: No Discriminator_loss: 1.39477 Generator_loss: 0.172018 
[INFO] 2021-01-21 00:03:42 > Step:  172800 Progress: 86.4% Elapsed: 10:27:40 temperature: no ada_p: No Discriminator_loss: 1.24804 Generator_loss: 0.214133 
[INFO] 2021-01-21 00:06:24 > Step:  172900 Progress: 86.5% Elapsed: 10:30:22 temperature: no ada_p: No Discriminator_loss: 1.37183 Generator_loss: 0.157454 
[INFO] 2021-01-21 00:09:05 > Step:  173000 Progress: 86.5% Elapsed: 10:33:03 temperature: no ada_p: No Discriminator_loss: 1.50993 Generator_loss: 0.0391419 
[INFO] 2021-01-21 00:11:46 > Step:  173100 Progress: 86.6% Elapsed: 10:35:43 temperature: no ada_p: No Discriminator_loss: 1.4173 Generator_loss: 0.0937747 
[INFO] 2021-01-21 00:14:26 > Step:  173200 Progress: 86.6% Elapsed: 10:38:24 temperature: no ada_p: No Discriminator_loss: 1.28624 Generator_loss: 0.355468 
[INFO] 2021-01-21 00:17:07 > Step:  173300 Progress: 86.7% Elapsed: 10:41:04 temperature: no ada_p: No Discriminator_loss: 1.28115 Generator_loss: 0.243152 
[INFO] 2021-01-21 00:19:47 > Step:  173400 Progress: 86.7% Elapsed: 10:43:45 temperature: no ada_p: No Discriminator_loss: 1.49927 Generator_loss: 0.210127 
[INFO] 2021-01-21 00:22:28 > Step:  173500 Progress: 86.8% Elapsed: 10:46:26 temperature: no ada_p: No Discriminator_loss: 1.42779 Generator_loss: 0.147003 
[INFO] 2021-01-21 00:25:09 > Step:  173600 Progress: 86.8% Elapsed: 10:49:06 temperature: no ada_p: No Discriminator_loss: 1.39543 Generator_loss: 0.148769 
[INFO] 2021-01-21 00:27:49 > Step:  173700 Progress: 86.9% Elapsed: 10:51:47 temperature: no ada_p: No Discriminator_loss: 1.60565 Generator_loss: 0.160934 
[INFO] 2021-01-21 00:30:30 > Step:  173800 Progress: 86.9% Elapsed: 10:54:28 temperature: no ada_p: No Discriminator_loss: 1.49959 Generator_loss: 0.158493 
[INFO] 2021-01-21 00:33:11 > Step:  173900 Progress: 87.0% Elapsed: 10:57:08 temperature: no ada_p: No Discriminator_loss: 1.26653 Generator_loss: 0.13578 
[INFO] 2021-01-21 00:35:51 > Step:  174000 Progress: 87.0% Elapsed: 10:59:49 temperature: no ada_p: No Discriminator_loss: 1.35093 Generator_loss: 0.132104 
[INFO] 2021-01-21 00:35:51 > Start Evaluation (174000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 00:35:51 > Calculating FID Score....
[INFO] 2021-01-21 00:36:06 > Calculating Inception Score....
[INFO] 2021-01-21 00:36:14 > Calculate F_beta Score....
[INFO] 2021-01-21 00:37:02 > Calculate Accuracies....
[INFO] 2021-01-21 00:37:07 > Calculate Accuracies....
[INFO] 2021-01-21 00:37:19 > F_8 score (Step: 174000, Using valid images): 0.9619901565857327
[INFO] 2021-01-21 00:37:19 > F_1/8 score (Step: 174000, Using valid images): 0.9752833752419765
[INFO] 2021-01-21 00:37:19 > FID score (Step: 174000, Using valid moments): 16.644184785645848
[INFO] 2021-01-21 00:37:19 > Inception score (Step: 174000, 10000 generated images): 17.213485717773438
[INFO] 2021-01-21 00:37:19 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 00:37:21 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 00:40:01 > Step:  174100 Progress: 87.1% Elapsed: 11:03:59 temperature: no ada_p: No Discriminator_loss: 1.25994 Generator_loss: 0.119857 
[INFO] 2021-01-21 00:42:42 > Step:  174200 Progress: 87.1% Elapsed: 11:06:39 temperature: no ada_p: No Discriminator_loss: 1.36059 Generator_loss: 0.450576 
[INFO] 2021-01-21 00:45:22 > Step:  174300 Progress: 87.2% Elapsed: 11:09:20 temperature: no ada_p: No Discriminator_loss: 1.36824 Generator_loss: 1.23634 
[INFO] 2021-01-21 00:48:03 > Step:  174400 Progress: 87.2% Elapsed: 11:12:00 temperature: no ada_p: No Discriminator_loss: 1.46059 Generator_loss: 0.821831 
[INFO] 2021-01-21 00:50:44 > Step:  174500 Progress: 87.2% Elapsed: 11:14:41 temperature: no ada_p: No Discriminator_loss: 1.25242 Generator_loss: 1.03006 
[INFO] 2021-01-21 00:53:24 > Step:  174600 Progress: 87.3% Elapsed: 11:17:22 temperature: no ada_p: No Discriminator_loss: 1.31499 Generator_loss: 1.142 
[INFO] 2021-01-21 00:56:05 > Step:  174700 Progress: 87.4% Elapsed: 11:20:02 temperature: no ada_p: No Discriminator_loss: 1.45921 Generator_loss: 0.84582 
[INFO] 2021-01-21 00:58:45 > Step:  174800 Progress: 87.4% Elapsed: 11:22:43 temperature: no ada_p: No Discriminator_loss: 1.41205 Generator_loss: 0.920133 
[INFO] 2021-01-21 01:01:27 > Step:  174900 Progress: 87.5% Elapsed: 11:25:25 temperature: no ada_p: No Discriminator_loss: 1.42944 Generator_loss: 0.990734 
[INFO] 2021-01-21 01:04:08 > Step:  175000 Progress: 87.5% Elapsed: 11:28:06 temperature: no ada_p: No Discriminator_loss: 1.32568 Generator_loss: 0.981085 
[INFO] 2021-01-21 01:06:49 > Step:  175100 Progress: 87.5% Elapsed: 11:30:46 temperature: no ada_p: No Discriminator_loss: 1.31955 Generator_loss: 0.184586 
[INFO] 2021-01-21 01:09:29 > Step:  175200 Progress: 87.6% Elapsed: 11:33:27 temperature: no ada_p: No Discriminator_loss: 1.19221 Generator_loss: 0.233701 
[INFO] 2021-01-21 01:12:10 > Step:  175300 Progress: 87.6% Elapsed: 11:36:08 temperature: no ada_p: No Discriminator_loss: 1.31994 Generator_loss: 0.101741 
[INFO] 2021-01-21 01:14:51 > Step:  175400 Progress: 87.7% Elapsed: 11:38:48 temperature: no ada_p: No Discriminator_loss: 1.23632 Generator_loss: 0.284383 
[INFO] 2021-01-21 01:17:32 > Step:  175500 Progress: 87.8% Elapsed: 11:41:29 temperature: no ada_p: No Discriminator_loss: 1.55739 Generator_loss: 0.167336 
[INFO] 2021-01-21 01:20:12 > Step:  175600 Progress: 87.8% Elapsed: 11:44:10 temperature: no ada_p: No Discriminator_loss: 1.30986 Generator_loss: -0.0320867 
[INFO] 2021-01-21 01:22:53 > Step:  175700 Progress: 87.8% Elapsed: 11:46:51 temperature: no ada_p: No Discriminator_loss: 1.47701 Generator_loss: -0.0929861 
[INFO] 2021-01-21 01:25:34 > Step:  175800 Progress: 87.9% Elapsed: 11:49:31 temperature: no ada_p: No Discriminator_loss: 1.33294 Generator_loss: 0.271119 
[INFO] 2021-01-21 01:28:16 > Step:  175900 Progress: 87.9% Elapsed: 11:52:14 temperature: no ada_p: No Discriminator_loss: 1.36324 Generator_loss: 0.31933 
[INFO] 2021-01-21 01:30:57 > Step:  176000 Progress: 88.0% Elapsed: 11:54:54 temperature: no ada_p: No Discriminator_loss: 1.3872 Generator_loss: 0.0629134 
[INFO] 2021-01-21 01:30:57 > Start Evaluation (176000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 01:30:57 > Calculating FID Score....
[INFO] 2021-01-21 01:31:12 > Calculating Inception Score....
[INFO] 2021-01-21 01:31:19 > Calculate F_beta Score....
[INFO] 2021-01-21 01:32:07 > Calculate Accuracies....
[INFO] 2021-01-21 01:32:12 > Calculate Accuracies....
[INFO] 2021-01-21 01:32:24 > F_8 score (Step: 176000, Using valid images): 0.964352035738189
[INFO] 2021-01-21 01:32:24 > F_1/8 score (Step: 176000, Using valid images): 0.977378921077406
[INFO] 2021-01-21 01:32:24 > FID score (Step: 176000, Using valid moments): 16.637778746535446
[INFO] 2021-01-21 01:32:24 > Inception score (Step: 176000, 10000 generated images): 16.8150691986084
[INFO] 2021-01-21 01:32:24 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 01:32:26 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 01:35:06 > Step:  176100 Progress: 88.0% Elapsed: 11:59:04 temperature: no ada_p: No Discriminator_loss: 1.38013 Generator_loss: 0.188153 
[INFO] 2021-01-21 01:37:47 > Step:  176200 Progress: 88.1% Elapsed: 12:01:45 temperature: no ada_p: No Discriminator_loss: 1.36657 Generator_loss: -0.0871015 
[INFO] 2021-01-21 01:40:28 > Step:  176300 Progress: 88.1% Elapsed: 12:04:25 temperature: no ada_p: No Discriminator_loss: 1.39914 Generator_loss: 0.0518938 
[INFO] 2021-01-21 01:43:08 > Step:  176400 Progress: 88.2% Elapsed: 12:07:06 temperature: no ada_p: No Discriminator_loss: 1.26176 Generator_loss: 0.0587976 
[INFO] 2021-01-21 01:45:49 > Step:  176500 Progress: 88.2% Elapsed: 12:09:46 temperature: no ada_p: No Discriminator_loss: 1.35218 Generator_loss: 0.157032 
[INFO] 2021-01-21 01:48:29 > Step:  176600 Progress: 88.3% Elapsed: 12:12:27 temperature: no ada_p: No Discriminator_loss: 1.30101 Generator_loss: -0.139875 
[INFO] 2021-01-21 01:51:10 > Step:  176700 Progress: 88.3% Elapsed: 12:15:07 temperature: no ada_p: No Discriminator_loss: 1.40438 Generator_loss: 0.0208346 
[INFO] 2021-01-21 01:53:50 > Step:  176800 Progress: 88.4% Elapsed: 12:17:48 temperature: no ada_p: No Discriminator_loss: 1.3815 Generator_loss: -0.0894507 
[INFO] 2021-01-21 01:56:32 > Step:  176900 Progress: 88.4% Elapsed: 12:20:29 temperature: no ada_p: No Discriminator_loss: 1.36252 Generator_loss: 0.22785 
[INFO] 2021-01-21 01:59:13 > Step:  177000 Progress: 88.5% Elapsed: 12:23:11 temperature: no ada_p: No Discriminator_loss: 1.34438 Generator_loss: 0.36133 
[INFO] 2021-01-21 02:01:54 > Step:  177100 Progress: 88.5% Elapsed: 12:25:52 temperature: no ada_p: No Discriminator_loss: 1.2586 Generator_loss: 0.129816 
[INFO] 2021-01-21 02:04:35 > Step:  177200 Progress: 88.6% Elapsed: 12:28:32 temperature: no ada_p: No Discriminator_loss: 1.30044 Generator_loss: 0.184696 
[INFO] 2021-01-21 02:07:15 > Step:  177300 Progress: 88.6% Elapsed: 12:31:13 temperature: no ada_p: No Discriminator_loss: 1.24789 Generator_loss: 0.170698 
[INFO] 2021-01-21 02:09:56 > Step:  177400 Progress: 88.7% Elapsed: 12:33:53 temperature: no ada_p: No Discriminator_loss: 1.39239 Generator_loss: 0.0745559 
[INFO] 2021-01-21 02:12:37 > Step:  177500 Progress: 88.8% Elapsed: 12:36:34 temperature: no ada_p: No Discriminator_loss: 1.31519 Generator_loss: 0.233978 
[INFO] 2021-01-21 02:15:17 > Step:  177600 Progress: 88.8% Elapsed: 12:39:15 temperature: no ada_p: No Discriminator_loss: 1.29943 Generator_loss: -0.063055 
[INFO] 2021-01-21 02:17:58 > Step:  177700 Progress: 88.8% Elapsed: 12:41:55 temperature: no ada_p: No Discriminator_loss: 1.36598 Generator_loss: 0.0111927 
[INFO] 2021-01-21 02:20:39 > Step:  177800 Progress: 88.9% Elapsed: 12:44:36 temperature: no ada_p: No Discriminator_loss: 1.43207 Generator_loss: 0.219444 
[INFO] 2021-01-21 02:23:19 > Step:  177900 Progress: 88.9% Elapsed: 12:47:17 temperature: no ada_p: No Discriminator_loss: 1.29586 Generator_loss: 0.0860614 
[INFO] 2021-01-21 02:26:00 > Step:  178000 Progress: 89.0% Elapsed: 12:49:57 temperature: no ada_p: No Discriminator_loss: 1.39108 Generator_loss: 0.0342064 
[INFO] 2021-01-21 02:26:00 > Start Evaluation (178000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 02:26:00 > Calculating FID Score....
[INFO] 2021-01-21 02:26:15 > Calculating Inception Score....
[INFO] 2021-01-21 02:26:22 > Calculate F_beta Score....
[INFO] 2021-01-21 02:27:10 > Calculate Accuracies....
[INFO] 2021-01-21 02:27:15 > Calculate Accuracies....
[INFO] 2021-01-21 02:27:27 > F_8 score (Step: 178000, Using valid images): 0.9634307441725464
[INFO] 2021-01-21 02:27:27 > F_1/8 score (Step: 178000, Using valid images): 0.9775324219283528
[INFO] 2021-01-21 02:27:27 > FID score (Step: 178000, Using valid moments): 16.90333759635132
[INFO] 2021-01-21 02:27:27 > Inception score (Step: 178000, 10000 generated images): 17.276140213012695
[INFO] 2021-01-21 02:27:27 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 02:27:29 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 02:30:09 > Step:  178100 Progress: 89.0% Elapsed: 12:54:07 temperature: no ada_p: No Discriminator_loss: 1.37948 Generator_loss: 1.04549 
[INFO] 2021-01-21 02:32:50 > Step:  178200 Progress: 89.1% Elapsed: 12:56:47 temperature: no ada_p: No Discriminator_loss: 1.31161 Generator_loss: 0.966111 
[INFO] 2021-01-21 02:35:31 > Step:  178300 Progress: 89.1% Elapsed: 12:59:28 temperature: no ada_p: No Discriminator_loss: 1.35571 Generator_loss: 1.01735 
[INFO] 2021-01-21 02:38:11 > Step:  178400 Progress: 89.2% Elapsed: 13:02:09 temperature: no ada_p: No Discriminator_loss: 1.41332 Generator_loss: 0.982489 
[INFO] 2021-01-21 02:40:52 > Step:  178500 Progress: 89.2% Elapsed: 13:04:49 temperature: no ada_p: No Discriminator_loss: 1.2957 Generator_loss: 0.896259 
[INFO] 2021-01-21 02:43:32 > Step:  178600 Progress: 89.3% Elapsed: 13:07:30 temperature: no ada_p: No Discriminator_loss: 1.29314 Generator_loss: 1.09998 
[INFO] 2021-01-21 02:46:13 > Step:  178700 Progress: 89.3% Elapsed: 13:10:11 temperature: no ada_p: No Discriminator_loss: 1.36689 Generator_loss: 0.946099 
[INFO] 2021-01-21 02:48:54 > Step:  178800 Progress: 89.4% Elapsed: 13:12:51 temperature: no ada_p: No Discriminator_loss: 1.3497 Generator_loss: 1.0198 
[INFO] 2021-01-21 02:51:35 > Step:  178900 Progress: 89.5% Elapsed: 13:15:33 temperature: no ada_p: No Discriminator_loss: 1.42288 Generator_loss: 0.973053 
[INFO] 2021-01-21 02:54:16 > Step:  179000 Progress: 89.5% Elapsed: 13:18:13 temperature: no ada_p: No Discriminator_loss: 1.20577 Generator_loss: 0.832813 
[INFO] 2021-01-21 02:56:57 > Step:  179100 Progress: 89.5% Elapsed: 13:20:54 temperature: no ada_p: No Discriminator_loss: 1.26106 Generator_loss: 1.10257 
[INFO] 2021-01-21 02:59:40 > Step:  179200 Progress: 89.6% Elapsed: 13:23:37 temperature: no ada_p: No Discriminator_loss: 1.34196 Generator_loss: 0.882983 
[INFO] 2021-01-21 03:02:20 > Step:  179300 Progress: 89.6% Elapsed: 13:26:18 temperature: no ada_p: No Discriminator_loss: 1.26111 Generator_loss: 0.98864 
[INFO] 2021-01-21 03:05:01 > Step:  179400 Progress: 89.7% Elapsed: 13:28:58 temperature: no ada_p: No Discriminator_loss: 1.32582 Generator_loss: 0.933858 
[INFO] 2021-01-21 03:07:41 > Step:  179500 Progress: 89.8% Elapsed: 13:31:39 temperature: no ada_p: No Discriminator_loss: 1.36694 Generator_loss: 1.01272 
[INFO] 2021-01-21 03:10:22 > Step:  179600 Progress: 89.8% Elapsed: 13:34:19 temperature: no ada_p: No Discriminator_loss: 1.28971 Generator_loss: 0.82934 
[INFO] 2021-01-21 03:13:02 > Step:  179700 Progress: 89.8% Elapsed: 13:37:00 temperature: no ada_p: No Discriminator_loss: 1.22755 Generator_loss: 1.07218 
[INFO] 2021-01-21 03:15:43 > Step:  179800 Progress: 89.9% Elapsed: 13:39:40 temperature: no ada_p: No Discriminator_loss: 1.37151 Generator_loss: 1.26459 
[INFO] 2021-01-21 03:18:24 > Step:  179900 Progress: 90.0% Elapsed: 13:42:21 temperature: no ada_p: No Discriminator_loss: 1.36322 Generator_loss: 0.313517 
[INFO] 2021-01-21 03:21:04 > Step:  180000 Progress: 90.0% Elapsed: 13:45:02 temperature: no ada_p: No Discriminator_loss: 1.33196 Generator_loss: 0.266447 
[INFO] 2021-01-21 03:21:04 > Start Evaluation (180000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 03:21:04 > Calculating FID Score....
[INFO] 2021-01-21 03:21:19 > Calculating Inception Score....
[INFO] 2021-01-21 03:21:27 > Calculate F_beta Score....
[INFO] 2021-01-21 03:22:13 > Calculate Accuracies....
[INFO] 2021-01-21 03:22:18 > Calculate Accuracies....
[INFO] 2021-01-21 03:22:31 > F_8 score (Step: 180000, Using valid images): 0.9671705563031722
[INFO] 2021-01-21 03:22:31 > F_1/8 score (Step: 180000, Using valid images): 0.9753314917952111
[INFO] 2021-01-21 03:22:31 > FID score (Step: 180000, Using valid moments): 16.85623320729144
[INFO] 2021-01-21 03:22:31 > Inception score (Step: 180000, 10000 generated images): 17.42483139038086
[INFO] 2021-01-21 03:22:31 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 03:22:32 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 03:25:13 > Step:  180100 Progress: 90.0% Elapsed: 13:49:10 temperature: no ada_p: No Discriminator_loss: 1.3223 Generator_loss: 0.254093 
[INFO] 2021-01-21 03:27:53 > Step:  180200 Progress: 90.1% Elapsed: 13:51:51 temperature: no ada_p: No Discriminator_loss: 1.37633 Generator_loss: 0.114889 
[INFO] 2021-01-21 03:30:34 > Step:  180300 Progress: 90.1% Elapsed: 13:54:31 temperature: no ada_p: No Discriminator_loss: 1.39615 Generator_loss: 0.142624 
[INFO] 2021-01-21 03:33:14 > Step:  180400 Progress: 90.2% Elapsed: 13:57:12 temperature: no ada_p: No Discriminator_loss: 1.29363 Generator_loss: 0.383971 
[INFO] 2021-01-21 03:35:55 > Step:  180500 Progress: 90.2% Elapsed: 13:59:53 temperature: no ada_p: No Discriminator_loss: 1.33711 Generator_loss: 0.0804439 
[INFO] 2021-01-21 03:38:36 > Step:  180600 Progress: 90.3% Elapsed: 14:02:33 temperature: no ada_p: No Discriminator_loss: 1.31913 Generator_loss: 1.14273 
[INFO] 2021-01-21 03:41:17 > Step:  180700 Progress: 90.3% Elapsed: 14:05:14 temperature: no ada_p: No Discriminator_loss: 1.31451 Generator_loss: 1.23151 
[INFO] 2021-01-21 03:43:58 > Step:  180800 Progress: 90.4% Elapsed: 14:07:55 temperature: no ada_p: No Discriminator_loss: 1.25367 Generator_loss: 0.766434 
[INFO] 2021-01-21 03:46:39 > Step:  180900 Progress: 90.5% Elapsed: 14:10:36 temperature: no ada_p: No Discriminator_loss: 1.26052 Generator_loss: 1.10649 
[INFO] 2021-01-21 03:49:20 > Step:  181000 Progress: 90.5% Elapsed: 14:13:17 temperature: no ada_p: No Discriminator_loss: 1.47437 Generator_loss: 0.80416 
[INFO] 2021-01-21 03:52:00 > Step:  181100 Progress: 90.5% Elapsed: 14:15:58 temperature: no ada_p: No Discriminator_loss: 1.31705 Generator_loss: 0.866337 
[INFO] 2021-01-21 03:54:42 > Step:  181200 Progress: 90.6% Elapsed: 14:18:39 temperature: no ada_p: No Discriminator_loss: 1.37302 Generator_loss: 1.08179 
[INFO] 2021-01-21 03:57:23 > Step:  181300 Progress: 90.6% Elapsed: 14:21:20 temperature: no ada_p: No Discriminator_loss: 1.33151 Generator_loss: 0.926997 
[INFO] 2021-01-21 04:00:03 > Step:  181400 Progress: 90.7% Elapsed: 14:24:01 temperature: no ada_p: No Discriminator_loss: 1.3005 Generator_loss: 1.04245 
[INFO] 2021-01-21 04:02:44 > Step:  181500 Progress: 90.8% Elapsed: 14:26:41 temperature: no ada_p: No Discriminator_loss: 1.63373 Generator_loss: 0.820661 
[INFO] 2021-01-21 04:05:24 > Step:  181600 Progress: 90.8% Elapsed: 14:29:22 temperature: no ada_p: No Discriminator_loss: 1.35134 Generator_loss: 1.08279 
[INFO] 2021-01-21 04:08:05 > Step:  181700 Progress: 90.8% Elapsed: 14:32:02 temperature: no ada_p: No Discriminator_loss: 1.36734 Generator_loss: 0.947181 
[INFO] 2021-01-21 04:10:46 > Step:  181800 Progress: 90.9% Elapsed: 14:34:43 temperature: no ada_p: No Discriminator_loss: 1.41745 Generator_loss: 1.05971 
[INFO] 2021-01-21 04:13:26 > Step:  181900 Progress: 91.0% Elapsed: 14:37:24 temperature: no ada_p: No Discriminator_loss: 1.36549 Generator_loss: 0.950622 
[INFO] 2021-01-21 04:16:07 > Step:  182000 Progress: 91.0% Elapsed: 14:40:04 temperature: no ada_p: No Discriminator_loss: 1.35205 Generator_loss: 1.04067 
[INFO] 2021-01-21 04:16:07 > Start Evaluation (182000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 04:16:07 > Calculating FID Score....
[INFO] 2021-01-21 04:16:22 > Calculating Inception Score....
[INFO] 2021-01-21 04:16:29 > Calculate F_beta Score....
[INFO] 2021-01-21 04:17:17 > Calculate Accuracies....
[INFO] 2021-01-21 04:17:22 > Calculate Accuracies....
[INFO] 2021-01-21 04:17:34 > F_8 score (Step: 182000, Using valid images): 0.9686667782866853
[INFO] 2021-01-21 04:17:34 > F_1/8 score (Step: 182000, Using valid images): 0.9810087998676806
[INFO] 2021-01-21 04:17:34 > FID score (Step: 182000, Using valid moments): 16.972852621308164
[INFO] 2021-01-21 04:17:34 > Inception score (Step: 182000, 10000 generated images): 16.766157150268555
[INFO] 2021-01-21 04:17:34 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 04:17:36 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 04:20:16 > Step:  182100 Progress: 91.0% Elapsed: 14:44:14 temperature: no ada_p: No Discriminator_loss: 1.27371 Generator_loss: 0.957435 
[INFO] 2021-01-21 04:22:57 > Step:  182200 Progress: 91.1% Elapsed: 14:46:55 temperature: no ada_p: No Discriminator_loss: 1.33831 Generator_loss: 0.928706 
[INFO] 2021-01-21 04:25:38 > Step:  182300 Progress: 91.1% Elapsed: 14:49:35 temperature: no ada_p: No Discriminator_loss: 1.42878 Generator_loss: 0.995958 
[INFO] 2021-01-21 04:28:20 > Step:  182400 Progress: 91.2% Elapsed: 14:52:17 temperature: no ada_p: No Discriminator_loss: 1.25006 Generator_loss: 0.876376 
[INFO] 2021-01-21 04:31:01 > Step:  182500 Progress: 91.2% Elapsed: 14:54:58 temperature: no ada_p: No Discriminator_loss: 1.36941 Generator_loss: 0.954305 
[INFO] 2021-01-21 04:33:41 > Step:  182600 Progress: 91.3% Elapsed: 14:57:39 temperature: no ada_p: No Discriminator_loss: 1.28628 Generator_loss: 0.928576 
[INFO] 2021-01-21 04:36:22 > Step:  182700 Progress: 91.3% Elapsed: 15:00:19 temperature: no ada_p: No Discriminator_loss: 1.22324 Generator_loss: 1.10823 
[INFO] 2021-01-21 04:39:02 > Step:  182800 Progress: 91.4% Elapsed: 15:03:00 temperature: no ada_p: No Discriminator_loss: 1.41181 Generator_loss: 0.7314 
[INFO] 2021-01-21 04:41:44 > Step:  182900 Progress: 91.5% Elapsed: 15:05:41 temperature: no ada_p: No Discriminator_loss: 1.45358 Generator_loss: 0.941147 
[INFO] 2021-01-21 04:44:24 > Step:  183000 Progress: 91.5% Elapsed: 15:08:22 temperature: no ada_p: No Discriminator_loss: 1.49727 Generator_loss: 0.936651 
[INFO] 2021-01-21 04:47:05 > Step:  183100 Progress: 91.5% Elapsed: 15:11:02 temperature: no ada_p: No Discriminator_loss: 1.2975 Generator_loss: 1.20481 
[INFO] 2021-01-21 04:49:45 > Step:  183200 Progress: 91.6% Elapsed: 15:13:43 temperature: no ada_p: No Discriminator_loss: 1.2242 Generator_loss: 1.16929 
[INFO] 2021-01-21 04:52:27 > Step:  183300 Progress: 91.6% Elapsed: 15:16:24 temperature: no ada_p: No Discriminator_loss: 1.43958 Generator_loss: 0.924589 
[INFO] 2021-01-21 04:55:07 > Step:  183400 Progress: 91.7% Elapsed: 15:19:05 temperature: no ada_p: No Discriminator_loss: 1.57195 Generator_loss: 0.783221 
[INFO] 2021-01-21 04:57:48 > Step:  183500 Progress: 91.8% Elapsed: 15:21:46 temperature: no ada_p: No Discriminator_loss: 1.28095 Generator_loss: 0.783609 
[INFO] 2021-01-21 05:00:29 > Step:  183600 Progress: 91.8% Elapsed: 15:24:26 temperature: no ada_p: No Discriminator_loss: 1.37715 Generator_loss: 1.05735 
[INFO] 2021-01-21 05:03:09 > Step:  183700 Progress: 91.8% Elapsed: 15:27:07 temperature: no ada_p: No Discriminator_loss: 1.39894 Generator_loss: 0.773884 
[INFO] 2021-01-21 05:05:50 > Step:  183800 Progress: 91.9% Elapsed: 15:29:47 temperature: no ada_p: No Discriminator_loss: 1.23314 Generator_loss: 0.839267 
[INFO] 2021-01-21 05:08:30 > Step:  183900 Progress: 92.0% Elapsed: 15:32:28 temperature: no ada_p: No Discriminator_loss: 1.26472 Generator_loss: 0.841795 
[INFO] 2021-01-21 05:11:11 > Step:  184000 Progress: 92.0% Elapsed: 15:35:09 temperature: no ada_p: No Discriminator_loss: 1.43686 Generator_loss: 0.842354 
[INFO] 2021-01-21 05:11:11 > Start Evaluation (184000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 05:11:11 > Calculating FID Score....
[INFO] 2021-01-21 05:11:26 > Calculating Inception Score....
[INFO] 2021-01-21 05:11:33 > Calculate F_beta Score....
[INFO] 2021-01-21 05:12:20 > Calculate Accuracies....
[INFO] 2021-01-21 05:12:26 > Calculate Accuracies....
[INFO] 2021-01-21 05:12:38 > F_8 score (Step: 184000, Using valid images): 0.9674635304290814
[INFO] 2021-01-21 05:12:38 > F_1/8 score (Step: 184000, Using valid images): 0.9768468698051931
[INFO] 2021-01-21 05:12:38 > FID score (Step: 184000, Using valid moments): 16.827694524989738
[INFO] 2021-01-21 05:12:38 > Inception score (Step: 184000, 10000 generated images): 16.87566566467285
[INFO] 2021-01-21 05:12:38 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 05:12:40 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 05:15:20 > Step:  184100 Progress: 92.0% Elapsed: 15:39:17 temperature: no ada_p: No Discriminator_loss: 1.31172 Generator_loss: 1.03701 
[INFO] 2021-01-21 05:18:00 > Step:  184200 Progress: 92.1% Elapsed: 15:41:58 temperature: no ada_p: No Discriminator_loss: 1.24868 Generator_loss: 1.02707 
[INFO] 2021-01-21 05:20:41 > Step:  184300 Progress: 92.2% Elapsed: 15:44:39 temperature: no ada_p: No Discriminator_loss: 1.27223 Generator_loss: 1.10687 
[INFO] 2021-01-21 05:23:22 > Step:  184400 Progress: 92.2% Elapsed: 15:47:19 temperature: no ada_p: No Discriminator_loss: 1.43775 Generator_loss: 0.875255 
[INFO] 2021-01-21 05:26:02 > Step:  184500 Progress: 92.2% Elapsed: 15:50:00 temperature: no ada_p: No Discriminator_loss: 1.35136 Generator_loss: 0.88444 
[INFO] 2021-01-21 05:28:43 > Step:  184600 Progress: 92.3% Elapsed: 15:52:40 temperature: no ada_p: No Discriminator_loss: 1.36306 Generator_loss: 0.982225 
[INFO] 2021-01-21 05:31:23 > Step:  184700 Progress: 92.3% Elapsed: 15:55:21 temperature: no ada_p: No Discriminator_loss: 1.25696 Generator_loss: 0.849084 
[INFO] 2021-01-21 05:34:04 > Step:  184800 Progress: 92.4% Elapsed: 15:58:01 temperature: no ada_p: No Discriminator_loss: 1.22485 Generator_loss: 0.982806 
[INFO] 2021-01-21 05:36:45 > Step:  184900 Progress: 92.5% Elapsed: 16:00:43 temperature: no ada_p: No Discriminator_loss: 1.25069 Generator_loss: 1.14456 
[INFO] 2021-01-21 05:39:26 > Step:  185000 Progress: 92.5% Elapsed: 16:03:23 temperature: no ada_p: No Discriminator_loss: 1.30107 Generator_loss: 0.763319 
[INFO] 2021-01-21 05:42:06 > Step:  185100 Progress: 92.5% Elapsed: 16:06:04 temperature: no ada_p: No Discriminator_loss: 1.46166 Generator_loss: 1.10846 
[INFO] 2021-01-21 05:44:47 > Step:  185200 Progress: 92.6% Elapsed: 16:08:44 temperature: no ada_p: No Discriminator_loss: 1.4715 Generator_loss: 1.18078 
[INFO] 2021-01-21 05:47:28 > Step:  185300 Progress: 92.7% Elapsed: 16:11:25 temperature: no ada_p: No Discriminator_loss: 1.32108 Generator_loss: 0.851562 
[INFO] 2021-01-21 05:50:09 > Step:  185400 Progress: 92.7% Elapsed: 16:14:07 temperature: no ada_p: No Discriminator_loss: 1.21463 Generator_loss: 0.721626 
[INFO] 2021-01-21 05:52:50 > Step:  185500 Progress: 92.8% Elapsed: 16:16:47 temperature: no ada_p: No Discriminator_loss: 1.31433 Generator_loss: 0.864359 
[INFO] 2021-01-21 05:55:32 > Step:  185600 Progress: 92.8% Elapsed: 16:19:30 temperature: no ada_p: No Discriminator_loss: 1.33286 Generator_loss: 1.03742 
[INFO] 2021-01-21 05:58:13 > Step:  185700 Progress: 92.8% Elapsed: 16:22:10 temperature: no ada_p: No Discriminator_loss: 1.27587 Generator_loss: 1.02366 
[INFO] 2021-01-21 06:00:53 > Step:  185800 Progress: 92.9% Elapsed: 16:24:51 temperature: no ada_p: No Discriminator_loss: 1.41519 Generator_loss: 1.09365 
[INFO] 2021-01-21 06:03:34 > Step:  185900 Progress: 93.0% Elapsed: 16:27:31 temperature: no ada_p: No Discriminator_loss: 1.29349 Generator_loss: 0.145672 
[INFO] 2021-01-21 06:06:14 > Step:  186000 Progress: 93.0% Elapsed: 16:30:12 temperature: no ada_p: No Discriminator_loss: 1.48267 Generator_loss: -0.293343 
[INFO] 2021-01-21 06:06:14 > Start Evaluation (186000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 06:06:14 > Calculating FID Score....
[INFO] 2021-01-21 06:06:29 > Calculating Inception Score....
[INFO] 2021-01-21 06:06:37 > Calculate F_beta Score....
[INFO] 2021-01-21 06:07:23 > Calculate Accuracies....
[INFO] 2021-01-21 06:07:29 > Calculate Accuracies....
[INFO] 2021-01-21 06:07:41 > F_8 score (Step: 186000, Using valid images): 0.9661155839636025
[INFO] 2021-01-21 06:07:41 > F_1/8 score (Step: 186000, Using valid images): 0.9782005197620115
[INFO] 2021-01-21 06:07:41 > FID score (Step: 186000, Using valid moments): 16.766338294005436
[INFO] 2021-01-21 06:07:41 > Inception score (Step: 186000, 10000 generated images): 16.923402786254883
[INFO] 2021-01-21 06:07:41 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 06:07:43 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 06:10:23 > Step:  186100 Progress: 93.0% Elapsed: 16:34:20 temperature: no ada_p: No Discriminator_loss: 1.31284 Generator_loss: 0.249403 
[INFO] 2021-01-21 06:13:04 > Step:  186200 Progress: 93.1% Elapsed: 16:37:01 temperature: no ada_p: No Discriminator_loss: 1.37183 Generator_loss: 0.097489 
[INFO] 2021-01-21 06:15:44 > Step:  186300 Progress: 93.2% Elapsed: 16:39:42 temperature: no ada_p: No Discriminator_loss: 1.40456 Generator_loss: 1.00437 
[INFO] 2021-01-21 06:18:25 > Step:  186400 Progress: 93.2% Elapsed: 16:42:22 temperature: no ada_p: No Discriminator_loss: 1.35648 Generator_loss: 0.875845 
[INFO] 2021-01-21 06:21:05 > Step:  186500 Progress: 93.2% Elapsed: 16:45:03 temperature: no ada_p: No Discriminator_loss: 1.3816 Generator_loss: 1.09773 
[INFO] 2021-01-21 06:23:46 > Step:  186600 Progress: 93.3% Elapsed: 16:47:44 temperature: no ada_p: No Discriminator_loss: 1.27438 Generator_loss: 0.833256 
[INFO] 2021-01-21 06:26:27 > Step:  186700 Progress: 93.3% Elapsed: 16:50:24 temperature: no ada_p: No Discriminator_loss: 1.28677 Generator_loss: 1.24836 
[INFO] 2021-01-21 06:29:07 > Step:  186800 Progress: 93.4% Elapsed: 16:53:05 temperature: no ada_p: No Discriminator_loss: 1.36927 Generator_loss: 1.08751 
[INFO] 2021-01-21 06:31:49 > Step:  186900 Progress: 93.5% Elapsed: 16:55:46 temperature: no ada_p: No Discriminator_loss: 1.57642 Generator_loss: 0.878899 
[INFO] 2021-01-21 06:34:30 > Step:  187000 Progress: 93.5% Elapsed: 16:58:27 temperature: no ada_p: No Discriminator_loss: 1.28244 Generator_loss: 1.18935 
[INFO] 2021-01-21 06:37:10 > Step:  187100 Progress: 93.5% Elapsed: 17:01:08 temperature: no ada_p: No Discriminator_loss: 1.29744 Generator_loss: 1.071 
[INFO] 2021-01-21 06:39:51 > Step:  187200 Progress: 93.6% Elapsed: 17:03:48 temperature: no ada_p: No Discriminator_loss: 1.26013 Generator_loss: 0.988542 
[INFO] 2021-01-21 06:42:32 > Step:  187300 Progress: 93.7% Elapsed: 17:06:29 temperature: no ada_p: No Discriminator_loss: 1.26657 Generator_loss: 0.00777222 
[INFO] 2021-01-21 06:45:12 > Step:  187400 Progress: 93.7% Elapsed: 17:09:10 temperature: no ada_p: No Discriminator_loss: 1.47222 Generator_loss: 0.129257 
[INFO] 2021-01-21 06:47:54 > Step:  187500 Progress: 93.8% Elapsed: 17:11:51 temperature: no ada_p: No Discriminator_loss: 1.29735 Generator_loss: 0.402475 
[INFO] 2021-01-21 06:50:35 > Step:  187600 Progress: 93.8% Elapsed: 17:14:32 temperature: no ada_p: No Discriminator_loss: 1.38708 Generator_loss: 0.222837 
[INFO] 2021-01-21 06:53:15 > Step:  187700 Progress: 93.8% Elapsed: 17:17:13 temperature: no ada_p: No Discriminator_loss: 1.28493 Generator_loss: -0.00390737 
[INFO] 2021-01-21 06:55:56 > Step:  187800 Progress: 93.9% Elapsed: 17:19:53 temperature: no ada_p: No Discriminator_loss: 1.29859 Generator_loss: 0.188719 
[INFO] 2021-01-21 06:58:36 > Step:  187900 Progress: 94.0% Elapsed: 17:22:34 temperature: no ada_p: No Discriminator_loss: 1.43634 Generator_loss: 0.0140157 
[INFO] 2021-01-21 07:01:17 > Step:  188000 Progress: 94.0% Elapsed: 17:25:14 temperature: no ada_p: No Discriminator_loss: 1.33174 Generator_loss: 0.106861 
[INFO] 2021-01-21 07:01:17 > Start Evaluation (188000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 07:01:17 > Calculating FID Score....
[INFO] 2021-01-21 07:01:32 > Calculating Inception Score....
[INFO] 2021-01-21 07:01:39 > Calculate F_beta Score....
[INFO] 2021-01-21 07:02:27 > Calculate Accuracies....
[INFO] 2021-01-21 07:02:33 > Calculate Accuracies....
[INFO] 2021-01-21 07:02:45 > F_8 score (Step: 188000, Using valid images): 0.9664817593906606
[INFO] 2021-01-21 07:02:45 > F_1/8 score (Step: 188000, Using valid images): 0.9789936258257674
[INFO] 2021-01-21 07:02:45 > FID score (Step: 188000, Using valid moments): 16.486493777886835
[INFO] 2021-01-21 07:02:45 > Inception score (Step: 188000, 10000 generated images): 17.171070098876953
[INFO] 2021-01-21 07:02:45 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 07:02:47 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 07:05:27 > Step:  188100 Progress: 94.0% Elapsed: 17:29:24 temperature: no ada_p: No Discriminator_loss: 1.41867 Generator_loss: 0.147696 
[INFO] 2021-01-21 07:08:07 > Step:  188200 Progress: 94.1% Elapsed: 17:32:05 temperature: no ada_p: No Discriminator_loss: 1.31257 Generator_loss: 0.25813 
[INFO] 2021-01-21 07:10:48 > Step:  188300 Progress: 94.2% Elapsed: 17:34:46 temperature: no ada_p: No Discriminator_loss: 1.3842 Generator_loss: 0.15914 
[INFO] 2021-01-21 07:13:29 > Step:  188400 Progress: 94.2% Elapsed: 17:37:26 temperature: no ada_p: No Discriminator_loss: 1.35908 Generator_loss: 0.0986274 
[INFO] 2021-01-21 07:16:09 > Step:  188500 Progress: 94.2% Elapsed: 17:40:07 temperature: no ada_p: No Discriminator_loss: 1.43646 Generator_loss: 0.249894 
[INFO] 2021-01-21 07:18:50 > Step:  188600 Progress: 94.3% Elapsed: 17:42:47 temperature: no ada_p: No Discriminator_loss: 1.25993 Generator_loss: 0.0953736 
[INFO] 2021-01-21 07:21:30 > Step:  188700 Progress: 94.3% Elapsed: 17:45:28 temperature: no ada_p: No Discriminator_loss: 1.40605 Generator_loss: 0.192813 
[INFO] 2021-01-21 07:24:11 > Step:  188800 Progress: 94.4% Elapsed: 17:48:08 temperature: no ada_p: No Discriminator_loss: 1.40197 Generator_loss: 0.0364165 
[INFO] 2021-01-21 07:26:54 > Step:  188900 Progress: 94.5% Elapsed: 17:50:52 temperature: no ada_p: No Discriminator_loss: 1.50386 Generator_loss: -0.0555993 
[INFO] 2021-01-21 07:29:35 > Step:  189000 Progress: 94.5% Elapsed: 17:53:32 temperature: no ada_p: No Discriminator_loss: 1.21412 Generator_loss: 0.226707 
[INFO] 2021-01-21 07:32:15 > Step:  189100 Progress: 94.5% Elapsed: 17:56:13 temperature: no ada_p: No Discriminator_loss: 1.40989 Generator_loss: 0.139093 
[INFO] 2021-01-21 07:34:56 > Step:  189200 Progress: 94.6% Elapsed: 17:58:53 temperature: no ada_p: No Discriminator_loss: 1.31208 Generator_loss: 0.125667 
[INFO] 2021-01-21 07:37:37 > Step:  189300 Progress: 94.7% Elapsed: 18:01:34 temperature: no ada_p: No Discriminator_loss: 1.35526 Generator_loss: 0.147621 
[INFO] 2021-01-21 07:40:17 > Step:  189400 Progress: 94.7% Elapsed: 18:04:15 temperature: no ada_p: No Discriminator_loss: 1.29882 Generator_loss: 0.145201 
[INFO] 2021-01-21 07:42:58 > Step:  189500 Progress: 94.8% Elapsed: 18:06:56 temperature: no ada_p: No Discriminator_loss: 1.26469 Generator_loss: 0.270101 
[INFO] 2021-01-21 07:45:39 > Step:  189600 Progress: 94.8% Elapsed: 18:09:37 temperature: no ada_p: No Discriminator_loss: 1.33004 Generator_loss: 0.253126 
[INFO] 2021-01-21 07:48:20 > Step:  189700 Progress: 94.8% Elapsed: 18:12:17 temperature: no ada_p: No Discriminator_loss: 1.43135 Generator_loss: 0.1241 
[INFO] 2021-01-21 07:51:01 > Step:  189800 Progress: 94.9% Elapsed: 18:14:58 temperature: no ada_p: No Discriminator_loss: 1.49325 Generator_loss: -0.156985 
[INFO] 2021-01-21 07:53:41 > Step:  189900 Progress: 95.0% Elapsed: 18:17:39 temperature: no ada_p: No Discriminator_loss: 1.42422 Generator_loss: 0.0374335 
[INFO] 2021-01-21 07:56:22 > Step:  190000 Progress: 95.0% Elapsed: 18:20:20 temperature: no ada_p: No Discriminator_loss: 1.40139 Generator_loss: 0.394306 
[INFO] 2021-01-21 07:56:22 > Start Evaluation (190000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 07:56:22 > Calculating FID Score....
[INFO] 2021-01-21 07:56:37 > Calculating Inception Score....
[INFO] 2021-01-21 07:56:45 > Calculate F_beta Score....
[INFO] 2021-01-21 07:57:33 > Calculate Accuracies....
[INFO] 2021-01-21 07:57:38 > Calculate Accuracies....
[INFO] 2021-01-21 07:57:50 > F_8 score (Step: 190000, Using valid images): 0.96391958121057
[INFO] 2021-01-21 07:57:50 > F_1/8 score (Step: 190000, Using valid images): 0.9759507264774564
[INFO] 2021-01-21 07:57:50 > FID score (Step: 190000, Using valid moments): 16.607092278910613
[INFO] 2021-01-21 07:57:50 > Inception score (Step: 190000, 10000 generated images): 16.841585159301758
[INFO] 2021-01-21 07:57:50 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 07:57:52 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 08:00:33 > Step:  190100 Progress: 95.0% Elapsed: 18:24:30 temperature: no ada_p: No Discriminator_loss: 1.34322 Generator_loss: 0.136721 
[INFO] 2021-01-21 08:03:13 > Step:  190200 Progress: 95.1% Elapsed: 18:27:10 temperature: no ada_p: No Discriminator_loss: 1.27706 Generator_loss: 0.242668 
[INFO] 2021-01-21 08:05:54 > Step:  190300 Progress: 95.2% Elapsed: 18:29:51 temperature: no ada_p: No Discriminator_loss: 1.26772 Generator_loss: 0.0931782 
[INFO] 2021-01-21 08:08:34 > Step:  190400 Progress: 95.2% Elapsed: 18:32:32 temperature: no ada_p: No Discriminator_loss: 1.42103 Generator_loss: 0.242928 
[INFO] 2021-01-21 08:11:15 > Step:  190500 Progress: 95.2% Elapsed: 18:35:12 temperature: no ada_p: No Discriminator_loss: 1.29958 Generator_loss: 0.209403 
[INFO] 2021-01-21 08:13:55 > Step:  190600 Progress: 95.3% Elapsed: 18:37:53 temperature: no ada_p: No Discriminator_loss: 1.2955 Generator_loss: 0.463754 
[INFO] 2021-01-21 08:16:36 > Step:  190700 Progress: 95.3% Elapsed: 18:40:33 temperature: no ada_p: No Discriminator_loss: 1.45031 Generator_loss: -0.00251965 
[INFO] 2021-01-21 08:19:16 > Step:  190800 Progress: 95.4% Elapsed: 18:43:14 temperature: no ada_p: No Discriminator_loss: 1.18792 Generator_loss: 0.235838 
[INFO] 2021-01-21 08:21:58 > Step:  190900 Progress: 95.5% Elapsed: 18:45:55 temperature: no ada_p: No Discriminator_loss: 1.50146 Generator_loss: 0.164947 
[INFO] 2021-01-21 08:24:38 > Step:  191000 Progress: 95.5% Elapsed: 18:48:36 temperature: no ada_p: No Discriminator_loss: 1.31829 Generator_loss: 0.896887 
[INFO] 2021-01-21 08:27:19 > Step:  191100 Progress: 95.5% Elapsed: 18:51:16 temperature: no ada_p: No Discriminator_loss: 1.40588 Generator_loss: 1.04858 
[INFO] 2021-01-21 08:29:59 > Step:  191200 Progress: 95.6% Elapsed: 18:53:57 temperature: no ada_p: No Discriminator_loss: 1.29482 Generator_loss: 1.13401 
[INFO] 2021-01-21 08:32:40 > Step:  191300 Progress: 95.7% Elapsed: 18:56:37 temperature: no ada_p: No Discriminator_loss: 1.42709 Generator_loss: 1.10805 
[INFO] 2021-01-21 08:35:20 > Step:  191400 Progress: 95.7% Elapsed: 18:59:18 temperature: no ada_p: No Discriminator_loss: 1.309 Generator_loss: 1.01505 
[INFO] 2021-01-21 08:38:01 > Step:  191500 Progress: 95.8% Elapsed: 19:01:58 temperature: no ada_p: No Discriminator_loss: 1.30893 Generator_loss: 0.929989 
[INFO] 2021-01-21 08:40:42 > Step:  191600 Progress: 95.8% Elapsed: 19:04:40 temperature: no ada_p: No Discriminator_loss: 1.41839 Generator_loss: 0.851437 
[INFO] 2021-01-21 08:43:23 > Step:  191700 Progress: 95.9% Elapsed: 19:07:21 temperature: no ada_p: No Discriminator_loss: 1.2326 Generator_loss: 0.658302 
[INFO] 2021-01-21 08:46:04 > Step:  191800 Progress: 95.9% Elapsed: 19:10:02 temperature: no ada_p: No Discriminator_loss: 1.27773 Generator_loss: 0.188327 
[INFO] 2021-01-21 08:48:45 > Step:  191900 Progress: 96.0% Elapsed: 19:12:42 temperature: no ada_p: No Discriminator_loss: 1.39012 Generator_loss: 0.885478 
[INFO] 2021-01-21 08:51:25 > Step:  192000 Progress: 96.0% Elapsed: 19:15:23 temperature: no ada_p: No Discriminator_loss: 1.40206 Generator_loss: 1.04573 
[INFO] 2021-01-21 08:51:25 > Start Evaluation (192000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 08:51:25 > Calculating FID Score....
[INFO] 2021-01-21 08:51:40 > Calculating Inception Score....
[INFO] 2021-01-21 08:51:48 > Calculate F_beta Score....
[INFO] 2021-01-21 08:52:35 > Calculate Accuracies....
[INFO] 2021-01-21 08:52:41 > Calculate Accuracies....
[INFO] 2021-01-21 08:52:53 > F_8 score (Step: 192000, Using valid images): 0.9650830604025737
[INFO] 2021-01-21 08:52:53 > F_1/8 score (Step: 192000, Using valid images): 0.978886364143651
[INFO] 2021-01-21 08:52:53 > FID score (Step: 192000, Using valid moments): 16.958089091387706
[INFO] 2021-01-21 08:52:53 > Inception score (Step: 192000, 10000 generated images): 16.846519470214844
[INFO] 2021-01-21 08:52:53 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 08:52:55 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 08:55:37 > Step:  192100 Progress: 96.0% Elapsed: 19:19:34 temperature: no ada_p: No Discriminator_loss: 1.35054 Generator_loss: 0.882588 
[INFO] 2021-01-21 08:58:17 > Step:  192200 Progress: 96.1% Elapsed: 19:22:15 temperature: no ada_p: No Discriminator_loss: 1.46039 Generator_loss: 0.956077 
[INFO] 2021-01-21 09:00:58 > Step:  192300 Progress: 96.2% Elapsed: 19:24:56 temperature: no ada_p: No Discriminator_loss: 1.42378 Generator_loss: 0.895421 
[INFO] 2021-01-21 09:03:39 > Step:  192400 Progress: 96.2% Elapsed: 19:27:36 temperature: no ada_p: No Discriminator_loss: 1.28573 Generator_loss: 0.682083 
[INFO] 2021-01-21 09:06:19 > Step:  192500 Progress: 96.2% Elapsed: 19:30:17 temperature: no ada_p: No Discriminator_loss: 1.3483 Generator_loss: 0.883996 
[INFO] 2021-01-21 09:09:00 > Step:  192600 Progress: 96.3% Elapsed: 19:32:57 temperature: no ada_p: No Discriminator_loss: 1.28849 Generator_loss: 1.17313 
[INFO] 2021-01-21 09:11:41 > Step:  192700 Progress: 96.4% Elapsed: 19:35:38 temperature: no ada_p: No Discriminator_loss: 1.27207 Generator_loss: 1.05401 
[INFO] 2021-01-21 09:14:21 > Step:  192800 Progress: 96.4% Elapsed: 19:38:19 temperature: no ada_p: No Discriminator_loss: 1.36977 Generator_loss: 0.904899 
[INFO] 2021-01-21 09:17:03 > Step:  192900 Progress: 96.5% Elapsed: 19:41:00 temperature: no ada_p: No Discriminator_loss: 1.31198 Generator_loss: 1.05983 
[INFO] 2021-01-21 09:19:43 > Step:  193000 Progress: 96.5% Elapsed: 19:43:41 temperature: no ada_p: No Discriminator_loss: 1.43499 Generator_loss: 0.781411 
[INFO] 2021-01-21 09:22:24 > Step:  193100 Progress: 96.5% Elapsed: 19:46:21 temperature: no ada_p: No Discriminator_loss: 1.35928 Generator_loss: 0.999668 
[INFO] 2021-01-21 09:25:04 > Step:  193200 Progress: 96.6% Elapsed: 19:49:02 temperature: no ada_p: No Discriminator_loss: 1.31409 Generator_loss: 0.87935 
[INFO] 2021-01-21 09:27:45 > Step:  193300 Progress: 96.7% Elapsed: 19:51:43 temperature: no ada_p: No Discriminator_loss: 1.27975 Generator_loss: 0.9999 
[INFO] 2021-01-21 09:30:26 > Step:  193400 Progress: 96.7% Elapsed: 19:54:23 temperature: no ada_p: No Discriminator_loss: 1.36017 Generator_loss: 0.84645 
[INFO] 2021-01-21 09:33:06 > Step:  193500 Progress: 96.8% Elapsed: 19:57:04 temperature: no ada_p: No Discriminator_loss: 1.37057 Generator_loss: 1.10388 
[INFO] 2021-01-21 09:35:47 > Step:  193600 Progress: 96.8% Elapsed: 19:59:44 temperature: no ada_p: No Discriminator_loss: 1.26823 Generator_loss: 1.25191 
[INFO] 2021-01-21 09:38:28 > Step:  193700 Progress: 96.9% Elapsed: 20:02:26 temperature: no ada_p: No Discriminator_loss: 1.36271 Generator_loss: 0.937328 
[INFO] 2021-01-21 09:41:09 > Step:  193800 Progress: 96.9% Elapsed: 20:05:06 temperature: no ada_p: No Discriminator_loss: 1.45658 Generator_loss: 0.693495 
[INFO] 2021-01-21 09:43:50 > Step:  193900 Progress: 97.0% Elapsed: 20:07:47 temperature: no ada_p: No Discriminator_loss: 1.23266 Generator_loss: 0.166918 
[INFO] 2021-01-21 09:46:31 > Step:  194000 Progress: 97.0% Elapsed: 20:10:28 temperature: no ada_p: No Discriminator_loss: 1.34889 Generator_loss: 0.12345 
[INFO] 2021-01-21 09:46:31 > Start Evaluation (194000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 09:46:31 > Calculating FID Score....
[INFO] 2021-01-21 09:46:45 > Calculating Inception Score....
[INFO] 2021-01-21 09:46:53 > Calculate F_beta Score....
[INFO] 2021-01-21 09:47:41 > Calculate Accuracies....
[INFO] 2021-01-21 09:47:46 > Calculate Accuracies....
[INFO] 2021-01-21 09:47:59 > F_8 score (Step: 194000, Using valid images): 0.9623336629761777
[INFO] 2021-01-21 09:47:59 > F_1/8 score (Step: 194000, Using valid images): 0.9776787635054562
[INFO] 2021-01-21 09:47:59 > FID score (Step: 194000, Using valid moments): 16.879245077515634
[INFO] 2021-01-21 09:47:59 > Inception score (Step: 194000, 10000 generated images): 17.039636611938477
[INFO] 2021-01-21 09:47:59 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 09:48:00 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 09:50:41 > Step:  194100 Progress: 97.0% Elapsed: 20:14:38 temperature: no ada_p: No Discriminator_loss: 1.33521 Generator_loss: 0.231787 
[INFO] 2021-01-21 09:53:22 > Step:  194200 Progress: 97.1% Elapsed: 20:17:19 temperature: no ada_p: No Discriminator_loss: 1.30074 Generator_loss: 0.113411 
[INFO] 2021-01-21 09:56:03 > Step:  194300 Progress: 97.2% Elapsed: 20:20:00 temperature: no ada_p: No Discriminator_loss: 1.29795 Generator_loss: -0.0211181 
[INFO] 2021-01-21 09:58:44 > Step:  194400 Progress: 97.2% Elapsed: 20:22:41 temperature: no ada_p: No Discriminator_loss: 1.32378 Generator_loss: 0.294822 
[INFO] 2021-01-21 10:01:24 > Step:  194500 Progress: 97.2% Elapsed: 20:25:22 temperature: no ada_p: No Discriminator_loss: 1.2375 Generator_loss: 0.340638 
[INFO] 2021-01-21 10:04:05 > Step:  194600 Progress: 97.3% Elapsed: 20:28:03 temperature: no ada_p: No Discriminator_loss: 1.26863 Generator_loss: 0.25092 
[INFO] 2021-01-21 10:06:46 > Step:  194700 Progress: 97.4% Elapsed: 20:30:44 temperature: no ada_p: No Discriminator_loss: 1.34895 Generator_loss: -0.0410996 
[INFO] 2021-01-21 10:09:27 > Step:  194800 Progress: 97.4% Elapsed: 20:33:24 temperature: no ada_p: No Discriminator_loss: 1.24931 Generator_loss: 0.337702 
[INFO] 2021-01-21 10:12:09 > Step:  194900 Progress: 97.5% Elapsed: 20:36:06 temperature: no ada_p: No Discriminator_loss: 1.3631 Generator_loss: 0.0388334 
[INFO] 2021-01-21 10:14:49 > Step:  195000 Progress: 97.5% Elapsed: 20:38:47 temperature: no ada_p: No Discriminator_loss: 1.27117 Generator_loss: 0.357693 
[INFO] 2021-01-21 10:17:30 > Step:  195100 Progress: 97.5% Elapsed: 20:41:28 temperature: no ada_p: No Discriminator_loss: 1.30952 Generator_loss: 0.0718641 
[INFO] 2021-01-21 10:20:11 > Step:  195200 Progress: 97.6% Elapsed: 20:44:09 temperature: no ada_p: No Discriminator_loss: 1.32665 Generator_loss: 0.0342133 
[INFO] 2021-01-21 10:22:54 > Step:  195300 Progress: 97.7% Elapsed: 20:46:51 temperature: no ada_p: No Discriminator_loss: 1.39142 Generator_loss: 0.102137 
[INFO] 2021-01-21 10:25:35 > Step:  195400 Progress: 97.7% Elapsed: 20:49:32 temperature: no ada_p: No Discriminator_loss: 1.32578 Generator_loss: 0.397573 
[INFO] 2021-01-21 10:28:15 > Step:  195500 Progress: 97.8% Elapsed: 20:52:13 temperature: no ada_p: No Discriminator_loss: 1.31697 Generator_loss: 0.218891 
[INFO] 2021-01-21 10:30:57 > Step:  195600 Progress: 97.8% Elapsed: 20:54:54 temperature: no ada_p: No Discriminator_loss: 1.36489 Generator_loss: 0.19028 
[INFO] 2021-01-21 10:33:37 > Step:  195700 Progress: 97.9% Elapsed: 20:57:35 temperature: no ada_p: No Discriminator_loss: 1.34251 Generator_loss: 0.856079 
[INFO] 2021-01-21 10:36:18 > Step:  195800 Progress: 97.9% Elapsed: 21:00:16 temperature: no ada_p: No Discriminator_loss: 1.26853 Generator_loss: 0.912113 
[INFO] 2021-01-21 10:39:00 > Step:  195900 Progress: 98.0% Elapsed: 21:02:57 temperature: no ada_p: No Discriminator_loss: 1.40753 Generator_loss: 1.24081 
[INFO] 2021-01-21 10:41:41 > Step:  196000 Progress: 98.0% Elapsed: 21:05:38 temperature: no ada_p: No Discriminator_loss: 1.33848 Generator_loss: 1.04141 
[INFO] 2021-01-21 10:41:41 > Start Evaluation (196000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 10:41:41 > Calculating FID Score....
[INFO] 2021-01-21 10:41:56 > Calculating Inception Score....
[INFO] 2021-01-21 10:42:03 > Calculate F_beta Score....
[INFO] 2021-01-21 10:42:49 > Calculate Accuracies....
[INFO] 2021-01-21 10:42:55 > Calculate Accuracies....
[INFO] 2021-01-21 10:43:07 > F_8 score (Step: 196000, Using valid images): 0.9681916972101281
[INFO] 2021-01-21 10:43:07 > F_1/8 score (Step: 196000, Using valid images): 0.9772643496296923
[INFO] 2021-01-21 10:43:07 > FID score (Step: 196000, Using valid moments): 17.36907113039331
[INFO] 2021-01-21 10:43:07 > Inception score (Step: 196000, 10000 generated images): 16.93787384033203
[INFO] 2021-01-21 10:43:07 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 10:43:09 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 10:45:50 > Step:  196100 Progress: 98.0% Elapsed: 21:09:47 temperature: no ada_p: No Discriminator_loss: 1.38044 Generator_loss: 1.1023 
[INFO] 2021-01-21 10:48:31 > Step:  196200 Progress: 98.1% Elapsed: 21:12:28 temperature: no ada_p: No Discriminator_loss: 1.31623 Generator_loss: 0.819314 
[INFO] 2021-01-21 10:51:12 > Step:  196300 Progress: 98.2% Elapsed: 21:15:09 temperature: no ada_p: No Discriminator_loss: 1.30529 Generator_loss: 0.884029 
[INFO] 2021-01-21 10:53:53 > Step:  196400 Progress: 98.2% Elapsed: 21:17:50 temperature: no ada_p: No Discriminator_loss: 1.41902 Generator_loss: 0.90702 
[INFO] 2021-01-21 10:56:33 > Step:  196500 Progress: 98.2% Elapsed: 21:20:31 temperature: no ada_p: No Discriminator_loss: 1.2675 Generator_loss: 0.962549 
[INFO] 2021-01-21 10:59:14 > Step:  196600 Progress: 98.3% Elapsed: 21:23:12 temperature: no ada_p: No Discriminator_loss: 1.63153 Generator_loss: 0.840185 
[INFO] 2021-01-21 11:01:55 > Step:  196700 Progress: 98.4% Elapsed: 21:25:53 temperature: no ada_p: No Discriminator_loss: 1.30209 Generator_loss: 0.950828 
[INFO] 2021-01-21 11:04:36 > Step:  196800 Progress: 98.4% Elapsed: 21:28:34 temperature: no ada_p: No Discriminator_loss: 1.22635 Generator_loss: 0.863765 
[INFO] 2021-01-21 11:07:18 > Step:  196900 Progress: 98.5% Elapsed: 21:31:15 temperature: no ada_p: No Discriminator_loss: 1.38769 Generator_loss: 0.935768 
[INFO] 2021-01-21 11:09:59 > Step:  197000 Progress: 98.5% Elapsed: 21:33:56 temperature: no ada_p: No Discriminator_loss: 1.39462 Generator_loss: 0.924828 
[INFO] 2021-01-21 11:12:40 > Step:  197100 Progress: 98.6% Elapsed: 21:36:37 temperature: no ada_p: No Discriminator_loss: 1.29481 Generator_loss: 1.00584 
[INFO] 2021-01-21 11:15:21 > Step:  197200 Progress: 98.6% Elapsed: 21:39:18 temperature: no ada_p: No Discriminator_loss: 1.32295 Generator_loss: 1.06931 
[INFO] 2021-01-21 11:18:02 > Step:  197300 Progress: 98.7% Elapsed: 21:41:59 temperature: no ada_p: No Discriminator_loss: 1.43199 Generator_loss: 0.76648 
[INFO] 2021-01-21 11:20:42 > Step:  197400 Progress: 98.7% Elapsed: 21:44:40 temperature: no ada_p: No Discriminator_loss: 1.31127 Generator_loss: 1.09657 
[INFO] 2021-01-21 11:23:23 > Step:  197500 Progress: 98.8% Elapsed: 21:47:21 temperature: no ada_p: No Discriminator_loss: 1.25124 Generator_loss: 0.919184 
[INFO] 2021-01-21 11:26:04 > Step:  197600 Progress: 98.8% Elapsed: 21:50:02 temperature: no ada_p: No Discriminator_loss: 1.29502 Generator_loss: 1.08082 
[INFO] 2021-01-21 11:28:45 > Step:  197700 Progress: 98.9% Elapsed: 21:52:43 temperature: no ada_p: No Discriminator_loss: 1.53733 Generator_loss: 1.07079 
[INFO] 2021-01-21 11:31:26 > Step:  197800 Progress: 98.9% Elapsed: 21:55:23 temperature: no ada_p: No Discriminator_loss: 1.25052 Generator_loss: 0.860437 
[INFO] 2021-01-21 11:34:07 > Step:  197900 Progress: 99.0% Elapsed: 21:58:04 temperature: no ada_p: No Discriminator_loss: 1.294 Generator_loss: 0.9452 
[INFO] 2021-01-21 11:36:48 > Step:  198000 Progress: 99.0% Elapsed: 22:00:45 temperature: no ada_p: No Discriminator_loss: 1.30293 Generator_loss: 0.867746 
[INFO] 2021-01-21 11:36:48 > Start Evaluation (198000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 11:36:48 > Calculating FID Score....
[INFO] 2021-01-21 11:37:03 > Calculating Inception Score....
[INFO] 2021-01-21 11:37:10 > Calculate F_beta Score....
[INFO] 2021-01-21 11:37:58 > Calculate Accuracies....
[INFO] 2021-01-21 11:38:04 > Calculate Accuracies....
[INFO] 2021-01-21 11:38:16 > F_8 score (Step: 198000, Using valid images): 0.9649296848658313
[INFO] 2021-01-21 11:38:16 > F_1/8 score (Step: 198000, Using valid images): 0.9768677727989094
[INFO] 2021-01-21 11:38:16 > FID score (Step: 198000, Using valid moments): 17.11032144661084
[INFO] 2021-01-21 11:38:16 > Inception score (Step: 198000, 10000 generated images): 16.761625289916992
[INFO] 2021-01-21 11:38:16 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 11:38:18 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 11:40:59 > Step:  198100 Progress: 99.1% Elapsed: 22:04:56 temperature: no ada_p: No Discriminator_loss: 1.23769 Generator_loss: 0.682622 
[INFO] 2021-01-21 11:43:39 > Step:  198200 Progress: 99.1% Elapsed: 22:07:37 temperature: no ada_p: No Discriminator_loss: 1.2972 Generator_loss: 1.15214 
[INFO] 2021-01-21 11:46:20 > Step:  198300 Progress: 99.2% Elapsed: 22:10:18 temperature: no ada_p: No Discriminator_loss: 1.34407 Generator_loss: 0.853236 
[INFO] 2021-01-21 11:49:01 > Step:  198400 Progress: 99.2% Elapsed: 22:12:59 temperature: no ada_p: No Discriminator_loss: 1.34333 Generator_loss: 0.933654 
[INFO] 2021-01-21 11:51:42 > Step:  198500 Progress: 99.2% Elapsed: 22:15:40 temperature: no ada_p: No Discriminator_loss: 1.32969 Generator_loss: 0.845046 
[INFO] 2021-01-21 11:54:25 > Step:  198600 Progress: 99.3% Elapsed: 22:18:22 temperature: no ada_p: No Discriminator_loss: 1.29447 Generator_loss: 1.0366 
[INFO] 2021-01-21 11:57:05 > Step:  198700 Progress: 99.4% Elapsed: 22:21:03 temperature: no ada_p: No Discriminator_loss: 1.4675 Generator_loss: 0.62183 
[INFO] 2021-01-21 11:59:46 > Step:  198800 Progress: 99.4% Elapsed: 22:23:44 temperature: no ada_p: No Discriminator_loss: 1.31005 Generator_loss: 0.94366 
[INFO] 2021-01-21 12:02:28 > Step:  198900 Progress: 99.5% Elapsed: 22:26:25 temperature: no ada_p: No Discriminator_loss: 1.29813 Generator_loss: 1.08486 
[INFO] 2021-01-21 12:05:08 > Step:  199000 Progress: 99.5% Elapsed: 22:29:06 temperature: no ada_p: No Discriminator_loss: 1.30256 Generator_loss: 0.957076 
[INFO] 2021-01-21 12:07:49 > Step:  199100 Progress: 99.6% Elapsed: 22:31:47 temperature: no ada_p: No Discriminator_loss: 1.34743 Generator_loss: 0.998004 
[INFO] 2021-01-21 12:10:30 > Step:  199200 Progress: 99.6% Elapsed: 22:34:27 temperature: no ada_p: No Discriminator_loss: 1.38817 Generator_loss: 1.03794 
[INFO] 2021-01-21 12:13:11 > Step:  199300 Progress: 99.7% Elapsed: 22:37:08 temperature: no ada_p: No Discriminator_loss: 1.34855 Generator_loss: 0.887581 
[INFO] 2021-01-21 12:15:51 > Step:  199400 Progress: 99.7% Elapsed: 22:39:49 temperature: no ada_p: No Discriminator_loss: 1.45666 Generator_loss: 0.961512 
[INFO] 2021-01-21 12:18:32 > Step:  199500 Progress: 99.8% Elapsed: 22:42:30 temperature: no ada_p: No Discriminator_loss: 1.40327 Generator_loss: 1.10266 
[INFO] 2021-01-21 12:21:13 > Step:  199600 Progress: 99.8% Elapsed: 22:45:10 temperature: no ada_p: No Discriminator_loss: 1.43205 Generator_loss: 0.905547 
[INFO] 2021-01-21 12:23:53 > Step:  199700 Progress: 99.9% Elapsed: 22:47:51 temperature: no ada_p: No Discriminator_loss: 1.26983 Generator_loss: 1.07061 
[INFO] 2021-01-21 12:26:34 > Step:  199800 Progress: 99.9% Elapsed: 22:50:32 temperature: no ada_p: No Discriminator_loss: 1.28711 Generator_loss: 0.808936 
[INFO] 2021-01-21 12:29:15 > Step:  199900 Progress: 100.0% Elapsed: 22:53:12 temperature: no ada_p: No Discriminator_loss: 1.3462 Generator_loss: 1.14944 
[INFO] 2021-01-21 12:31:56 > Step:  200000 Progress: 100.0% Elapsed: 22:55:53 temperature: no ada_p: No Discriminator_loss: 1.3853 Generator_loss: 1.04614 
[INFO] 2021-01-21 12:31:56 > Start Evaluation (200000 Step): DiffAugGAN(P)-train-2021_01_17_04_59_53
[INFO] 2021-01-21 12:31:56 > Calculating FID Score....
[INFO] 2021-01-21 12:32:11 > Calculating Inception Score....
[INFO] 2021-01-21 12:32:18 > Calculate F_beta Score....
[INFO] 2021-01-21 12:33:05 > Calculate Accuracies....
[INFO] 2021-01-21 12:33:11 > Calculate Accuracies....
[INFO] 2021-01-21 12:33:23 > F_8 score (Step: 200000, Using valid images): 0.9623581662572585
[INFO] 2021-01-21 12:33:23 > F_1/8 score (Step: 200000, Using valid images): 0.9775778107467132
[INFO] 2021-01-21 12:33:23 > FID score (Step: 200000, Using valid moments): 16.850154394093238
[INFO] 2021-01-21 12:33:23 > Inception score (Step: 200000, 10000 generated images): 16.75899887084961
[INFO] 2021-01-21 12:33:23 > Best FID score (Step: 170000, Using valid moments): 16.337911466354115
[INFO] 2021-01-21 12:33:25 > Save model to ./checkpoints/DiffAugGAN(P)-train-2021_01_17_04_59_53