DiffAugGAN(C)-train-2021_01_17_04_59_40.log

[INFO] 2021-01-17 04:59:40 > Run name : DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 04:59:40 > {'config_path': 'src/configs/TINY_ILSVRC2012/DiffAugGAN(C).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 04:59:40 > {'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': 'ContraGAN', 'pos_collected_numerator': True, 'hypersphere_dim': 768, 'nonlinear_embed': False, 'normalize_embed': True, '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': 1.0, 'margin': 0.0, 'tempering_type': 'constant', 'tempering_step': 'N/A', 'start_temperature': 1.0, 'end_temperature': 1.0, 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': True, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': True, 'ema_decay': 0.9999, 'ema_start': 20000}}}
[INFO] 2021-01-17 04:59:40 > Load train datasets...
[INFO] 2021-01-17 04:59:42 > Train dataset size : 100000
[INFO] 2021-01-17 04:59:42 > Load valid datasets...
[INFO] 2021-01-17 04:59:42 > Eval dataset size : 10000
[INFO] 2021-01-17 04:59:42 > Build model...
[INFO] 2021-01-17 04:59:42 > Modules are located on models.big_resnet.
[INFO] 2021-01-17 04:59:46 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-01-17 04:59:46 > Number of parameters: 17335204
[INFO] 2021-01-17 04:59:46 > 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 04:59:46 > Number of parameters: 31678130
[INFO] 2021-01-17 04:59:46 > 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)
  (linear2): Linear(in_features=1280, out_features=768, bias=True)
  (embedding): Embedding(200, 768)
)
[INFO] 2021-01-17 04:59:49 > Start training....
[INFO] 2021-01-17 05:03:03 > Step:     100 Progress: 0.1% Elapsed: 0:03:14 temperature: 1.0 ada_p: No Discriminator_loss: 7.00898 Generator_loss: 5.17727 
[INFO] 2021-01-17 05:06:00 > Step:     200 Progress: 0.1% Elapsed: 0:06:11 temperature: 1.0 ada_p: No Discriminator_loss: 7.15066 Generator_loss: 4.7997 
[INFO] 2021-01-17 05:09:00 > Step:     300 Progress: 0.1% Elapsed: 0:09:11 temperature: 1.0 ada_p: No Discriminator_loss: 7.12359 Generator_loss: 5.14337 
[INFO] 2021-01-17 05:12:03 > Step:     400 Progress: 0.2% Elapsed: 0:12:13 temperature: 1.0 ada_p: No Discriminator_loss: 7.07742 Generator_loss: 4.96884 
[INFO] 2021-01-17 05:15:00 > Step:     500 Progress: 0.2% Elapsed: 0:15:11 temperature: 1.0 ada_p: No Discriminator_loss: 7.30963 Generator_loss: 5.68155 
[INFO] 2021-01-17 05:17:57 > Step:     600 Progress: 0.3% Elapsed: 0:18:08 temperature: 1.0 ada_p: No Discriminator_loss: 7.13499 Generator_loss: 4.91601 
[INFO] 2021-01-17 05:20:54 > Step:     700 Progress: 0.4% Elapsed: 0:21:05 temperature: 1.0 ada_p: No Discriminator_loss: 7.11163 Generator_loss: 5.00434 
[INFO] 2021-01-17 05:23:51 > Step:     800 Progress: 0.4% Elapsed: 0:24:02 temperature: 1.0 ada_p: No Discriminator_loss: 7.11599 Generator_loss: 4.67345 
[INFO] 2021-01-17 05:26:48 > Step:     900 Progress: 0.4% Elapsed: 0:26:59 temperature: 1.0 ada_p: No Discriminator_loss: 7.04668 Generator_loss: 4.26661 
[INFO] 2021-01-17 05:29:45 > Step:    1000 Progress: 0.5% Elapsed: 0:29:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.9706 Generator_loss: 5.61704 
[INFO] 2021-01-17 05:32:42 > Step:    1100 Progress: 0.5% Elapsed: 0:32:53 temperature: 1.0 ada_p: No Discriminator_loss: 7.11944 Generator_loss: 3.99085 
[INFO] 2021-01-17 05:35:39 > Step:    1200 Progress: 0.6% Elapsed: 0:35:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.8319 Generator_loss: 4.97932 
[INFO] 2021-01-17 05:38:36 > Step:    1300 Progress: 0.7% Elapsed: 0:38:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.90173 Generator_loss: 5.31646 
[INFO] 2021-01-17 05:41:33 > Step:    1400 Progress: 0.7% Elapsed: 0:41:44 temperature: 1.0 ada_p: No Discriminator_loss: 7.0065 Generator_loss: 4.61202 
[INFO] 2021-01-17 05:44:30 > Step:    1500 Progress: 0.8% Elapsed: 0:44:41 temperature: 1.0 ada_p: No Discriminator_loss: 7.00442 Generator_loss: 5.13584 
[INFO] 2021-01-17 05:47:27 > Step:    1600 Progress: 0.8% Elapsed: 0:47:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.79735 Generator_loss: 5.73514 
[INFO] 2021-01-17 05:50:24 > Step:    1700 Progress: 0.9% Elapsed: 0:50:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.94965 Generator_loss: 5.2694 
[INFO] 2021-01-17 05:53:21 > Step:    1800 Progress: 0.9% Elapsed: 0:53:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.79534 Generator_loss: 5.58463 
[INFO] 2021-01-17 05:56:18 > Step:    1900 Progress: 0.9% Elapsed: 0:56:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.84366 Generator_loss: 4.95664 
[INFO] 2021-01-17 05:59:16 > Step:    2000 Progress: 1.0% Elapsed: 0:59:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.8002 Generator_loss: 5.22527 
[INFO] 2021-01-17 05:59:16 > Start Evaluation (2000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 05:59:16 > Calculating FID Score....
[INFO] 2021-01-17 06:00:52 > Calculating Inception Score....
[INFO] 2021-01-17 06:01:00 > Calculate F_beta Score....
[INFO] 2021-01-17 06:20:17 > Calculate Accuracies....
[INFO] 2021-01-17 06:20:23 > Calculate Accuracies....
[INFO] 2021-01-17 06:21:05 > F_8 score (Step: 2000, Using valid images): 0.10710965352808398
[INFO] 2021-01-17 06:21:05 > F_1/8 score (Step: 2000, Using valid images): 0.3128912261349106
[INFO] 2021-01-17 06:21:05 > FID score (Step: 2000, Using valid moments): 138.80224333193837
[INFO] 2021-01-17 06:21:05 > Inception score (Step: 2000, 10000 generated images): 4.448545932769775
[INFO] 2021-01-17 06:21:05 > Best FID score (Step: 2000, Using valid moments): 138.80224333193837
[INFO] 2021-01-17 06:21:09 > Save model to checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 06:24:07 > Step:    2100 Progress: 1.1% Elapsed: 1:24:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.82777 Generator_loss: 5.16933 
[INFO] 2021-01-17 06:27:03 > Step:    2200 Progress: 1.1% Elapsed: 1:27:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.85478 Generator_loss: 5.2956 
[INFO] 2021-01-17 06:30:00 > Step:    2300 Progress: 1.1% Elapsed: 1:30:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.83199 Generator_loss: 4.94126 
[INFO] 2021-01-17 06:32:57 > Step:    2400 Progress: 1.2% Elapsed: 1:33:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.76681 Generator_loss: 5.5888 
[INFO] 2021-01-17 06:35:54 > Step:    2500 Progress: 1.2% Elapsed: 1:36:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.88987 Generator_loss: 4.2736 
[INFO] 2021-01-17 06:38:50 > Step:    2600 Progress: 1.3% Elapsed: 1:39:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.84904 Generator_loss: 5.22696 
[INFO] 2021-01-17 06:41:47 > Step:    2700 Progress: 1.4% Elapsed: 1:41:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.76208 Generator_loss: 5.26859 
[INFO] 2021-01-17 06:44:43 > Step:    2800 Progress: 1.4% Elapsed: 1:44:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.88105 Generator_loss: 5.41435 
[INFO] 2021-01-17 06:47:40 > Step:    2900 Progress: 1.5% Elapsed: 1:47:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.74226 Generator_loss: 3.83613 
[INFO] 2021-01-17 06:50:37 > Step:    3000 Progress: 1.5% Elapsed: 1:50:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.87441 Generator_loss: 5.63764 
[INFO] 2021-01-17 06:53:34 > Step:    3100 Progress: 1.6% Elapsed: 1:53:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.7582 Generator_loss: 5.15676 
[INFO] 2021-01-17 06:56:32 > Step:    3200 Progress: 1.6% Elapsed: 1:56:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.92284 Generator_loss: 4.37876 
[INFO] 2021-01-17 06:59:31 > Step:    3300 Progress: 1.7% Elapsed: 1:59:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.88811 Generator_loss: 5.04287 
[INFO] 2021-01-17 07:02:29 > Step:    3400 Progress: 1.7% Elapsed: 2:02:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.58998 Generator_loss: 4.17025 
[INFO] 2021-01-17 07:05:27 > Step:    3500 Progress: 1.8% Elapsed: 2:05:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.95112 Generator_loss: 4.6539 
[INFO] 2021-01-17 07:08:24 > Step:    3600 Progress: 1.8% Elapsed: 2:08:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.68781 Generator_loss: 4.79311 
[INFO] 2021-01-17 07:11:23 > Step:    3700 Progress: 1.8% Elapsed: 2:11:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.70579 Generator_loss: 4.52125 
[INFO] 2021-01-17 07:14:20 > Step:    3800 Progress: 1.9% Elapsed: 2:14:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.99166 Generator_loss: 4.37646 
[INFO] 2021-01-17 07:17:18 > Step:    3900 Progress: 1.9% Elapsed: 2:17:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.69131 Generator_loss: 5.03649 
[INFO] 2021-01-17 07:20:15 > Step:    4000 Progress: 2.0% Elapsed: 2:20:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.53183 Generator_loss: 4.49962 
[INFO] 2021-01-17 07:20:15 > Start Evaluation (4000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 07:20:15 > Calculating FID Score....
[INFO] 2021-01-17 07:20:31 > Calculating Inception Score....
[INFO] 2021-01-17 07:20:38 > Calculate F_beta Score....
[INFO] 2021-01-17 07:21:30 > Calculate Accuracies....
[INFO] 2021-01-17 07:21:36 > Calculate Accuracies....
[INFO] 2021-01-17 07:21:49 > F_8 score (Step: 4000, Using valid images): 0.3837004917044399
[INFO] 2021-01-17 07:21:49 > F_1/8 score (Step: 4000, Using valid images): 0.646461008604578
[INFO] 2021-01-17 07:21:49 > FID score (Step: 4000, Using valid moments): 90.3863583198401
[INFO] 2021-01-17 07:21:49 > Inception score (Step: 4000, 10000 generated images): 5.495893478393555
[INFO] 2021-01-17 07:21:49 > Best FID score (Step: 4000, Using valid moments): 90.3863583198401
[INFO] 2021-01-17 07:21:52 > Save model to checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 07:24:50 > Step:    4100 Progress: 2.1% Elapsed: 2:25:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.66677 Generator_loss: 5.43659 
[INFO] 2021-01-17 07:27:47 > Step:    4200 Progress: 2.1% Elapsed: 2:27:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.7431 Generator_loss: 3.67848 
[INFO] 2021-01-17 07:30:45 > Step:    4300 Progress: 2.1% Elapsed: 2:30:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.69033 Generator_loss: 4.22731 
[INFO] 2021-01-17 07:33:42 > Step:    4400 Progress: 2.2% Elapsed: 2:33:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.65209 Generator_loss: 4.13346 
[INFO] 2021-01-17 07:36:38 > Step:    4500 Progress: 2.2% Elapsed: 2:36:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.73424 Generator_loss: 5.43395 
[INFO] 2021-01-17 07:39:35 > Step:    4600 Progress: 2.3% Elapsed: 2:39:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.76261 Generator_loss: 4.38279 
[INFO] 2021-01-17 07:42:33 > Step:    4700 Progress: 2.4% Elapsed: 2:42:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.61673 Generator_loss: 5.32651 
[INFO] 2021-01-17 07:45:31 > Step:    4800 Progress: 2.4% Elapsed: 2:45:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.913 Generator_loss: 4.24488 
[INFO] 2021-01-17 07:48:29 > Step:    4900 Progress: 2.5% Elapsed: 2:48:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.73982 Generator_loss: 5.10851 
[INFO] 2021-01-17 07:51:28 > Step:    5000 Progress: 2.5% Elapsed: 2:51:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.75196 Generator_loss: 5.22452 
[INFO] 2021-01-17 07:54:28 > Step:    5100 Progress: 2.5% Elapsed: 2:54:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.66105 Generator_loss: 5.10363 
[INFO] 2021-01-17 07:57:26 > Step:    5200 Progress: 2.6% Elapsed: 2:57:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.96974 Generator_loss: 4.30598 
[INFO] 2021-01-17 08:00:24 > Step:    5300 Progress: 2.6% Elapsed: 3:00:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.63418 Generator_loss: 5.12298 
[INFO] 2021-01-17 08:03:23 > Step:    5400 Progress: 2.7% Elapsed: 3:03:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.71033 Generator_loss: 4.80178 
[INFO] 2021-01-17 08:06:21 > Step:    5500 Progress: 2.8% Elapsed: 3:06:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.71945 Generator_loss: 5.05762 
[INFO] 2021-01-17 08:09:19 > Step:    5600 Progress: 2.8% Elapsed: 3:09:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.78737 Generator_loss: 5.18415 
[INFO] 2021-01-17 08:12:18 > Step:    5700 Progress: 2.9% Elapsed: 3:12:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.6771 Generator_loss: 3.77568 
[INFO] 2021-01-17 08:15:16 > Step:    5800 Progress: 2.9% Elapsed: 3:15:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.66337 Generator_loss: 5.08698 
[INFO] 2021-01-17 08:18:16 > Step:    5900 Progress: 2.9% Elapsed: 3:18:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.74982 Generator_loss: 4.43614 
[INFO] 2021-01-17 08:21:14 > Step:    6000 Progress: 3.0% Elapsed: 3:21:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.56846 Generator_loss: 5.50269 
[INFO] 2021-01-17 08:21:14 > Start Evaluation (6000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 08:21:14 > Calculating FID Score....
[INFO] 2021-01-17 08:24:28 > Calculating Inception Score....
[INFO] 2021-01-17 08:24:36 > Calculate F_beta Score....
[INFO] 2021-01-17 08:28:46 > Calculate Accuracies....
[INFO] 2021-01-17 08:28:52 > Calculate Accuracies....
[INFO] 2021-01-17 08:29:05 > F_8 score (Step: 6000, Using valid images): 0.5674332312921334
[INFO] 2021-01-17 08:29:05 > F_1/8 score (Step: 6000, Using valid images): 0.8175759752940644
[INFO] 2021-01-17 08:29:05 > FID score (Step: 6000, Using valid moments): 67.31694204919057
[INFO] 2021-01-17 08:29:05 > Inception score (Step: 6000, 10000 generated images): 6.941476821899414
[INFO] 2021-01-17 08:29:05 > Best FID score (Step: 6000, Using valid moments): 67.31694204919057
[INFO] 2021-01-17 08:29:08 > Save model to checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 08:32:04 > Step:    6100 Progress: 3.0% Elapsed: 3:32:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.95959 Generator_loss: 5.22451 
[INFO] 2021-01-17 08:35:01 > Step:    6200 Progress: 3.1% Elapsed: 3:35:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.66466 Generator_loss: 4.62803 
[INFO] 2021-01-17 08:37:59 > Step:    6300 Progress: 3.1% Elapsed: 3:38:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.66469 Generator_loss: 4.49059 
[INFO] 2021-01-17 08:40:55 > Step:    6400 Progress: 3.2% Elapsed: 3:41:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.69384 Generator_loss: 4.56911 
[INFO] 2021-01-17 08:43:53 > Step:    6500 Progress: 3.2% Elapsed: 3:44:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.87778 Generator_loss: 5.03519 
[INFO] 2021-01-17 08:46:50 > Step:    6600 Progress: 3.3% Elapsed: 3:47:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.68404 Generator_loss: 5.45899 
[INFO] 2021-01-17 08:49:47 > Step:    6700 Progress: 3.4% Elapsed: 3:49:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.69014 Generator_loss: 4.6656 
[INFO] 2021-01-17 08:52:44 > Step:    6800 Progress: 3.4% Elapsed: 3:52:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.70129 Generator_loss: 5.30424 
[INFO] 2021-01-17 08:55:41 > Step:    6900 Progress: 3.5% Elapsed: 3:55:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.64845 Generator_loss: 4.31115 
[INFO] 2021-01-17 08:58:37 > Step:    7000 Progress: 3.5% Elapsed: 3:58:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.60771 Generator_loss: 4.33657 
[INFO] 2021-01-17 09:01:34 > Step:    7100 Progress: 3.5% Elapsed: 4:01:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.62054 Generator_loss: 4.68063 
[INFO] 2021-01-17 09:04:31 > Step:    7200 Progress: 3.6% Elapsed: 4:04:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.5962 Generator_loss: 5.0118 
[INFO] 2021-01-17 09:07:28 > Step:    7300 Progress: 3.6% Elapsed: 4:07:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.79516 Generator_loss: 5.18892 
[INFO] 2021-01-17 09:10:25 > Step:    7400 Progress: 3.7% Elapsed: 4:10:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.58172 Generator_loss: 5.2859 
[INFO] 2021-01-17 09:13:22 > Step:    7500 Progress: 3.8% Elapsed: 4:13:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.5779 Generator_loss: 5.47636 
[INFO] 2021-01-17 09:16:19 > Step:    7600 Progress: 3.8% Elapsed: 4:16:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.5517 Generator_loss: 4.65915 
[INFO] 2021-01-17 09:19:16 > Step:    7700 Progress: 3.9% Elapsed: 4:19:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.53054 Generator_loss: 4.97462 
[INFO] 2021-01-17 09:22:14 > Step:    7800 Progress: 3.9% Elapsed: 4:22:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.42385 Generator_loss: 4.90834 
[INFO] 2021-01-17 09:25:13 > Step:    7900 Progress: 4.0% Elapsed: 4:25:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.59761 Generator_loss: 5.32663 
[INFO] 2021-01-17 09:28:10 > Step:    8000 Progress: 4.0% Elapsed: 4:28:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.48229 Generator_loss: 4.11238 
[INFO] 2021-01-17 09:28:10 > Start Evaluation (8000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 09:28:10 > Calculating FID Score....
[INFO] 2021-01-17 09:28:26 > Calculating Inception Score....
[INFO] 2021-01-17 09:28:33 > Calculate F_beta Score....
[INFO] 2021-01-17 09:29:21 > Calculate Accuracies....
[INFO] 2021-01-17 09:29:27 > Calculate Accuracies....
[INFO] 2021-01-17 09:29:39 > F_8 score (Step: 8000, Using valid images): 0.6218138687282017
[INFO] 2021-01-17 09:29:39 > F_1/8 score (Step: 8000, Using valid images): 0.8354711550511381
[INFO] 2021-01-17 09:29:39 > FID score (Step: 8000, Using valid moments): 61.000804440221316
[INFO] 2021-01-17 09:29:39 > Inception score (Step: 8000, 10000 generated images): 7.9698805809021
[INFO] 2021-01-17 09:29:39 > Best FID score (Step: 8000, Using valid moments): 61.000804440221316
[INFO] 2021-01-17 09:29:43 > Save model to checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 09:32:40 > Step:    8100 Progress: 4.0% Elapsed: 4:32:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.59134 Generator_loss: 5.0075 
[INFO] 2021-01-17 09:35:37 > Step:    8200 Progress: 4.1% Elapsed: 4:35:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.68041 Generator_loss: 4.83526 
[INFO] 2021-01-17 09:38:33 > Step:    8300 Progress: 4.2% Elapsed: 4:38:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.68025 Generator_loss: 4.3968 
[INFO] 2021-01-17 09:41:30 > Step:    8400 Progress: 4.2% Elapsed: 4:41:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.78413 Generator_loss: 5.1074 
[INFO] 2021-01-17 09:44:28 > Step:    8500 Progress: 4.2% Elapsed: 4:44:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.62643 Generator_loss: 4.99715 
[INFO] 2021-01-17 09:47:25 > Step:    8600 Progress: 4.3% Elapsed: 4:47:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.56556 Generator_loss: 4.34322 
[INFO] 2021-01-17 09:50:23 > Step:    8700 Progress: 4.3% Elapsed: 4:50:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.66847 Generator_loss: 4.33724 
[INFO] 2021-01-17 09:53:20 > Step:    8800 Progress: 4.4% Elapsed: 4:53:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.65788 Generator_loss: 3.75636 
[INFO] 2021-01-17 09:56:17 > Step:    8900 Progress: 4.5% Elapsed: 4:56:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.43163 Generator_loss: 5.2492 
[INFO] 2021-01-17 09:59:14 > Step:    9000 Progress: 4.5% Elapsed: 4:59:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.56654 Generator_loss: 4.78463 
[INFO] 2021-01-17 10:02:12 > Step:    9100 Progress: 4.5% Elapsed: 5:02:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.71884 Generator_loss: 4.70695 
[INFO] 2021-01-17 10:05:10 > Step:    9200 Progress: 4.6% Elapsed: 5:05:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.58735 Generator_loss: 4.05175 
[INFO] 2021-01-17 10:08:08 > Step:    9300 Progress: 4.7% Elapsed: 5:08:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.58337 Generator_loss: 5.67154 
[INFO] 2021-01-17 10:11:05 > Step:    9400 Progress: 4.7% Elapsed: 5:11:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.63996 Generator_loss: 4.60711 
[INFO] 2021-01-17 10:14:03 > Step:    9500 Progress: 4.8% Elapsed: 5:14:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.46541 Generator_loss: 5.21874 
[INFO] 2021-01-17 10:17:00 > Step:    9600 Progress: 4.8% Elapsed: 5:17:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.44234 Generator_loss: 5.21798 
[INFO] 2021-01-17 10:20:00 > Step:    9700 Progress: 4.9% Elapsed: 5:20:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.46511 Generator_loss: 4.53635 
[INFO] 2021-01-17 10:23:01 > Step:    9800 Progress: 4.9% Elapsed: 5:23:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.62837 Generator_loss: 4.46213 
[INFO] 2021-01-17 10:25:59 > Step:    9900 Progress: 5.0% Elapsed: 5:26:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.42655 Generator_loss: 4.81774 
[INFO] 2021-01-17 10:28:57 > Step:   10000 Progress: 5.0% Elapsed: 5:29:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.43978 Generator_loss: 5.18289 
[INFO] 2021-01-17 10:28:57 > Start Evaluation (10000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 10:28:57 > Calculating FID Score....
[INFO] 2021-01-17 10:34:29 > Calculating Inception Score....
[INFO] 2021-01-17 10:34:37 > Calculate F_beta Score....
[INFO] 2021-01-17 10:45:45 > Calculate Accuracies....
[INFO] 2021-01-17 10:45:51 > Calculate Accuracies....
[INFO] 2021-01-17 10:47:03 > F_8 score (Step: 10000, Using valid images): 0.6679338611851281
[INFO] 2021-01-17 10:47:03 > F_1/8 score (Step: 10000, Using valid images): 0.9119555477319966
[INFO] 2021-01-17 10:47:03 > FID score (Step: 10000, Using valid moments): 49.42859463752103
[INFO] 2021-01-17 10:47:03 > Inception score (Step: 10000, 10000 generated images): 8.990324020385742
[INFO] 2021-01-17 10:47:03 > Best FID score (Step: 10000, Using valid moments): 49.42859463752103
[INFO] 2021-01-17 10:47:07 > Save model to checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 10:50:06 > Step:   10100 Progress: 5.1% Elapsed: 5:50:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.69957 Generator_loss: 5.15543 
[INFO] 2021-01-17 10:53:03 > Step:   10200 Progress: 5.1% Elapsed: 5:53:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.65307 Generator_loss: 3.83843 
[INFO] 2021-01-17 10:56:00 > Step:   10300 Progress: 5.1% Elapsed: 5:56:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.60819 Generator_loss: 4.64618 
[INFO] 2021-01-17 10:58:57 > Step:   10400 Progress: 5.2% Elapsed: 5:59:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.47657 Generator_loss: 5.29909 
[INFO] 2021-01-17 11:01:54 > Step:   10500 Progress: 5.2% Elapsed: 6:02:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.78856 Generator_loss: 5.42188 
[INFO] 2021-01-17 11:04:52 > Step:   10600 Progress: 5.3% Elapsed: 6:05:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.54719 Generator_loss: 5.11132 
[INFO] 2021-01-17 11:07:49 > Step:   10700 Progress: 5.3% Elapsed: 6:08:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.55015 Generator_loss: 5.03495 
[INFO] 2021-01-17 11:10:47 > Step:   10800 Progress: 5.4% Elapsed: 6:10:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.58664 Generator_loss: 5.47725 
[INFO] 2021-01-17 11:13:44 > Step:   10900 Progress: 5.5% Elapsed: 6:13:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.73725 Generator_loss: 4.81682 
[INFO] 2021-01-17 11:16:42 > Step:   11000 Progress: 5.5% Elapsed: 6:16:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.59718 Generator_loss: 5.20485 
[INFO] 2021-01-17 11:19:39 > Step:   11100 Progress: 5.5% Elapsed: 6:19:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.54845 Generator_loss: 5.14021 
[INFO] 2021-01-17 11:22:36 > Step:   11200 Progress: 5.6% Elapsed: 6:22:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.4188 Generator_loss: 4.08255 
[INFO] 2021-01-17 11:25:33 > Step:   11300 Progress: 5.7% Elapsed: 6:25:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.62384 Generator_loss: 4.66745 
[INFO] 2021-01-17 11:28:31 > Step:   11400 Progress: 5.7% Elapsed: 6:28:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.4356 Generator_loss: 5.13075 
[INFO] 2021-01-17 11:31:29 > Step:   11500 Progress: 5.8% Elapsed: 6:31:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.45696 Generator_loss: 4.95389 
[INFO] 2021-01-17 11:34:26 > Step:   11600 Progress: 5.8% Elapsed: 6:34:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.40935 Generator_loss: 5.02879 
[INFO] 2021-01-17 11:37:23 > Step:   11700 Progress: 5.9% Elapsed: 6:37:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.66031 Generator_loss: 5.31442 
[INFO] 2021-01-17 11:40:21 > Step:   11800 Progress: 5.9% Elapsed: 6:40:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.67407 Generator_loss: 4.85454 
[INFO] 2021-01-17 11:43:18 > Step:   11900 Progress: 5.9% Elapsed: 6:43:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.42478 Generator_loss: 4.2048 
[INFO] 2021-01-17 11:46:15 > Step:   12000 Progress: 6.0% Elapsed: 6:46:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.39347 Generator_loss: 5.40627 
[INFO] 2021-01-17 11:46:15 > Start Evaluation (12000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 11:46:15 > Calculating FID Score....
[INFO] 2021-01-17 11:46:30 > Calculating Inception Score....
[INFO] 2021-01-17 11:46:38 > Calculate F_beta Score....
[INFO] 2021-01-17 11:47:26 > Calculate Accuracies....
[INFO] 2021-01-17 11:47:31 > Calculate Accuracies....
[INFO] 2021-01-17 11:47:45 > F_8 score (Step: 12000, Using valid images): 0.6763119812709836
[INFO] 2021-01-17 11:47:45 > F_1/8 score (Step: 12000, Using valid images): 0.9169491853619101
[INFO] 2021-01-17 11:47:45 > FID score (Step: 12000, Using valid moments): 46.89153566771847
[INFO] 2021-01-17 11:47:45 > Inception score (Step: 12000, 10000 generated images): 9.496023178100586
[INFO] 2021-01-17 11:47:45 > Best FID score (Step: 12000, Using valid moments): 46.89153566771847
[INFO] 2021-01-17 11:47:48 > Save model to checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 11:50:45 > Step:   12100 Progress: 6.0% Elapsed: 6:50:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.38754 Generator_loss: 3.99396 
[INFO] 2021-01-17 11:53:42 > Step:   12200 Progress: 6.1% Elapsed: 6:53:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.66014 Generator_loss: 4.44167 
[INFO] 2021-01-17 11:56:39 > Step:   12300 Progress: 6.2% Elapsed: 6:56:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.37449 Generator_loss: 4.35842 
[INFO] 2021-01-17 11:59:35 > Step:   12400 Progress: 6.2% Elapsed: 6:59:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.47277 Generator_loss: 5.03484 
[INFO] 2021-01-17 12:02:33 > Step:   12500 Progress: 6.2% Elapsed: 7:02:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.52489 Generator_loss: 4.79791 
[INFO] 2021-01-17 12:05:31 > Step:   12600 Progress: 6.3% Elapsed: 7:05:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.50526 Generator_loss: 4.37694 
[INFO] 2021-01-17 12:08:28 > Step:   12700 Progress: 6.3% Elapsed: 7:08:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.45917 Generator_loss: 5.05587 
[INFO] 2021-01-17 12:11:25 > Step:   12800 Progress: 6.4% Elapsed: 7:11:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.60574 Generator_loss: 5.50251 
[INFO] 2021-01-17 12:14:24 > Step:   12900 Progress: 6.5% Elapsed: 7:14:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.29851 Generator_loss: 4.47201 
[INFO] 2021-01-17 12:17:23 > Step:   13000 Progress: 6.5% Elapsed: 7:17:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.42429 Generator_loss: 4.58219 
[INFO] 2021-01-17 12:20:21 > Step:   13100 Progress: 6.6% Elapsed: 7:20:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.48012 Generator_loss: 5.27778 
[INFO] 2021-01-17 12:23:18 > Step:   13200 Progress: 6.6% Elapsed: 7:23:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.374 Generator_loss: 5.38665 
[INFO] 2021-01-17 12:26:15 > Step:   13300 Progress: 6.7% Elapsed: 7:26:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.42982 Generator_loss: 5.32531 
[INFO] 2021-01-17 12:29:13 > Step:   13400 Progress: 6.7% Elapsed: 7:29:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.32497 Generator_loss: 4.35737 
[INFO] 2021-01-17 12:32:11 > Step:   13500 Progress: 6.8% Elapsed: 7:32:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.53636 Generator_loss: 4.2027 
[INFO] 2021-01-17 12:35:08 > Step:   13600 Progress: 6.8% Elapsed: 7:35:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.52888 Generator_loss: 5.21894 
[INFO] 2021-01-17 12:38:07 > Step:   13700 Progress: 6.9% Elapsed: 7:38:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.48407 Generator_loss: 4.79661 
[INFO] 2021-01-17 12:41:05 > Step:   13800 Progress: 6.9% Elapsed: 7:41:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.41078 Generator_loss: 4.61348 
[INFO] 2021-01-17 12:44:01 > Step:   13900 Progress: 7.0% Elapsed: 7:44:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.71 Generator_loss: 4.8371 
[INFO] 2021-01-17 12:46:58 > Step:   14000 Progress: 7.0% Elapsed: 7:47:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.55406 Generator_loss: 5.17717 
[INFO] 2021-01-17 12:46:58 > Start Evaluation (14000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 12:46:58 > Calculating FID Score....
[INFO] 2021-01-17 12:47:13 > Calculating Inception Score....
[INFO] 2021-01-17 12:47:21 > Calculate F_beta Score....
[INFO] 2021-01-17 12:48:09 > Calculate Accuracies....
[INFO] 2021-01-17 12:48:15 > Calculate Accuracies....
[INFO] 2021-01-17 12:48:27 > F_8 score (Step: 14000, Using valid images): 0.7228887557788617
[INFO] 2021-01-17 12:48:27 > F_1/8 score (Step: 14000, Using valid images): 0.928775753760778
[INFO] 2021-01-17 12:48:27 > FID score (Step: 14000, Using valid moments): 43.00987971593793
[INFO] 2021-01-17 12:48:27 > Inception score (Step: 14000, 10000 generated images): 9.799566268920898
[INFO] 2021-01-17 12:48:27 > Best FID score (Step: 14000, Using valid moments): 43.00987971593793
[INFO] 2021-01-17 12:48:31 > Save model to checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 12:51:28 > Step:   14100 Progress: 7.0% Elapsed: 7:51:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.44653 Generator_loss: 5.43035 
[INFO] 2021-01-17 12:54:26 > Step:   14200 Progress: 7.1% Elapsed: 7:54:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.51328 Generator_loss: 5.27855 
[INFO] 2021-01-17 12:57:23 > Step:   14300 Progress: 7.1% Elapsed: 7:57:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.5129 Generator_loss: 4.74333 
[INFO] 2021-01-17 13:00:20 > Step:   14400 Progress: 7.2% Elapsed: 8:00:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.71257 Generator_loss: 4.9406 
[INFO] 2021-01-17 13:03:17 > Step:   14500 Progress: 7.2% Elapsed: 8:03:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.61076 Generator_loss: 4.31066 
[INFO] 2021-01-17 13:06:16 > Step:   14600 Progress: 7.3% Elapsed: 8:06:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.5159 Generator_loss: 5.29474 
[INFO] 2021-01-17 13:09:13 > Step:   14700 Progress: 7.3% Elapsed: 8:09:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.4617 Generator_loss: 4.79582 
[INFO] 2021-01-17 13:12:12 > Step:   14800 Progress: 7.4% Elapsed: 8:12:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.37011 Generator_loss: 5.25206 
[INFO] 2021-01-17 13:15:09 > Step:   14900 Progress: 7.4% Elapsed: 8:15:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.76651 Generator_loss: 4.70366 
[INFO] 2021-01-17 13:18:07 > Step:   15000 Progress: 7.5% Elapsed: 8:18:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.32895 Generator_loss: 3.99383 
[INFO] 2021-01-17 13:21:05 > Step:   15100 Progress: 7.5% Elapsed: 8:21:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.40348 Generator_loss: 5.25785 
[INFO] 2021-01-17 13:24:03 > Step:   15200 Progress: 7.6% Elapsed: 8:24:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.50178 Generator_loss: 4.52038 
[INFO] 2021-01-17 13:27:00 > Step:   15300 Progress: 7.6% Elapsed: 8:27:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.39634 Generator_loss: 5.39145 
[INFO] 2021-01-17 13:29:57 > Step:   15400 Progress: 7.7% Elapsed: 8:30:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.39882 Generator_loss: 4.54484 
[INFO] 2021-01-17 13:32:55 > Step:   15500 Progress: 7.8% Elapsed: 8:33:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.42832 Generator_loss: 4.35892 
[INFO] 2021-01-17 13:35:53 > Step:   15600 Progress: 7.8% Elapsed: 8:36:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.41514 Generator_loss: 5.72407 
[INFO] 2021-01-17 13:38:51 > Step:   15700 Progress: 7.8% Elapsed: 8:39:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.35984 Generator_loss: 4.47725 
[INFO] 2021-01-17 13:41:48 > Step:   15800 Progress: 7.9% Elapsed: 8:41:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.52345 Generator_loss: 4.59969 
[INFO] 2021-01-17 13:44:44 > Step:   15900 Progress: 8.0% Elapsed: 8:44:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.61499 Generator_loss: 5.3029 
[INFO] 2021-01-17 13:47:42 > Step:   16000 Progress: 8.0% Elapsed: 8:47:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.40105 Generator_loss: 4.70686 
[INFO] 2021-01-17 13:47:42 > Start Evaluation (16000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 13:47:42 > Calculating FID Score....
[INFO] 2021-01-17 13:47:57 > Calculating Inception Score....
[INFO] 2021-01-17 13:48:05 > Calculate F_beta Score....
[INFO] 2021-01-17 13:48:56 > Calculate Accuracies....
[INFO] 2021-01-17 13:49:02 > Calculate Accuracies....
[INFO] 2021-01-17 13:49:14 > F_8 score (Step: 16000, Using valid images): 0.7325232759169099
[INFO] 2021-01-17 13:49:14 > F_1/8 score (Step: 16000, Using valid images): 0.9359623708561037
[INFO] 2021-01-17 13:49:14 > FID score (Step: 16000, Using valid moments): 41.09109583009399
[INFO] 2021-01-17 13:49:15 > Inception score (Step: 16000, 10000 generated images): 10.149041175842285
[INFO] 2021-01-17 13:49:15 > Best FID score (Step: 16000, Using valid moments): 41.09109583009399
[INFO] 2021-01-17 13:49:18 > Save model to checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 13:52:16 > Step:   16100 Progress: 8.1% Elapsed: 8:52:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.3872 Generator_loss: 4.28765 
[INFO] 2021-01-17 13:55:16 > Step:   16200 Progress: 8.1% Elapsed: 8:55:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.56206 Generator_loss: 4.61469 
[INFO] 2021-01-17 13:58:16 > Step:   16300 Progress: 8.2% Elapsed: 8:58:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.29217 Generator_loss: 5.44271 
[INFO] 2021-01-17 14:01:14 > Step:   16400 Progress: 8.2% Elapsed: 9:01:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.36631 Generator_loss: 4.82067 
[INFO] 2021-01-17 14:04:12 > Step:   16500 Progress: 8.2% Elapsed: 9:04:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.33725 Generator_loss: 4.3369 
[INFO] 2021-01-17 14:07:10 > Step:   16600 Progress: 8.3% Elapsed: 9:07:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.27789 Generator_loss: 4.85928 
[INFO] 2021-01-17 14:10:08 > Step:   16700 Progress: 8.3% Elapsed: 9:10:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.53409 Generator_loss: 4.697 
[INFO] 2021-01-17 14:13:06 > Step:   16800 Progress: 8.4% Elapsed: 9:13:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.35021 Generator_loss: 4.84271 
[INFO] 2021-01-17 14:16:04 > Step:   16900 Progress: 8.5% Elapsed: 9:16:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.37826 Generator_loss: 4.39197 
[INFO] 2021-01-17 14:19:01 > Step:   17000 Progress: 8.5% Elapsed: 9:19:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.47924 Generator_loss: 4.68894 
[INFO] 2021-01-17 14:21:59 > Step:   17100 Progress: 8.6% Elapsed: 9:22:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.31518 Generator_loss: 3.87162 
[INFO] 2021-01-17 14:24:56 > Step:   17200 Progress: 8.6% Elapsed: 9:25:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.29446 Generator_loss: 5.5318 
[INFO] 2021-01-17 14:27:54 > Step:   17300 Progress: 8.6% Elapsed: 9:28:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.48421 Generator_loss: 4.44241 
[INFO] 2021-01-17 14:30:52 > Step:   17400 Progress: 8.7% Elapsed: 9:31:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.52092 Generator_loss: 5.29972 
[INFO] 2021-01-17 14:33:50 > Step:   17500 Progress: 8.8% Elapsed: 9:34:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.49209 Generator_loss: 3.77309 
[INFO] 2021-01-17 14:36:49 > Step:   17600 Progress: 8.8% Elapsed: 9:37:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.36419 Generator_loss: 3.94225 
[INFO] 2021-01-17 14:39:47 > Step:   17700 Progress: 8.8% Elapsed: 9:39:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.45363 Generator_loss: 4.39726 
[INFO] 2021-01-17 14:42:45 > Step:   17800 Progress: 8.9% Elapsed: 9:42:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.38637 Generator_loss: 3.8716 
[INFO] 2021-01-17 14:45:41 > Step:   17900 Progress: 8.9% Elapsed: 9:45:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.33014 Generator_loss: 4.72215 
[INFO] 2021-01-17 14:48:38 > Step:   18000 Progress: 9.0% Elapsed: 9:48:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.18486 Generator_loss: 5.08021 
[INFO] 2021-01-17 14:48:38 > Start Evaluation (18000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 14:48:38 > Calculating FID Score....
[INFO] 2021-01-17 14:48:53 > Calculating Inception Score....
[INFO] 2021-01-17 14:49:01 > Calculate F_beta Score....
[INFO] 2021-01-17 14:49:49 > Calculate Accuracies....
[INFO] 2021-01-17 14:49:55 > Calculate Accuracies....
[INFO] 2021-01-17 14:50:07 > F_8 score (Step: 18000, Using valid images): 0.7197934200845817
[INFO] 2021-01-17 14:50:07 > F_1/8 score (Step: 18000, Using valid images): 0.9505061824150556
[INFO] 2021-01-17 14:50:07 > FID score (Step: 18000, Using valid moments): 39.29313338477385
[INFO] 2021-01-17 14:50:07 > Inception score (Step: 18000, 10000 generated images): 10.18444538116455
[INFO] 2021-01-17 14:50:07 > Best FID score (Step: 18000, Using valid moments): 39.29313338477385
[INFO] 2021-01-17 14:50:12 > Save model to checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 14:53:10 > Step:   18100 Progress: 9.0% Elapsed: 9:53:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.37624 Generator_loss: 5.53903 
[INFO] 2021-01-17 14:56:07 > Step:   18200 Progress: 9.1% Elapsed: 9:56:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.34429 Generator_loss: 5.22054 
[INFO] 2021-01-17 14:59:05 > Step:   18300 Progress: 9.2% Elapsed: 9:59:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.15791 Generator_loss: 4.54825 
[INFO] 2021-01-17 15:02:03 > Step:   18400 Progress: 9.2% Elapsed: 10:02:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.37484 Generator_loss: 5.01123 
[INFO] 2021-01-17 15:05:02 > Step:   18500 Progress: 9.2% Elapsed: 10:05:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.14436 Generator_loss: 4.60885 
[INFO] 2021-01-17 15:08:00 > Step:   18600 Progress: 9.3% Elapsed: 10:08:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.58382 Generator_loss: 4.82487 
[INFO] 2021-01-17 15:10:58 > Step:   18700 Progress: 9.3% Elapsed: 10:11:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.36457 Generator_loss: 3.8668 
[INFO] 2021-01-17 15:13:56 > Step:   18800 Progress: 9.4% Elapsed: 10:14:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.49574 Generator_loss: 4.39923 
[INFO] 2021-01-17 15:16:55 > Step:   18900 Progress: 9.4% Elapsed: 10:17:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.23697 Generator_loss: 4.03576 
[INFO] 2021-01-17 15:19:54 > Step:   19000 Progress: 9.5% Elapsed: 10:20:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.39523 Generator_loss: 4.009 
[INFO] 2021-01-17 15:22:52 > Step:   19100 Progress: 9.6% Elapsed: 10:23:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.41246 Generator_loss: 5.01881 
[INFO] 2021-01-17 15:25:49 > Step:   19200 Progress: 9.6% Elapsed: 10:26:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.45235 Generator_loss: 4.17302 
[INFO] 2021-01-17 15:28:47 > Step:   19300 Progress: 9.7% Elapsed: 10:28:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.35787 Generator_loss: 5.58654 
[INFO] 2021-01-17 15:31:45 > Step:   19400 Progress: 9.7% Elapsed: 10:31:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.21235 Generator_loss: 5.39878 
[INFO] 2021-01-17 15:34:46 > Step:   19500 Progress: 9.8% Elapsed: 10:34:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.38471 Generator_loss: 4.96719 
[INFO] 2021-01-17 15:37:45 > Step:   19600 Progress: 9.8% Elapsed: 10:37:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.4858 Generator_loss: 5.09669 
[INFO] 2021-01-17 15:40:44 > Step:   19700 Progress: 9.8% Elapsed: 10:40:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.38806 Generator_loss: 5.45386 
[INFO] 2021-01-17 15:43:44 > Step:   19800 Progress: 9.9% Elapsed: 10:43:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.3614 Generator_loss: 4.51042 
[INFO] 2021-01-17 15:46:42 > Step:   19900 Progress: 10.0% Elapsed: 10:46:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.39514 Generator_loss: 4.99835 
[INFO] 2021-01-17 15:49:40 > Step:   20000 Progress: 10.0% Elapsed: 10:49:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.36751 Generator_loss: 4.7706 
[INFO] 2021-01-17 15:49:40 > Start Evaluation (20000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-17 15:49:40 > Calculating FID Score....
[INFO] 2021-01-17 15:53:54 > Calculating Inception Score....
[INFO] 2021-01-17 15:54:02 > Calculate F_beta Score....
[INFO] 2021-01-18 00:48:26 > Generator checkpoint is ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40/model=G-best-weights-step=18000.pth
[INFO] 2021-01-18 00:48:26 > Discriminator checkpoint is ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40/model=D-best-weights-step=18000.pth
[INFO] 2021-01-18 00:48:29 > Start training....
[INFO] 2021-01-18 00:51:33 > Step:   18100 Progress: 9.0% Elapsed: 0:03:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.59835 Generator_loss: 5.37707 
[INFO] 2021-01-18 00:54:20 > Step:   18200 Progress: 9.1% Elapsed: 0:05:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.36115 Generator_loss: 5.45088 
[INFO] 2021-01-18 00:57:08 > Step:   18300 Progress: 9.2% Elapsed: 0:08:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.57474 Generator_loss: 4.8239 
[INFO] 2021-01-18 00:59:55 > Step:   18400 Progress: 9.2% Elapsed: 0:11:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.25323 Generator_loss: 4.69527 
[INFO] 2021-01-18 01:02:42 > Step:   18500 Progress: 9.2% Elapsed: 0:14:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.36466 Generator_loss: 4.22877 
[INFO] 2021-01-18 01:05:30 > Step:   18600 Progress: 9.3% Elapsed: 0:17:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.23169 Generator_loss: 5.28781 
[INFO] 2021-01-18 01:08:20 > Step:   18700 Progress: 9.3% Elapsed: 0:19:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.32463 Generator_loss: 5.51428 
[INFO] 2021-01-18 01:11:17 > Step:   18800 Progress: 9.4% Elapsed: 0:22:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.37949 Generator_loss: 4.19058 
[INFO] 2021-01-18 01:14:13 > Step:   18900 Progress: 9.4% Elapsed: 0:25:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.34572 Generator_loss: 5.58443 
[INFO] 2021-01-18 01:17:04 > Step:   19000 Progress: 9.5% Elapsed: 0:28:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.24237 Generator_loss: 4.20498 
[INFO] 2021-01-18 01:19:55 > Step:   19100 Progress: 9.6% Elapsed: 0:31:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.22452 Generator_loss: 4.84868 
[INFO] 2021-01-18 01:22:46 > Step:   19200 Progress: 9.6% Elapsed: 0:34:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.36963 Generator_loss: 5.5528 
[INFO] 2021-01-18 01:25:36 > Step:   19300 Progress: 9.7% Elapsed: 0:37:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.20941 Generator_loss: 5.09934 
[INFO] 2021-01-18 01:28:29 > Step:   19400 Progress: 9.7% Elapsed: 0:40:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.20903 Generator_loss: 4.66489 
[INFO] 2021-01-18 01:31:24 > Step:   19500 Progress: 9.8% Elapsed: 0:42:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.32777 Generator_loss: 3.98512 
[INFO] 2021-01-18 01:34:16 > Step:   19600 Progress: 9.8% Elapsed: 0:45:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.30675 Generator_loss: 5.38691 
[INFO] 2021-01-18 01:37:05 > Step:   19700 Progress: 9.8% Elapsed: 0:48:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.50868 Generator_loss: 5.05965 
[INFO] 2021-01-18 01:39:56 > Step:   19800 Progress: 9.9% Elapsed: 0:51:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.38515 Generator_loss: 5.4297 
[INFO] 2021-01-18 01:42:48 > Step:   19900 Progress: 10.0% Elapsed: 0:54:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.38073 Generator_loss: 3.86594 
[INFO] 2021-01-18 01:45:44 > Step:   20000 Progress: 10.0% Elapsed: 0:57:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.37918 Generator_loss: 4.21011 
[INFO] 2021-01-18 01:45:44 > Start Evaluation (20000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 01:45:44 > Calculating FID Score....
[INFO] 2021-01-18 01:47:18 > Calculating Inception Score....
[INFO] 2021-01-18 01:47:26 > Calculate F_beta Score....
[INFO] 2021-01-18 01:56:42 > Calculate Accuracies....
[INFO] 2021-01-18 01:56:47 > Calculate Accuracies....
[INFO] 2021-01-18 01:57:18 > F_8 score (Step: 20000, Using valid images): 0.7584738423394483
[INFO] 2021-01-18 01:57:18 > F_1/8 score (Step: 20000, Using valid images): 0.9497643319719966
[INFO] 2021-01-18 01:57:18 > FID score (Step: 20000, Using valid moments): 35.45261577301352
[INFO] 2021-01-18 01:57:18 > Inception score (Step: 20000, 10000 generated images): 11.030099868774414
[INFO] 2021-01-18 01:57:18 > Best FID score (Step: 20000, Using valid moments): 35.45261577301352
[INFO] 2021-01-18 01:57:22 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 02:00:11 > Step:   20100 Progress: 10.1% Elapsed: 1:11:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.24444 Generator_loss: 5.35265 
[INFO] 2021-01-18 02:03:00 > Step:   20200 Progress: 10.1% Elapsed: 1:14:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.20398 Generator_loss: 5.01153 
[INFO] 2021-01-18 02:05:48 > Step:   20300 Progress: 10.2% Elapsed: 1:17:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.389 Generator_loss: 4.10506 
[INFO] 2021-01-18 02:08:38 > Step:   20400 Progress: 10.2% Elapsed: 1:20:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.50019 Generator_loss: 5.43731 
[INFO] 2021-01-18 02:11:26 > Step:   20500 Progress: 10.2% Elapsed: 1:22:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.25958 Generator_loss: 4.03304 
[INFO] 2021-01-18 02:14:13 > Step:   20600 Progress: 10.3% Elapsed: 1:25:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.16944 Generator_loss: 4.62393 
[INFO] 2021-01-18 02:17:02 > Step:   20700 Progress: 10.3% Elapsed: 1:28:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.32403 Generator_loss: 4.6767 
[INFO] 2021-01-18 02:19:50 > Step:   20800 Progress: 10.4% Elapsed: 1:31:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.30561 Generator_loss: 5.27577 
[INFO] 2021-01-18 02:22:38 > Step:   20900 Progress: 10.4% Elapsed: 1:34:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.21857 Generator_loss: 4.91906 
[INFO] 2021-01-18 02:25:27 > Step:   21000 Progress: 10.5% Elapsed: 1:36:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.41553 Generator_loss: 5.52861 
[INFO] 2021-01-18 02:28:15 > Step:   21100 Progress: 10.5% Elapsed: 1:39:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.53946 Generator_loss: 5.20764 
[INFO] 2021-01-18 02:31:04 > Step:   21200 Progress: 10.6% Elapsed: 1:42:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.20785 Generator_loss: 4.91372 
[INFO] 2021-01-18 02:33:54 > Step:   21300 Progress: 10.7% Elapsed: 1:45:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.27878 Generator_loss: 4.68907 
[INFO] 2021-01-18 02:36:42 > Step:   21400 Progress: 10.7% Elapsed: 1:48:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.51818 Generator_loss: 4.29725 
[INFO] 2021-01-18 02:39:30 > Step:   21500 Progress: 10.8% Elapsed: 1:51:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.25691 Generator_loss: 5.42816 
[INFO] 2021-01-18 02:42:19 > Step:   21600 Progress: 10.8% Elapsed: 1:53:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.15799 Generator_loss: 4.47954 
[INFO] 2021-01-18 02:45:07 > Step:   21700 Progress: 10.8% Elapsed: 1:56:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.47363 Generator_loss: 4.94032 
[INFO] 2021-01-18 02:47:56 > Step:   21800 Progress: 10.9% Elapsed: 1:59:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.26421 Generator_loss: 4.86623 
[INFO] 2021-01-18 02:50:43 > Step:   21900 Progress: 10.9% Elapsed: 2:02:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.1859 Generator_loss: 5.07565 
[INFO] 2021-01-18 02:53:31 > Step:   22000 Progress: 11.0% Elapsed: 2:05:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.29273 Generator_loss: 5.1738 
[INFO] 2021-01-18 02:53:31 > Start Evaluation (22000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 02:53:31 > Calculating FID Score....
[INFO] 2021-01-18 02:53:46 > Calculating Inception Score....
[INFO] 2021-01-18 02:53:53 > Calculate F_beta Score....
[INFO] 2021-01-18 02:54:42 > Calculate Accuracies....
[INFO] 2021-01-18 02:54:47 > Calculate Accuracies....
[INFO] 2021-01-18 02:55:00 > F_8 score (Step: 22000, Using valid images): 0.7894201625054454
[INFO] 2021-01-18 02:55:00 > F_1/8 score (Step: 22000, Using valid images): 0.9626733290922024
[INFO] 2021-01-18 02:55:00 > FID score (Step: 22000, Using valid moments): 32.551733192945164
[INFO] 2021-01-18 02:55:00 > Inception score (Step: 22000, 10000 generated images): 11.38762378692627
[INFO] 2021-01-18 02:55:00 > Best FID score (Step: 22000, Using valid moments): 32.551733192945164
[INFO] 2021-01-18 02:55:04 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 02:57:51 > Step:   22100 Progress: 11.1% Elapsed: 2:09:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.25749 Generator_loss: 5.41806 
[INFO] 2021-01-18 03:00:40 > Step:   22200 Progress: 11.1% Elapsed: 2:12:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.48819 Generator_loss: 4.77907 
[INFO] 2021-01-18 03:03:28 > Step:   22300 Progress: 11.2% Elapsed: 2:14:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.3362 Generator_loss: 5.4584 
[INFO] 2021-01-18 03:06:16 > Step:   22400 Progress: 11.2% Elapsed: 2:17:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.44725 Generator_loss: 5.64563 
[INFO] 2021-01-18 03:09:04 > Step:   22500 Progress: 11.2% Elapsed: 2:20:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.45238 Generator_loss: 4.72022 
[INFO] 2021-01-18 03:11:51 > Step:   22600 Progress: 11.3% Elapsed: 2:23:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.46054 Generator_loss: 5.46616 
[INFO] 2021-01-18 03:14:39 > Step:   22700 Progress: 11.3% Elapsed: 2:26:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.43531 Generator_loss: 4.07292 
[INFO] 2021-01-18 03:17:27 > Step:   22800 Progress: 11.4% Elapsed: 2:28:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.23166 Generator_loss: 5.4795 
[INFO] 2021-01-18 03:20:15 > Step:   22900 Progress: 11.5% Elapsed: 2:31:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.21831 Generator_loss: 5.35365 
[INFO] 2021-01-18 03:23:04 > Step:   23000 Progress: 11.5% Elapsed: 2:34:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.20806 Generator_loss: 4.97886 
[INFO] 2021-01-18 03:25:52 > Step:   23100 Progress: 11.6% Elapsed: 2:37:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.53042 Generator_loss: 5.5948 
[INFO] 2021-01-18 03:28:40 > Step:   23200 Progress: 11.6% Elapsed: 2:40:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.21952 Generator_loss: 5.5221 
[INFO] 2021-01-18 03:31:28 > Step:   23300 Progress: 11.7% Elapsed: 2:42:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.47516 Generator_loss: 5.31171 
[INFO] 2021-01-18 03:34:17 > Step:   23400 Progress: 11.7% Elapsed: 2:45:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.23656 Generator_loss: 5.5309 
[INFO] 2021-01-18 03:37:07 > Step:   23500 Progress: 11.8% Elapsed: 2:48:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.32693 Generator_loss: 4.99042 
[INFO] 2021-01-18 03:39:57 > Step:   23600 Progress: 11.8% Elapsed: 2:51:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.34059 Generator_loss: 5.00097 
[INFO] 2021-01-18 03:42:47 > Step:   23700 Progress: 11.8% Elapsed: 2:54:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.15248 Generator_loss: 4.90355 
[INFO] 2021-01-18 03:45:36 > Step:   23800 Progress: 11.9% Elapsed: 2:57:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.1899 Generator_loss: 4.00698 
[INFO] 2021-01-18 03:48:24 > Step:   23900 Progress: 11.9% Elapsed: 2:59:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.36916 Generator_loss: 4.59733 
[INFO] 2021-01-18 03:51:13 > Step:   24000 Progress: 12.0% Elapsed: 3:02:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.20905 Generator_loss: 5.03945 
[INFO] 2021-01-18 03:51:13 > Start Evaluation (24000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 03:51:13 > Calculating FID Score....
[INFO] 2021-01-18 03:51:28 > Calculating Inception Score....
[INFO] 2021-01-18 03:51:36 > Calculate F_beta Score....
[INFO] 2021-01-18 03:52:26 > Calculate Accuracies....
[INFO] 2021-01-18 03:52:31 > Calculate Accuracies....
[INFO] 2021-01-18 03:52:44 > F_8 score (Step: 24000, Using valid images): 0.8215766980895852
[INFO] 2021-01-18 03:52:44 > F_1/8 score (Step: 24000, Using valid images): 0.9659586121843129
[INFO] 2021-01-18 03:52:44 > FID score (Step: 24000, Using valid moments): 29.51344785891007
[INFO] 2021-01-18 03:52:44 > Inception score (Step: 24000, 10000 generated images): 12.006547927856445
[INFO] 2021-01-18 03:52:44 > Best FID score (Step: 24000, Using valid moments): 29.51344785891007
[INFO] 2021-01-18 03:52:48 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 03:55:36 > Step:   24100 Progress: 12.0% Elapsed: 3:07:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.1237 Generator_loss: 5.54039 
[INFO] 2021-01-18 03:58:24 > Step:   24200 Progress: 12.1% Elapsed: 3:09:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.18883 Generator_loss: 4.82205 
[INFO] 2021-01-18 04:01:12 > Step:   24300 Progress: 12.2% Elapsed: 3:12:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.47996 Generator_loss: 4.86754 
[INFO] 2021-01-18 04:04:00 > Step:   24400 Progress: 12.2% Elapsed: 3:15:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.32418 Generator_loss: 4.72617 
[INFO] 2021-01-18 04:06:51 > Step:   24500 Progress: 12.2% Elapsed: 3:18:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.51477 Generator_loss: 5.37445 
[INFO] 2021-01-18 04:09:40 > Step:   24600 Progress: 12.3% Elapsed: 3:21:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.44197 Generator_loss: 5.53882 
[INFO] 2021-01-18 04:12:30 > Step:   24700 Progress: 12.3% Elapsed: 3:24:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.21073 Generator_loss: 4.02846 
[INFO] 2021-01-18 04:15:19 > Step:   24800 Progress: 12.4% Elapsed: 3:26:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.32531 Generator_loss: 5.11175 
[INFO] 2021-01-18 04:18:08 > Step:   24900 Progress: 12.4% Elapsed: 3:29:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.37189 Generator_loss: 4.82426 
[INFO] 2021-01-18 04:20:57 > Step:   25000 Progress: 12.5% Elapsed: 3:32:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.27672 Generator_loss: 5.0556 
[INFO] 2021-01-18 04:23:46 > Step:   25100 Progress: 12.6% Elapsed: 3:35:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.38045 Generator_loss: 3.92849 
[INFO] 2021-01-18 04:26:35 > Step:   25200 Progress: 12.6% Elapsed: 3:38:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.23404 Generator_loss: 4.67709 
[INFO] 2021-01-18 04:29:25 > Step:   25300 Progress: 12.7% Elapsed: 3:40:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.38276 Generator_loss: 5.51214 
[INFO] 2021-01-18 04:32:15 > Step:   25400 Progress: 12.7% Elapsed: 3:43:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.05959 Generator_loss: 5.05964 
[INFO] 2021-01-18 04:35:05 > Step:   25500 Progress: 12.8% Elapsed: 3:46:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.50567 Generator_loss: 4.34838 
[INFO] 2021-01-18 04:37:54 > Step:   25600 Progress: 12.8% Elapsed: 3:49:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.18411 Generator_loss: 5.55346 
[INFO] 2021-01-18 04:40:43 > Step:   25700 Progress: 12.8% Elapsed: 3:52:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.05827 Generator_loss: 4.37572 
[INFO] 2021-01-18 04:43:31 > Step:   25800 Progress: 12.9% Elapsed: 3:55:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.1449 Generator_loss: 5.53474 
[INFO] 2021-01-18 04:46:20 > Step:   25900 Progress: 13.0% Elapsed: 3:57:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.1247 Generator_loss: 5.25805 
[INFO] 2021-01-18 04:49:08 > Step:   26000 Progress: 13.0% Elapsed: 4:00:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.07978 Generator_loss: 4.88199 
[INFO] 2021-01-18 04:49:08 > Start Evaluation (26000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 04:49:08 > Calculating FID Score....
[INFO] 2021-01-18 04:49:24 > Calculating Inception Score....
[INFO] 2021-01-18 04:49:32 > Calculate F_beta Score....
[INFO] 2021-01-18 04:50:22 > Calculate Accuracies....
[INFO] 2021-01-18 04:50:27 > Calculate Accuracies....
[INFO] 2021-01-18 04:50:40 > F_8 score (Step: 26000, Using valid images): 0.8445247842097565
[INFO] 2021-01-18 04:50:40 > F_1/8 score (Step: 26000, Using valid images): 0.9650365947266993
[INFO] 2021-01-18 04:50:40 > FID score (Step: 26000, Using valid moments): 27.363147902457797
[INFO] 2021-01-18 04:50:40 > Inception score (Step: 26000, 10000 generated images): 12.390185356140137
[INFO] 2021-01-18 04:50:40 > Best FID score (Step: 26000, Using valid moments): 27.363147902457797
[INFO] 2021-01-18 04:50:43 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 04:53:32 > Step:   26100 Progress: 13.1% Elapsed: 4:05:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.10735 Generator_loss: 4.79239 
[INFO] 2021-01-18 04:56:21 > Step:   26200 Progress: 13.1% Elapsed: 4:07:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.2891 Generator_loss: 4.41818 
[INFO] 2021-01-18 04:59:10 > Step:   26300 Progress: 13.2% Elapsed: 4:10:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.35708 Generator_loss: 5.53379 
[INFO] 2021-01-18 05:01:59 > Step:   26400 Progress: 13.2% Elapsed: 4:13:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.23181 Generator_loss: 5.42758 
[INFO] 2021-01-18 05:04:48 > Step:   26500 Progress: 13.2% Elapsed: 4:16:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.3576 Generator_loss: 5.30715 
[INFO] 2021-01-18 05:07:37 > Step:   26600 Progress: 13.3% Elapsed: 4:19:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.02236 Generator_loss: 4.91979 
[INFO] 2021-01-18 05:10:27 > Step:   26700 Progress: 13.4% Elapsed: 4:21:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.28019 Generator_loss: 5.39746 
[INFO] 2021-01-18 05:13:16 > Step:   26800 Progress: 13.4% Elapsed: 4:24:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.14929 Generator_loss: 4.99432 
[INFO] 2021-01-18 05:16:05 > Step:   26900 Progress: 13.5% Elapsed: 4:27:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.15299 Generator_loss: 5.09003 
[INFO] 2021-01-18 05:18:52 > Step:   27000 Progress: 13.5% Elapsed: 4:30:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.27362 Generator_loss: 5.35027 
[INFO] 2021-01-18 05:21:40 > Step:   27100 Progress: 13.6% Elapsed: 4:33:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.21312 Generator_loss: 4.66445 
[INFO] 2021-01-18 05:24:28 > Step:   27200 Progress: 13.6% Elapsed: 4:35:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.43609 Generator_loss: 3.70727 
[INFO] 2021-01-18 05:27:16 > Step:   27300 Progress: 13.7% Elapsed: 4:38:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.05341 Generator_loss: 5.41501 
[INFO] 2021-01-18 05:30:03 > Step:   27400 Progress: 13.7% Elapsed: 4:41:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.1053 Generator_loss: 5.53956 
[INFO] 2021-01-18 05:32:51 > Step:   27500 Progress: 13.8% Elapsed: 4:44:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.29795 Generator_loss: 4.13471 
[INFO] 2021-01-18 05:35:39 > Step:   27600 Progress: 13.8% Elapsed: 4:47:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.02035 Generator_loss: 4.39081 
[INFO] 2021-01-18 05:38:28 > Step:   27700 Progress: 13.9% Elapsed: 4:49:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.25782 Generator_loss: 5.12334 
[INFO] 2021-01-18 05:41:18 > Step:   27800 Progress: 13.9% Elapsed: 4:52:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.02503 Generator_loss: 5.01538 
[INFO] 2021-01-18 05:44:08 > Step:   27900 Progress: 14.0% Elapsed: 4:55:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.34945 Generator_loss: 4.34194 
[INFO] 2021-01-18 05:46:56 > Step:   28000 Progress: 14.0% Elapsed: 4:58:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.32114 Generator_loss: 5.18078 
[INFO] 2021-01-18 05:46:56 > Start Evaluation (28000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 05:46:56 > Calculating FID Score....
[INFO] 2021-01-18 05:47:13 > Calculating Inception Score....
[INFO] 2021-01-18 05:47:20 > Calculate F_beta Score....
[INFO] 2021-01-18 05:48:12 > Calculate Accuracies....
[INFO] 2021-01-18 05:48:17 > Calculate Accuracies....
[INFO] 2021-01-18 05:48:30 > F_8 score (Step: 28000, Using valid images): 0.8596563397415884
[INFO] 2021-01-18 05:48:30 > F_1/8 score (Step: 28000, Using valid images): 0.9752583009406535
[INFO] 2021-01-18 05:48:30 > FID score (Step: 28000, Using valid moments): 26.24305882917355
[INFO] 2021-01-18 05:48:30 > Inception score (Step: 28000, 10000 generated images): 12.602425575256348
[INFO] 2021-01-18 05:48:30 > Best FID score (Step: 28000, Using valid moments): 26.24305882917355
[INFO] 2021-01-18 05:48:34 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 05:51:22 > Step:   28100 Progress: 14.1% Elapsed: 5:02:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.01792 Generator_loss: 5.36454 
[INFO] 2021-01-18 05:54:11 > Step:   28200 Progress: 14.1% Elapsed: 5:05:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.59693 Generator_loss: 5.51448 
[INFO] 2021-01-18 05:57:01 > Step:   28300 Progress: 14.1% Elapsed: 5:08:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.23821 Generator_loss: 5.01553 
[INFO] 2021-01-18 05:59:50 > Step:   28400 Progress: 14.2% Elapsed: 5:11:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.26093 Generator_loss: 5.20839 
[INFO] 2021-01-18 06:02:37 > Step:   28500 Progress: 14.2% Elapsed: 5:14:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.30286 Generator_loss: 3.92389 
[INFO] 2021-01-18 06:05:25 > Step:   28600 Progress: 14.3% Elapsed: 5:16:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.36001 Generator_loss: 4.78205 
[INFO] 2021-01-18 06:08:13 > Step:   28700 Progress: 14.3% Elapsed: 5:19:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.16885 Generator_loss: 3.90579 
[INFO] 2021-01-18 06:11:00 > Step:   28800 Progress: 14.4% Elapsed: 5:22:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.23262 Generator_loss: 4.12913 
[INFO] 2021-01-18 06:13:48 > Step:   28900 Progress: 14.4% Elapsed: 5:25:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.19291 Generator_loss: 5.57576 
[INFO] 2021-01-18 06:16:35 > Step:   29000 Progress: 14.5% Elapsed: 5:28:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.09733 Generator_loss: 5.68543 
[INFO] 2021-01-18 06:19:24 > Step:   29100 Progress: 14.5% Elapsed: 5:30:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.22081 Generator_loss: 4.63073 
[INFO] 2021-01-18 06:22:14 > Step:   29200 Progress: 14.6% Elapsed: 5:33:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.00342 Generator_loss: 5.27766 
[INFO] 2021-01-18 06:25:03 > Step:   29300 Progress: 14.6% Elapsed: 5:36:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.18112 Generator_loss: 5.1444 
[INFO] 2021-01-18 06:27:51 > Step:   29400 Progress: 14.7% Elapsed: 5:39:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.29307 Generator_loss: 4.4801 
[INFO] 2021-01-18 06:30:40 > Step:   29500 Progress: 14.8% Elapsed: 5:42:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.29488 Generator_loss: 5.22659 
[INFO] 2021-01-18 06:33:30 > Step:   29600 Progress: 14.8% Elapsed: 5:45:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.01134 Generator_loss: 5.21192 
[INFO] 2021-01-18 06:36:19 > Step:   29700 Progress: 14.8% Elapsed: 5:47:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.43223 Generator_loss: 4.82566 
[INFO] 2021-01-18 06:39:08 > Step:   29800 Progress: 14.9% Elapsed: 5:50:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.10845 Generator_loss: 4.46392 
[INFO] 2021-01-18 06:41:59 > Step:   29900 Progress: 14.9% Elapsed: 5:53:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.05138 Generator_loss: 4.70663 
[INFO] 2021-01-18 06:44:49 > Step:   30000 Progress: 15.0% Elapsed: 5:56:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.0822 Generator_loss: 4.83784 
[INFO] 2021-01-18 06:44:49 > Start Evaluation (30000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 06:44:49 > Calculating FID Score....
[INFO] 2021-01-18 06:45:06 > Calculating Inception Score....
[INFO] 2021-01-18 06:45:13 > Calculate F_beta Score....
[INFO] 2021-01-18 06:46:07 > Calculate Accuracies....
[INFO] 2021-01-18 06:46:12 > Calculate Accuracies....
[INFO] 2021-01-18 06:46:25 > F_8 score (Step: 30000, Using valid images): 0.8701126761711293
[INFO] 2021-01-18 06:46:25 > F_1/8 score (Step: 30000, Using valid images): 0.975230896873864
[INFO] 2021-01-18 06:46:25 > FID score (Step: 30000, Using valid moments): 24.92172286510163
[INFO] 2021-01-18 06:46:25 > Inception score (Step: 30000, 10000 generated images): 13.007864952087402
[INFO] 2021-01-18 06:46:25 > Best FID score (Step: 30000, Using valid moments): 24.92172286510163
[INFO] 2021-01-18 06:46:29 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 06:49:17 > Step:   30100 Progress: 15.0% Elapsed: 6:00:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.03425 Generator_loss: 5.31807 
[INFO] 2021-01-18 06:52:06 > Step:   30200 Progress: 15.1% Elapsed: 6:03:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.07964 Generator_loss: 4.69325 
[INFO] 2021-01-18 06:54:59 > Step:   30300 Progress: 15.2% Elapsed: 6:06:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.44091 Generator_loss: 5.55985 
[INFO] 2021-01-18 06:57:50 > Step:   30400 Progress: 15.2% Elapsed: 6:09:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.16458 Generator_loss: 4.16132 
[INFO] 2021-01-18 07:00:42 > Step:   30500 Progress: 15.2% Elapsed: 6:12:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.0692 Generator_loss: 5.07785 
[INFO] 2021-01-18 07:03:33 > Step:   30600 Progress: 15.3% Elapsed: 6:15:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.09457 Generator_loss: 4.86506 
[INFO] 2021-01-18 07:06:22 > Step:   30700 Progress: 15.3% Elapsed: 6:17:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.08428 Generator_loss: 5.61248 
[INFO] 2021-01-18 07:09:09 > Step:   30800 Progress: 15.4% Elapsed: 6:20:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.15201 Generator_loss: 5.61886 
[INFO] 2021-01-18 07:11:56 > Step:   30900 Progress: 15.4% Elapsed: 6:23:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.11418 Generator_loss: 5.5392 
[INFO] 2021-01-18 07:14:47 > Step:   31000 Progress: 15.5% Elapsed: 6:26:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.25138 Generator_loss: 4.93018 
[INFO] 2021-01-18 07:17:35 > Step:   31100 Progress: 15.6% Elapsed: 6:29:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.01518 Generator_loss: 5.00528 
[INFO] 2021-01-18 07:20:23 > Step:   31200 Progress: 15.6% Elapsed: 6:31:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.2613 Generator_loss: 5.45798 
[INFO] 2021-01-18 07:23:12 > Step:   31300 Progress: 15.7% Elapsed: 6:34:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.28852 Generator_loss: 4.29828 
[INFO] 2021-01-18 07:26:00 > Step:   31400 Progress: 15.7% Elapsed: 6:37:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.03365 Generator_loss: 4.6428 
[INFO] 2021-01-18 07:28:49 > Step:   31500 Progress: 15.8% Elapsed: 6:40:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.06937 Generator_loss: 4.68522 
[INFO] 2021-01-18 07:31:37 > Step:   31600 Progress: 15.8% Elapsed: 6:43:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.08242 Generator_loss: 5.09275 
[INFO] 2021-01-18 07:34:25 > Step:   31700 Progress: 15.8% Elapsed: 6:45:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.15861 Generator_loss: 4.56563 
[INFO] 2021-01-18 07:37:13 > Step:   31800 Progress: 15.9% Elapsed: 6:48:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.19396 Generator_loss: 4.66683 
[INFO] 2021-01-18 07:40:01 > Step:   31900 Progress: 16.0% Elapsed: 6:51:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.17561 Generator_loss: 5.06587 
[INFO] 2021-01-18 07:42:51 > Step:   32000 Progress: 16.0% Elapsed: 6:54:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.18245 Generator_loss: 4.72364 
[INFO] 2021-01-18 07:42:51 > Start Evaluation (32000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 07:42:51 > Calculating FID Score....
[INFO] 2021-01-18 07:43:06 > Calculating Inception Score....
[INFO] 2021-01-18 07:43:13 > Calculate F_beta Score....
[INFO] 2021-01-18 07:44:06 > Calculate Accuracies....
[INFO] 2021-01-18 07:44:11 > Calculate Accuracies....
[INFO] 2021-01-18 07:44:24 > F_8 score (Step: 32000, Using valid images): 0.886716715136405
[INFO] 2021-01-18 07:44:24 > F_1/8 score (Step: 32000, Using valid images): 0.9744338126474689
[INFO] 2021-01-18 07:44:24 > FID score (Step: 32000, Using valid moments): 24.112369235056747
[INFO] 2021-01-18 07:44:24 > Inception score (Step: 32000, 10000 generated images): 13.144242286682129
[INFO] 2021-01-18 07:44:24 > Best FID score (Step: 32000, Using valid moments): 24.112369235056747
[INFO] 2021-01-18 07:44:27 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 07:47:17 > Step:   32100 Progress: 16.1% Elapsed: 6:58:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.07166 Generator_loss: 4.83508 
[INFO] 2021-01-18 07:50:07 > Step:   32200 Progress: 16.1% Elapsed: 7:01:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.14846 Generator_loss: 4.66117 
[INFO] 2021-01-18 07:52:56 > Step:   32300 Progress: 16.2% Elapsed: 7:04:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.28313 Generator_loss: 5.04367 
[INFO] 2021-01-18 07:55:46 > Step:   32400 Progress: 16.2% Elapsed: 7:07:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.35451 Generator_loss: 4.47433 
[INFO] 2021-01-18 07:58:34 > Step:   32500 Progress: 16.2% Elapsed: 7:10:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.04017 Generator_loss: 4.42828 
[INFO] 2021-01-18 08:01:26 > Step:   32600 Progress: 16.3% Elapsed: 7:12:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.20108 Generator_loss: 4.25049 
[INFO] 2021-01-18 08:04:15 > Step:   32700 Progress: 16.4% Elapsed: 7:15:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.47991 Generator_loss: 5.30453 
[INFO] 2021-01-18 08:07:03 > Step:   32800 Progress: 16.4% Elapsed: 7:18:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.0546 Generator_loss: 4.00341 
[INFO] 2021-01-18 08:09:53 > Step:   32900 Progress: 16.4% Elapsed: 7:21:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.09106 Generator_loss: 4.73717 
[INFO] 2021-01-18 08:12:41 > Step:   33000 Progress: 16.5% Elapsed: 7:24:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.14006 Generator_loss: 4.18397 
[INFO] 2021-01-18 08:15:29 > Step:   33100 Progress: 16.6% Elapsed: 7:27:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.05312 Generator_loss: 5.28397 
[INFO] 2021-01-18 08:18:17 > Step:   33200 Progress: 16.6% Elapsed: 7:29:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.2845 Generator_loss: 5.49405 
[INFO] 2021-01-18 08:21:05 > Step:   33300 Progress: 16.7% Elapsed: 7:32:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.09483 Generator_loss: 3.97691 
[INFO] 2021-01-18 08:23:53 > Step:   33400 Progress: 16.7% Elapsed: 7:35:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.02733 Generator_loss: 4.77214 
[INFO] 2021-01-18 08:26:42 > Step:   33500 Progress: 16.8% Elapsed: 7:38:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.92564 Generator_loss: 4.75455 
[INFO] 2021-01-18 08:29:29 > Step:   33600 Progress: 16.8% Elapsed: 7:41:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.23707 Generator_loss: 5.43325 
[INFO] 2021-01-18 08:32:19 > Step:   33700 Progress: 16.9% Elapsed: 7:43:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.03681 Generator_loss: 4.8704 
[INFO] 2021-01-18 08:35:08 > Step:   33800 Progress: 16.9% Elapsed: 7:46:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.41878 Generator_loss: 4.87468 
[INFO] 2021-01-18 08:37:58 > Step:   33900 Progress: 17.0% Elapsed: 7:49:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.96719 Generator_loss: 4.8154 
[INFO] 2021-01-18 08:40:50 > Step:   34000 Progress: 17.0% Elapsed: 7:52:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.97587 Generator_loss: 4.34799 
[INFO] 2021-01-18 08:40:50 > Start Evaluation (34000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 08:40:50 > Calculating FID Score....
[INFO] 2021-01-18 08:41:05 > Calculating Inception Score....
[INFO] 2021-01-18 08:41:12 > Calculate F_beta Score....
[INFO] 2021-01-18 08:42:01 > Calculate Accuracies....
[INFO] 2021-01-18 08:42:07 > Calculate Accuracies....
[INFO] 2021-01-18 08:42:19 > F_8 score (Step: 34000, Using valid images): 0.8850708698388065
[INFO] 2021-01-18 08:42:19 > F_1/8 score (Step: 34000, Using valid images): 0.976645873278861
[INFO] 2021-01-18 08:42:19 > FID score (Step: 34000, Using valid moments): 23.446011069799397
[INFO] 2021-01-18 08:42:19 > Inception score (Step: 34000, 10000 generated images): 13.563848495483398
[INFO] 2021-01-18 08:42:19 > Best FID score (Step: 34000, Using valid moments): 23.446011069799397
[INFO] 2021-01-18 08:42:23 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 08:45:13 > Step:   34100 Progress: 17.1% Elapsed: 7:56:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.00972 Generator_loss: 4.56657 
[INFO] 2021-01-18 08:48:05 > Step:   34200 Progress: 17.1% Elapsed: 7:59:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.26348 Generator_loss: 4.4117 
[INFO] 2021-01-18 08:50:53 > Step:   34300 Progress: 17.2% Elapsed: 8:02:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.99722 Generator_loss: 4.3724 
[INFO] 2021-01-18 08:53:41 > Step:   34400 Progress: 17.2% Elapsed: 8:05:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.00823 Generator_loss: 5.08181 
[INFO] 2021-01-18 08:56:30 > Step:   34500 Progress: 17.2% Elapsed: 8:08:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.24459 Generator_loss: 3.66526 
[INFO] 2021-01-18 08:59:20 > Step:   34600 Progress: 17.3% Elapsed: 8:10:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.15506 Generator_loss: 5.12945 
[INFO] 2021-01-18 09:02:10 > Step:   34700 Progress: 17.3% Elapsed: 8:13:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.00942 Generator_loss: 5.02719 
[INFO] 2021-01-18 09:04:59 > Step:   34800 Progress: 17.4% Elapsed: 8:16:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.04327 Generator_loss: 5.23781 
[INFO] 2021-01-18 09:07:49 > Step:   34900 Progress: 17.4% Elapsed: 8:19:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.9386 Generator_loss: 5.00447 
[INFO] 2021-01-18 09:10:36 > Step:   35000 Progress: 17.5% Elapsed: 8:22:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.96308 Generator_loss: 5.23571 
[INFO] 2021-01-18 09:13:25 > Step:   35100 Progress: 17.5% Elapsed: 8:24:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.06433 Generator_loss: 5.5655 
[INFO] 2021-01-18 09:16:13 > Step:   35200 Progress: 17.6% Elapsed: 8:27:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.19702 Generator_loss: 4.60749 
[INFO] 2021-01-18 09:19:03 > Step:   35300 Progress: 17.6% Elapsed: 8:30:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.30313 Generator_loss: 3.87514 
[INFO] 2021-01-18 09:21:52 > Step:   35400 Progress: 17.7% Elapsed: 8:33:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.0795 Generator_loss: 4.06123 
[INFO] 2021-01-18 09:24:41 > Step:   35500 Progress: 17.8% Elapsed: 8:36:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.2775 Generator_loss: 4.15085 
[INFO] 2021-01-18 09:27:30 > Step:   35600 Progress: 17.8% Elapsed: 8:39:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.07451 Generator_loss: 4.71302 
[INFO] 2021-01-18 09:30:18 > Step:   35700 Progress: 17.8% Elapsed: 8:41:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.26872 Generator_loss: 4.97001 
[INFO] 2021-01-18 09:33:09 > Step:   35800 Progress: 17.9% Elapsed: 8:44:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.22627 Generator_loss: 5.24726 
[INFO] 2021-01-18 09:35:58 > Step:   35900 Progress: 17.9% Elapsed: 8:47:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.04332 Generator_loss: 4.53773 
[INFO] 2021-01-18 09:38:47 > Step:   36000 Progress: 18.0% Elapsed: 8:50:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.18824 Generator_loss: 4.16948 
[INFO] 2021-01-18 09:38:47 > Start Evaluation (36000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 09:38:47 > Calculating FID Score....
[INFO] 2021-01-18 09:39:03 > Calculating Inception Score....
[INFO] 2021-01-18 09:39:10 > Calculate F_beta Score....
[INFO] 2021-01-18 09:39:59 > Calculate Accuracies....
[INFO] 2021-01-18 09:40:04 > Calculate Accuracies....
[INFO] 2021-01-18 09:40:17 > F_8 score (Step: 36000, Using valid images): 0.9012467234217205
[INFO] 2021-01-18 09:40:17 > F_1/8 score (Step: 36000, Using valid images): 0.9802821104558725
[INFO] 2021-01-18 09:40:17 > FID score (Step: 36000, Using valid moments): 22.790758245561392
[INFO] 2021-01-18 09:40:17 > Inception score (Step: 36000, 10000 generated images): 13.829644203186035
[INFO] 2021-01-18 09:40:17 > Best FID score (Step: 36000, Using valid moments): 22.790758245561392
[INFO] 2021-01-18 09:40:21 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 09:43:10 > Step:   36100 Progress: 18.1% Elapsed: 8:54:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.09355 Generator_loss: 4.20042 
[INFO] 2021-01-18 09:45:59 > Step:   36200 Progress: 18.1% Elapsed: 8:57:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.93612 Generator_loss: 4.79909 
[INFO] 2021-01-18 09:48:47 > Step:   36300 Progress: 18.1% Elapsed: 9:00:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.99782 Generator_loss: 4.3253 
[INFO] 2021-01-18 09:51:35 > Step:   36400 Progress: 18.2% Elapsed: 9:03:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.06904 Generator_loss: 4.31797 
[INFO] 2021-01-18 09:54:23 > Step:   36500 Progress: 18.2% Elapsed: 9:05:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.0543 Generator_loss: 5.42617 
[INFO] 2021-01-18 09:57:11 > Step:   36600 Progress: 18.3% Elapsed: 9:08:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.93624 Generator_loss: 5.44103 
[INFO] 2021-01-18 10:00:02 > Step:   36700 Progress: 18.4% Elapsed: 9:11:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.01348 Generator_loss: 4.28753 
[INFO] 2021-01-18 10:02:51 > Step:   36800 Progress: 18.4% Elapsed: 9:14:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.00543 Generator_loss: 4.43012 
[INFO] 2021-01-18 10:05:39 > Step:   36900 Progress: 18.4% Elapsed: 9:17:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.92888 Generator_loss: 5.09614 
[INFO] 2021-01-18 10:08:28 > Step:   37000 Progress: 18.5% Elapsed: 9:19:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.13608 Generator_loss: 5.05927 
[INFO] 2021-01-18 10:11:17 > Step:   37100 Progress: 18.6% Elapsed: 9:22:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.06124 Generator_loss: 4.16667 
[INFO] 2021-01-18 10:14:07 > Step:   37200 Progress: 18.6% Elapsed: 9:25:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.18976 Generator_loss: 5.42939 
[INFO] 2021-01-18 10:16:58 > Step:   37300 Progress: 18.6% Elapsed: 9:28:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.01729 Generator_loss: 5.35168 
[INFO] 2021-01-18 10:19:47 > Step:   37400 Progress: 18.7% Elapsed: 9:31:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.12816 Generator_loss: 5.21567 
[INFO] 2021-01-18 10:22:36 > Step:   37500 Progress: 18.8% Elapsed: 9:34:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.08761 Generator_loss: 5.31837 
[INFO] 2021-01-18 10:25:23 > Step:   37600 Progress: 18.8% Elapsed: 9:36:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.88647 Generator_loss: 4.27497 
[INFO] 2021-01-18 10:28:11 > Step:   37700 Progress: 18.9% Elapsed: 9:39:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.05705 Generator_loss: 4.91855 
[INFO] 2021-01-18 10:30:58 > Step:   37800 Progress: 18.9% Elapsed: 9:42:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.14713 Generator_loss: 5.20067 
[INFO] 2021-01-18 10:33:45 > Step:   37900 Progress: 18.9% Elapsed: 9:45:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.94836 Generator_loss: 4.44688 
[INFO] 2021-01-18 10:36:34 > Step:   38000 Progress: 19.0% Elapsed: 9:48:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.10319 Generator_loss: 5.41329 
[INFO] 2021-01-18 10:36:34 > Start Evaluation (38000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 10:36:34 > Calculating FID Score....
[INFO] 2021-01-18 10:36:49 > Calculating Inception Score....
[INFO] 2021-01-18 10:36:56 > Calculate F_beta Score....
[INFO] 2021-01-18 10:37:46 > Calculate Accuracies....
[INFO] 2021-01-18 10:37:51 > Calculate Accuracies....
[INFO] 2021-01-18 10:38:04 > F_8 score (Step: 38000, Using valid images): 0.9026471388266869
[INFO] 2021-01-18 10:38:04 > F_1/8 score (Step: 38000, Using valid images): 0.9796717103732211
[INFO] 2021-01-18 10:38:04 > FID score (Step: 38000, Using valid moments): 22.48117916770059
[INFO] 2021-01-18 10:38:04 > Inception score (Step: 38000, 10000 generated images): 14.017897605895996
[INFO] 2021-01-18 10:38:04 > Best FID score (Step: 38000, Using valid moments): 22.48117916770059
[INFO] 2021-01-18 10:38:08 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 10:40:56 > Step:   38100 Progress: 19.1% Elapsed: 9:52:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.96377 Generator_loss: 4.6942 
[INFO] 2021-01-18 10:43:45 > Step:   38200 Progress: 19.1% Elapsed: 9:55:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.94695 Generator_loss: 5.08522 
[INFO] 2021-01-18 10:46:33 > Step:   38300 Progress: 19.1% Elapsed: 9:58:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.92033 Generator_loss: 5.61074 
[INFO] 2021-01-18 10:49:21 > Step:   38400 Progress: 19.2% Elapsed: 10:00:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.01209 Generator_loss: 5.23744 
[INFO] 2021-01-18 10:52:09 > Step:   38500 Progress: 19.2% Elapsed: 10:03:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.0354 Generator_loss: 4.90835 
[INFO] 2021-01-18 10:54:58 > Step:   38600 Progress: 19.3% Elapsed: 10:06:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.91175 Generator_loss: 4.81018 
[INFO] 2021-01-18 10:57:48 > Step:   38700 Progress: 19.4% Elapsed: 10:09:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.21743 Generator_loss: 4.60856 
[INFO] 2021-01-18 11:00:36 > Step:   38800 Progress: 19.4% Elapsed: 10:12:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.0353 Generator_loss: 4.40148 
[INFO] 2021-01-18 11:03:25 > Step:   38900 Progress: 19.4% Elapsed: 10:14:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.97496 Generator_loss: 4.51588 
[INFO] 2021-01-18 11:06:13 > Step:   39000 Progress: 19.5% Elapsed: 10:17:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.96859 Generator_loss: 5.45829 
[INFO] 2021-01-18 11:09:01 > Step:   39100 Progress: 19.6% Elapsed: 10:20:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.05726 Generator_loss: 5.68374 
[INFO] 2021-01-18 11:11:49 > Step:   39200 Progress: 19.6% Elapsed: 10:23:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.99594 Generator_loss: 4.7091 
[INFO] 2021-01-18 11:14:37 > Step:   39300 Progress: 19.7% Elapsed: 10:26:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.87862 Generator_loss: 4.5643 
[INFO] 2021-01-18 11:17:24 > Step:   39400 Progress: 19.7% Elapsed: 10:28:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.10324 Generator_loss: 4.52153 
[INFO] 2021-01-18 11:20:11 > Step:   39500 Progress: 19.8% Elapsed: 10:31:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.10624 Generator_loss: 5.49408 
[INFO] 2021-01-18 11:23:01 > Step:   39600 Progress: 19.8% Elapsed: 10:34:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.92838 Generator_loss: 5.50616 
[INFO] 2021-01-18 11:25:48 > Step:   39700 Progress: 19.9% Elapsed: 10:37:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.04813 Generator_loss: 4.11591 
[INFO] 2021-01-18 11:28:39 > Step:   39800 Progress: 19.9% Elapsed: 10:40:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.03048 Generator_loss: 4.31134 
[INFO] 2021-01-18 11:31:30 > Step:   39900 Progress: 20.0% Elapsed: 10:43:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.92977 Generator_loss: 5.42117 
[INFO] 2021-01-18 11:34:20 > Step:   40000 Progress: 20.0% Elapsed: 10:45:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.95529 Generator_loss: 5.19003 
[INFO] 2021-01-18 11:34:20 > Start Evaluation (40000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 11:34:20 > Calculating FID Score....
[INFO] 2021-01-18 11:34:37 > Calculating Inception Score....
[INFO] 2021-01-18 11:34:44 > Calculate F_beta Score....
[INFO] 2021-01-18 11:35:34 > Calculate Accuracies....
[INFO] 2021-01-18 11:35:39 > Calculate Accuracies....
[INFO] 2021-01-18 11:35:52 > F_8 score (Step: 40000, Using valid images): 0.9102401120501831
[INFO] 2021-01-18 11:35:52 > F_1/8 score (Step: 40000, Using valid images): 0.9817558396435481
[INFO] 2021-01-18 11:35:52 > FID score (Step: 40000, Using valid moments): 21.79607982109468
[INFO] 2021-01-18 11:35:52 > Inception score (Step: 40000, 10000 generated images): 14.171399116516113
[INFO] 2021-01-18 11:35:52 > Best FID score (Step: 40000, Using valid moments): 21.79607982109468
[INFO] 2021-01-18 11:35:55 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 11:38:47 > Step:   40100 Progress: 20.1% Elapsed: 10:50:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.92339 Generator_loss: 5.14828 
[INFO] 2021-01-18 11:41:37 > Step:   40200 Progress: 20.1% Elapsed: 10:53:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.91463 Generator_loss: 5.53712 
[INFO] 2021-01-18 11:44:27 > Step:   40300 Progress: 20.2% Elapsed: 10:55:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.13358 Generator_loss: 5.21218 
[INFO] 2021-01-18 11:47:21 > Step:   40400 Progress: 20.2% Elapsed: 10:58:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.99954 Generator_loss: 5.30108 
[INFO] 2021-01-18 11:50:10 > Step:   40500 Progress: 20.2% Elapsed: 11:01:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.06306 Generator_loss: 5.42872 
[INFO] 2021-01-18 11:53:00 > Step:   40600 Progress: 20.3% Elapsed: 11:04:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.96883 Generator_loss: 5.09189 
[INFO] 2021-01-18 11:55:52 > Step:   40700 Progress: 20.3% Elapsed: 11:07:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.09323 Generator_loss: 4.86716 
[INFO] 2021-01-18 11:58:42 > Step:   40800 Progress: 20.4% Elapsed: 11:10:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.04685 Generator_loss: 4.04081 
[INFO] 2021-01-18 12:01:32 > Step:   40900 Progress: 20.4% Elapsed: 11:13:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.12734 Generator_loss: 3.8149 
[INFO] 2021-01-18 12:04:22 > Step:   41000 Progress: 20.5% Elapsed: 11:15:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.16687 Generator_loss: 5.31249 
[INFO] 2021-01-18 12:07:11 > Step:   41100 Progress: 20.5% Elapsed: 11:18:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.10807 Generator_loss: 5.419 
[INFO] 2021-01-18 12:10:01 > Step:   41200 Progress: 20.6% Elapsed: 11:21:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.02951 Generator_loss: 4.36081 
[INFO] 2021-01-18 12:12:51 > Step:   41300 Progress: 20.6% Elapsed: 11:24:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.15711 Generator_loss: 4.32386 
[INFO] 2021-01-18 12:15:41 > Step:   41400 Progress: 20.7% Elapsed: 11:27:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.34463 Generator_loss: 5.34463 
[INFO] 2021-01-18 12:18:31 > Step:   41500 Progress: 20.8% Elapsed: 11:30:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.94179 Generator_loss: 4.22069 
[INFO] 2021-01-18 12:21:21 > Step:   41600 Progress: 20.8% Elapsed: 11:32:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.0787 Generator_loss: 5.24156 
[INFO] 2021-01-18 12:24:10 > Step:   41700 Progress: 20.8% Elapsed: 11:35:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.04111 Generator_loss: 5.65201 
[INFO] 2021-01-18 12:27:00 > Step:   41800 Progress: 20.9% Elapsed: 11:38:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.00136 Generator_loss: 5.42139 
[INFO] 2021-01-18 12:29:49 > Step:   41900 Progress: 20.9% Elapsed: 11:41:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.03659 Generator_loss: 5.40185 
[INFO] 2021-01-18 12:32:39 > Step:   42000 Progress: 21.0% Elapsed: 11:44:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.88492 Generator_loss: 5.17909 
[INFO] 2021-01-18 12:32:39 > Start Evaluation (42000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 12:32:39 > Calculating FID Score....
[INFO] 2021-01-18 12:32:54 > Calculating Inception Score....
[INFO] 2021-01-18 12:33:02 > Calculate F_beta Score....
[INFO] 2021-01-18 12:33:51 > Calculate Accuracies....
[INFO] 2021-01-18 12:33:56 > Calculate Accuracies....
[INFO] 2021-01-18 12:34:09 > F_8 score (Step: 42000, Using valid images): 0.9184657975387517
[INFO] 2021-01-18 12:34:09 > F_1/8 score (Step: 42000, Using valid images): 0.9811298483473679
[INFO] 2021-01-18 12:34:09 > FID score (Step: 42000, Using valid moments): 21.45858156041561
[INFO] 2021-01-18 12:34:09 > Inception score (Step: 42000, 10000 generated images): 14.592123031616211
[INFO] 2021-01-18 12:34:09 > Best FID score (Step: 42000, Using valid moments): 21.45858156041561
[INFO] 2021-01-18 12:34:12 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 12:37:02 > Step:   42100 Progress: 21.1% Elapsed: 11:48:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.11912 Generator_loss: 4.50966 
[INFO] 2021-01-18 12:39:52 > Step:   42200 Progress: 21.1% Elapsed: 11:51:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.8386 Generator_loss: 5.32737 
[INFO] 2021-01-18 12:42:41 > Step:   42300 Progress: 21.1% Elapsed: 11:54:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.04016 Generator_loss: 5.51319 
[INFO] 2021-01-18 12:45:31 > Step:   42400 Progress: 21.2% Elapsed: 11:57:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.06323 Generator_loss: 5.37076 
[INFO] 2021-01-18 12:48:22 > Step:   42500 Progress: 21.2% Elapsed: 11:59:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.90972 Generator_loss: 4.38312 
[INFO] 2021-01-18 12:51:11 > Step:   42600 Progress: 21.3% Elapsed: 12:02:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.08011 Generator_loss: 4.46023 
[INFO] 2021-01-18 12:54:02 > Step:   42700 Progress: 21.3% Elapsed: 12:05:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.92372 Generator_loss: 5.00778 
[INFO] 2021-01-18 12:56:51 > Step:   42800 Progress: 21.4% Elapsed: 12:08:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.90803 Generator_loss: 5.39896 
[INFO] 2021-01-18 12:59:40 > Step:   42900 Progress: 21.4% Elapsed: 12:11:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.94608 Generator_loss: 5.42768 
[INFO] 2021-01-18 13:02:30 > Step:   43000 Progress: 21.5% Elapsed: 12:14:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.05771 Generator_loss: 5.16662 
[INFO] 2021-01-18 13:05:20 > Step:   43100 Progress: 21.6% Elapsed: 12:16:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.08458 Generator_loss: 5.48991 
[INFO] 2021-01-18 13:08:10 > Step:   43200 Progress: 21.6% Elapsed: 12:19:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.14877 Generator_loss: 5.18234 
[INFO] 2021-01-18 13:11:00 > Step:   43300 Progress: 21.6% Elapsed: 12:22:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.93716 Generator_loss: 5.33899 
[INFO] 2021-01-18 13:13:50 > Step:   43400 Progress: 21.7% Elapsed: 12:25:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.02904 Generator_loss: 5.61691 
[INFO] 2021-01-18 13:16:39 > Step:   43500 Progress: 21.8% Elapsed: 12:28:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.98537 Generator_loss: 4.38703 
[INFO] 2021-01-18 13:19:28 > Step:   43600 Progress: 21.8% Elapsed: 12:30:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.98069 Generator_loss: 4.32446 
[INFO] 2021-01-18 13:22:17 > Step:   43700 Progress: 21.9% Elapsed: 12:33:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.19112 Generator_loss: 5.22592 
[INFO] 2021-01-18 13:25:07 > Step:   43800 Progress: 21.9% Elapsed: 12:36:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.96571 Generator_loss: 4.99353 
[INFO] 2021-01-18 13:27:58 > Step:   43900 Progress: 21.9% Elapsed: 12:39:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.11592 Generator_loss: 5.57419 
[INFO] 2021-01-18 13:30:46 > Step:   44000 Progress: 22.0% Elapsed: 12:42:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.97812 Generator_loss: 5.53483 
[INFO] 2021-01-18 13:30:46 > Start Evaluation (44000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 13:30:46 > Calculating FID Score....
[INFO] 2021-01-18 13:31:02 > Calculating Inception Score....
[INFO] 2021-01-18 13:31:09 > Calculate F_beta Score....
[INFO] 2021-01-18 13:31:58 > Calculate Accuracies....
[INFO] 2021-01-18 13:32:03 > Calculate Accuracies....
[INFO] 2021-01-18 13:32:16 > F_8 score (Step: 44000, Using valid images): 0.9347462371618964
[INFO] 2021-01-18 13:32:16 > F_1/8 score (Step: 44000, Using valid images): 0.978566090826454
[INFO] 2021-01-18 13:32:16 > FID score (Step: 44000, Using valid moments): 21.01140227159823
[INFO] 2021-01-18 13:32:16 > Inception score (Step: 44000, 10000 generated images): 14.99873161315918
[INFO] 2021-01-18 13:32:16 > Best FID score (Step: 44000, Using valid moments): 21.01140227159823
[INFO] 2021-01-18 13:32:19 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 13:35:07 > Step:   44100 Progress: 22.1% Elapsed: 12:46:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.77158 Generator_loss: 5.0179 
[INFO] 2021-01-18 13:37:56 > Step:   44200 Progress: 22.1% Elapsed: 12:49:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.09591 Generator_loss: 5.54179 
[INFO] 2021-01-18 13:40:45 > Step:   44300 Progress: 22.1% Elapsed: 12:52:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.03311 Generator_loss: 5.43349 
[INFO] 2021-01-18 13:43:33 > Step:   44400 Progress: 22.2% Elapsed: 12:55:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.03002 Generator_loss: 4.74328 
[INFO] 2021-01-18 13:46:21 > Step:   44500 Progress: 22.2% Elapsed: 12:57:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.94889 Generator_loss: 4.62179 
[INFO] 2021-01-18 13:49:10 > Step:   44600 Progress: 22.3% Elapsed: 13:00:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.85059 Generator_loss: 4.69819 
[INFO] 2021-01-18 13:52:00 > Step:   44700 Progress: 22.4% Elapsed: 13:03:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.0826 Generator_loss: 4.33256 
[INFO] 2021-01-18 13:54:48 > Step:   44800 Progress: 22.4% Elapsed: 13:06:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.95982 Generator_loss: 5.45786 
[INFO] 2021-01-18 13:57:37 > Step:   44900 Progress: 22.4% Elapsed: 13:09:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.09597 Generator_loss: 4.05747 
[INFO] 2021-01-18 14:00:25 > Step:   45000 Progress: 22.5% Elapsed: 13:11:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.9672 Generator_loss: 5.12759 
[INFO] 2021-01-18 14:03:14 > Step:   45100 Progress: 22.6% Elapsed: 13:14:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.96739 Generator_loss: 4.50323 
[INFO] 2021-01-18 14:06:02 > Step:   45200 Progress: 22.6% Elapsed: 13:17:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.82433 Generator_loss: 5.02644 
[INFO] 2021-01-18 14:08:51 > Step:   45300 Progress: 22.7% Elapsed: 13:20:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.87422 Generator_loss: 4.38036 
[INFO] 2021-01-18 14:11:42 > Step:   45400 Progress: 22.7% Elapsed: 13:23:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.96568 Generator_loss: 5.63642 
[INFO] 2021-01-18 14:14:33 > Step:   45500 Progress: 22.8% Elapsed: 13:26:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.87176 Generator_loss: 5.04215 
[INFO] 2021-01-18 14:17:23 > Step:   45600 Progress: 22.8% Elapsed: 13:28:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.05604 Generator_loss: 5.2568 
[INFO] 2021-01-18 14:20:12 > Step:   45700 Progress: 22.9% Elapsed: 13:31:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.00607 Generator_loss: 5.58059 
[INFO] 2021-01-18 14:23:00 > Step:   45800 Progress: 22.9% Elapsed: 13:34:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.98917 Generator_loss: 4.44504 
[INFO] 2021-01-18 14:25:49 > Step:   45900 Progress: 22.9% Elapsed: 13:37:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.91319 Generator_loss: 5.5806 
[INFO] 2021-01-18 14:28:38 > Step:   46000 Progress: 23.0% Elapsed: 13:40:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.14634 Generator_loss: 4.58298 
[INFO] 2021-01-18 14:28:38 > Start Evaluation (46000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 14:28:38 > Calculating FID Score....
[INFO] 2021-01-18 14:28:53 > Calculating Inception Score....
[INFO] 2021-01-18 14:29:00 > Calculate F_beta Score....
[INFO] 2021-01-18 14:29:49 > Calculate Accuracies....
[INFO] 2021-01-18 14:29:55 > Calculate Accuracies....
[INFO] 2021-01-18 14:30:07 > F_8 score (Step: 46000, Using valid images): 0.926526609082557
[INFO] 2021-01-18 14:30:07 > F_1/8 score (Step: 46000, Using valid images): 0.9805152787472589
[INFO] 2021-01-18 14:30:07 > FID score (Step: 46000, Using valid moments): 20.957777343776286
[INFO] 2021-01-18 14:30:07 > Inception score (Step: 46000, 10000 generated images): 14.949129104614258
[INFO] 2021-01-18 14:30:07 > Best FID score (Step: 46000, Using valid moments): 20.957777343776286
[INFO] 2021-01-18 14:30:11 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 14:32:59 > Step:   46100 Progress: 23.1% Elapsed: 13:44:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.06126 Generator_loss: 4.85686 
[INFO] 2021-01-18 14:35:48 > Step:   46200 Progress: 23.1% Elapsed: 13:47:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.87474 Generator_loss: 4.44626 
[INFO] 2021-01-18 14:38:36 > Step:   46300 Progress: 23.2% Elapsed: 13:50:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.35408 Generator_loss: 5.25537 
[INFO] 2021-01-18 14:41:25 > Step:   46400 Progress: 23.2% Elapsed: 13:52:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.00864 Generator_loss: 5.54525 
[INFO] 2021-01-18 14:44:14 > Step:   46500 Progress: 23.2% Elapsed: 13:55:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.88538 Generator_loss: 4.97473 
[INFO] 2021-01-18 14:47:02 > Step:   46600 Progress: 23.3% Elapsed: 13:58:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.98374 Generator_loss: 4.41451 
[INFO] 2021-01-18 14:49:52 > Step:   46700 Progress: 23.4% Elapsed: 14:01:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.86587 Generator_loss: 4.30652 
[INFO] 2021-01-18 14:52:40 > Step:   46800 Progress: 23.4% Elapsed: 14:04:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.02479 Generator_loss: 4.50714 
[INFO] 2021-01-18 14:55:29 > Step:   46900 Progress: 23.4% Elapsed: 14:07:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.84519 Generator_loss: 4.65798 
[INFO] 2021-01-18 14:58:18 > Step:   47000 Progress: 23.5% Elapsed: 14:09:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.07988 Generator_loss: 4.81337 
[INFO] 2021-01-18 15:01:09 > Step:   47100 Progress: 23.5% Elapsed: 14:12:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.91441 Generator_loss: 4.23908 
[INFO] 2021-01-18 15:03:59 > Step:   47200 Progress: 23.6% Elapsed: 14:15:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.85863 Generator_loss: 4.57498 
[INFO] 2021-01-18 15:06:48 > Step:   47300 Progress: 23.6% Elapsed: 14:18:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.05658 Generator_loss: 5.00975 
[INFO] 2021-01-18 15:09:37 > Step:   47400 Progress: 23.7% Elapsed: 14:21:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.95795 Generator_loss: 4.44213 
[INFO] 2021-01-18 15:12:26 > Step:   47500 Progress: 23.8% Elapsed: 14:23:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.99201 Generator_loss: 4.10955 
[INFO] 2021-01-18 15:15:15 > Step:   47600 Progress: 23.8% Elapsed: 14:26:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.00209 Generator_loss: 4.2318 
[INFO] 2021-01-18 15:18:03 > Step:   47700 Progress: 23.8% Elapsed: 14:29:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.03074 Generator_loss: 5.28634 
[INFO] 2021-01-18 15:20:51 > Step:   47800 Progress: 23.9% Elapsed: 14:32:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.8087 Generator_loss: 5.34138 
[INFO] 2021-01-18 15:23:40 > Step:   47900 Progress: 23.9% Elapsed: 14:35:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.84096 Generator_loss: 5.52868 
[INFO] 2021-01-18 15:26:28 > Step:   48000 Progress: 24.0% Elapsed: 14:37:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.92428 Generator_loss: 5.38137 
[INFO] 2021-01-18 15:26:28 > Start Evaluation (48000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 15:26:28 > Calculating FID Score....
[INFO] 2021-01-18 15:26:43 > Calculating Inception Score....
[INFO] 2021-01-18 15:26:51 > Calculate F_beta Score....
[INFO] 2021-01-18 15:27:39 > Calculate Accuracies....
[INFO] 2021-01-18 15:27:44 > Calculate Accuracies....
[INFO] 2021-01-18 15:27:57 > F_8 score (Step: 48000, Using valid images): 0.9344754883603483
[INFO] 2021-01-18 15:27:57 > F_1/8 score (Step: 48000, Using valid images): 0.9834300780424461
[INFO] 2021-01-18 15:27:57 > FID score (Step: 48000, Using valid moments): 20.121687919763588
[INFO] 2021-01-18 15:27:57 > Inception score (Step: 48000, 10000 generated images): 14.82077407836914
[INFO] 2021-01-18 15:27:57 > Best FID score (Step: 48000, Using valid moments): 20.121687919763588
[INFO] 2021-01-18 15:28:01 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 15:30:49 > Step:   48100 Progress: 24.1% Elapsed: 14:42:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.94039 Generator_loss: 5.67643 
[INFO] 2021-01-18 15:33:37 > Step:   48200 Progress: 24.1% Elapsed: 14:45:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.30203 Generator_loss: 5.57808 
[INFO] 2021-01-18 15:36:26 > Step:   48300 Progress: 24.1% Elapsed: 14:47:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.14577 Generator_loss: 5.33683 
[INFO] 2021-01-18 15:39:14 > Step:   48400 Progress: 24.2% Elapsed: 14:50:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.74739 Generator_loss: 5.46662 
[INFO] 2021-01-18 15:42:03 > Step:   48500 Progress: 24.2% Elapsed: 14:53:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.91214 Generator_loss: 5.43576 
[INFO] 2021-01-18 15:44:51 > Step:   48600 Progress: 24.3% Elapsed: 14:56:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.97483 Generator_loss: 5.18778 
[INFO] 2021-01-18 15:47:40 > Step:   48700 Progress: 24.3% Elapsed: 14:59:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.02792 Generator_loss: 5.35561 
[INFO] 2021-01-18 15:50:28 > Step:   48800 Progress: 24.4% Elapsed: 15:01:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.97802 Generator_loss: 5.4871 
[INFO] 2021-01-18 15:53:17 > Step:   48900 Progress: 24.4% Elapsed: 15:04:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.91557 Generator_loss: 5.5463 
[INFO] 2021-01-18 15:56:06 > Step:   49000 Progress: 24.5% Elapsed: 15:07:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.0356 Generator_loss: 5.49395 
[INFO] 2021-01-18 15:58:54 > Step:   49100 Progress: 24.6% Elapsed: 15:10:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.85616 Generator_loss: 5.32903 
[INFO] 2021-01-18 16:01:43 > Step:   49200 Progress: 24.6% Elapsed: 15:13:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.79845 Generator_loss: 5.58989 
[INFO] 2021-01-18 16:04:31 > Step:   49300 Progress: 24.6% Elapsed: 15:16:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.95572 Generator_loss: 5.45691 
[INFO] 2021-01-18 16:07:19 > Step:   49400 Progress: 24.7% Elapsed: 15:18:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.03708 Generator_loss: 5.37636 
[INFO] 2021-01-18 16:10:07 > Step:   49500 Progress: 24.8% Elapsed: 15:21:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.1826 Generator_loss: 5.2529 
[INFO] 2021-01-18 16:12:56 > Step:   49600 Progress: 24.8% Elapsed: 15:24:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.03826 Generator_loss: 5.34194 
[INFO] 2021-01-18 16:15:45 > Step:   49700 Progress: 24.9% Elapsed: 15:27:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.10192 Generator_loss: 4.29568 
[INFO] 2021-01-18 16:18:34 > Step:   49800 Progress: 24.9% Elapsed: 15:30:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.82335 Generator_loss: 4.65561 
[INFO] 2021-01-18 16:21:23 > Step:   49900 Progress: 24.9% Elapsed: 15:32:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.81226 Generator_loss: 4.5022 
[INFO] 2021-01-18 16:24:12 > Step:   50000 Progress: 25.0% Elapsed: 15:35:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.95507 Generator_loss: 4.60876 
[INFO] 2021-01-18 16:24:12 > Start Evaluation (50000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 16:24:12 > Calculating FID Score....
[INFO] 2021-01-18 16:24:27 > Calculating Inception Score....
[INFO] 2021-01-18 16:24:34 > Calculate F_beta Score....
[INFO] 2021-01-18 16:25:23 > Calculate Accuracies....
[INFO] 2021-01-18 16:25:28 > Calculate Accuracies....
[INFO] 2021-01-18 16:25:41 > F_8 score (Step: 50000, Using valid images): 0.9379432200062633
[INFO] 2021-01-18 16:25:41 > F_1/8 score (Step: 50000, Using valid images): 0.9806381290462919
[INFO] 2021-01-18 16:25:41 > FID score (Step: 50000, Using valid moments): 19.878823139985457
[INFO] 2021-01-18 16:25:41 > Inception score (Step: 50000, 10000 generated images): 15.272363662719727
[INFO] 2021-01-18 16:25:41 > Best FID score (Step: 50000, Using valid moments): 19.878823139985457
[INFO] 2021-01-18 16:25:44 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 16:28:32 > Step:   50100 Progress: 25.1% Elapsed: 15:40:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.87727 Generator_loss: 4.57274 
[INFO] 2021-01-18 16:31:20 > Step:   50200 Progress: 25.1% Elapsed: 15:42:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.97513 Generator_loss: 4.0996 
[INFO] 2021-01-18 16:34:09 > Step:   50300 Progress: 25.1% Elapsed: 15:45:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.88801 Generator_loss: 4.67639 
[INFO] 2021-01-18 16:37:00 > Step:   50400 Progress: 25.2% Elapsed: 15:48:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.81437 Generator_loss: 4.17863 
[INFO] 2021-01-18 16:39:49 > Step:   50500 Progress: 25.2% Elapsed: 15:51:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.92952 Generator_loss: 4.23355 
[INFO] 2021-01-18 16:42:36 > Step:   50600 Progress: 25.3% Elapsed: 15:54:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.99215 Generator_loss: 5.21365 
[INFO] 2021-01-18 16:45:24 > Step:   50700 Progress: 25.4% Elapsed: 15:56:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.97794 Generator_loss: 4.24095 
[INFO] 2021-01-18 16:48:13 > Step:   50800 Progress: 25.4% Elapsed: 15:59:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.92461 Generator_loss: 5.05894 
[INFO] 2021-01-18 16:51:01 > Step:   50900 Progress: 25.4% Elapsed: 16:02:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.07347 Generator_loss: 5.24289 
[INFO] 2021-01-18 16:53:50 > Step:   51000 Progress: 25.5% Elapsed: 16:05:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.84229 Generator_loss: 5.55905 
[INFO] 2021-01-18 16:56:39 > Step:   51100 Progress: 25.6% Elapsed: 16:08:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.78799 Generator_loss: 4.91441 
[INFO] 2021-01-18 16:59:26 > Step:   51200 Progress: 25.6% Elapsed: 16:10:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.98407 Generator_loss: 4.74691 
[INFO] 2021-01-18 17:02:15 > Step:   51300 Progress: 25.7% Elapsed: 16:13:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.86341 Generator_loss: 5.30121 
[INFO] 2021-01-18 17:05:07 > Step:   51400 Progress: 25.7% Elapsed: 16:16:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.99608 Generator_loss: 5.38619 
[INFO] 2021-01-18 17:07:56 > Step:   51500 Progress: 25.8% Elapsed: 16:19:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.79975 Generator_loss: 5.72653 
[INFO] 2021-01-18 17:10:44 > Step:   51600 Progress: 25.8% Elapsed: 16:22:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.69052 Generator_loss: 5.36328 
[INFO] 2021-01-18 17:13:33 > Step:   51700 Progress: 25.9% Elapsed: 16:25:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.79902 Generator_loss: 5.65241 
[INFO] 2021-01-18 17:16:20 > Step:   51800 Progress: 25.9% Elapsed: 16:27:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.89125 Generator_loss: 5.36102 
[INFO] 2021-01-18 17:19:09 > Step:   51900 Progress: 25.9% Elapsed: 16:30:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.79538 Generator_loss: 4.7622 
[INFO] 2021-01-18 17:21:57 > Step:   52000 Progress: 26.0% Elapsed: 16:33:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.8366 Generator_loss: 4.79009 
[INFO] 2021-01-18 17:21:57 > Start Evaluation (52000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 17:21:57 > Calculating FID Score....
[INFO] 2021-01-18 17:22:13 > Calculating Inception Score....
[INFO] 2021-01-18 17:22:20 > Calculate F_beta Score....
[INFO] 2021-01-18 17:23:08 > Calculate Accuracies....
[INFO] 2021-01-18 17:23:13 > Calculate Accuracies....
[INFO] 2021-01-18 17:23:26 > F_8 score (Step: 52000, Using valid images): 0.9364702890451092
[INFO] 2021-01-18 17:23:26 > F_1/8 score (Step: 52000, Using valid images): 0.9822545920787707
[INFO] 2021-01-18 17:23:26 > FID score (Step: 52000, Using valid moments): 19.33454527104368
[INFO] 2021-01-18 17:23:26 > Inception score (Step: 52000, 10000 generated images): 15.416357040405273
[INFO] 2021-01-18 17:23:26 > Best FID score (Step: 52000, Using valid moments): 19.33454527104368
[INFO] 2021-01-18 17:23:30 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 17:26:17 > Step:   52100 Progress: 26.1% Elapsed: 16:37:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.91955 Generator_loss: 4.80754 
[INFO] 2021-01-18 17:29:05 > Step:   52200 Progress: 26.1% Elapsed: 16:40:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.10899 Generator_loss: 5.53027 
[INFO] 2021-01-18 17:31:53 > Step:   52300 Progress: 26.2% Elapsed: 16:43:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.95594 Generator_loss: 5.54126 
[INFO] 2021-01-18 17:34:41 > Step:   52400 Progress: 26.2% Elapsed: 16:46:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.85137 Generator_loss: 4.66751 
[INFO] 2021-01-18 17:37:29 > Step:   52500 Progress: 26.2% Elapsed: 16:49:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.04419 Generator_loss: 4.66572 
[INFO] 2021-01-18 17:40:18 > Step:   52600 Progress: 26.3% Elapsed: 16:51:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.04732 Generator_loss: 4.32412 
[INFO] 2021-01-18 17:43:07 > Step:   52700 Progress: 26.4% Elapsed: 16:54:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.9569 Generator_loss: 4.64066 
[INFO] 2021-01-18 17:45:56 > Step:   52800 Progress: 26.4% Elapsed: 16:57:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.82701 Generator_loss: 4.93402 
[INFO] 2021-01-18 17:48:45 > Step:   52900 Progress: 26.5% Elapsed: 17:00:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.77792 Generator_loss: 4.61755 
[INFO] 2021-01-18 17:51:33 > Step:   53000 Progress: 26.5% Elapsed: 17:03:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.89449 Generator_loss: 4.55303 
[INFO] 2021-01-18 17:54:22 > Step:   53100 Progress: 26.6% Elapsed: 17:05:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.1097 Generator_loss: 4.87195 
[INFO] 2021-01-18 17:57:11 > Step:   53200 Progress: 26.6% Elapsed: 17:08:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.85285 Generator_loss: 5.80737 
[INFO] 2021-01-18 17:59:59 > Step:   53300 Progress: 26.7% Elapsed: 17:11:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.97958 Generator_loss: 5.52454 
[INFO] 2021-01-18 18:02:48 > Step:   53400 Progress: 26.7% Elapsed: 17:14:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.78882 Generator_loss: 4.43798 
[INFO] 2021-01-18 18:05:36 > Step:   53500 Progress: 26.8% Elapsed: 17:17:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.97974 Generator_loss: 4.8006 
[INFO] 2021-01-18 18:08:27 > Step:   53600 Progress: 26.8% Elapsed: 17:19:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.89232 Generator_loss: 4.73348 
[INFO] 2021-01-18 18:11:14 > Step:   53700 Progress: 26.9% Elapsed: 17:22:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.93145 Generator_loss: 4.4211 
[INFO] 2021-01-18 18:14:03 > Step:   53800 Progress: 26.9% Elapsed: 17:25:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.01452 Generator_loss: 4.57764 
[INFO] 2021-01-18 18:16:51 > Step:   53900 Progress: 27.0% Elapsed: 17:28:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.90745 Generator_loss: 3.82981 
[INFO] 2021-01-18 18:19:40 > Step:   54000 Progress: 27.0% Elapsed: 17:31:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.75661 Generator_loss: 4.61984 
[INFO] 2021-01-18 18:19:40 > Start Evaluation (54000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 18:19:40 > Calculating FID Score....
[INFO] 2021-01-18 18:19:56 > Calculating Inception Score....
[INFO] 2021-01-18 18:20:03 > Calculate F_beta Score....
[INFO] 2021-01-18 18:20:51 > Calculate Accuracies....
[INFO] 2021-01-18 18:20:56 > Calculate Accuracies....
[INFO] 2021-01-18 18:21:09 > F_8 score (Step: 54000, Using valid images): 0.9451375638807428
[INFO] 2021-01-18 18:21:09 > F_1/8 score (Step: 54000, Using valid images): 0.9797309204968473
[INFO] 2021-01-18 18:21:09 > FID score (Step: 54000, Using valid moments): 19.28187224142522
[INFO] 2021-01-18 18:21:09 > Inception score (Step: 54000, 10000 generated images): 15.786227226257324
[INFO] 2021-01-18 18:21:09 > Best FID score (Step: 54000, Using valid moments): 19.28187224142522
[INFO] 2021-01-18 18:21:13 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 18:24:01 > Step:   54100 Progress: 27.1% Elapsed: 17:35:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.76307 Generator_loss: 5.08082 
[INFO] 2021-01-18 18:26:49 > Step:   54200 Progress: 27.1% Elapsed: 17:38:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.84603 Generator_loss: 4.49693 
[INFO] 2021-01-18 18:29:37 > Step:   54300 Progress: 27.2% Elapsed: 17:41:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.81123 Generator_loss: 4.50308 
[INFO] 2021-01-18 18:32:25 > Step:   54400 Progress: 27.2% Elapsed: 17:43:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.81972 Generator_loss: 4.54034 
[INFO] 2021-01-18 18:35:13 > Step:   54500 Progress: 27.3% Elapsed: 17:46:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.75692 Generator_loss: 4.58279 
[INFO] 2021-01-18 18:38:01 > Step:   54600 Progress: 27.3% Elapsed: 17:49:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.89819 Generator_loss: 5.17326 
[INFO] 2021-01-18 18:40:50 > Step:   54700 Progress: 27.4% Elapsed: 17:52:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.87459 Generator_loss: 5.46051 
[INFO] 2021-01-18 18:43:38 > Step:   54800 Progress: 27.4% Elapsed: 17:55:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.04828 Generator_loss: 4.11296 
[INFO] 2021-01-18 18:46:27 > Step:   54900 Progress: 27.5% Elapsed: 17:57:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.03718 Generator_loss: 5.27251 
[INFO] 2021-01-18 18:49:15 > Step:   55000 Progress: 27.5% Elapsed: 18:00:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.08738 Generator_loss: 5.5506 
[INFO] 2021-01-18 18:52:03 > Step:   55100 Progress: 27.6% Elapsed: 18:03:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.70622 Generator_loss: 5.02807 
[INFO] 2021-01-18 18:54:52 > Step:   55200 Progress: 27.6% Elapsed: 18:06:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.06737 Generator_loss: 5.52391 
[INFO] 2021-01-18 18:57:40 > Step:   55300 Progress: 27.7% Elapsed: 18:09:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.90973 Generator_loss: 5.2243 
[INFO] 2021-01-18 19:00:30 > Step:   55400 Progress: 27.7% Elapsed: 18:12:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.90526 Generator_loss: 4.78815 
[INFO] 2021-01-18 19:03:18 > Step:   55500 Progress: 27.8% Elapsed: 18:14:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.89869 Generator_loss: 4.68595 
[INFO] 2021-01-18 19:06:05 > Step:   55600 Progress: 27.8% Elapsed: 18:17:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.94484 Generator_loss: 4.43029 
[INFO] 2021-01-18 19:08:54 > Step:   55700 Progress: 27.9% Elapsed: 18:20:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.79278 Generator_loss: 4.62406 
[INFO] 2021-01-18 19:11:43 > Step:   55800 Progress: 27.9% Elapsed: 18:23:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.7639 Generator_loss: 4.38974 
[INFO] 2021-01-18 19:14:32 > Step:   55900 Progress: 28.0% Elapsed: 18:26:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.7563 Generator_loss: 4.63508 
[INFO] 2021-01-18 19:17:21 > Step:   56000 Progress: 28.0% Elapsed: 18:28:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.8222 Generator_loss: 5.33943 
[INFO] 2021-01-18 19:17:21 > Start Evaluation (56000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 19:17:21 > Calculating FID Score....
[INFO] 2021-01-18 19:17:36 > Calculating Inception Score....
[INFO] 2021-01-18 19:17:43 > Calculate F_beta Score....
[INFO] 2021-01-18 19:18:32 > Calculate Accuracies....
[INFO] 2021-01-18 19:18:37 > Calculate Accuracies....
[INFO] 2021-01-18 19:18:50 > F_8 score (Step: 56000, Using valid images): 0.9468191724523368
[INFO] 2021-01-18 19:18:50 > F_1/8 score (Step: 56000, Using valid images): 0.982159040460213
[INFO] 2021-01-18 19:18:50 > FID score (Step: 56000, Using valid moments): 18.902179459988247
[INFO] 2021-01-18 19:18:50 > Inception score (Step: 56000, 10000 generated images): 15.511374473571777
[INFO] 2021-01-18 19:18:50 > Best FID score (Step: 56000, Using valid moments): 18.902179459988247
[INFO] 2021-01-18 19:18:54 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 19:21:41 > Step:   56100 Progress: 28.1% Elapsed: 18:33:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.99377 Generator_loss: 5.30039 
[INFO] 2021-01-18 19:24:30 > Step:   56200 Progress: 28.1% Elapsed: 18:36:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.91419 Generator_loss: 5.52531 
[INFO] 2021-01-18 19:27:19 > Step:   56300 Progress: 28.1% Elapsed: 18:38:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.95691 Generator_loss: 5.62138 
[INFO] 2021-01-18 19:30:06 > Step:   56400 Progress: 28.2% Elapsed: 18:41:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.8632 Generator_loss: 5.28405 
[INFO] 2021-01-18 19:32:54 > Step:   56500 Progress: 28.2% Elapsed: 18:44:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.88836 Generator_loss: 5.50363 
[INFO] 2021-01-18 19:35:43 > Step:   56600 Progress: 28.3% Elapsed: 18:47:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.74441 Generator_loss: 5.34163 
[INFO] 2021-01-18 19:38:32 > Step:   56700 Progress: 28.3% Elapsed: 18:50:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.85642 Generator_loss: 5.45424 
[INFO] 2021-01-18 19:41:21 > Step:   56800 Progress: 28.4% Elapsed: 18:52:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.80391 Generator_loss: 5.55897 
[INFO] 2021-01-18 19:44:11 > Step:   56900 Progress: 28.4% Elapsed: 18:55:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.97659 Generator_loss: 5.39605 
[INFO] 2021-01-18 19:47:00 > Step:   57000 Progress: 28.5% Elapsed: 18:58:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.88294 Generator_loss: 5.69913 
[INFO] 2021-01-18 19:49:49 > Step:   57100 Progress: 28.5% Elapsed: 19:01:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.79186 Generator_loss: 5.69668 
[INFO] 2021-01-18 19:52:38 > Step:   57200 Progress: 28.6% Elapsed: 19:04:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.84512 Generator_loss: 4.37946 
[INFO] 2021-01-18 19:55:27 > Step:   57300 Progress: 28.6% Elapsed: 19:06:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.83228 Generator_loss: 4.35556 
[INFO] 2021-01-18 19:58:15 > Step:   57400 Progress: 28.7% Elapsed: 19:09:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.02825 Generator_loss: 4.24021 
[INFO] 2021-01-18 20:01:04 > Step:   57500 Progress: 28.7% Elapsed: 19:12:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.95986 Generator_loss: 4.81129 
[INFO] 2021-01-18 20:03:53 > Step:   57600 Progress: 28.8% Elapsed: 19:15:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.84078 Generator_loss: 5.42116 
[INFO] 2021-01-18 20:06:42 > Step:   57700 Progress: 28.8% Elapsed: 19:18:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.85746 Generator_loss: 4.76328 
[INFO] 2021-01-18 20:09:30 > Step:   57800 Progress: 28.9% Elapsed: 19:21:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.88063 Generator_loss: 4.42392 
[INFO] 2021-01-18 20:12:19 > Step:   57900 Progress: 28.9% Elapsed: 19:23:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.68754 Generator_loss: 5.62642 
[INFO] 2021-01-18 20:15:07 > Step:   58000 Progress: 29.0% Elapsed: 19:26:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.71827 Generator_loss: 4.83901 
[INFO] 2021-01-18 20:15:07 > Start Evaluation (58000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 20:15:07 > Calculating FID Score....
[INFO] 2021-01-18 20:15:22 > Calculating Inception Score....
[INFO] 2021-01-18 20:15:29 > Calculate F_beta Score....
[INFO] 2021-01-18 20:16:18 > Calculate Accuracies....
[INFO] 2021-01-18 20:16:23 > Calculate Accuracies....
[INFO] 2021-01-18 20:16:36 > F_8 score (Step: 58000, Using valid images): 0.9420185317993941
[INFO] 2021-01-18 20:16:36 > F_1/8 score (Step: 58000, Using valid images): 0.9833456460844734
[INFO] 2021-01-18 20:16:36 > FID score (Step: 58000, Using valid moments): 18.574025375822146
[INFO] 2021-01-18 20:16:36 > Inception score (Step: 58000, 10000 generated images): 15.870428085327148
[INFO] 2021-01-18 20:16:36 > Best FID score (Step: 58000, Using valid moments): 18.574025375822146
[INFO] 2021-01-18 20:16:40 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 20:19:28 > Step:   58100 Progress: 29.0% Elapsed: 19:30:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.03507 Generator_loss: 4.69652 
[INFO] 2021-01-18 20:22:17 > Step:   58200 Progress: 29.1% Elapsed: 19:33:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.05638 Generator_loss: 5.48721 
[INFO] 2021-01-18 20:25:05 > Step:   58300 Progress: 29.1% Elapsed: 19:36:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.91324 Generator_loss: 4.60166 
[INFO] 2021-01-18 20:27:54 > Step:   58400 Progress: 29.2% Elapsed: 19:39:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.88667 Generator_loss: 4.50707 
[INFO] 2021-01-18 20:30:42 > Step:   58500 Progress: 29.2% Elapsed: 19:42:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.90671 Generator_loss: 4.49202 
[INFO] 2021-01-18 20:33:30 > Step:   58600 Progress: 29.3% Elapsed: 19:45:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.16762 Generator_loss: 5.60426 
[INFO] 2021-01-18 20:36:19 > Step:   58700 Progress: 29.3% Elapsed: 19:47:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.86348 Generator_loss: 5.41745 
[INFO] 2021-01-18 20:39:08 > Step:   58800 Progress: 29.4% Elapsed: 19:50:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.04835 Generator_loss: 5.32675 
[INFO] 2021-01-18 20:41:57 > Step:   58900 Progress: 29.4% Elapsed: 19:53:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.87382 Generator_loss: 5.33607 
[INFO] 2021-01-18 20:44:44 > Step:   59000 Progress: 29.5% Elapsed: 19:56:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.76664 Generator_loss: 4.63865 
[INFO] 2021-01-18 20:47:33 > Step:   59100 Progress: 29.5% Elapsed: 19:59:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.00181 Generator_loss: 5.25563 
[INFO] 2021-01-18 20:50:22 > Step:   59200 Progress: 29.6% Elapsed: 20:01:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.93349 Generator_loss: 5.49502 
[INFO] 2021-01-18 20:53:10 > Step:   59300 Progress: 29.6% Elapsed: 20:04:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.91476 Generator_loss: 5.68286 
[INFO] 2021-01-18 20:55:59 > Step:   59400 Progress: 29.7% Elapsed: 20:07:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.78218 Generator_loss: 5.70596 
[INFO] 2021-01-18 20:58:48 > Step:   59500 Progress: 29.8% Elapsed: 20:10:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.74592 Generator_loss: 5.38027 
[INFO] 2021-01-18 21:01:36 > Step:   59600 Progress: 29.8% Elapsed: 20:13:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.89661 Generator_loss: 4.61866 
[INFO] 2021-01-18 21:04:25 > Step:   59700 Progress: 29.8% Elapsed: 20:15:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.96589 Generator_loss: 4.07491 
[INFO] 2021-01-18 21:07:14 > Step:   59800 Progress: 29.9% Elapsed: 20:18:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.82354 Generator_loss: 5.4338 
[INFO] 2021-01-18 21:10:03 > Step:   59900 Progress: 29.9% Elapsed: 20:21:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.86592 Generator_loss: 4.43164 
[INFO] 2021-01-18 21:12:52 > Step:   60000 Progress: 30.0% Elapsed: 20:24:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.88796 Generator_loss: 4.6602 
[INFO] 2021-01-18 21:12:52 > Start Evaluation (60000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 21:12:52 > Calculating FID Score....
[INFO] 2021-01-18 21:13:07 > Calculating Inception Score....
[INFO] 2021-01-18 21:13:14 > Calculate F_beta Score....
[INFO] 2021-01-18 21:14:03 > Calculate Accuracies....
[INFO] 2021-01-18 21:14:08 > Calculate Accuracies....
[INFO] 2021-01-18 21:14:21 > F_8 score (Step: 60000, Using valid images): 0.9409171761352774
[INFO] 2021-01-18 21:14:21 > F_1/8 score (Step: 60000, Using valid images): 0.9833673184868515
[INFO] 2021-01-18 21:14:21 > FID score (Step: 60000, Using valid moments): 18.26761754749316
[INFO] 2021-01-18 21:14:21 > Inception score (Step: 60000, 10000 generated images): 16.04251480102539
[INFO] 2021-01-18 21:14:21 > Best FID score (Step: 60000, Using valid moments): 18.26761754749316
[INFO] 2021-01-18 21:14:24 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 21:17:16 > Step:   60100 Progress: 30.0% Elapsed: 20:28:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.90301 Generator_loss: 4.43957 
[INFO] 2021-01-18 21:20:04 > Step:   60200 Progress: 30.1% Elapsed: 20:31:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.74544 Generator_loss: 4.55036 
[INFO] 2021-01-18 21:22:53 > Step:   60300 Progress: 30.1% Elapsed: 20:34:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.75696 Generator_loss: 4.29103 
[INFO] 2021-01-18 21:25:41 > Step:   60400 Progress: 30.2% Elapsed: 20:37:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.9433 Generator_loss: 4.1817 
[INFO] 2021-01-18 21:28:29 > Step:   60500 Progress: 30.2% Elapsed: 20:40:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.89572 Generator_loss: 5.34907 
[INFO] 2021-01-18 21:31:18 > Step:   60600 Progress: 30.3% Elapsed: 20:42:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.92252 Generator_loss: 5.38316 
[INFO] 2021-01-18 21:34:07 > Step:   60700 Progress: 30.3% Elapsed: 20:45:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.91596 Generator_loss: 5.48671 
[INFO] 2021-01-18 21:36:55 > Step:   60800 Progress: 30.4% Elapsed: 20:48:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.66977 Generator_loss: 5.49692 
[INFO] 2021-01-18 21:39:45 > Step:   60900 Progress: 30.4% Elapsed: 20:51:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.90731 Generator_loss: 4.46708 
[INFO] 2021-01-18 21:42:33 > Step:   61000 Progress: 30.5% Elapsed: 20:54:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.87682 Generator_loss: 4.25406 
[INFO] 2021-01-18 21:45:21 > Step:   61100 Progress: 30.6% Elapsed: 20:56:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.99932 Generator_loss: 5.28229 
[INFO] 2021-01-18 21:48:09 > Step:   61200 Progress: 30.6% Elapsed: 20:59:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.91744 Generator_loss: 5.40313 
[INFO] 2021-01-18 21:50:58 > Step:   61300 Progress: 30.6% Elapsed: 21:02:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.72904 Generator_loss: 4.41677 
[INFO] 2021-01-18 21:53:47 > Step:   61400 Progress: 30.7% Elapsed: 21:05:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.78123 Generator_loss: 5.55596 
[INFO] 2021-01-18 21:56:35 > Step:   61500 Progress: 30.8% Elapsed: 21:08:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.015 Generator_loss: 5.32424 
[INFO] 2021-01-18 21:59:22 > Step:   61600 Progress: 30.8% Elapsed: 21:10:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.91629 Generator_loss: 5.65439 
[INFO] 2021-01-18 22:02:12 > Step:   61700 Progress: 30.9% Elapsed: 21:13:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.94896 Generator_loss: 5.28522 
[INFO] 2021-01-18 22:05:00 > Step:   61800 Progress: 30.9% Elapsed: 21:16:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.81475 Generator_loss: 4.38784 
[INFO] 2021-01-18 22:07:49 > Step:   61900 Progress: 30.9% Elapsed: 21:19:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.87809 Generator_loss: 4.89854 
[INFO] 2021-01-18 22:10:37 > Step:   62000 Progress: 31.0% Elapsed: 21:22:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.9226 Generator_loss: 5.48743 
[INFO] 2021-01-18 22:10:37 > Start Evaluation (62000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 22:10:37 > Calculating FID Score....
[INFO] 2021-01-18 22:10:52 > Calculating Inception Score....
[INFO] 2021-01-18 22:10:59 > Calculate F_beta Score....
[INFO] 2021-01-18 22:11:47 > Calculate Accuracies....
[INFO] 2021-01-18 22:11:53 > Calculate Accuracies....
[INFO] 2021-01-18 22:12:05 > F_8 score (Step: 62000, Using valid images): 0.9498172952481624
[INFO] 2021-01-18 22:12:05 > F_1/8 score (Step: 62000, Using valid images): 0.9838957859500769
[INFO] 2021-01-18 22:12:05 > FID score (Step: 62000, Using valid moments): 18.510293424758288
[INFO] 2021-01-18 22:12:05 > Inception score (Step: 62000, 10000 generated images): 15.939275741577148
[INFO] 2021-01-18 22:12:05 > Best FID score (Step: 60000, Using valid moments): 18.26761754749316
[INFO] 2021-01-18 22:12:08 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 22:14:57 > Step:   62100 Progress: 31.1% Elapsed: 21:26:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.88175 Generator_loss: 5.37229 
[INFO] 2021-01-18 22:17:45 > Step:   62200 Progress: 31.1% Elapsed: 21:29:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.97411 Generator_loss: 5.72287 
[INFO] 2021-01-18 22:20:33 > Step:   62300 Progress: 31.1% Elapsed: 21:32:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.72269 Generator_loss: 5.38112 
[INFO] 2021-01-18 22:23:21 > Step:   62400 Progress: 31.2% Elapsed: 21:34:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.88912 Generator_loss: 5.59512 
[INFO] 2021-01-18 22:26:09 > Step:   62500 Progress: 31.2% Elapsed: 21:37:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.87934 Generator_loss: 4.17085 
[INFO] 2021-01-18 22:28:57 > Step:   62600 Progress: 31.3% Elapsed: 21:40:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.87988 Generator_loss: 3.93805 
[INFO] 2021-01-18 22:31:47 > Step:   62700 Progress: 31.4% Elapsed: 21:43:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.94536 Generator_loss: 5.42181 
[INFO] 2021-01-18 22:34:34 > Step:   62800 Progress: 31.4% Elapsed: 21:46:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.66884 Generator_loss: 5.24923 
[INFO] 2021-01-18 22:37:23 > Step:   62900 Progress: 31.4% Elapsed: 21:48:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.88921 Generator_loss: 4.50579 
[INFO] 2021-01-18 22:40:11 > Step:   63000 Progress: 31.5% Elapsed: 21:51:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.91439 Generator_loss: 5.48613 
[INFO] 2021-01-18 22:42:59 > Step:   63100 Progress: 31.6% Elapsed: 21:54:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.82743 Generator_loss: 5.68644 
[INFO] 2021-01-18 22:45:48 > Step:   63200 Progress: 31.6% Elapsed: 21:57:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.76041 Generator_loss: 5.63119 
[INFO] 2021-01-18 22:48:38 > Step:   63300 Progress: 31.6% Elapsed: 22:00:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.83387 Generator_loss: 5.49581 
[INFO] 2021-01-18 22:51:28 > Step:   63400 Progress: 31.7% Elapsed: 22:02:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.90412 Generator_loss: 4.93233 
[INFO] 2021-01-18 22:54:16 > Step:   63500 Progress: 31.8% Elapsed: 22:05:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.80835 Generator_loss: 4.65185 
[INFO] 2021-01-18 22:57:05 > Step:   63600 Progress: 31.8% Elapsed: 22:08:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.7655 Generator_loss: 4.63515 
[INFO] 2021-01-18 22:59:53 > Step:   63700 Progress: 31.9% Elapsed: 22:11:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.91369 Generator_loss: 4.31993 
[INFO] 2021-01-18 23:02:41 > Step:   63800 Progress: 31.9% Elapsed: 22:14:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.77166 Generator_loss: 4.36744 
[INFO] 2021-01-18 23:05:28 > Step:   63900 Progress: 31.9% Elapsed: 22:16:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.05477 Generator_loss: 4.20983 
[INFO] 2021-01-18 23:08:17 > Step:   64000 Progress: 32.0% Elapsed: 22:19:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.92064 Generator_loss: 5.54766 
[INFO] 2021-01-18 23:08:17 > Start Evaluation (64000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 23:08:17 > Calculating FID Score....
[INFO] 2021-01-18 23:08:32 > Calculating Inception Score....
[INFO] 2021-01-18 23:08:40 > Calculate F_beta Score....
[INFO] 2021-01-18 23:09:29 > Calculate Accuracies....
[INFO] 2021-01-18 23:09:34 > Calculate Accuracies....
[INFO] 2021-01-18 23:09:47 > F_8 score (Step: 64000, Using valid images): 0.947302018665235
[INFO] 2021-01-18 23:09:47 > F_1/8 score (Step: 64000, Using valid images): 0.9835892813927261
[INFO] 2021-01-18 23:09:47 > FID score (Step: 64000, Using valid moments): 18.28009673348498
[INFO] 2021-01-18 23:09:47 > Inception score (Step: 64000, 10000 generated images): 16.32154083251953
[INFO] 2021-01-18 23:09:47 > Best FID score (Step: 60000, Using valid moments): 18.26761754749316
[INFO] 2021-01-18 23:09:49 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-18 23:12:38 > Step:   64100 Progress: 32.0% Elapsed: 22:24:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.81156 Generator_loss: 5.25636 
[INFO] 2021-01-18 23:15:25 > Step:   64200 Progress: 32.1% Elapsed: 22:26:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.79834 Generator_loss: 5.50811 
[INFO] 2021-01-18 23:18:13 > Step:   64300 Progress: 32.1% Elapsed: 22:29:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.65345 Generator_loss: 5.57903 
[INFO] 2021-01-18 23:21:02 > Step:   64400 Progress: 32.2% Elapsed: 22:32:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.62224 Generator_loss: 4.65101 
[INFO] 2021-01-18 23:23:51 > Step:   64500 Progress: 32.2% Elapsed: 22:35:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.80026 Generator_loss: 4.80252 
[INFO] 2021-01-18 23:26:39 > Step:   64600 Progress: 32.3% Elapsed: 22:38:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.86434 Generator_loss: 4.26062 
[INFO] 2021-01-18 23:29:28 > Step:   64700 Progress: 32.4% Elapsed: 22:40:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.86988 Generator_loss: 5.51191 
[INFO] 2021-01-18 23:32:17 > Step:   64800 Progress: 32.4% Elapsed: 22:43:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.72237 Generator_loss: 5.3433 
[INFO] 2021-01-18 23:35:06 > Step:   64900 Progress: 32.5% Elapsed: 22:46:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.76074 Generator_loss: 5.76301 
[INFO] 2021-01-18 23:37:54 > Step:   65000 Progress: 32.5% Elapsed: 22:49:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.75444 Generator_loss: 5.346 
[INFO] 2021-01-18 23:40:42 > Step:   65100 Progress: 32.6% Elapsed: 22:52:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.92955 Generator_loss: 4.75913 
[INFO] 2021-01-18 23:43:31 > Step:   65200 Progress: 32.6% Elapsed: 22:55:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.77147 Generator_loss: 4.47497 
[INFO] 2021-01-18 23:46:19 > Step:   65300 Progress: 32.6% Elapsed: 22:57:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.87291 Generator_loss: 4.74724 
[INFO] 2021-01-18 23:49:07 > Step:   65400 Progress: 32.7% Elapsed: 23:00:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.9642 Generator_loss: 4.71432 
[INFO] 2021-01-18 23:51:55 > Step:   65500 Progress: 32.8% Elapsed: 23:03:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.73322 Generator_loss: 4.75945 
[INFO] 2021-01-18 23:54:43 > Step:   65600 Progress: 32.8% Elapsed: 23:06:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.62759 Generator_loss: 4.7229 
[INFO] 2021-01-18 23:57:32 > Step:   65700 Progress: 32.9% Elapsed: 23:09:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.78427 Generator_loss: 5.34845 
[INFO] 2021-01-19 00:00:20 > Step:   65800 Progress: 32.9% Elapsed: 23:11:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.9056 Generator_loss: 5.5175 
[INFO] 2021-01-19 00:03:09 > Step:   65900 Progress: 33.0% Elapsed: 23:14:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.01471 Generator_loss: 5.36718 
[INFO] 2021-01-19 00:05:57 > Step:   66000 Progress: 33.0% Elapsed: 23:17:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.87199 Generator_loss: 5.36219 
[INFO] 2021-01-19 00:05:57 > Start Evaluation (66000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 00:05:57 > Calculating FID Score....
[INFO] 2021-01-19 00:06:12 > Calculating Inception Score....
[INFO] 2021-01-19 00:06:20 > Calculate F_beta Score....
[INFO] 2021-01-19 00:07:08 > Calculate Accuracies....
[INFO] 2021-01-19 00:07:13 > Calculate Accuracies....
[INFO] 2021-01-19 00:07:26 > F_8 score (Step: 66000, Using valid images): 0.9501981337970546
[INFO] 2021-01-19 00:07:26 > F_1/8 score (Step: 66000, Using valid images): 0.9837713728056052
[INFO] 2021-01-19 00:07:26 > FID score (Step: 66000, Using valid moments): 18.038548467108626
[INFO] 2021-01-19 00:07:26 > Inception score (Step: 66000, 10000 generated images): 16.135835647583008
[INFO] 2021-01-19 00:07:26 > Best FID score (Step: 66000, Using valid moments): 18.038548467108626
[INFO] 2021-01-19 00:07:30 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 00:10:18 > Step:   66100 Progress: 33.1% Elapsed: 23:21:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.72309 Generator_loss: 4.65672 
[INFO] 2021-01-19 00:13:07 > Step:   66200 Progress: 33.1% Elapsed: 23:24:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.78139 Generator_loss: 5.57272 
[INFO] 2021-01-19 00:15:56 > Step:   66300 Progress: 33.1% Elapsed: 23:27:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.87389 Generator_loss: 4.25415 
[INFO] 2021-01-19 00:18:44 > Step:   66400 Progress: 33.2% Elapsed: 23:30:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.73446 Generator_loss: 4.41977 
[INFO] 2021-01-19 00:21:33 > Step:   66500 Progress: 33.2% Elapsed: 23:33:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.91644 Generator_loss: 4.43643 
[INFO] 2021-01-19 00:24:23 > Step:   66600 Progress: 33.3% Elapsed: 23:35:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.75336 Generator_loss: 4.54643 
[INFO] 2021-01-19 00:27:11 > Step:   66700 Progress: 33.4% Elapsed: 23:38:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.82458 Generator_loss: 4.52254 
[INFO] 2021-01-19 00:30:00 > Step:   66800 Progress: 33.4% Elapsed: 23:41:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.74517 Generator_loss: 5.41112 
[INFO] 2021-01-19 00:32:52 > Step:   66900 Progress: 33.5% Elapsed: 23:44:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.60126 Generator_loss: 5.5627 
[INFO] 2021-01-19 00:35:41 > Step:   67000 Progress: 33.5% Elapsed: 23:47:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.69002 Generator_loss: 5.26992 
[INFO] 2021-01-19 00:38:30 > Step:   67100 Progress: 33.6% Elapsed: 23:50:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.00146 Generator_loss: 4.44393 
[INFO] 2021-01-19 00:41:18 > Step:   67200 Progress: 33.6% Elapsed: 23:52:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.74533 Generator_loss: 4.43838 
[INFO] 2021-01-19 00:44:06 > Step:   67300 Progress: 33.7% Elapsed: 23:55:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.76835 Generator_loss: 4.48401 
[INFO] 2021-01-19 00:46:55 > Step:   67400 Progress: 33.7% Elapsed: 23:58:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.81414 Generator_loss: 5.61661 
[INFO] 2021-01-19 00:49:44 > Step:   67500 Progress: 33.8% Elapsed: 1 day, 0:01:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.82236 Generator_loss: 5.3235 
[INFO] 2021-01-19 00:52:33 > Step:   67600 Progress: 33.8% Elapsed: 1 day, 0:04:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.78671 Generator_loss: 5.51682 
[INFO] 2021-01-19 00:55:21 > Step:   67700 Progress: 33.9% Elapsed: 1 day, 0:06:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.91311 Generator_loss: 5.31857 
[INFO] 2021-01-19 00:58:10 > Step:   67800 Progress: 33.9% Elapsed: 1 day, 0:09:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.6532 Generator_loss: 5.67687 
[INFO] 2021-01-19 01:00:58 > Step:   67900 Progress: 34.0% Elapsed: 1 day, 0:12:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.61236 Generator_loss: 5.27006 
[INFO] 2021-01-19 01:03:47 > Step:   68000 Progress: 34.0% Elapsed: 1 day, 0:15:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.97708 Generator_loss: 5.60674 
[INFO] 2021-01-19 01:03:47 > Start Evaluation (68000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 01:03:47 > Calculating FID Score....
[INFO] 2021-01-19 01:04:02 > Calculating Inception Score....
[INFO] 2021-01-19 01:04:10 > Calculate F_beta Score....
[INFO] 2021-01-19 01:04:57 > Calculate Accuracies....
[INFO] 2021-01-19 01:05:02 > Calculate Accuracies....
[INFO] 2021-01-19 01:05:15 > F_8 score (Step: 68000, Using valid images): 0.9541761091150393
[INFO] 2021-01-19 01:05:15 > F_1/8 score (Step: 68000, Using valid images): 0.9787262508789742
[INFO] 2021-01-19 01:05:15 > FID score (Step: 68000, Using valid moments): 17.978737637621748
[INFO] 2021-01-19 01:05:15 > Inception score (Step: 68000, 10000 generated images): 16.24518394470215
[INFO] 2021-01-19 01:05:15 > Best FID score (Step: 68000, Using valid moments): 17.978737637621748
[INFO] 2021-01-19 01:05:19 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 01:08:07 > Step:   68100 Progress: 34.1% Elapsed: 1 day, 0:19:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.75261 Generator_loss: 5.55969 
[INFO] 2021-01-19 01:10:56 > Step:   68200 Progress: 34.1% Elapsed: 1 day, 0:22:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.89983 Generator_loss: 5.55954 
[INFO] 2021-01-19 01:13:44 > Step:   68300 Progress: 34.2% Elapsed: 1 day, 0:25:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.76188 Generator_loss: 5.26945 
[INFO] 2021-01-19 01:16:33 > Step:   68400 Progress: 34.2% Elapsed: 1 day, 0:28:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.74329 Generator_loss: 5.5068 
[INFO] 2021-01-19 01:19:22 > Step:   68500 Progress: 34.2% Elapsed: 1 day, 0:30:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.73555 Generator_loss: 5.4126 
[INFO] 2021-01-19 01:22:10 > Step:   68600 Progress: 34.3% Elapsed: 1 day, 0:33:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.84888 Generator_loss: 4.54809 
[INFO] 2021-01-19 01:24:59 > Step:   68700 Progress: 34.4% Elapsed: 1 day, 0:36:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.81409 Generator_loss: 4.65021 
[INFO] 2021-01-19 01:27:47 > Step:   68800 Progress: 34.4% Elapsed: 1 day, 0:39:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.78052 Generator_loss: 4.79558 
[INFO] 2021-01-19 01:30:36 > Step:   68900 Progress: 34.4% Elapsed: 1 day, 0:42:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.90516 Generator_loss: 5.52345 
[INFO] 2021-01-19 01:33:25 > Step:   69000 Progress: 34.5% Elapsed: 1 day, 0:44:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.80442 Generator_loss: 5.61602 
[INFO] 2021-01-19 01:36:13 > Step:   69100 Progress: 34.5% Elapsed: 1 day, 0:47:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.94321 Generator_loss: 5.53621 
[INFO] 2021-01-19 01:39:02 > Step:   69200 Progress: 34.6% Elapsed: 1 day, 0:50:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.89023 Generator_loss: 5.72161 
[INFO] 2021-01-19 01:41:50 > Step:   69300 Progress: 34.6% Elapsed: 1 day, 0:53:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.79314 Generator_loss: 5.41917 
[INFO] 2021-01-19 01:44:38 > Step:   69400 Progress: 34.7% Elapsed: 1 day, 0:56:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.99198 Generator_loss: 5.65649 
[INFO] 2021-01-19 01:47:27 > Step:   69500 Progress: 34.8% Elapsed: 1 day, 0:58:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.63573 Generator_loss: 4.81964 
[INFO] 2021-01-19 01:50:15 > Step:   69600 Progress: 34.8% Elapsed: 1 day, 1:01:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.73033 Generator_loss: 4.54685 
[INFO] 2021-01-19 01:53:03 > Step:   69700 Progress: 34.8% Elapsed: 1 day, 1:04:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.73903 Generator_loss: 4.31451 
[INFO] 2021-01-19 01:55:53 > Step:   69800 Progress: 34.9% Elapsed: 1 day, 1:07:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.76782 Generator_loss: 4.38126 
[INFO] 2021-01-19 01:58:41 > Step:   69900 Progress: 34.9% Elapsed: 1 day, 1:10:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.74163 Generator_loss: 4.58365 
[INFO] 2021-01-19 02:01:30 > Step:   70000 Progress: 35.0% Elapsed: 1 day, 1:13:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.79753 Generator_loss: 4.45827 
[INFO] 2021-01-19 02:01:30 > Start Evaluation (70000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 02:01:30 > Calculating FID Score....
[INFO] 2021-01-19 02:01:46 > Calculating Inception Score....
[INFO] 2021-01-19 02:01:53 > Calculate F_beta Score....
[INFO] 2021-01-19 02:02:41 > Calculate Accuracies....
[INFO] 2021-01-19 02:02:46 > Calculate Accuracies....
[INFO] 2021-01-19 02:02:59 > F_8 score (Step: 70000, Using valid images): 0.9534777141997934
[INFO] 2021-01-19 02:02:59 > F_1/8 score (Step: 70000, Using valid images): 0.9829043635008636
[INFO] 2021-01-19 02:02:59 > FID score (Step: 70000, Using valid moments): 17.685788924899725
[INFO] 2021-01-19 02:02:59 > Inception score (Step: 70000, 10000 generated images): 16.39509391784668
[INFO] 2021-01-19 02:02:59 > Best FID score (Step: 70000, Using valid moments): 17.685788924899725
[INFO] 2021-01-19 02:03:02 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 02:05:50 > Step:   70100 Progress: 35.0% Elapsed: 1 day, 1:17:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.94976 Generator_loss: 4.43148 
[INFO] 2021-01-19 02:08:39 > Step:   70200 Progress: 35.1% Elapsed: 1 day, 1:20:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.67757 Generator_loss: 5.54142 
[INFO] 2021-01-19 02:11:28 > Step:   70300 Progress: 35.1% Elapsed: 1 day, 1:22:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.71675 Generator_loss: 5.42708 
[INFO] 2021-01-19 02:14:16 > Step:   70400 Progress: 35.2% Elapsed: 1 day, 1:25:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.73072 Generator_loss: 5.37164 
[INFO] 2021-01-19 02:17:05 > Step:   70500 Progress: 35.2% Elapsed: 1 day, 1:28:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.71606 Generator_loss: 5.50539 
[INFO] 2021-01-19 02:19:53 > Step:   70600 Progress: 35.3% Elapsed: 1 day, 1:31:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.6996 Generator_loss: 5.42739 
[INFO] 2021-01-19 02:22:42 > Step:   70700 Progress: 35.4% Elapsed: 1 day, 1:34:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.7389 Generator_loss: 5.19818 
[INFO] 2021-01-19 02:25:29 > Step:   70800 Progress: 35.4% Elapsed: 1 day, 1:37:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.72151 Generator_loss: 4.50818 
[INFO] 2021-01-19 02:28:18 > Step:   70900 Progress: 35.4% Elapsed: 1 day, 1:39:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.69407 Generator_loss: 5.55505 
[INFO] 2021-01-19 02:31:07 > Step:   71000 Progress: 35.5% Elapsed: 1 day, 1:42:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.65125 Generator_loss: 5.20147 
[INFO] 2021-01-19 02:33:55 > Step:   71100 Progress: 35.5% Elapsed: 1 day, 1:45:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.00858 Generator_loss: 4.41396 
[INFO] 2021-01-19 02:36:44 > Step:   71200 Progress: 35.6% Elapsed: 1 day, 1:48:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.64689 Generator_loss: 4.18967 
[INFO] 2021-01-19 02:39:31 > Step:   71300 Progress: 35.6% Elapsed: 1 day, 1:51:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.81726 Generator_loss: 4.25917 
[INFO] 2021-01-19 02:42:20 > Step:   71400 Progress: 35.7% Elapsed: 1 day, 1:53:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.81566 Generator_loss: 4.53905 
[INFO] 2021-01-19 02:45:08 > Step:   71500 Progress: 35.8% Elapsed: 1 day, 1:56:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.79281 Generator_loss: 4.39056 
[INFO] 2021-01-19 02:47:55 > Step:   71600 Progress: 35.8% Elapsed: 1 day, 1:59:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.6742 Generator_loss: 4.45533 
[INFO] 2021-01-19 02:50:46 > Step:   71700 Progress: 35.9% Elapsed: 1 day, 2:02:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.78048 Generator_loss: 4.51623 
[INFO] 2021-01-19 02:53:35 > Step:   71800 Progress: 35.9% Elapsed: 1 day, 2:05:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.72746 Generator_loss: 5.60777 
[INFO] 2021-01-19 02:56:24 > Step:   71900 Progress: 35.9% Elapsed: 1 day, 2:07:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.86466 Generator_loss: 4.23935 
[INFO] 2021-01-19 02:59:13 > Step:   72000 Progress: 36.0% Elapsed: 1 day, 2:10:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.64192 Generator_loss: 4.65709 
[INFO] 2021-01-19 02:59:13 > Start Evaluation (72000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 02:59:13 > Calculating FID Score....
[INFO] 2021-01-19 02:59:28 > Calculating Inception Score....
[INFO] 2021-01-19 02:59:35 > Calculate F_beta Score....
[INFO] 2021-01-19 03:00:23 > Calculate Accuracies....
[INFO] 2021-01-19 03:00:29 > Calculate Accuracies....
[INFO] 2021-01-19 03:00:42 > F_8 score (Step: 72000, Using valid images): 0.9512468726213565
[INFO] 2021-01-19 03:00:42 > F_1/8 score (Step: 72000, Using valid images): 0.9851614673719605
[INFO] 2021-01-19 03:00:42 > FID score (Step: 72000, Using valid moments): 17.42136039474923
[INFO] 2021-01-19 03:00:42 > Inception score (Step: 72000, 10000 generated images): 16.457223892211914
[INFO] 2021-01-19 03:00:42 > Best FID score (Step: 72000, Using valid moments): 17.42136039474923
[INFO] 2021-01-19 03:00:45 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 03:03:33 > Step:   72100 Progress: 36.0% Elapsed: 1 day, 2:15:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.62977 Generator_loss: 4.74142 
[INFO] 2021-01-19 03:06:21 > Step:   72200 Progress: 36.1% Elapsed: 1 day, 2:17:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.79634 Generator_loss: 4.45505 
[INFO] 2021-01-19 03:09:10 > Step:   72300 Progress: 36.1% Elapsed: 1 day, 2:20:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.61048 Generator_loss: 4.91363 
[INFO] 2021-01-19 03:11:58 > Step:   72400 Progress: 36.2% Elapsed: 1 day, 2:23:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.69078 Generator_loss: 5.47693 
[INFO] 2021-01-19 03:14:47 > Step:   72500 Progress: 36.2% Elapsed: 1 day, 2:26:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.78535 Generator_loss: 5.61754 
[INFO] 2021-01-19 03:17:36 > Step:   72600 Progress: 36.3% Elapsed: 1 day, 2:29:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.90774 Generator_loss: 5.51842 
[INFO] 2021-01-19 03:20:24 > Step:   72700 Progress: 36.4% Elapsed: 1 day, 2:31:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.8277 Generator_loss: 4.48247 
[INFO] 2021-01-19 03:23:13 > Step:   72800 Progress: 36.4% Elapsed: 1 day, 2:34:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.94276 Generator_loss: 4.23701 
[INFO] 2021-01-19 03:26:01 > Step:   72900 Progress: 36.4% Elapsed: 1 day, 2:37:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.8562 Generator_loss: 4.36099 
[INFO] 2021-01-19 03:28:50 > Step:   73000 Progress: 36.5% Elapsed: 1 day, 2:40:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.77391 Generator_loss: 4.64856 
[INFO] 2021-01-19 03:31:38 > Step:   73100 Progress: 36.5% Elapsed: 1 day, 2:43:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.76274 Generator_loss: 4.30515 
[INFO] 2021-01-19 03:34:27 > Step:   73200 Progress: 36.6% Elapsed: 1 day, 2:45:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.7605 Generator_loss: 4.68728 
[INFO] 2021-01-19 03:37:16 > Step:   73300 Progress: 36.6% Elapsed: 1 day, 2:48:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.65947 Generator_loss: 4.40365 
[INFO] 2021-01-19 03:40:05 > Step:   73400 Progress: 36.7% Elapsed: 1 day, 2:51:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.78637 Generator_loss: 4.64902 
[INFO] 2021-01-19 03:42:52 > Step:   73500 Progress: 36.8% Elapsed: 1 day, 2:54:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.68704 Generator_loss: 4.61995 
[INFO] 2021-01-19 03:45:42 > Step:   73600 Progress: 36.8% Elapsed: 1 day, 2:57:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.84028 Generator_loss: 4.65586 
[INFO] 2021-01-19 03:48:30 > Step:   73700 Progress: 36.9% Elapsed: 1 day, 3:00:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.65248 Generator_loss: 4.42477 
[INFO] 2021-01-19 03:51:19 > Step:   73800 Progress: 36.9% Elapsed: 1 day, 3:02:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.68791 Generator_loss: 4.37653 
[INFO] 2021-01-19 03:54:08 > Step:   73900 Progress: 37.0% Elapsed: 1 day, 3:05:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.73322 Generator_loss: 4.65461 
[INFO] 2021-01-19 03:56:56 > Step:   74000 Progress: 37.0% Elapsed: 1 day, 3:08:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.72083 Generator_loss: 4.73244 
[INFO] 2021-01-19 03:56:56 > Start Evaluation (74000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 03:56:56 > Calculating FID Score....
[INFO] 2021-01-19 03:57:11 > Calculating Inception Score....
[INFO] 2021-01-19 03:57:19 > Calculate F_beta Score....
[INFO] 2021-01-19 03:58:08 > Calculate Accuracies....
[INFO] 2021-01-19 03:58:14 > Calculate Accuracies....
[INFO] 2021-01-19 03:58:27 > F_8 score (Step: 74000, Using valid images): 0.9495951103663459
[INFO] 2021-01-19 03:58:27 > F_1/8 score (Step: 74000, Using valid images): 0.9849938532977858
[INFO] 2021-01-19 03:58:27 > FID score (Step: 74000, Using valid moments): 17.489745226096318
[INFO] 2021-01-19 03:58:27 > Inception score (Step: 74000, 10000 generated images): 16.557205200195312
[INFO] 2021-01-19 03:58:27 > Best FID score (Step: 72000, Using valid moments): 17.42136039474923
[INFO] 2021-01-19 03:58:29 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 04:01:17 > Step:   74100 Progress: 37.0% Elapsed: 1 day, 3:12:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.92951 Generator_loss: 4.00935 
[INFO] 2021-01-19 04:04:06 > Step:   74200 Progress: 37.1% Elapsed: 1 day, 3:15:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.65356 Generator_loss: 4.39528 
[INFO] 2021-01-19 04:06:56 > Step:   74300 Progress: 37.1% Elapsed: 1 day, 3:18:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.91806 Generator_loss: 4.33772 
[INFO] 2021-01-19 04:09:45 > Step:   74400 Progress: 37.2% Elapsed: 1 day, 3:21:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.76752 Generator_loss: 4.56987 
[INFO] 2021-01-19 04:12:33 > Step:   74500 Progress: 37.2% Elapsed: 1 day, 3:24:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.80821 Generator_loss: 4.42679 
[INFO] 2021-01-19 04:15:21 > Step:   74600 Progress: 37.3% Elapsed: 1 day, 3:26:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.87242 Generator_loss: 4.14196 
[INFO] 2021-01-19 04:18:10 > Step:   74700 Progress: 37.4% Elapsed: 1 day, 3:29:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.21234 Generator_loss: 5.49699 
[INFO] 2021-01-19 04:20:59 > Step:   74800 Progress: 37.4% Elapsed: 1 day, 3:32:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.6818 Generator_loss: 5.61524 
[INFO] 2021-01-19 04:23:50 > Step:   74900 Progress: 37.5% Elapsed: 1 day, 3:35:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.68984 Generator_loss: 5.53766 
[INFO] 2021-01-19 04:26:40 > Step:   75000 Progress: 37.5% Elapsed: 1 day, 3:38:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.71943 Generator_loss: 5.3634 
[INFO] 2021-01-19 04:29:30 > Step:   75100 Progress: 37.5% Elapsed: 1 day, 3:41:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.83427 Generator_loss: 5.42622 
[INFO] 2021-01-19 04:32:19 > Step:   75200 Progress: 37.6% Elapsed: 1 day, 3:43:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.82754 Generator_loss: 4.7806 
[INFO] 2021-01-19 04:35:11 > Step:   75300 Progress: 37.6% Elapsed: 1 day, 3:46:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.62189 Generator_loss: 4.38192 
[INFO] 2021-01-19 04:38:01 > Step:   75400 Progress: 37.7% Elapsed: 1 day, 3:49:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.72791 Generator_loss: 5.37365 
[INFO] 2021-01-19 04:40:50 > Step:   75500 Progress: 37.8% Elapsed: 1 day, 3:52:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.57983 Generator_loss: 4.88887 
[INFO] 2021-01-19 04:43:38 > Step:   75600 Progress: 37.8% Elapsed: 1 day, 3:55:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.7638 Generator_loss: 4.36962 
[INFO] 2021-01-19 04:46:26 > Step:   75700 Progress: 37.9% Elapsed: 1 day, 3:57:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.70884 Generator_loss: 5.65548 
[INFO] 2021-01-19 04:49:14 > Step:   75800 Progress: 37.9% Elapsed: 1 day, 4:00:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.72794 Generator_loss: 5.58004 
[INFO] 2021-01-19 04:52:01 > Step:   75900 Progress: 38.0% Elapsed: 1 day, 4:03:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.67929 Generator_loss: 5.51392 
[INFO] 2021-01-19 04:54:49 > Step:   76000 Progress: 38.0% Elapsed: 1 day, 4:06:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.73822 Generator_loss: 5.29281 
[INFO] 2021-01-19 04:54:49 > Start Evaluation (76000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 04:54:49 > Calculating FID Score....
[INFO] 2021-01-19 04:55:04 > Calculating Inception Score....
[INFO] 2021-01-19 04:55:12 > Calculate F_beta Score....
[INFO] 2021-01-19 04:56:00 > Calculate Accuracies....
[INFO] 2021-01-19 04:56:06 > Calculate Accuracies....
[INFO] 2021-01-19 04:56:18 > F_8 score (Step: 76000, Using valid images): 0.9546156743604235
[INFO] 2021-01-19 04:56:18 > F_1/8 score (Step: 76000, Using valid images): 0.9829851785630198
[INFO] 2021-01-19 04:56:18 > FID score (Step: 76000, Using valid moments): 17.44196551808335
[INFO] 2021-01-19 04:56:18 > Inception score (Step: 76000, 10000 generated images): 16.43858528137207
[INFO] 2021-01-19 04:56:18 > Best FID score (Step: 72000, Using valid moments): 17.42136039474923
[INFO] 2021-01-19 04:56:20 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 04:59:07 > Step:   76100 Progress: 38.0% Elapsed: 1 day, 4:10:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.8836 Generator_loss: 5.39981 
[INFO] 2021-01-19 05:01:56 > Step:   76200 Progress: 38.1% Elapsed: 1 day, 4:13:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.63808 Generator_loss: 5.50879 
[INFO] 2021-01-19 05:04:45 > Step:   76300 Progress: 38.1% Elapsed: 1 day, 4:16:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.73267 Generator_loss: 5.54197 
[INFO] 2021-01-19 05:07:33 > Step:   76400 Progress: 38.2% Elapsed: 1 day, 4:19:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.77624 Generator_loss: 5.60017 
[INFO] 2021-01-19 05:10:21 > Step:   76500 Progress: 38.2% Elapsed: 1 day, 4:21:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.74826 Generator_loss: 5.68962 
[INFO] 2021-01-19 05:13:08 > Step:   76600 Progress: 38.3% Elapsed: 1 day, 4:24:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.7717 Generator_loss: 5.57381 
[INFO] 2021-01-19 05:15:57 > Step:   76700 Progress: 38.4% Elapsed: 1 day, 4:27:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.69393 Generator_loss: 5.47151 
[INFO] 2021-01-19 05:18:45 > Step:   76800 Progress: 38.4% Elapsed: 1 day, 4:30:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.8364 Generator_loss: 5.46092 
[INFO] 2021-01-19 05:21:33 > Step:   76900 Progress: 38.5% Elapsed: 1 day, 4:33:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.74951 Generator_loss: 5.34604 
[INFO] 2021-01-19 05:24:22 > Step:   77000 Progress: 38.5% Elapsed: 1 day, 4:35:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.76179 Generator_loss: 4.90881 
[INFO] 2021-01-19 05:27:10 > Step:   77100 Progress: 38.6% Elapsed: 1 day, 4:38:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.71599 Generator_loss: 4.74002 
[INFO] 2021-01-19 05:29:57 > Step:   77200 Progress: 38.6% Elapsed: 1 day, 4:41:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.82828 Generator_loss: 5.4503 
[INFO] 2021-01-19 05:32:45 > Step:   77300 Progress: 38.6% Elapsed: 1 day, 4:44:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.81524 Generator_loss: 4.7244 
[INFO] 2021-01-19 05:35:32 > Step:   77400 Progress: 38.7% Elapsed: 1 day, 4:47:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.82979 Generator_loss: 4.41483 
[INFO] 2021-01-19 05:38:20 > Step:   77500 Progress: 38.8% Elapsed: 1 day, 4:49:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.69828 Generator_loss: 4.62653 
[INFO] 2021-01-19 05:41:08 > Step:   77600 Progress: 38.8% Elapsed: 1 day, 4:52:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.74771 Generator_loss: 4.78747 
[INFO] 2021-01-19 05:43:55 > Step:   77700 Progress: 38.9% Elapsed: 1 day, 4:55:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.58014 Generator_loss: 4.71269 
[INFO] 2021-01-19 05:46:43 > Step:   77800 Progress: 38.9% Elapsed: 1 day, 4:58:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.64147 Generator_loss: 5.54471 
[INFO] 2021-01-19 05:49:31 > Step:   77900 Progress: 39.0% Elapsed: 1 day, 5:01:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.99999 Generator_loss: 5.40021 
[INFO] 2021-01-19 05:52:19 > Step:   78000 Progress: 39.0% Elapsed: 1 day, 5:03:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.81385 Generator_loss: 5.43561 
[INFO] 2021-01-19 05:52:19 > Start Evaluation (78000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 05:52:19 > Calculating FID Score....
[INFO] 2021-01-19 05:52:34 > Calculating Inception Score....
[INFO] 2021-01-19 05:52:41 > Calculate F_beta Score....
[INFO] 2021-01-19 05:53:29 > Calculate Accuracies....
[INFO] 2021-01-19 05:53:34 > Calculate Accuracies....
[INFO] 2021-01-19 05:53:47 > F_8 score (Step: 78000, Using valid images): 0.9546779589071699
[INFO] 2021-01-19 05:53:47 > F_1/8 score (Step: 78000, Using valid images): 0.9841448616457045
[INFO] 2021-01-19 05:53:47 > FID score (Step: 78000, Using valid moments): 17.347874093415953
[INFO] 2021-01-19 05:53:47 > Inception score (Step: 78000, 10000 generated images): 16.941856384277344
[INFO] 2021-01-19 05:53:47 > Best FID score (Step: 78000, Using valid moments): 17.347874093415953
[INFO] 2021-01-19 05:53:51 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 05:56:38 > Step:   78100 Progress: 39.1% Elapsed: 1 day, 5:08:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.68729 Generator_loss: 4.51485 
[INFO] 2021-01-19 05:59:25 > Step:   78200 Progress: 39.1% Elapsed: 1 day, 5:10:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.71132 Generator_loss: 4.42414 
[INFO] 2021-01-19 06:02:12 > Step:   78300 Progress: 39.1% Elapsed: 1 day, 5:13:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.65432 Generator_loss: 4.64078 
[INFO] 2021-01-19 06:05:00 > Step:   78400 Progress: 39.2% Elapsed: 1 day, 5:16:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.71637 Generator_loss: 4.23594 
[INFO] 2021-01-19 06:07:47 > Step:   78500 Progress: 39.2% Elapsed: 1 day, 5:19:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.73735 Generator_loss: 4.8017 
[INFO] 2021-01-19 06:10:35 > Step:   78600 Progress: 39.3% Elapsed: 1 day, 5:22:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.79391 Generator_loss: 4.43499 
[INFO] 2021-01-19 06:13:22 > Step:   78700 Progress: 39.4% Elapsed: 1 day, 5:24:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.67982 Generator_loss: 5.6397 
[INFO] 2021-01-19 06:16:10 > Step:   78800 Progress: 39.4% Elapsed: 1 day, 5:27:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.82714 Generator_loss: 5.50737 
[INFO] 2021-01-19 06:18:59 > Step:   78900 Progress: 39.5% Elapsed: 1 day, 5:30:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.82856 Generator_loss: 5.60744 
[INFO] 2021-01-19 06:21:46 > Step:   79000 Progress: 39.5% Elapsed: 1 day, 5:33:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.95559 Generator_loss: 5.38792 
[INFO] 2021-01-19 06:24:34 > Step:   79100 Progress: 39.6% Elapsed: 1 day, 5:36:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.82615 Generator_loss: 5.60278 
[INFO] 2021-01-19 06:27:22 > Step:   79200 Progress: 39.6% Elapsed: 1 day, 5:38:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.70334 Generator_loss: 5.52187 
[INFO] 2021-01-19 06:30:10 > Step:   79300 Progress: 39.6% Elapsed: 1 day, 5:41:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.74792 Generator_loss: 5.38605 
[INFO] 2021-01-19 06:32:58 > Step:   79400 Progress: 39.7% Elapsed: 1 day, 5:44:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.93973 Generator_loss: 5.44707 
[INFO] 2021-01-19 06:35:47 > Step:   79500 Progress: 39.8% Elapsed: 1 day, 5:47:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.67614 Generator_loss: 5.44937 
[INFO] 2021-01-19 06:38:35 > Step:   79600 Progress: 39.8% Elapsed: 1 day, 5:50:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.60609 Generator_loss: 5.46893 
[INFO] 2021-01-19 06:41:22 > Step:   79700 Progress: 39.9% Elapsed: 1 day, 5:52:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.72861 Generator_loss: 5.67454 
[INFO] 2021-01-19 06:44:10 > Step:   79800 Progress: 39.9% Elapsed: 1 day, 5:55:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.61716 Generator_loss: 5.57937 
[INFO] 2021-01-19 06:46:57 > Step:   79900 Progress: 40.0% Elapsed: 1 day, 5:58:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.66138 Generator_loss: 5.67285 
[INFO] 2021-01-19 06:49:45 > Step:   80000 Progress: 40.0% Elapsed: 1 day, 6:01:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.63107 Generator_loss: 5.53024 
[INFO] 2021-01-19 06:49:45 > Start Evaluation (80000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 06:49:45 > Calculating FID Score....
[INFO] 2021-01-19 06:50:00 > Calculating Inception Score....
[INFO] 2021-01-19 06:50:07 > Calculate F_beta Score....
[INFO] 2021-01-19 06:50:56 > Calculate Accuracies....
[INFO] 2021-01-19 06:51:02 > Calculate Accuracies....
[INFO] 2021-01-19 06:51:14 > F_8 score (Step: 80000, Using valid images): 0.9528493289110692
[INFO] 2021-01-19 06:51:14 > F_1/8 score (Step: 80000, Using valid images): 0.9848493528138905
[INFO] 2021-01-19 06:51:14 > FID score (Step: 80000, Using valid moments): 17.145030473992676
[INFO] 2021-01-19 06:51:14 > Inception score (Step: 80000, 10000 generated images): 16.674882888793945
[INFO] 2021-01-19 06:51:14 > Best FID score (Step: 80000, Using valid moments): 17.145030473992676
[INFO] 2021-01-19 06:51:18 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 06:54:06 > Step:   80100 Progress: 40.1% Elapsed: 1 day, 6:05:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.8501 Generator_loss: 5.46021 
[INFO] 2021-01-19 06:56:53 > Step:   80200 Progress: 40.1% Elapsed: 1 day, 6:08:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.69189 Generator_loss: 5.63992 
[INFO] 2021-01-19 06:59:41 > Step:   80300 Progress: 40.2% Elapsed: 1 day, 6:11:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.72834 Generator_loss: 5.59988 
[INFO] 2021-01-19 07:02:28 > Step:   80400 Progress: 40.2% Elapsed: 1 day, 6:13:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.73938 Generator_loss: 4.87526 
[INFO] 2021-01-19 07:05:17 > Step:   80500 Progress: 40.2% Elapsed: 1 day, 6:16:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.78244 Generator_loss: 4.57988 
[INFO] 2021-01-19 07:08:05 > Step:   80600 Progress: 40.3% Elapsed: 1 day, 6:19:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.79226 Generator_loss: 4.37861 
[INFO] 2021-01-19 07:10:53 > Step:   80700 Progress: 40.4% Elapsed: 1 day, 6:22:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.67159 Generator_loss: 5.66438 
[INFO] 2021-01-19 07:13:41 > Step:   80800 Progress: 40.4% Elapsed: 1 day, 6:25:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.80939 Generator_loss: 5.39183 
[INFO] 2021-01-19 07:16:30 > Step:   80900 Progress: 40.5% Elapsed: 1 day, 6:28:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.65944 Generator_loss: 5.54545 
[INFO] 2021-01-19 07:19:18 > Step:   81000 Progress: 40.5% Elapsed: 1 day, 6:30:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.76648 Generator_loss: 5.42693 
[INFO] 2021-01-19 07:22:05 > Step:   81100 Progress: 40.6% Elapsed: 1 day, 6:33:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.82737 Generator_loss: 5.39936 
[INFO] 2021-01-19 07:24:53 > Step:   81200 Progress: 40.6% Elapsed: 1 day, 6:36:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.7515 Generator_loss: 5.54264 
[INFO] 2021-01-19 07:27:41 > Step:   81300 Progress: 40.6% Elapsed: 1 day, 6:39:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.81389 Generator_loss: 4.81355 
[INFO] 2021-01-19 07:30:29 > Step:   81400 Progress: 40.7% Elapsed: 1 day, 6:41:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.68417 Generator_loss: 4.80109 
[INFO] 2021-01-19 07:33:17 > Step:   81500 Progress: 40.8% Elapsed: 1 day, 6:44:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.77542 Generator_loss: 4.2742 
[INFO] 2021-01-19 07:36:05 > Step:   81600 Progress: 40.8% Elapsed: 1 day, 6:47:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.73119 Generator_loss: 4.34181 
[INFO] 2021-01-19 07:38:53 > Step:   81700 Progress: 40.8% Elapsed: 1 day, 6:50:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.62469 Generator_loss: 4.82246 
[INFO] 2021-01-19 07:41:41 > Step:   81800 Progress: 40.9% Elapsed: 1 day, 6:53:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.64361 Generator_loss: 4.68749 
[INFO] 2021-01-19 07:44:28 > Step:   81900 Progress: 40.9% Elapsed: 1 day, 6:55:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.72599 Generator_loss: 4.68845 
[INFO] 2021-01-19 07:47:16 > Step:   82000 Progress: 41.0% Elapsed: 1 day, 6:58:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.89692 Generator_loss: 4.45504 
[INFO] 2021-01-19 07:47:16 > Start Evaluation (82000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 07:47:16 > Calculating FID Score....
[INFO] 2021-01-19 07:47:31 > Calculating Inception Score....
[INFO] 2021-01-19 07:47:39 > Calculate F_beta Score....
[INFO] 2021-01-19 07:48:27 > Calculate Accuracies....
[INFO] 2021-01-19 07:48:32 > Calculate Accuracies....
[INFO] 2021-01-19 07:48:45 > F_8 score (Step: 82000, Using valid images): 0.9553835882383878
[INFO] 2021-01-19 07:48:45 > F_1/8 score (Step: 82000, Using valid images): 0.9848600654195994
[INFO] 2021-01-19 07:48:45 > FID score (Step: 82000, Using valid moments): 17.08530506639022
[INFO] 2021-01-19 07:48:45 > Inception score (Step: 82000, 10000 generated images): 17.306997299194336
[INFO] 2021-01-19 07:48:45 > Best FID score (Step: 82000, Using valid moments): 17.08530506639022
[INFO] 2021-01-19 07:48:49 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 07:51:37 > Step:   82100 Progress: 41.0% Elapsed: 1 day, 7:03:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.63469 Generator_loss: 4.52702 
[INFO] 2021-01-19 07:54:26 > Step:   82200 Progress: 41.1% Elapsed: 1 day, 7:05:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.7397 Generator_loss: 4.39427 
[INFO] 2021-01-19 07:57:13 > Step:   82300 Progress: 41.1% Elapsed: 1 day, 7:08:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.65405 Generator_loss: 4.44104 
[INFO] 2021-01-19 08:00:01 > Step:   82400 Progress: 41.2% Elapsed: 1 day, 7:11:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.77264 Generator_loss: 4.35621 
[INFO] 2021-01-19 08:02:48 > Step:   82500 Progress: 41.2% Elapsed: 1 day, 7:14:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.60252 Generator_loss: 4.67679 
[INFO] 2021-01-19 08:05:35 > Step:   82600 Progress: 41.3% Elapsed: 1 day, 7:17:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.64352 Generator_loss: 4.49394 
[INFO] 2021-01-19 08:08:25 > Step:   82700 Progress: 41.3% Elapsed: 1 day, 7:19:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.57381 Generator_loss: 4.63754 
[INFO] 2021-01-19 08:11:12 > Step:   82800 Progress: 41.4% Elapsed: 1 day, 7:22:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.68655 Generator_loss: 4.72715 
[INFO] 2021-01-19 08:14:00 > Step:   82900 Progress: 41.4% Elapsed: 1 day, 7:25:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.79357 Generator_loss: 4.42109 
[INFO] 2021-01-19 08:16:47 > Step:   83000 Progress: 41.5% Elapsed: 1 day, 7:28:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.66594 Generator_loss: 4.58267 
[INFO] 2021-01-19 08:19:36 > Step:   83100 Progress: 41.5% Elapsed: 1 day, 7:31:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.75974 Generator_loss: 4.56196 
[INFO] 2021-01-19 08:22:25 > Step:   83200 Progress: 41.6% Elapsed: 1 day, 7:33:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.67998 Generator_loss: 4.33965 
[INFO] 2021-01-19 08:25:12 > Step:   83300 Progress: 41.6% Elapsed: 1 day, 7:36:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.77291 Generator_loss: 4.60083 
[INFO] 2021-01-19 08:28:00 > Step:   83400 Progress: 41.7% Elapsed: 1 day, 7:39:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.6699 Generator_loss: 4.53683 
[INFO] 2021-01-19 08:30:47 > Step:   83500 Progress: 41.8% Elapsed: 1 day, 7:42:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.76545 Generator_loss: 5.43521 
[INFO] 2021-01-19 08:33:36 > Step:   83600 Progress: 41.8% Elapsed: 1 day, 7:45:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.48227 Generator_loss: 5.57151 
[INFO] 2021-01-19 08:36:24 > Step:   83700 Progress: 41.9% Elapsed: 1 day, 7:47:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.55355 Generator_loss: 5.46741 
[INFO] 2021-01-19 08:39:13 > Step:   83800 Progress: 41.9% Elapsed: 1 day, 7:50:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.85611 Generator_loss: 5.61137 
[INFO] 2021-01-19 08:42:02 > Step:   83900 Progress: 41.9% Elapsed: 1 day, 7:53:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.78255 Generator_loss: 5.38265 
[INFO] 2021-01-19 08:44:50 > Step:   84000 Progress: 42.0% Elapsed: 1 day, 7:56:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.59109 Generator_loss: 5.48557 
[INFO] 2021-01-19 08:44:50 > Start Evaluation (84000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 08:44:50 > Calculating FID Score....
[INFO] 2021-01-19 08:45:05 > Calculating Inception Score....
[INFO] 2021-01-19 08:45:13 > Calculate F_beta Score....
[INFO] 2021-01-19 08:46:00 > Calculate Accuracies....
[INFO] 2021-01-19 08:46:05 > Calculate Accuracies....
[INFO] 2021-01-19 08:46:18 > F_8 score (Step: 84000, Using valid images): 0.9557532351837706
[INFO] 2021-01-19 08:46:18 > F_1/8 score (Step: 84000, Using valid images): 0.983845429167236
[INFO] 2021-01-19 08:46:18 > FID score (Step: 84000, Using valid moments): 16.93424522176383
[INFO] 2021-01-19 08:46:18 > Inception score (Step: 84000, 10000 generated images): 17.284692764282227
[INFO] 2021-01-19 08:46:18 > Best FID score (Step: 84000, Using valid moments): 16.93424522176383
[INFO] 2021-01-19 08:46:21 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 08:49:09 > Step:   84100 Progress: 42.0% Elapsed: 1 day, 8:00:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.7777 Generator_loss: 5.48597 
[INFO] 2021-01-19 08:51:59 > Step:   84200 Progress: 42.1% Elapsed: 1 day, 8:03:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.87714 Generator_loss: 5.45549 
[INFO] 2021-01-19 08:54:47 > Step:   84300 Progress: 42.1% Elapsed: 1 day, 8:06:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.67866 Generator_loss: 4.68295 
[INFO] 2021-01-19 08:57:35 > Step:   84400 Progress: 42.2% Elapsed: 1 day, 8:09:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.764 Generator_loss: 4.68403 
[INFO] 2021-01-19 09:00:22 > Step:   84500 Progress: 42.2% Elapsed: 1 day, 8:11:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.62392 Generator_loss: 4.28367 
[INFO] 2021-01-19 09:03:09 > Step:   84600 Progress: 42.3% Elapsed: 1 day, 8:14:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.59067 Generator_loss: 4.39017 
[INFO] 2021-01-19 09:05:57 > Step:   84700 Progress: 42.4% Elapsed: 1 day, 8:17:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.51003 Generator_loss: 5.08637 
[INFO] 2021-01-19 09:08:45 > Step:   84800 Progress: 42.4% Elapsed: 1 day, 8:20:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.67447 Generator_loss: 4.89268 
[INFO] 2021-01-19 09:11:34 > Step:   84900 Progress: 42.4% Elapsed: 1 day, 8:23:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.77894 Generator_loss: 5.58195 
[INFO] 2021-01-19 09:14:21 > Step:   85000 Progress: 42.5% Elapsed: 1 day, 8:25:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.75527 Generator_loss: 5.66476 
[INFO] 2021-01-19 09:17:09 > Step:   85100 Progress: 42.5% Elapsed: 1 day, 8:28:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.71686 Generator_loss: 5.3889 
[INFO] 2021-01-19 09:19:56 > Step:   85200 Progress: 42.6% Elapsed: 1 day, 8:31:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.71032 Generator_loss: 5.66072 
[INFO] 2021-01-19 09:22:43 > Step:   85300 Progress: 42.6% Elapsed: 1 day, 8:34:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.64882 Generator_loss: 5.74803 
[INFO] 2021-01-19 09:25:30 > Step:   85400 Progress: 42.7% Elapsed: 1 day, 8:37:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.6597 Generator_loss: 5.70651 
[INFO] 2021-01-19 09:28:17 > Step:   85500 Progress: 42.8% Elapsed: 1 day, 8:39:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.78342 Generator_loss: 5.67315 
[INFO] 2021-01-19 09:31:05 > Step:   85600 Progress: 42.8% Elapsed: 1 day, 8:42:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.6477 Generator_loss: 5.65903 
[INFO] 2021-01-19 09:33:52 > Step:   85700 Progress: 42.9% Elapsed: 1 day, 8:45:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.6083 Generator_loss: 5.50418 
[INFO] 2021-01-19 09:36:40 > Step:   85800 Progress: 42.9% Elapsed: 1 day, 8:48:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.77749 Generator_loss: 5.61774 
[INFO] 2021-01-19 09:39:28 > Step:   85900 Progress: 43.0% Elapsed: 1 day, 8:50:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.65521 Generator_loss: 5.4814 
[INFO] 2021-01-19 09:42:17 > Step:   86000 Progress: 43.0% Elapsed: 1 day, 8:53:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.85587 Generator_loss: 5.70636 
[INFO] 2021-01-19 09:42:17 > Start Evaluation (86000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 09:42:17 > Calculating FID Score....
[INFO] 2021-01-19 09:42:32 > Calculating Inception Score....
[INFO] 2021-01-19 09:42:40 > Calculate F_beta Score....
[INFO] 2021-01-19 09:43:29 > Calculate Accuracies....
[INFO] 2021-01-19 09:43:34 > Calculate Accuracies....
[INFO] 2021-01-19 09:43:47 > F_8 score (Step: 86000, Using valid images): 0.9604608025669689
[INFO] 2021-01-19 09:43:47 > F_1/8 score (Step: 86000, Using valid images): 0.9835177642731571
[INFO] 2021-01-19 09:43:47 > FID score (Step: 86000, Using valid moments): 16.830345312577265
[INFO] 2021-01-19 09:43:47 > Inception score (Step: 86000, 10000 generated images): 16.820493698120117
[INFO] 2021-01-19 09:43:47 > Best FID score (Step: 86000, Using valid moments): 16.830345312577265
[INFO] 2021-01-19 09:43:51 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 09:46:38 > Step:   86100 Progress: 43.0% Elapsed: 1 day, 8:58:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.72188 Generator_loss: 4.62268 
[INFO] 2021-01-19 09:49:25 > Step:   86200 Progress: 43.1% Elapsed: 1 day, 9:00:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.58385 Generator_loss: 4.89061 
[INFO] 2021-01-19 09:52:12 > Step:   86300 Progress: 43.1% Elapsed: 1 day, 9:03:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.68667 Generator_loss: 4.48924 
[INFO] 2021-01-19 09:55:00 > Step:   86400 Progress: 43.2% Elapsed: 1 day, 9:06:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.6608 Generator_loss: 4.23298 
[INFO] 2021-01-19 09:57:47 > Step:   86500 Progress: 43.2% Elapsed: 1 day, 9:09:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.57812 Generator_loss: 4.55649 
[INFO] 2021-01-19 10:00:34 > Step:   86600 Progress: 43.3% Elapsed: 1 day, 9:12:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.7462 Generator_loss: 4.28478 
[INFO] 2021-01-19 10:03:23 > Step:   86700 Progress: 43.4% Elapsed: 1 day, 9:14:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.75069 Generator_loss: 4.37281 
[INFO] 2021-01-19 10:06:11 > Step:   86800 Progress: 43.4% Elapsed: 1 day, 9:17:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.65004 Generator_loss: 4.63724 
[INFO] 2021-01-19 10:08:59 > Step:   86900 Progress: 43.5% Elapsed: 1 day, 9:20:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.70187 Generator_loss: 4.54368 
[INFO] 2021-01-19 10:11:47 > Step:   87000 Progress: 43.5% Elapsed: 1 day, 9:23:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.81171 Generator_loss: 5.03058 
[INFO] 2021-01-19 10:14:34 > Step:   87100 Progress: 43.5% Elapsed: 1 day, 9:26:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.64906 Generator_loss: 4.38678 
[INFO] 2021-01-19 10:17:21 > Step:   87200 Progress: 43.6% Elapsed: 1 day, 9:28:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.62099 Generator_loss: 4.56149 
[INFO] 2021-01-19 10:20:10 > Step:   87300 Progress: 43.6% Elapsed: 1 day, 9:31:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.59714 Generator_loss: 5.04493 
[INFO] 2021-01-19 10:22:56 > Step:   87400 Progress: 43.7% Elapsed: 1 day, 9:34:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.8449 Generator_loss: 4.65288 
[INFO] 2021-01-19 10:25:44 > Step:   87500 Progress: 43.8% Elapsed: 1 day, 9:37:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.60183 Generator_loss: 4.65828 
[INFO] 2021-01-19 10:28:31 > Step:   87600 Progress: 43.8% Elapsed: 1 day, 9:40:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.70854 Generator_loss: 4.69495 
[INFO] 2021-01-19 10:31:18 > Step:   87700 Progress: 43.9% Elapsed: 1 day, 9:42:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.56024 Generator_loss: 4.63332 
[INFO] 2021-01-19 10:34:06 > Step:   87800 Progress: 43.9% Elapsed: 1 day, 9:45:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.60951 Generator_loss: 4.49371 
[INFO] 2021-01-19 10:36:54 > Step:   87900 Progress: 44.0% Elapsed: 1 day, 9:48:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.6753 Generator_loss: 4.70199 
[INFO] 2021-01-19 10:39:41 > Step:   88000 Progress: 44.0% Elapsed: 1 day, 9:51:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.55646 Generator_loss: 4.83662 
[INFO] 2021-01-19 10:39:41 > Start Evaluation (88000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 10:39:41 > Calculating FID Score....
[INFO] 2021-01-19 10:39:57 > Calculating Inception Score....
[INFO] 2021-01-19 10:40:04 > Calculate F_beta Score....
[INFO] 2021-01-19 10:40:51 > Calculate Accuracies....
[INFO] 2021-01-19 10:40:56 > Calculate Accuracies....
[INFO] 2021-01-19 10:41:09 > F_8 score (Step: 88000, Using valid images): 0.9553216272312942
[INFO] 2021-01-19 10:41:09 > F_1/8 score (Step: 88000, Using valid images): 0.9834690233940395
[INFO] 2021-01-19 10:41:09 > FID score (Step: 88000, Using valid moments): 16.842120673025136
[INFO] 2021-01-19 10:41:09 > Inception score (Step: 88000, 10000 generated images): 17.058696746826172
[INFO] 2021-01-19 10:41:09 > Best FID score (Step: 86000, Using valid moments): 16.830345312577265
[INFO] 2021-01-19 10:41:11 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 10:43:59 > Step:   88100 Progress: 44.0% Elapsed: 1 day, 9:55:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.73592 Generator_loss: 4.40688 
[INFO] 2021-01-19 10:46:47 > Step:   88200 Progress: 44.1% Elapsed: 1 day, 9:58:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.6331 Generator_loss: 4.87473 
[INFO] 2021-01-19 10:49:34 > Step:   88300 Progress: 44.1% Elapsed: 1 day, 10:01:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.60963 Generator_loss: 4.54193 
[INFO] 2021-01-19 10:52:22 > Step:   88400 Progress: 44.2% Elapsed: 1 day, 10:03:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.77877 Generator_loss: 4.44491 
[INFO] 2021-01-19 10:55:10 > Step:   88500 Progress: 44.2% Elapsed: 1 day, 10:06:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.56717 Generator_loss: 4.52296 
[INFO] 2021-01-19 10:57:57 > Step:   88600 Progress: 44.3% Elapsed: 1 day, 10:09:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.80875 Generator_loss: 4.73016 
[INFO] 2021-01-19 11:00:44 > Step:   88700 Progress: 44.4% Elapsed: 1 day, 10:12:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.6963 Generator_loss: 4.4557 
[INFO] 2021-01-19 11:03:32 > Step:   88800 Progress: 44.4% Elapsed: 1 day, 10:15:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.76481 Generator_loss: 4.58828 
[INFO] 2021-01-19 11:06:21 > Step:   88900 Progress: 44.5% Elapsed: 1 day, 10:17:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.63006 Generator_loss: 4.74381 
[INFO] 2021-01-19 11:09:08 > Step:   89000 Progress: 44.5% Elapsed: 1 day, 10:20:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.82972 Generator_loss: 4.30443 
[INFO] 2021-01-19 11:11:55 > Step:   89100 Progress: 44.5% Elapsed: 1 day, 10:23:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.59387 Generator_loss: 4.54485 
[INFO] 2021-01-19 11:14:45 > Step:   89200 Progress: 44.6% Elapsed: 1 day, 10:26:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.72362 Generator_loss: 4.858 
[INFO] 2021-01-19 11:17:32 > Step:   89300 Progress: 44.6% Elapsed: 1 day, 10:29:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.66601 Generator_loss: 4.75306 
[INFO] 2021-01-19 11:20:20 > Step:   89400 Progress: 44.7% Elapsed: 1 day, 10:31:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.65469 Generator_loss: 4.66314 
[INFO] 2021-01-19 11:23:07 > Step:   89500 Progress: 44.8% Elapsed: 1 day, 10:34:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.83908 Generator_loss: 5.52887 
[INFO] 2021-01-19 11:25:54 > Step:   89600 Progress: 44.8% Elapsed: 1 day, 10:37:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.61578 Generator_loss: 5.52624 
[INFO] 2021-01-19 11:28:42 > Step:   89700 Progress: 44.9% Elapsed: 1 day, 10:40:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.5803 Generator_loss: 5.61488 
[INFO] 2021-01-19 11:31:29 > Step:   89800 Progress: 44.9% Elapsed: 1 day, 10:43:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.67679 Generator_loss: 5.62207 
[INFO] 2021-01-19 11:34:17 > Step:   89900 Progress: 45.0% Elapsed: 1 day, 10:45:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.62706 Generator_loss: 5.58561 
[INFO] 2021-01-19 11:37:04 > Step:   90000 Progress: 45.0% Elapsed: 1 day, 10:48:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.69633 Generator_loss: 5.70282 
[INFO] 2021-01-19 11:37:04 > Start Evaluation (90000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 11:37:04 > Calculating FID Score....
[INFO] 2021-01-19 11:37:19 > Calculating Inception Score....
[INFO] 2021-01-19 11:37:26 > Calculate F_beta Score....
[INFO] 2021-01-19 11:38:15 > Calculate Accuracies....
[INFO] 2021-01-19 11:38:20 > Calculate Accuracies....
[INFO] 2021-01-19 11:38:33 > F_8 score (Step: 90000, Using valid images): 0.9599314017435748
[INFO] 2021-01-19 11:38:33 > F_1/8 score (Step: 90000, Using valid images): 0.9843743841732507
[INFO] 2021-01-19 11:38:33 > FID score (Step: 90000, Using valid moments): 16.57293284134198
[INFO] 2021-01-19 11:38:33 > Inception score (Step: 90000, 10000 generated images): 17.03281021118164
[INFO] 2021-01-19 11:38:33 > Best FID score (Step: 90000, Using valid moments): 16.57293284134198
[INFO] 2021-01-19 11:38:37 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 11:41:24 > Step:   90100 Progress: 45.1% Elapsed: 1 day, 10:52:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.57643 Generator_loss: 5.63718 
[INFO] 2021-01-19 11:44:13 > Step:   90200 Progress: 45.1% Elapsed: 1 day, 10:55:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.77812 Generator_loss: 5.42347 
[INFO] 2021-01-19 11:47:01 > Step:   90300 Progress: 45.1% Elapsed: 1 day, 10:58:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.66406 Generator_loss: 5.71282 
[INFO] 2021-01-19 11:49:48 > Step:   90400 Progress: 45.2% Elapsed: 1 day, 11:01:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.61644 Generator_loss: 4.56099 
[INFO] 2021-01-19 11:52:35 > Step:   90500 Progress: 45.2% Elapsed: 1 day, 11:04:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.65579 Generator_loss: 4.48367 
[INFO] 2021-01-19 11:55:23 > Step:   90600 Progress: 45.3% Elapsed: 1 day, 11:06:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.844 Generator_loss: 5.48511 
[INFO] 2021-01-19 11:58:10 > Step:   90700 Progress: 45.4% Elapsed: 1 day, 11:09:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.70231 Generator_loss: 5.70807 
[INFO] 2021-01-19 12:00:57 > Step:   90800 Progress: 45.4% Elapsed: 1 day, 11:12:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.71854 Generator_loss: 5.5117 
[INFO] 2021-01-19 12:03:45 > Step:   90900 Progress: 45.5% Elapsed: 1 day, 11:15:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.7895 Generator_loss: 5.61293 
[INFO] 2021-01-19 12:06:33 > Step:   91000 Progress: 45.5% Elapsed: 1 day, 11:18:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.55588 Generator_loss: 5.77389 
[INFO] 2021-01-19 12:09:21 > Step:   91100 Progress: 45.6% Elapsed: 1 day, 11:20:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.62158 Generator_loss: 5.55877 
[INFO] 2021-01-19 12:12:09 > Step:   91200 Progress: 45.6% Elapsed: 1 day, 11:23:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.86401 Generator_loss: 5.51521 
[INFO] 2021-01-19 12:14:56 > Step:   91300 Progress: 45.6% Elapsed: 1 day, 11:26:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.5901 Generator_loss: 5.37869 
[INFO] 2021-01-19 12:17:43 > Step:   91400 Progress: 45.7% Elapsed: 1 day, 11:29:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.63173 Generator_loss: 5.65166 
[INFO] 2021-01-19 12:20:31 > Step:   91500 Progress: 45.8% Elapsed: 1 day, 11:32:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.66236 Generator_loss: 5.56782 
[INFO] 2021-01-19 12:23:18 > Step:   91600 Progress: 45.8% Elapsed: 1 day, 11:34:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.59313 Generator_loss: 5.5965 
[INFO] 2021-01-19 12:26:06 > Step:   91700 Progress: 45.9% Elapsed: 1 day, 11:37:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.57716 Generator_loss: 5.49071 
[INFO] 2021-01-19 12:28:53 > Step:   91800 Progress: 45.9% Elapsed: 1 day, 11:40:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.62001 Generator_loss: 5.61143 
[INFO] 2021-01-19 12:31:40 > Step:   91900 Progress: 46.0% Elapsed: 1 day, 11:43:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.6524 Generator_loss: 5.5572 
[INFO] 2021-01-19 12:34:29 > Step:   92000 Progress: 46.0% Elapsed: 1 day, 11:46:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.69757 Generator_loss: 5.53932 
[INFO] 2021-01-19 12:34:29 > Start Evaluation (92000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 12:34:29 > Calculating FID Score....
[INFO] 2021-01-19 12:34:44 > Calculating Inception Score....
[INFO] 2021-01-19 12:34:52 > Calculate F_beta Score....
[INFO] 2021-01-19 12:35:39 > Calculate Accuracies....
[INFO] 2021-01-19 12:35:45 > Calculate Accuracies....
[INFO] 2021-01-19 12:35:57 > F_8 score (Step: 92000, Using valid images): 0.9573410236937355
[INFO] 2021-01-19 12:35:57 > F_1/8 score (Step: 92000, Using valid images): 0.9838211342324873
[INFO] 2021-01-19 12:35:57 > FID score (Step: 92000, Using valid moments): 16.820475234770015
[INFO] 2021-01-19 12:35:57 > Inception score (Step: 92000, 10000 generated images): 17.151592254638672
[INFO] 2021-01-19 12:35:57 > Best FID score (Step: 90000, Using valid moments): 16.57293284134198
[INFO] 2021-01-19 12:36:00 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 12:38:47 > Step:   92100 Progress: 46.1% Elapsed: 1 day, 11:50:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.62718 Generator_loss: 5.509 
[INFO] 2021-01-19 12:41:35 > Step:   92200 Progress: 46.1% Elapsed: 1 day, 11:53:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.60643 Generator_loss: 5.74073 
[INFO] 2021-01-19 12:44:22 > Step:   92300 Progress: 46.2% Elapsed: 1 day, 11:55:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.57564 Generator_loss: 5.50279 
[INFO] 2021-01-19 12:47:12 > Step:   92400 Progress: 46.2% Elapsed: 1 day, 11:58:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.52546 Generator_loss: 5.25389 
[INFO] 2021-01-19 12:50:00 > Step:   92500 Progress: 46.2% Elapsed: 1 day, 12:01:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.60222 Generator_loss: 5.56724 
[INFO] 2021-01-19 12:52:47 > Step:   92600 Progress: 46.3% Elapsed: 1 day, 12:04:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.70642 Generator_loss: 5.52833 
[INFO] 2021-01-19 12:55:35 > Step:   92700 Progress: 46.4% Elapsed: 1 day, 12:07:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.87326 Generator_loss: 5.47308 
[INFO] 2021-01-19 12:58:22 > Step:   92800 Progress: 46.4% Elapsed: 1 day, 12:09:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.70644 Generator_loss: 5.51711 
[INFO] 2021-01-19 13:01:10 > Step:   92900 Progress: 46.5% Elapsed: 1 day, 12:12:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.65548 Generator_loss: 5.4171 
[INFO] 2021-01-19 13:03:58 > Step:   93000 Progress: 46.5% Elapsed: 1 day, 12:15:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.51233 Generator_loss: 5.46372 
[INFO] 2021-01-19 13:06:45 > Step:   93100 Progress: 46.6% Elapsed: 1 day, 12:18:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.85342 Generator_loss: 5.43407 
[INFO] 2021-01-19 13:09:33 > Step:   93200 Progress: 46.6% Elapsed: 1 day, 12:21:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.6807 Generator_loss: 5.62987 
[INFO] 2021-01-19 13:12:22 > Step:   93300 Progress: 46.7% Elapsed: 1 day, 12:23:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.64822 Generator_loss: 5.65311 
[INFO] 2021-01-19 13:15:09 > Step:   93400 Progress: 46.7% Elapsed: 1 day, 12:26:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.64683 Generator_loss: 5.66911 
[INFO] 2021-01-19 13:17:57 > Step:   93500 Progress: 46.8% Elapsed: 1 day, 12:29:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.57974 Generator_loss: 5.60438 
[INFO] 2021-01-19 13:20:45 > Step:   93600 Progress: 46.8% Elapsed: 1 day, 12:32:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.74569 Generator_loss: 5.59239 
[INFO] 2021-01-19 13:23:32 > Step:   93700 Progress: 46.9% Elapsed: 1 day, 12:35:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.58663 Generator_loss: 5.60862 
[INFO] 2021-01-19 13:26:19 > Step:   93800 Progress: 46.9% Elapsed: 1 day, 12:37:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.73695 Generator_loss: 5.50663 
[INFO] 2021-01-19 13:29:07 > Step:   93900 Progress: 46.9% Elapsed: 1 day, 12:40:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.8015 Generator_loss: 5.54645 
[INFO] 2021-01-19 13:31:54 > Step:   94000 Progress: 47.0% Elapsed: 1 day, 12:43:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.53168 Generator_loss: 5.58609 
[INFO] 2021-01-19 13:31:54 > Start Evaluation (94000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 13:31:54 > Calculating FID Score....
[INFO] 2021-01-19 13:32:10 > Calculating Inception Score....
[INFO] 2021-01-19 13:32:17 > Calculate F_beta Score....
[INFO] 2021-01-19 13:33:06 > Calculate Accuracies....
[INFO] 2021-01-19 13:33:11 > Calculate Accuracies....
[INFO] 2021-01-19 13:33:24 > F_8 score (Step: 94000, Using valid images): 0.9545391169500834
[INFO] 2021-01-19 13:33:24 > F_1/8 score (Step: 94000, Using valid images): 0.9863355284359316
[INFO] 2021-01-19 13:33:24 > FID score (Step: 94000, Using valid moments): 16.405668194147495
[INFO] 2021-01-19 13:33:24 > Inception score (Step: 94000, 10000 generated images): 16.77773666381836
[INFO] 2021-01-19 13:33:24 > Best FID score (Step: 94000, Using valid moments): 16.405668194147495
[INFO] 2021-01-19 13:33:28 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 13:36:15 > Step:   94100 Progress: 47.0% Elapsed: 1 day, 12:47:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.64846 Generator_loss: 5.58914 
[INFO] 2021-01-19 13:39:02 > Step:   94200 Progress: 47.1% Elapsed: 1 day, 12:50:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.6593 Generator_loss: 5.71308 
[INFO] 2021-01-19 13:41:50 > Step:   94300 Progress: 47.1% Elapsed: 1 day, 12:53:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.67551 Generator_loss: 5.7025 
[INFO] 2021-01-19 13:44:37 > Step:   94400 Progress: 47.2% Elapsed: 1 day, 12:56:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.67225 Generator_loss: 5.64945 
[INFO] 2021-01-19 13:47:25 > Step:   94500 Progress: 47.2% Elapsed: 1 day, 12:58:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.67627 Generator_loss: 5.52667 
[INFO] 2021-01-19 13:50:13 > Step:   94600 Progress: 47.3% Elapsed: 1 day, 13:01:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.71087 Generator_loss: 5.73627 
[INFO] 2021-01-19 13:53:00 > Step:   94700 Progress: 47.3% Elapsed: 1 day, 13:04:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.60475 Generator_loss: 5.53542 
[INFO] 2021-01-19 13:55:47 > Step:   94800 Progress: 47.4% Elapsed: 1 day, 13:07:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.54829 Generator_loss: 5.4318 
[INFO] 2021-01-19 13:58:36 > Step:   94900 Progress: 47.4% Elapsed: 1 day, 13:10:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.67827 Generator_loss: 5.59351 
[INFO] 2021-01-19 14:01:25 > Step:   95000 Progress: 47.5% Elapsed: 1 day, 13:12:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.54076 Generator_loss: 5.69309 
[INFO] 2021-01-19 14:04:12 > Step:   95100 Progress: 47.5% Elapsed: 1 day, 13:15:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.69295 Generator_loss: 5.53197 
[INFO] 2021-01-19 14:06:59 > Step:   95200 Progress: 47.6% Elapsed: 1 day, 13:18:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.69287 Generator_loss: 5.53648 
[INFO] 2021-01-19 14:09:47 > Step:   95300 Progress: 47.6% Elapsed: 1 day, 13:21:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.66538 Generator_loss: 5.35038 
[INFO] 2021-01-19 14:12:35 > Step:   95400 Progress: 47.7% Elapsed: 1 day, 13:24:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.73684 Generator_loss: 5.45348 
[INFO] 2021-01-19 14:15:22 > Step:   95500 Progress: 47.8% Elapsed: 1 day, 13:26:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.54073 Generator_loss: 5.54461 
[INFO] 2021-01-19 14:18:10 > Step:   95600 Progress: 47.8% Elapsed: 1 day, 13:29:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.73477 Generator_loss: 5.42463 
[INFO] 2021-01-19 14:20:59 > Step:   95700 Progress: 47.9% Elapsed: 1 day, 13:32:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.78127 Generator_loss: 5.38469 
[INFO] 2021-01-19 14:23:47 > Step:   95800 Progress: 47.9% Elapsed: 1 day, 13:35:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.72642 Generator_loss: 5.57293 
[INFO] 2021-01-19 14:26:35 > Step:   95900 Progress: 47.9% Elapsed: 1 day, 13:38:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.68029 Generator_loss: 5.55361 
[INFO] 2021-01-19 14:29:22 > Step:   96000 Progress: 48.0% Elapsed: 1 day, 13:40:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.568 Generator_loss: 5.56171 
[INFO] 2021-01-19 14:29:22 > Start Evaluation (96000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 14:29:22 > Calculating FID Score....
[INFO] 2021-01-19 14:29:38 > Calculating Inception Score....
[INFO] 2021-01-19 14:29:45 > Calculate F_beta Score....
[INFO] 2021-01-19 14:30:32 > Calculate Accuracies....
[INFO] 2021-01-19 14:30:37 > Calculate Accuracies....
[INFO] 2021-01-19 14:30:50 > F_8 score (Step: 96000, Using valid images): 0.9552283596697053
[INFO] 2021-01-19 14:30:50 > F_1/8 score (Step: 96000, Using valid images): 0.9849028030190217
[INFO] 2021-01-19 14:30:50 > FID score (Step: 96000, Using valid moments): 16.45367249042215
[INFO] 2021-01-19 14:30:50 > Inception score (Step: 96000, 10000 generated images): 16.960956573486328
[INFO] 2021-01-19 14:30:50 > Best FID score (Step: 94000, Using valid moments): 16.405668194147495
[INFO] 2021-01-19 14:30:52 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 14:33:39 > Step:   96100 Progress: 48.0% Elapsed: 1 day, 13:45:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.6393 Generator_loss: 5.52845 
[INFO] 2021-01-19 14:36:27 > Step:   96200 Progress: 48.1% Elapsed: 1 day, 13:47:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.78424 Generator_loss: 5.43411 
[INFO] 2021-01-19 14:39:14 > Step:   96300 Progress: 48.1% Elapsed: 1 day, 13:50:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.62932 Generator_loss: 5.57835 
[INFO] 2021-01-19 14:42:01 > Step:   96400 Progress: 48.2% Elapsed: 1 day, 13:53:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.55979 Generator_loss: 5.59822 
[INFO] 2021-01-19 14:44:48 > Step:   96500 Progress: 48.2% Elapsed: 1 day, 13:56:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.78043 Generator_loss: 5.51053 
[INFO] 2021-01-19 14:47:37 > Step:   96600 Progress: 48.3% Elapsed: 1 day, 13:59:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.63879 Generator_loss: 5.57817 
[INFO] 2021-01-19 14:50:25 > Step:   96700 Progress: 48.4% Elapsed: 1 day, 14:01:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.88507 Generator_loss: 5.46292 
[INFO] 2021-01-19 14:53:13 > Step:   96800 Progress: 48.4% Elapsed: 1 day, 14:04:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.64376 Generator_loss: 5.61336 
[INFO] 2021-01-19 14:56:01 > Step:   96900 Progress: 48.4% Elapsed: 1 day, 14:07:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.60116 Generator_loss: 5.69054 
[INFO] 2021-01-19 14:58:49 > Step:   97000 Progress: 48.5% Elapsed: 1 day, 14:10:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.62652 Generator_loss: 5.42893 
[INFO] 2021-01-19 15:01:37 > Step:   97100 Progress: 48.5% Elapsed: 1 day, 14:13:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.65995 Generator_loss: 5.70286 
[INFO] 2021-01-19 15:04:24 > Step:   97200 Progress: 48.6% Elapsed: 1 day, 14:15:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.74381 Generator_loss: 5.49994 
[INFO] 2021-01-19 15:07:13 > Step:   97300 Progress: 48.6% Elapsed: 1 day, 14:18:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.67908 Generator_loss: 5.63939 
[INFO] 2021-01-19 15:10:00 > Step:   97400 Progress: 48.7% Elapsed: 1 day, 14:21:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.57648 Generator_loss: 5.58222 
[INFO] 2021-01-19 15:12:48 > Step:   97500 Progress: 48.8% Elapsed: 1 day, 14:24:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.59779 Generator_loss: 5.6879 
[INFO] 2021-01-19 15:15:36 > Step:   97600 Progress: 48.8% Elapsed: 1 day, 14:27:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.79652 Generator_loss: 5.6449 
[INFO] 2021-01-19 15:18:24 > Step:   97700 Progress: 48.9% Elapsed: 1 day, 14:29:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.66556 Generator_loss: 5.61788 
[INFO] 2021-01-19 15:21:12 > Step:   97800 Progress: 48.9% Elapsed: 1 day, 14:32:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.67374 Generator_loss: 5.52777 
[INFO] 2021-01-19 15:24:00 > Step:   97900 Progress: 48.9% Elapsed: 1 day, 14:35:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.74391 Generator_loss: 5.4561 
[INFO] 2021-01-19 15:26:47 > Step:   98000 Progress: 49.0% Elapsed: 1 day, 14:38:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.64554 Generator_loss: 5.59301 
[INFO] 2021-01-19 15:26:47 > Start Evaluation (98000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 15:26:47 > Calculating FID Score....
[INFO] 2021-01-19 15:27:02 > Calculating Inception Score....
[INFO] 2021-01-19 15:27:10 > Calculate F_beta Score....
[INFO] 2021-01-19 15:27:59 > Calculate Accuracies....
[INFO] 2021-01-19 15:28:04 > Calculate Accuracies....
[INFO] 2021-01-19 15:28:17 > F_8 score (Step: 98000, Using valid images): 0.9605193489050964
[INFO] 2021-01-19 15:28:17 > F_1/8 score (Step: 98000, Using valid images): 0.985134361659882
[INFO] 2021-01-19 15:28:17 > FID score (Step: 98000, Using valid moments): 16.47530728695881
[INFO] 2021-01-19 15:28:17 > Inception score (Step: 98000, 10000 generated images): 17.253698348999023
[INFO] 2021-01-19 15:28:17 > Best FID score (Step: 94000, Using valid moments): 16.405668194147495
[INFO] 2021-01-19 15:28:19 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 15:31:06 > Step:   98100 Progress: 49.0% Elapsed: 1 day, 14:42:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.58711 Generator_loss: 5.67968 
[INFO] 2021-01-19 15:33:54 > Step:   98200 Progress: 49.1% Elapsed: 1 day, 14:45:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.67179 Generator_loss: 5.29895 
[INFO] 2021-01-19 15:36:41 > Step:   98300 Progress: 49.1% Elapsed: 1 day, 14:48:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.77384 Generator_loss: 5.55418 
[INFO] 2021-01-19 15:39:31 > Step:   98400 Progress: 49.2% Elapsed: 1 day, 14:51:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.72993 Generator_loss: 5.67696 
[INFO] 2021-01-19 15:42:22 > Step:   98500 Progress: 49.2% Elapsed: 1 day, 14:53:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.68606 Generator_loss: 5.49533 
[INFO] 2021-01-19 15:45:10 > Step:   98600 Progress: 49.3% Elapsed: 1 day, 14:56:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.78647 Generator_loss: 5.47738 
[INFO] 2021-01-19 15:47:59 > Step:   98700 Progress: 49.4% Elapsed: 1 day, 14:59:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.58163 Generator_loss: 5.67776 
[INFO] 2021-01-19 15:50:49 > Step:   98800 Progress: 49.4% Elapsed: 1 day, 15:02:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.59601 Generator_loss: 5.52617 
[INFO] 2021-01-19 15:53:40 > Step:   98900 Progress: 49.5% Elapsed: 1 day, 15:05:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.81405 Generator_loss: 5.61664 
[INFO] 2021-01-19 15:56:29 > Step:   99000 Progress: 49.5% Elapsed: 1 day, 15:08:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.68383 Generator_loss: 5.51996 
[INFO] 2021-01-19 15:59:17 > Step:   99100 Progress: 49.5% Elapsed: 1 day, 15:10:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.64248 Generator_loss: 5.74117 
[INFO] 2021-01-19 16:02:05 > Step:   99200 Progress: 49.6% Elapsed: 1 day, 15:13:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.6727 Generator_loss: 5.62204 
[INFO] 2021-01-19 16:04:53 > Step:   99300 Progress: 49.6% Elapsed: 1 day, 15:16:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.674 Generator_loss: 4.75098 
[INFO] 2021-01-19 16:07:41 > Step:   99400 Progress: 49.7% Elapsed: 1 day, 15:19:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.69202 Generator_loss: 4.80907 
[INFO] 2021-01-19 16:10:29 > Step:   99500 Progress: 49.8% Elapsed: 1 day, 15:22:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.65732 Generator_loss: 4.62004 
[INFO] 2021-01-19 16:13:17 > Step:   99600 Progress: 49.8% Elapsed: 1 day, 15:24:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.54623 Generator_loss: 4.59556 
[INFO] 2021-01-19 16:16:05 > Step:   99700 Progress: 49.9% Elapsed: 1 day, 15:27:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.69282 Generator_loss: 4.74346 
[INFO] 2021-01-19 16:18:53 > Step:   99800 Progress: 49.9% Elapsed: 1 day, 15:30:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.77637 Generator_loss: 4.41308 
[INFO] 2021-01-19 16:21:44 > Step:   99900 Progress: 50.0% Elapsed: 1 day, 15:33:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.47748 Generator_loss: 4.92312 
[INFO] 2021-01-19 16:24:33 > Step:  100000 Progress: 50.0% Elapsed: 1 day, 15:36:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.39244 Generator_loss: 4.94591 
[INFO] 2021-01-19 16:24:33 > Start Evaluation (100000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 16:24:33 > Calculating FID Score....
[INFO] 2021-01-19 16:24:48 > Calculating Inception Score....
[INFO] 2021-01-19 16:24:55 > Calculate F_beta Score....
[INFO] 2021-01-19 16:25:44 > Calculate Accuracies....
[INFO] 2021-01-19 16:25:49 > Calculate Accuracies....
[INFO] 2021-01-19 16:26:02 > F_8 score (Step: 100000, Using valid images): 0.9584057985695995
[INFO] 2021-01-19 16:26:02 > F_1/8 score (Step: 100000, Using valid images): 0.9864142519227889
[INFO] 2021-01-19 16:26:02 > FID score (Step: 100000, Using valid moments): 16.411093637861427
[INFO] 2021-01-19 16:26:02 > Inception score (Step: 100000, 10000 generated images): 16.877174377441406
[INFO] 2021-01-19 16:26:02 > Best FID score (Step: 94000, Using valid moments): 16.405668194147495
[INFO] 2021-01-19 16:26:04 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 16:28:53 > Step:  100100 Progress: 50.0% Elapsed: 1 day, 15:40:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.58086 Generator_loss: 4.46313 
[INFO] 2021-01-19 16:31:41 > Step:  100200 Progress: 50.1% Elapsed: 1 day, 15:43:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.55163 Generator_loss: 4.33363 
[INFO] 2021-01-19 16:34:31 > Step:  100300 Progress: 50.1% Elapsed: 1 day, 15:46:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.76703 Generator_loss: 4.57402 
[INFO] 2021-01-19 16:37:20 > Step:  100400 Progress: 50.2% Elapsed: 1 day, 15:48:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.66083 Generator_loss: 5.3306 
[INFO] 2021-01-19 16:40:11 > Step:  100500 Progress: 50.2% Elapsed: 1 day, 15:51:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.67574 Generator_loss: 4.34212 
[INFO] 2021-01-19 16:43:00 > Step:  100600 Progress: 50.3% Elapsed: 1 day, 15:54:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.63549 Generator_loss: 4.67 
[INFO] 2021-01-19 16:45:49 > Step:  100700 Progress: 50.3% Elapsed: 1 day, 15:57:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.61163 Generator_loss: 4.53928 
[INFO] 2021-01-19 16:48:40 > Step:  100800 Progress: 50.4% Elapsed: 1 day, 16:00:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.69291 Generator_loss: 4.50921 
[INFO] 2021-01-19 16:51:29 > Step:  100900 Progress: 50.4% Elapsed: 1 day, 16:03:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.52634 Generator_loss: 4.68356 
[INFO] 2021-01-19 16:54:18 > Step:  101000 Progress: 50.5% Elapsed: 1 day, 16:05:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.66999 Generator_loss: 4.38982 
[INFO] 2021-01-19 16:57:07 > Step:  101100 Progress: 50.5% Elapsed: 1 day, 16:08:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.63559 Generator_loss: 4.62343 
[INFO] 2021-01-19 16:59:56 > Step:  101200 Progress: 50.6% Elapsed: 1 day, 16:11:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.67631 Generator_loss: 4.57354 
[INFO] 2021-01-19 17:02:44 > Step:  101300 Progress: 50.6% Elapsed: 1 day, 16:14:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.71157 Generator_loss: 4.72536 
[INFO] 2021-01-19 17:05:31 > Step:  101400 Progress: 50.7% Elapsed: 1 day, 16:17:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.7088 Generator_loss: 4.53137 
[INFO] 2021-01-19 17:08:19 > Step:  101500 Progress: 50.7% Elapsed: 1 day, 16:19:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.67965 Generator_loss: 4.77894 
[INFO] 2021-01-19 17:11:07 > Step:  101600 Progress: 50.8% Elapsed: 1 day, 16:22:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.49407 Generator_loss: 4.5803 
[INFO] 2021-01-19 17:13:55 > Step:  101700 Progress: 50.8% Elapsed: 1 day, 16:25:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.71569 Generator_loss: 4.94306 
[INFO] 2021-01-19 17:16:44 > Step:  101800 Progress: 50.9% Elapsed: 1 day, 16:28:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.65256 Generator_loss: 4.53789 
[INFO] 2021-01-19 17:19:32 > Step:  101900 Progress: 50.9% Elapsed: 1 day, 16:31:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.7893 Generator_loss: 4.43262 
[INFO] 2021-01-19 17:22:21 > Step:  102000 Progress: 51.0% Elapsed: 1 day, 16:33:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.61305 Generator_loss: 4.4163 
[INFO] 2021-01-19 17:22:21 > Start Evaluation (102000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 17:22:21 > Calculating FID Score....
[INFO] 2021-01-19 17:22:36 > Calculating Inception Score....
[INFO] 2021-01-19 17:22:43 > Calculate F_beta Score....
[INFO] 2021-01-19 17:23:32 > Calculate Accuracies....
[INFO] 2021-01-19 17:23:37 > Calculate Accuracies....
[INFO] 2021-01-19 17:23:50 > F_8 score (Step: 102000, Using valid images): 0.9531430320522675
[INFO] 2021-01-19 17:23:50 > F_1/8 score (Step: 102000, Using valid images): 0.9845914625490726
[INFO] 2021-01-19 17:23:50 > FID score (Step: 102000, Using valid moments): 16.365884670222897
[INFO] 2021-01-19 17:23:50 > Inception score (Step: 102000, 10000 generated images): 17.1851749420166
[INFO] 2021-01-19 17:23:50 > Best FID score (Step: 102000, Using valid moments): 16.365884670222897
[INFO] 2021-01-19 17:23:54 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 17:26:44 > Step:  102100 Progress: 51.0% Elapsed: 1 day, 16:38:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.81585 Generator_loss: 4.38759 
[INFO] 2021-01-19 17:29:33 > Step:  102200 Progress: 51.1% Elapsed: 1 day, 16:41:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.56907 Generator_loss: 4.74093 
[INFO] 2021-01-19 17:32:21 > Step:  102300 Progress: 51.1% Elapsed: 1 day, 16:43:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.62985 Generator_loss: 4.69208 
[INFO] 2021-01-19 17:35:09 > Step:  102400 Progress: 51.2% Elapsed: 1 day, 16:46:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.5302 Generator_loss: 4.51894 
[INFO] 2021-01-19 17:37:57 > Step:  102500 Progress: 51.2% Elapsed: 1 day, 16:49:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.62548 Generator_loss: 4.96585 
[INFO] 2021-01-19 17:40:47 > Step:  102600 Progress: 51.3% Elapsed: 1 day, 16:52:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.69903 Generator_loss: 4.87662 
[INFO] 2021-01-19 17:43:34 > Step:  102700 Progress: 51.3% Elapsed: 1 day, 16:55:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.5074 Generator_loss: 4.70633 
[INFO] 2021-01-19 17:46:22 > Step:  102800 Progress: 51.4% Elapsed: 1 day, 16:57:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.6136 Generator_loss: 4.38879 
[INFO] 2021-01-19 17:49:10 > Step:  102900 Progress: 51.4% Elapsed: 1 day, 17:00:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.71374 Generator_loss: 4.68797 
[INFO] 2021-01-19 17:51:58 > Step:  103000 Progress: 51.5% Elapsed: 1 day, 17:03:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.57717 Generator_loss: 4.6546 
[INFO] 2021-01-19 17:54:46 > Step:  103100 Progress: 51.5% Elapsed: 1 day, 17:06:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.46537 Generator_loss: 4.68147 
[INFO] 2021-01-19 17:57:34 > Step:  103200 Progress: 51.6% Elapsed: 1 day, 17:09:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.54366 Generator_loss: 4.37338 
[INFO] 2021-01-19 18:00:21 > Step:  103300 Progress: 51.6% Elapsed: 1 day, 17:11:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.6908 Generator_loss: 4.56913 
[INFO] 2021-01-19 18:03:09 > Step:  103400 Progress: 51.7% Elapsed: 1 day, 17:14:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.51984 Generator_loss: 4.50665 
[INFO] 2021-01-19 18:05:56 > Step:  103500 Progress: 51.7% Elapsed: 1 day, 17:17:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.57896 Generator_loss: 4.71068 
[INFO] 2021-01-19 18:08:44 > Step:  103600 Progress: 51.8% Elapsed: 1 day, 17:20:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.68892 Generator_loss: 5.04994 
[INFO] 2021-01-19 18:11:31 > Step:  103700 Progress: 51.8% Elapsed: 1 day, 17:23:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.70553 Generator_loss: 4.65037 
[INFO] 2021-01-19 18:14:19 > Step:  103800 Progress: 51.9% Elapsed: 1 day, 17:25:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.48658 Generator_loss: 5.171 
[INFO] 2021-01-19 18:17:07 > Step:  103900 Progress: 51.9% Elapsed: 1 day, 17:28:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.64738 Generator_loss: 4.73753 
[INFO] 2021-01-19 18:19:55 > Step:  104000 Progress: 52.0% Elapsed: 1 day, 17:31:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.72779 Generator_loss: 4.68817 
[INFO] 2021-01-19 18:19:55 > Start Evaluation (104000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 18:19:55 > Calculating FID Score....
[INFO] 2021-01-19 18:20:11 > Calculating Inception Score....
[INFO] 2021-01-19 18:20:18 > Calculate F_beta Score....
[INFO] 2021-01-19 18:21:06 > Calculate Accuracies....
[INFO] 2021-01-19 18:21:11 > Calculate Accuracies....
[INFO] 2021-01-19 18:21:24 > F_8 score (Step: 104000, Using valid images): 0.9586836747438429
[INFO] 2021-01-19 18:21:24 > F_1/8 score (Step: 104000, Using valid images): 0.9844554817222209
[INFO] 2021-01-19 18:21:24 > FID score (Step: 104000, Using valid moments): 16.328170410709333
[INFO] 2021-01-19 18:21:24 > Inception score (Step: 104000, 10000 generated images): 17.317811965942383
[INFO] 2021-01-19 18:21:24 > Best FID score (Step: 104000, Using valid moments): 16.328170410709333
[INFO] 2021-01-19 18:21:28 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 18:24:15 > Step:  104100 Progress: 52.0% Elapsed: 1 day, 17:35:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.40767 Generator_loss: 4.71264 
[INFO] 2021-01-19 18:27:04 > Step:  104200 Progress: 52.1% Elapsed: 1 day, 17:38:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.54404 Generator_loss: 4.73368 
[INFO] 2021-01-19 18:29:52 > Step:  104300 Progress: 52.1% Elapsed: 1 day, 17:41:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.73533 Generator_loss: 4.58764 
[INFO] 2021-01-19 18:32:40 > Step:  104400 Progress: 52.2% Elapsed: 1 day, 17:44:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.69039 Generator_loss: 4.44174 
[INFO] 2021-01-19 18:35:28 > Step:  104500 Progress: 52.2% Elapsed: 1 day, 17:46:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.54818 Generator_loss: 4.90119 
[INFO] 2021-01-19 18:38:16 > Step:  104600 Progress: 52.3% Elapsed: 1 day, 17:49:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.71612 Generator_loss: 4.5133 
[INFO] 2021-01-19 18:41:03 > Step:  104700 Progress: 52.3% Elapsed: 1 day, 17:52:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.75082 Generator_loss: 5.68359 
[INFO] 2021-01-19 18:43:51 > Step:  104800 Progress: 52.4% Elapsed: 1 day, 17:55:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.70721 Generator_loss: 5.54583 
[INFO] 2021-01-19 18:46:38 > Step:  104900 Progress: 52.4% Elapsed: 1 day, 17:58:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.53318 Generator_loss: 5.57817 
[INFO] 2021-01-19 18:49:26 > Step:  105000 Progress: 52.5% Elapsed: 1 day, 18:00:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.45897 Generator_loss: 5.47347 
[INFO] 2021-01-19 18:52:14 > Step:  105100 Progress: 52.5% Elapsed: 1 day, 18:03:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.65863 Generator_loss: 5.68099 
[INFO] 2021-01-19 18:55:01 > Step:  105200 Progress: 52.6% Elapsed: 1 day, 18:06:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.63737 Generator_loss: 5.44909 
[INFO] 2021-01-19 18:57:49 > Step:  105300 Progress: 52.6% Elapsed: 1 day, 18:09:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.67372 Generator_loss: 5.54667 
[INFO] 2021-01-19 19:00:39 > Step:  105400 Progress: 52.7% Elapsed: 1 day, 18:12:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.67358 Generator_loss: 4.31814 
[INFO] 2021-01-19 19:03:26 > Step:  105500 Progress: 52.8% Elapsed: 1 day, 18:14:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.6909 Generator_loss: 4.41718 
[INFO] 2021-01-19 19:06:14 > Step:  105600 Progress: 52.8% Elapsed: 1 day, 18:17:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.53198 Generator_loss: 4.71473 
[INFO] 2021-01-19 19:09:03 > Step:  105700 Progress: 52.8% Elapsed: 1 day, 18:20:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.60803 Generator_loss: 4.49204 
[INFO] 2021-01-19 19:11:50 > Step:  105800 Progress: 52.9% Elapsed: 1 day, 18:23:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.50733 Generator_loss: 4.61076 
[INFO] 2021-01-19 19:14:38 > Step:  105900 Progress: 52.9% Elapsed: 1 day, 18:26:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.69486 Generator_loss: 5.63666 
[INFO] 2021-01-19 19:17:25 > Step:  106000 Progress: 53.0% Elapsed: 1 day, 18:28:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.75484 Generator_loss: 5.47505 
[INFO] 2021-01-19 19:17:25 > Start Evaluation (106000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 19:17:25 > Calculating FID Score....
[INFO] 2021-01-19 19:17:40 > Calculating Inception Score....
[INFO] 2021-01-19 19:17:48 > Calculate F_beta Score....
[INFO] 2021-01-19 19:18:35 > Calculate Accuracies....
[INFO] 2021-01-19 19:18:41 > Calculate Accuracies....
[INFO] 2021-01-19 19:18:53 > F_8 score (Step: 106000, Using valid images): 0.9618256400634755
[INFO] 2021-01-19 19:18:54 > F_1/8 score (Step: 106000, Using valid images): 0.98302083726751
[INFO] 2021-01-19 19:18:54 > FID score (Step: 106000, Using valid moments): 16.13066056402465
[INFO] 2021-01-19 19:18:54 > Inception score (Step: 106000, 10000 generated images): 17.401670455932617
[INFO] 2021-01-19 19:18:54 > Best FID score (Step: 106000, Using valid moments): 16.13066056402465
[INFO] 2021-01-19 19:18:57 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 19:21:45 > Step:  106100 Progress: 53.0% Elapsed: 1 day, 18:33:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.55389 Generator_loss: 5.6671 
[INFO] 2021-01-19 19:24:33 > Step:  106200 Progress: 53.1% Elapsed: 1 day, 18:36:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.64916 Generator_loss: 5.589 
[INFO] 2021-01-19 19:27:21 > Step:  106300 Progress: 53.1% Elapsed: 1 day, 18:38:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.68987 Generator_loss: 5.38282 
[INFO] 2021-01-19 19:30:09 > Step:  106400 Progress: 53.2% Elapsed: 1 day, 18:41:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.59995 Generator_loss: 5.55709 
[INFO] 2021-01-19 19:32:56 > Step:  106500 Progress: 53.2% Elapsed: 1 day, 18:44:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.5339 Generator_loss: 5.59523 
[INFO] 2021-01-19 19:35:43 > Step:  106600 Progress: 53.3% Elapsed: 1 day, 18:47:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.64477 Generator_loss: 5.55893 
[INFO] 2021-01-19 19:38:31 > Step:  106700 Progress: 53.3% Elapsed: 1 day, 18:50:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.61032 Generator_loss: 5.7076 
[INFO] 2021-01-19 19:41:18 > Step:  106800 Progress: 53.4% Elapsed: 1 day, 18:52:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.66357 Generator_loss: 5.5196 
[INFO] 2021-01-19 19:44:06 > Step:  106900 Progress: 53.4% Elapsed: 1 day, 18:55:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.5571 Generator_loss: 5.62951 
[INFO] 2021-01-19 19:46:55 > Step:  107000 Progress: 53.5% Elapsed: 1 day, 18:58:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.63796 Generator_loss: 5.28219 
[INFO] 2021-01-19 19:49:43 > Step:  107100 Progress: 53.5% Elapsed: 1 day, 19:01:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.63817 Generator_loss: 5.45662 
[INFO] 2021-01-19 19:52:31 > Step:  107200 Progress: 53.6% Elapsed: 1 day, 19:04:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.70324 Generator_loss: 5.43115 
[INFO] 2021-01-19 19:55:20 > Step:  107300 Progress: 53.6% Elapsed: 1 day, 19:06:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.64878 Generator_loss: 5.51572 
[INFO] 2021-01-19 19:58:08 > Step:  107400 Progress: 53.7% Elapsed: 1 day, 19:09:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.62093 Generator_loss: 5.54736 
[INFO] 2021-01-19 20:00:56 > Step:  107500 Progress: 53.8% Elapsed: 1 day, 19:12:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.76665 Generator_loss: 5.49322 
[INFO] 2021-01-19 20:03:44 > Step:  107600 Progress: 53.8% Elapsed: 1 day, 19:15:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.64181 Generator_loss: 5.55342 
[INFO] 2021-01-19 20:06:32 > Step:  107700 Progress: 53.8% Elapsed: 1 day, 19:18:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.65029 Generator_loss: 5.6036 
[INFO] 2021-01-19 20:09:21 > Step:  107800 Progress: 53.9% Elapsed: 1 day, 19:20:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.60011 Generator_loss: 5.70334 
[INFO] 2021-01-19 20:12:08 > Step:  107900 Progress: 53.9% Elapsed: 1 day, 19:23:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.53553 Generator_loss: 5.49575 
[INFO] 2021-01-19 20:14:56 > Step:  108000 Progress: 54.0% Elapsed: 1 day, 19:26:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.68555 Generator_loss: 5.60912 
[INFO] 2021-01-19 20:14:56 > Start Evaluation (108000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 20:14:56 > Calculating FID Score....
[INFO] 2021-01-19 20:15:11 > Calculating Inception Score....
[INFO] 2021-01-19 20:15:19 > Calculate F_beta Score....
[INFO] 2021-01-19 20:16:07 > Calculate Accuracies....
[INFO] 2021-01-19 20:16:12 > Calculate Accuracies....
[INFO] 2021-01-19 20:16:25 > F_8 score (Step: 108000, Using valid images): 0.9557553532671508
[INFO] 2021-01-19 20:16:25 > F_1/8 score (Step: 108000, Using valid images): 0.9850437074281229
[INFO] 2021-01-19 20:16:25 > FID score (Step: 108000, Using valid moments): 16.115722103669725
[INFO] 2021-01-19 20:16:25 > Inception score (Step: 108000, 10000 generated images): 17.25385856628418
[INFO] 2021-01-19 20:16:25 > Best FID score (Step: 108000, Using valid moments): 16.115722103669725
[INFO] 2021-01-19 20:16:28 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 20:19:17 > Step:  108100 Progress: 54.0% Elapsed: 1 day, 19:30:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.83177 Generator_loss: 5.66092 
[INFO] 2021-01-19 20:22:04 > Step:  108200 Progress: 54.1% Elapsed: 1 day, 19:33:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.60303 Generator_loss: 5.613 
[INFO] 2021-01-19 20:24:52 > Step:  108300 Progress: 54.1% Elapsed: 1 day, 19:36:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.6782 Generator_loss: 5.56197 
[INFO] 2021-01-19 20:27:39 > Step:  108400 Progress: 54.2% Elapsed: 1 day, 19:39:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.63379 Generator_loss: 5.57143 
[INFO] 2021-01-19 20:30:27 > Step:  108500 Progress: 54.2% Elapsed: 1 day, 19:41:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.66323 Generator_loss: 4.74536 
[INFO] 2021-01-19 20:33:16 > Step:  108600 Progress: 54.3% Elapsed: 1 day, 19:44:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.5763 Generator_loss: 4.63784 
[INFO] 2021-01-19 20:36:03 > Step:  108700 Progress: 54.4% Elapsed: 1 day, 19:47:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.6458 Generator_loss: 4.68291 
[INFO] 2021-01-19 20:38:52 > Step:  108800 Progress: 54.4% Elapsed: 1 day, 19:50:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.53086 Generator_loss: 4.40178 
[INFO] 2021-01-19 20:41:41 > Step:  108900 Progress: 54.4% Elapsed: 1 day, 19:53:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.64684 Generator_loss: 4.86189 
[INFO] 2021-01-19 20:44:28 > Step:  109000 Progress: 54.5% Elapsed: 1 day, 19:55:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.59187 Generator_loss: 4.70847 
[INFO] 2021-01-19 20:47:16 > Step:  109100 Progress: 54.5% Elapsed: 1 day, 19:58:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.56007 Generator_loss: 4.66464 
[INFO] 2021-01-19 20:50:04 > Step:  109200 Progress: 54.6% Elapsed: 1 day, 20:01:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.64152 Generator_loss: 4.67867 
[INFO] 2021-01-19 20:52:52 > Step:  109300 Progress: 54.6% Elapsed: 1 day, 20:04:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.57157 Generator_loss: 4.46258 
[INFO] 2021-01-19 20:55:40 > Step:  109400 Progress: 54.7% Elapsed: 1 day, 20:07:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.54961 Generator_loss: 4.47432 
[INFO] 2021-01-19 20:58:28 > Step:  109500 Progress: 54.8% Elapsed: 1 day, 20:09:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.58991 Generator_loss: 4.53038 
[INFO] 2021-01-19 21:01:16 > Step:  109600 Progress: 54.8% Elapsed: 1 day, 20:12:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.45313 Generator_loss: 4.77647 
[INFO] 2021-01-19 21:04:03 > Step:  109700 Progress: 54.9% Elapsed: 1 day, 20:15:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.64279 Generator_loss: 4.76002 
[INFO] 2021-01-19 21:06:51 > Step:  109800 Progress: 54.9% Elapsed: 1 day, 20:18:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.52262 Generator_loss: 4.74435 
[INFO] 2021-01-19 21:09:39 > Step:  109900 Progress: 54.9% Elapsed: 1 day, 20:21:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.65565 Generator_loss: 4.70528 
[INFO] 2021-01-19 21:12:27 > Step:  110000 Progress: 55.0% Elapsed: 1 day, 20:23:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.37626 Generator_loss: 4.80026 
[INFO] 2021-01-19 21:12:27 > Start Evaluation (110000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 21:12:27 > Calculating FID Score....
[INFO] 2021-01-19 21:12:42 > Calculating Inception Score....
[INFO] 2021-01-19 21:12:49 > Calculate F_beta Score....
[INFO] 2021-01-19 21:13:38 > Calculate Accuracies....
[INFO] 2021-01-19 21:13:43 > Calculate Accuracies....
[INFO] 2021-01-19 21:13:56 > F_8 score (Step: 110000, Using valid images): 0.9624191274077883
[INFO] 2021-01-19 21:13:56 > F_1/8 score (Step: 110000, Using valid images): 0.9841176301032961
[INFO] 2021-01-19 21:13:56 > FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-19 21:13:56 > Inception score (Step: 110000, 10000 generated images): 17.302671432495117
[INFO] 2021-01-19 21:13:56 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-19 21:14:00 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 21:16:47 > Step:  110100 Progress: 55.0% Elapsed: 1 day, 20:28:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.64132 Generator_loss: 4.59098 
[INFO] 2021-01-19 21:19:35 > Step:  110200 Progress: 55.1% Elapsed: 1 day, 20:31:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.58524 Generator_loss: 4.61458 
[INFO] 2021-01-19 21:22:23 > Step:  110300 Progress: 55.1% Elapsed: 1 day, 20:33:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.65548 Generator_loss: 4.53706 
[INFO] 2021-01-19 21:25:11 > Step:  110400 Progress: 55.2% Elapsed: 1 day, 20:36:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.62002 Generator_loss: 4.78369 
[INFO] 2021-01-19 21:27:58 > Step:  110500 Progress: 55.2% Elapsed: 1 day, 20:39:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.62865 Generator_loss: 4.82311 
[INFO] 2021-01-19 21:30:45 > Step:  110600 Progress: 55.3% Elapsed: 1 day, 20:42:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.65139 Generator_loss: 4.8972 
[INFO] 2021-01-19 21:33:33 > Step:  110700 Progress: 55.4% Elapsed: 1 day, 20:45:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.73943 Generator_loss: 4.41615 
[INFO] 2021-01-19 21:36:21 > Step:  110800 Progress: 55.4% Elapsed: 1 day, 20:47:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.61638 Generator_loss: 4.40589 
[INFO] 2021-01-19 21:39:09 > Step:  110900 Progress: 55.5% Elapsed: 1 day, 20:50:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.70217 Generator_loss: 4.79272 
[INFO] 2021-01-19 21:41:56 > Step:  111000 Progress: 55.5% Elapsed: 1 day, 20:53:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.53078 Generator_loss: 4.79348 
[INFO] 2021-01-19 21:44:44 > Step:  111100 Progress: 55.5% Elapsed: 1 day, 20:56:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.55911 Generator_loss: 4.71932 
[INFO] 2021-01-19 21:47:31 > Step:  111200 Progress: 55.6% Elapsed: 1 day, 20:59:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.62954 Generator_loss: 4.85012 
[INFO] 2021-01-19 21:50:18 > Step:  111300 Progress: 55.6% Elapsed: 1 day, 21:01:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.59257 Generator_loss: 4.89139 
[INFO] 2021-01-19 21:53:05 > Step:  111400 Progress: 55.7% Elapsed: 1 day, 21:04:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.63948 Generator_loss: 4.30815 
[INFO] 2021-01-19 21:55:52 > Step:  111500 Progress: 55.8% Elapsed: 1 day, 21:07:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.64889 Generator_loss: 4.40943 
[INFO] 2021-01-19 21:58:40 > Step:  111600 Progress: 55.8% Elapsed: 1 day, 21:10:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.5621 Generator_loss: 4.62408 
[INFO] 2021-01-19 22:01:28 > Step:  111700 Progress: 55.9% Elapsed: 1 day, 21:12:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.58201 Generator_loss: 4.66768 
[INFO] 2021-01-19 22:04:18 > Step:  111800 Progress: 55.9% Elapsed: 1 day, 21:15:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.58364 Generator_loss: 4.64884 
[INFO] 2021-01-19 22:07:05 > Step:  111900 Progress: 56.0% Elapsed: 1 day, 21:18:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.56004 Generator_loss: 4.7198 
[INFO] 2021-01-19 22:09:53 > Step:  112000 Progress: 56.0% Elapsed: 1 day, 21:21:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.4922 Generator_loss: 4.77924 
[INFO] 2021-01-19 22:09:53 > Start Evaluation (112000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 22:09:53 > Calculating FID Score....
[INFO] 2021-01-19 22:10:08 > Calculating Inception Score....
[INFO] 2021-01-19 22:10:16 > Calculate F_beta Score....
[INFO] 2021-01-19 22:11:03 > Calculate Accuracies....
[INFO] 2021-01-19 22:11:08 > Calculate Accuracies....
[INFO] 2021-01-19 22:11:21 > F_8 score (Step: 112000, Using valid images): 0.9597807681191198
[INFO] 2021-01-19 22:11:21 > F_1/8 score (Step: 112000, Using valid images): 0.9876121133602505
[INFO] 2021-01-19 22:11:21 > FID score (Step: 112000, Using valid moments): 16.104226725973263
[INFO] 2021-01-19 22:11:21 > Inception score (Step: 112000, 10000 generated images): 17.52383804321289
[INFO] 2021-01-19 22:11:21 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-19 22:11:23 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 22:14:11 > Step:  112100 Progress: 56.0% Elapsed: 1 day, 21:25:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.55671 Generator_loss: 4.48194 
[INFO] 2021-01-19 22:17:00 > Step:  112200 Progress: 56.1% Elapsed: 1 day, 21:28:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.59585 Generator_loss: 4.82418 
[INFO] 2021-01-19 22:19:48 > Step:  112300 Progress: 56.1% Elapsed: 1 day, 21:31:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.7415 Generator_loss: 4.60585 
[INFO] 2021-01-19 22:22:37 > Step:  112400 Progress: 56.2% Elapsed: 1 day, 21:34:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.48784 Generator_loss: 4.45766 
[INFO] 2021-01-19 22:25:26 > Step:  112500 Progress: 56.2% Elapsed: 1 day, 21:36:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.55437 Generator_loss: 4.80937 
[INFO] 2021-01-19 22:28:14 > Step:  112600 Progress: 56.3% Elapsed: 1 day, 21:39:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.5641 Generator_loss: 4.61569 
[INFO] 2021-01-19 22:31:03 > Step:  112700 Progress: 56.4% Elapsed: 1 day, 21:42:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.51552 Generator_loss: 4.89094 
[INFO] 2021-01-19 22:33:50 > Step:  112800 Progress: 56.4% Elapsed: 1 day, 21:45:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.49827 Generator_loss: 4.91687 
[INFO] 2021-01-19 22:36:39 > Step:  112900 Progress: 56.5% Elapsed: 1 day, 21:48:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.58959 Generator_loss: 4.68678 
[INFO] 2021-01-19 22:39:26 > Step:  113000 Progress: 56.5% Elapsed: 1 day, 21:50:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.5499 Generator_loss: 4.58083 
[INFO] 2021-01-19 22:42:14 > Step:  113100 Progress: 56.5% Elapsed: 1 day, 21:53:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.56479 Generator_loss: 4.79245 
[INFO] 2021-01-19 22:45:02 > Step:  113200 Progress: 56.6% Elapsed: 1 day, 21:56:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.58132 Generator_loss: 4.5225 
[INFO] 2021-01-19 22:47:49 > Step:  113300 Progress: 56.6% Elapsed: 1 day, 21:59:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.55339 Generator_loss: 4.71894 
[INFO] 2021-01-19 22:50:37 > Step:  113400 Progress: 56.7% Elapsed: 1 day, 22:02:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.61393 Generator_loss: 4.43868 
[INFO] 2021-01-19 22:53:24 > Step:  113500 Progress: 56.8% Elapsed: 1 day, 22:04:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.54164 Generator_loss: 4.79579 
[INFO] 2021-01-19 22:56:11 > Step:  113600 Progress: 56.8% Elapsed: 1 day, 22:07:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.75234 Generator_loss: 4.87402 
[INFO] 2021-01-19 22:58:59 > Step:  113700 Progress: 56.9% Elapsed: 1 day, 22:10:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.55354 Generator_loss: 4.57795 
[INFO] 2021-01-19 23:01:47 > Step:  113800 Progress: 56.9% Elapsed: 1 day, 22:13:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.66114 Generator_loss: 4.66021 
[INFO] 2021-01-19 23:04:35 > Step:  113900 Progress: 57.0% Elapsed: 1 day, 22:16:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.54455 Generator_loss: 4.61714 
[INFO] 2021-01-19 23:07:24 > Step:  114000 Progress: 57.0% Elapsed: 1 day, 22:18:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.65371 Generator_loss: 4.62408 
[INFO] 2021-01-19 23:07:24 > Start Evaluation (114000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 23:07:24 > Calculating FID Score....
[INFO] 2021-01-19 23:07:39 > Calculating Inception Score....
[INFO] 2021-01-19 23:07:46 > Calculate F_beta Score....
[INFO] 2021-01-19 23:08:33 > Calculate Accuracies....
[INFO] 2021-01-19 23:08:38 > Calculate Accuracies....
[INFO] 2021-01-19 23:08:51 > F_8 score (Step: 114000, Using valid images): 0.9594329197257288
[INFO] 2021-01-19 23:08:51 > F_1/8 score (Step: 114000, Using valid images): 0.984681140187963
[INFO] 2021-01-19 23:08:51 > FID score (Step: 114000, Using valid moments): 16.260106903375004
[INFO] 2021-01-19 23:08:51 > Inception score (Step: 114000, 10000 generated images): 16.951921463012695
[INFO] 2021-01-19 23:08:51 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-19 23:08:53 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-19 23:11:40 > Step:  114100 Progress: 57.0% Elapsed: 1 day, 22:23:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.73421 Generator_loss: 4.81685 
[INFO] 2021-01-19 23:14:29 > Step:  114200 Progress: 57.1% Elapsed: 1 day, 22:26:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.62953 Generator_loss: 4.90273 
[INFO] 2021-01-19 23:17:17 > Step:  114300 Progress: 57.1% Elapsed: 1 day, 22:28:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.71261 Generator_loss: 4.64496 
[INFO] 2021-01-19 23:20:05 > Step:  114400 Progress: 57.2% Elapsed: 1 day, 22:31:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.61082 Generator_loss: 4.58515 
[INFO] 2021-01-19 23:22:53 > Step:  114500 Progress: 57.2% Elapsed: 1 day, 22:34:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.62212 Generator_loss: 4.49879 
[INFO] 2021-01-19 23:25:41 > Step:  114600 Progress: 57.3% Elapsed: 1 day, 22:37:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.61668 Generator_loss: 4.38165 
[INFO] 2021-01-19 23:28:30 > Step:  114700 Progress: 57.4% Elapsed: 1 day, 22:40:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.56105 Generator_loss: 4.54522 
[INFO] 2021-01-19 23:31:19 > Step:  114800 Progress: 57.4% Elapsed: 1 day, 22:42:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.78413 Generator_loss: 4.50781 
[INFO] 2021-01-19 23:34:07 > Step:  114900 Progress: 57.5% Elapsed: 1 day, 22:45:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.62831 Generator_loss: 4.53164 
[INFO] 2021-01-19 23:36:55 > Step:  115000 Progress: 57.5% Elapsed: 1 day, 22:48:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.71561 Generator_loss: 4.61726 
[INFO] 2021-01-19 23:39:45 > Step:  115100 Progress: 57.6% Elapsed: 1 day, 22:51:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.62661 Generator_loss: 4.59058 
[INFO] 2021-01-19 23:42:33 > Step:  115200 Progress: 57.6% Elapsed: 1 day, 22:54:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.58732 Generator_loss: 4.49473 
[INFO] 2021-01-19 23:45:22 > Step:  115300 Progress: 57.6% Elapsed: 1 day, 22:56:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.71896 Generator_loss: 4.58313 
[INFO] 2021-01-19 23:48:10 > Step:  115400 Progress: 57.7% Elapsed: 1 day, 22:59:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.54479 Generator_loss: 4.50091 
[INFO] 2021-01-19 23:50:58 > Step:  115500 Progress: 57.8% Elapsed: 1 day, 23:02:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.50282 Generator_loss: 4.63026 
[INFO] 2021-01-19 23:53:46 > Step:  115600 Progress: 57.8% Elapsed: 1 day, 23:05:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.55482 Generator_loss: 4.62874 
[INFO] 2021-01-19 23:56:34 > Step:  115700 Progress: 57.9% Elapsed: 1 day, 23:08:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.62303 Generator_loss: 4.79131 
[INFO] 2021-01-19 23:59:22 > Step:  115800 Progress: 57.9% Elapsed: 1 day, 23:10:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.68694 Generator_loss: 4.63212 
[INFO] 2021-01-20 00:02:11 > Step:  115900 Progress: 58.0% Elapsed: 1 day, 23:13:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.75318 Generator_loss: 5.73019 
[INFO] 2021-01-20 00:04:57 > Step:  116000 Progress: 58.0% Elapsed: 1 day, 23:16:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.59813 Generator_loss: 5.63468 
[INFO] 2021-01-20 00:04:57 > Start Evaluation (116000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 00:04:57 > Calculating FID Score....
[INFO] 2021-01-20 00:05:12 > Calculating Inception Score....
[INFO] 2021-01-20 00:05:20 > Calculate F_beta Score....
[INFO] 2021-01-20 00:06:07 > Calculate Accuracies....
[INFO] 2021-01-20 00:06:12 > Calculate Accuracies....
[INFO] 2021-01-20 00:06:25 > F_8 score (Step: 116000, Using valid images): 0.9604765718464651
[INFO] 2021-01-20 00:06:25 > F_1/8 score (Step: 116000, Using valid images): 0.9848321739320766
[INFO] 2021-01-20 00:06:25 > FID score (Step: 116000, Using valid moments): 16.197181758483623
[INFO] 2021-01-20 00:06:25 > Inception score (Step: 116000, 10000 generated images): 17.714160919189453
[INFO] 2021-01-20 00:06:25 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 00:06:27 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 00:09:15 > Step:  116100 Progress: 58.1% Elapsed: 1 day, 23:20:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.6299 Generator_loss: 5.69237 
[INFO] 2021-01-20 00:12:02 > Step:  116200 Progress: 58.1% Elapsed: 1 day, 23:23:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.60886 Generator_loss: 5.63673 
[INFO] 2021-01-20 00:14:50 > Step:  116300 Progress: 58.1% Elapsed: 1 day, 23:26:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.53692 Generator_loss: 5.73802 
[INFO] 2021-01-20 00:17:38 > Step:  116400 Progress: 58.2% Elapsed: 1 day, 23:29:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.58063 Generator_loss: 5.60547 
[INFO] 2021-01-20 00:20:26 > Step:  116500 Progress: 58.2% Elapsed: 1 day, 23:31:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.70699 Generator_loss: 5.63068 
[INFO] 2021-01-20 00:23:13 > Step:  116600 Progress: 58.3% Elapsed: 1 day, 23:34:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.58942 Generator_loss: 5.47976 
[INFO] 2021-01-20 00:26:01 > Step:  116700 Progress: 58.4% Elapsed: 1 day, 23:37:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.55642 Generator_loss: 5.76024 
[INFO] 2021-01-20 00:28:50 > Step:  116800 Progress: 58.4% Elapsed: 1 day, 23:40:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.56996 Generator_loss: 5.76453 
[INFO] 2021-01-20 00:31:38 > Step:  116900 Progress: 58.5% Elapsed: 1 day, 23:43:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.69126 Generator_loss: 5.5795 
[INFO] 2021-01-20 00:34:26 > Step:  117000 Progress: 58.5% Elapsed: 1 day, 23:45:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.57791 Generator_loss: 5.67546 
[INFO] 2021-01-20 00:37:13 > Step:  117100 Progress: 58.6% Elapsed: 1 day, 23:48:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.4817 Generator_loss: 5.61206 
[INFO] 2021-01-20 00:40:01 > Step:  117200 Progress: 58.6% Elapsed: 1 day, 23:51:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.63385 Generator_loss: 5.68812 
[INFO] 2021-01-20 00:42:49 > Step:  117300 Progress: 58.7% Elapsed: 1 day, 23:54:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.67806 Generator_loss: 5.51333 
[INFO] 2021-01-20 00:45:36 > Step:  117400 Progress: 58.7% Elapsed: 1 day, 23:57:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.54902 Generator_loss: 5.6634 
[INFO] 2021-01-20 00:48:23 > Step:  117500 Progress: 58.8% Elapsed: 1 day, 23:59:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.62388 Generator_loss: 5.57861 
[INFO] 2021-01-20 00:51:10 > Step:  117600 Progress: 58.8% Elapsed: 2 days, 0:02:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.5005 Generator_loss: 5.7637 
[INFO] 2021-01-20 00:53:58 > Step:  117700 Progress: 58.9% Elapsed: 2 days, 0:05:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.59546 Generator_loss: 5.54696 
[INFO] 2021-01-20 00:56:46 > Step:  117800 Progress: 58.9% Elapsed: 2 days, 0:08:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.55002 Generator_loss: 5.65747 
[INFO] 2021-01-20 00:59:35 > Step:  117900 Progress: 59.0% Elapsed: 2 days, 0:11:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.56013 Generator_loss: 5.37775 
[INFO] 2021-01-20 01:02:23 > Step:  118000 Progress: 59.0% Elapsed: 2 days, 0:13:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.58485 Generator_loss: 5.63599 
[INFO] 2021-01-20 01:02:23 > Start Evaluation (118000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 01:02:23 > Calculating FID Score....
[INFO] 2021-01-20 01:02:38 > Calculating Inception Score....
[INFO] 2021-01-20 01:02:45 > Calculate F_beta Score....
[INFO] 2021-01-20 01:03:35 > Calculate Accuracies....
[INFO] 2021-01-20 01:03:40 > Calculate Accuracies....
[INFO] 2021-01-20 01:03:53 > F_8 score (Step: 118000, Using valid images): 0.9615863473911794
[INFO] 2021-01-20 01:03:53 > F_1/8 score (Step: 118000, Using valid images): 0.987014511123674
[INFO] 2021-01-20 01:03:53 > FID score (Step: 118000, Using valid moments): 15.866092062972086
[INFO] 2021-01-20 01:03:53 > Inception score (Step: 118000, 10000 generated images): 17.433923721313477
[INFO] 2021-01-20 01:03:53 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 01:03:55 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 01:06:42 > Step:  118100 Progress: 59.1% Elapsed: 2 days, 0:18:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.62609 Generator_loss: 5.56678 
[INFO] 2021-01-20 01:09:30 > Step:  118200 Progress: 59.1% Elapsed: 2 days, 0:21:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.50166 Generator_loss: 5.72393 
[INFO] 2021-01-20 01:12:19 > Step:  118300 Progress: 59.2% Elapsed: 2 days, 0:23:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.55296 Generator_loss: 5.72767 
[INFO] 2021-01-20 01:15:07 > Step:  118400 Progress: 59.2% Elapsed: 2 days, 0:26:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.75853 Generator_loss: 5.57157 
[INFO] 2021-01-20 01:17:56 > Step:  118500 Progress: 59.2% Elapsed: 2 days, 0:29:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.50135 Generator_loss: 5.43077 
[INFO] 2021-01-20 01:20:44 > Step:  118600 Progress: 59.3% Elapsed: 2 days, 0:32:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.78583 Generator_loss: 5.39846 
[INFO] 2021-01-20 01:23:31 > Step:  118700 Progress: 59.4% Elapsed: 2 days, 0:35:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.60706 Generator_loss: 5.46 
[INFO] 2021-01-20 01:26:20 > Step:  118800 Progress: 59.4% Elapsed: 2 days, 0:37:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.49056 Generator_loss: 5.77412 
[INFO] 2021-01-20 01:29:09 > Step:  118900 Progress: 59.5% Elapsed: 2 days, 0:40:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.58013 Generator_loss: 5.36071 
[INFO] 2021-01-20 01:31:56 > Step:  119000 Progress: 59.5% Elapsed: 2 days, 0:43:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.59462 Generator_loss: 5.63136 
[INFO] 2021-01-20 01:34:44 > Step:  119100 Progress: 59.6% Elapsed: 2 days, 0:46:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.58332 Generator_loss: 5.61923 
[INFO] 2021-01-20 01:37:32 > Step:  119200 Progress: 59.6% Elapsed: 2 days, 0:49:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.68905 Generator_loss: 5.68569 
[INFO] 2021-01-20 01:40:19 > Step:  119300 Progress: 59.7% Elapsed: 2 days, 0:51:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.66536 Generator_loss: 5.56318 
[INFO] 2021-01-20 01:43:07 > Step:  119400 Progress: 59.7% Elapsed: 2 days, 0:54:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.42205 Generator_loss: 5.73545 
[INFO] 2021-01-20 01:45:55 > Step:  119500 Progress: 59.8% Elapsed: 2 days, 0:57:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.60326 Generator_loss: 5.46225 
[INFO] 2021-01-20 01:48:42 > Step:  119600 Progress: 59.8% Elapsed: 2 days, 1:00:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.57849 Generator_loss: 5.57623 
[INFO] 2021-01-20 01:51:30 > Step:  119700 Progress: 59.9% Elapsed: 2 days, 1:03:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.64886 Generator_loss: 5.59922 
[INFO] 2021-01-20 01:54:17 > Step:  119800 Progress: 59.9% Elapsed: 2 days, 1:05:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.54567 Generator_loss: 5.63367 
[INFO] 2021-01-20 01:57:05 > Step:  119900 Progress: 60.0% Elapsed: 2 days, 1:08:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.54373 Generator_loss: 5.50584 
[INFO] 2021-01-20 01:59:53 > Step:  120000 Progress: 60.0% Elapsed: 2 days, 1:11:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.60146 Generator_loss: 5.79975 
[INFO] 2021-01-20 01:59:53 > Start Evaluation (120000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 01:59:53 > Calculating FID Score....
[INFO] 2021-01-20 02:00:08 > Calculating Inception Score....
[INFO] 2021-01-20 02:00:15 > Calculate F_beta Score....
[INFO] 2021-01-20 02:01:03 > Calculate Accuracies....
[INFO] 2021-01-20 02:01:08 > Calculate Accuracies....
[INFO] 2021-01-20 02:01:21 > F_8 score (Step: 120000, Using valid images): 0.9606403516193545
[INFO] 2021-01-20 02:01:21 > F_1/8 score (Step: 120000, Using valid images): 0.9868941512862678
[INFO] 2021-01-20 02:01:21 > FID score (Step: 120000, Using valid moments): 16.089929456135224
[INFO] 2021-01-20 02:01:21 > Inception score (Step: 120000, 10000 generated images): 17.57354164123535
[INFO] 2021-01-20 02:01:21 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 02:01:23 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 02:04:10 > Step:  120100 Progress: 60.1% Elapsed: 2 days, 1:15:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.82245 Generator_loss: 5.62133 
[INFO] 2021-01-20 02:06:57 > Step:  120200 Progress: 60.1% Elapsed: 2 days, 1:18:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.51948 Generator_loss: 5.66141 
[INFO] 2021-01-20 02:09:45 > Step:  120300 Progress: 60.2% Elapsed: 2 days, 1:21:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.52736 Generator_loss: 5.70328 
[INFO] 2021-01-20 02:12:33 > Step:  120400 Progress: 60.2% Elapsed: 2 days, 1:24:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.44222 Generator_loss: 5.79223 
[INFO] 2021-01-20 02:15:20 > Step:  120500 Progress: 60.2% Elapsed: 2 days, 1:26:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.5697 Generator_loss: 5.52617 
[INFO] 2021-01-20 02:18:08 > Step:  120600 Progress: 60.3% Elapsed: 2 days, 1:29:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.5103 Generator_loss: 5.64633 
[INFO] 2021-01-20 02:20:55 > Step:  120700 Progress: 60.4% Elapsed: 2 days, 1:32:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.64893 Generator_loss: 5.51542 
[INFO] 2021-01-20 02:23:42 > Step:  120800 Progress: 60.4% Elapsed: 2 days, 1:35:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.46015 Generator_loss: 5.28455 
[INFO] 2021-01-20 02:26:31 > Step:  120900 Progress: 60.5% Elapsed: 2 days, 1:38:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.65445 Generator_loss: 4.42676 
[INFO] 2021-01-20 02:29:18 > Step:  121000 Progress: 60.5% Elapsed: 2 days, 1:40:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.60993 Generator_loss: 4.62501 
[INFO] 2021-01-20 02:32:06 > Step:  121100 Progress: 60.6% Elapsed: 2 days, 1:43:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.51409 Generator_loss: 4.54205 
[INFO] 2021-01-20 02:34:53 > Step:  121200 Progress: 60.6% Elapsed: 2 days, 1:46:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.51436 Generator_loss: 4.66142 
[INFO] 2021-01-20 02:37:41 > Step:  121300 Progress: 60.7% Elapsed: 2 days, 1:49:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.50203 Generator_loss: 4.59377 
[INFO] 2021-01-20 02:40:28 > Step:  121400 Progress: 60.7% Elapsed: 2 days, 1:51:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.54695 Generator_loss: 4.51932 
[INFO] 2021-01-20 02:43:17 > Step:  121500 Progress: 60.8% Elapsed: 2 days, 1:54:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.60598 Generator_loss: 4.56386 
[INFO] 2021-01-20 02:46:05 > Step:  121600 Progress: 60.8% Elapsed: 2 days, 1:57:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.63246 Generator_loss: 4.38525 
[INFO] 2021-01-20 02:48:52 > Step:  121700 Progress: 60.9% Elapsed: 2 days, 2:00:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.59011 Generator_loss: 4.96358 
[INFO] 2021-01-20 02:51:40 > Step:  121800 Progress: 60.9% Elapsed: 2 days, 2:03:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.51762 Generator_loss: 4.55746 
[INFO] 2021-01-20 02:54:27 > Step:  121900 Progress: 61.0% Elapsed: 2 days, 2:05:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.56511 Generator_loss: 5.6812 
[INFO] 2021-01-20 02:57:14 > Step:  122000 Progress: 61.0% Elapsed: 2 days, 2:08:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.49374 Generator_loss: 5.71286 
[INFO] 2021-01-20 02:57:14 > Start Evaluation (122000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 02:57:14 > Calculating FID Score....
[INFO] 2021-01-20 02:57:29 > Calculating Inception Score....
[INFO] 2021-01-20 02:57:37 > Calculate F_beta Score....
[INFO] 2021-01-20 02:58:25 > Calculate Accuracies....
[INFO] 2021-01-20 02:58:30 > Calculate Accuracies....
[INFO] 2021-01-20 02:58:43 > F_8 score (Step: 122000, Using valid images): 0.9620377672741345
[INFO] 2021-01-20 02:58:43 > F_1/8 score (Step: 122000, Using valid images): 0.9851521047107389
[INFO] 2021-01-20 02:58:43 > FID score (Step: 122000, Using valid moments): 16.344198468257787
[INFO] 2021-01-20 02:58:43 > Inception score (Step: 122000, 10000 generated images): 17.657421112060547
[INFO] 2021-01-20 02:58:43 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 02:58:45 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 03:01:32 > Step:  122100 Progress: 61.1% Elapsed: 2 days, 2:13:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.44301 Generator_loss: 5.84491 
[INFO] 2021-01-20 03:04:19 > Step:  122200 Progress: 61.1% Elapsed: 2 days, 2:15:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.56436 Generator_loss: 5.70366 
[INFO] 2021-01-20 03:07:07 > Step:  122300 Progress: 61.2% Elapsed: 2 days, 2:18:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.68493 Generator_loss: 5.6802 
[INFO] 2021-01-20 03:09:54 > Step:  122400 Progress: 61.2% Elapsed: 2 days, 2:21:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.46162 Generator_loss: 5.62081 
[INFO] 2021-01-20 03:12:41 > Step:  122500 Progress: 61.3% Elapsed: 2 days, 2:24:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.58546 Generator_loss: 5.54362 
[INFO] 2021-01-20 03:15:29 > Step:  122600 Progress: 61.3% Elapsed: 2 days, 2:26:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.51717 Generator_loss: 5.71351 
[INFO] 2021-01-20 03:18:16 > Step:  122700 Progress: 61.4% Elapsed: 2 days, 2:29:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.49365 Generator_loss: 5.60221 
[INFO] 2021-01-20 03:21:04 > Step:  122800 Progress: 61.4% Elapsed: 2 days, 2:32:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.67944 Generator_loss: 5.52052 
[INFO] 2021-01-20 03:23:52 > Step:  122900 Progress: 61.5% Elapsed: 2 days, 2:35:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.60338 Generator_loss: 5.65634 
[INFO] 2021-01-20 03:26:40 > Step:  123000 Progress: 61.5% Elapsed: 2 days, 2:38:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.43865 Generator_loss: 4.68192 
[INFO] 2021-01-20 03:29:27 > Step:  123100 Progress: 61.6% Elapsed: 2 days, 2:40:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.6003 Generator_loss: 4.84439 
[INFO] 2021-01-20 03:32:15 > Step:  123200 Progress: 61.6% Elapsed: 2 days, 2:43:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.65845 Generator_loss: 4.62848 
[INFO] 2021-01-20 03:35:02 > Step:  123300 Progress: 61.7% Elapsed: 2 days, 2:46:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.53379 Generator_loss: 4.75239 
[INFO] 2021-01-20 03:37:49 > Step:  123400 Progress: 61.7% Elapsed: 2 days, 2:49:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.63959 Generator_loss: 4.63982 
[INFO] 2021-01-20 03:40:37 > Step:  123500 Progress: 61.8% Elapsed: 2 days, 2:52:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.54684 Generator_loss: 4.70031 
[INFO] 2021-01-20 03:43:26 > Step:  123600 Progress: 61.8% Elapsed: 2 days, 2:54:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.70452 Generator_loss: 4.40121 
[INFO] 2021-01-20 03:46:14 > Step:  123700 Progress: 61.9% Elapsed: 2 days, 2:57:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.60885 Generator_loss: 4.60861 
[INFO] 2021-01-20 03:49:03 > Step:  123800 Progress: 61.9% Elapsed: 2 days, 3:00:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.51711 Generator_loss: 4.56699 
[INFO] 2021-01-20 03:51:51 > Step:  123900 Progress: 62.0% Elapsed: 2 days, 3:03:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.51048 Generator_loss: 4.77883 
[INFO] 2021-01-20 03:54:39 > Step:  124000 Progress: 62.0% Elapsed: 2 days, 3:06:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.61348 Generator_loss: 4.63137 
[INFO] 2021-01-20 03:54:39 > Start Evaluation (124000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 03:54:39 > Calculating FID Score....
[INFO] 2021-01-20 03:54:54 > Calculating Inception Score....
[INFO] 2021-01-20 03:55:01 > Calculate F_beta Score....
[INFO] 2021-01-20 03:55:50 > Calculate Accuracies....
[INFO] 2021-01-20 03:55:55 > Calculate Accuracies....
[INFO] 2021-01-20 03:56:07 > F_8 score (Step: 124000, Using valid images): 0.9587479890180001
[INFO] 2021-01-20 03:56:07 > F_1/8 score (Step: 124000, Using valid images): 0.9856744427861078
[INFO] 2021-01-20 03:56:07 > FID score (Step: 124000, Using valid moments): 16.172118862066668
[INFO] 2021-01-20 03:56:07 > Inception score (Step: 124000, 10000 generated images): 17.728225708007812
[INFO] 2021-01-20 03:56:07 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 03:56:09 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 03:58:57 > Step:  124100 Progress: 62.1% Elapsed: 2 days, 3:10:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.54282 Generator_loss: 4.42032 
[INFO] 2021-01-20 04:01:45 > Step:  124200 Progress: 62.1% Elapsed: 2 days, 3:13:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.46999 Generator_loss: 5.74578 
[INFO] 2021-01-20 04:04:35 > Step:  124300 Progress: 62.2% Elapsed: 2 days, 3:16:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.54551 Generator_loss: 5.63387 
[INFO] 2021-01-20 04:07:23 > Step:  124400 Progress: 62.2% Elapsed: 2 days, 3:18:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.50348 Generator_loss: 5.73815 
[INFO] 2021-01-20 04:10:11 > Step:  124500 Progress: 62.3% Elapsed: 2 days, 3:21:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.66864 Generator_loss: 5.44185 
[INFO] 2021-01-20 04:12:59 > Step:  124600 Progress: 62.3% Elapsed: 2 days, 3:24:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.648 Generator_loss: 5.54387 
[INFO] 2021-01-20 04:15:47 > Step:  124700 Progress: 62.4% Elapsed: 2 days, 3:27:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.58027 Generator_loss: 5.71847 
[INFO] 2021-01-20 04:18:36 > Step:  124800 Progress: 62.4% Elapsed: 2 days, 3:30:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.53323 Generator_loss: 5.5203 
[INFO] 2021-01-20 04:21:24 > Step:  124900 Progress: 62.5% Elapsed: 2 days, 3:32:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.55282 Generator_loss: 5.62558 
[INFO] 2021-01-20 04:24:12 > Step:  125000 Progress: 62.5% Elapsed: 2 days, 3:35:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.46252 Generator_loss: 5.4782 
[INFO] 2021-01-20 04:27:00 > Step:  125100 Progress: 62.5% Elapsed: 2 days, 3:38:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.58544 Generator_loss: 5.69607 
[INFO] 2021-01-20 04:29:48 > Step:  125200 Progress: 62.6% Elapsed: 2 days, 3:41:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.46533 Generator_loss: 5.74149 
[INFO] 2021-01-20 04:32:36 > Step:  125300 Progress: 62.6% Elapsed: 2 days, 3:44:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.61243 Generator_loss: 5.64881 
[INFO] 2021-01-20 04:35:24 > Step:  125400 Progress: 62.7% Elapsed: 2 days, 3:46:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.39973 Generator_loss: 4.73911 
[INFO] 2021-01-20 04:38:12 > Step:  125500 Progress: 62.7% Elapsed: 2 days, 3:49:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.66329 Generator_loss: 4.84289 
[INFO] 2021-01-20 04:41:00 > Step:  125600 Progress: 62.8% Elapsed: 2 days, 3:52:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.69833 Generator_loss: 5.04907 
[INFO] 2021-01-20 04:43:48 > Step:  125700 Progress: 62.8% Elapsed: 2 days, 3:55:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.50178 Generator_loss: 4.68423 
[INFO] 2021-01-20 04:46:36 > Step:  125800 Progress: 62.9% Elapsed: 2 days, 3:58:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.60022 Generator_loss: 4.67733 
[INFO] 2021-01-20 04:49:23 > Step:  125900 Progress: 62.9% Elapsed: 2 days, 4:00:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.5173 Generator_loss: 4.58627 
[INFO] 2021-01-20 04:52:10 > Step:  126000 Progress: 63.0% Elapsed: 2 days, 4:03:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.67352 Generator_loss: 4.55456 
[INFO] 2021-01-20 04:52:10 > Start Evaluation (126000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 04:52:10 > Calculating FID Score....
[INFO] 2021-01-20 04:52:26 > Calculating Inception Score....
[INFO] 2021-01-20 04:52:33 > Calculate F_beta Score....
[INFO] 2021-01-20 04:53:21 > Calculate Accuracies....
[INFO] 2021-01-20 04:53:26 > Calculate Accuracies....
[INFO] 2021-01-20 04:53:39 > F_8 score (Step: 126000, Using valid images): 0.9647726134036176
[INFO] 2021-01-20 04:53:39 > F_1/8 score (Step: 126000, Using valid images): 0.985733189667201
[INFO] 2021-01-20 04:53:39 > FID score (Step: 126000, Using valid moments): 15.859588037990818
[INFO] 2021-01-20 04:53:39 > Inception score (Step: 126000, 10000 generated images): 17.855758666992188
[INFO] 2021-01-20 04:53:39 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 04:53:41 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 04:56:29 > Step:  126100 Progress: 63.0% Elapsed: 2 days, 4:08:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.62031 Generator_loss: 4.67979 
[INFO] 2021-01-20 04:59:18 > Step:  126200 Progress: 63.1% Elapsed: 2 days, 4:10:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.58047 Generator_loss: 4.78174 
[INFO] 2021-01-20 05:02:05 > Step:  126300 Progress: 63.1% Elapsed: 2 days, 4:13:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.57201 Generator_loss: 4.74523 
[INFO] 2021-01-20 05:04:54 > Step:  126400 Progress: 63.2% Elapsed: 2 days, 4:16:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.56929 Generator_loss: 4.4967 
[INFO] 2021-01-20 05:07:41 > Step:  126500 Progress: 63.2% Elapsed: 2 days, 4:19:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.70492 Generator_loss: 4.64484 
[INFO] 2021-01-20 05:10:28 > Step:  126600 Progress: 63.3% Elapsed: 2 days, 4:21:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.49977 Generator_loss: 4.80858 
[INFO] 2021-01-20 05:13:16 > Step:  126700 Progress: 63.3% Elapsed: 2 days, 4:24:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.58503 Generator_loss: 4.70615 
[INFO] 2021-01-20 05:16:03 > Step:  126800 Progress: 63.4% Elapsed: 2 days, 4:27:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.50826 Generator_loss: 4.59465 
[INFO] 2021-01-20 05:18:52 > Step:  126900 Progress: 63.4% Elapsed: 2 days, 4:30:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.72644 Generator_loss: 4.82264 
[INFO] 2021-01-20 05:21:40 > Step:  127000 Progress: 63.5% Elapsed: 2 days, 4:33:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.47176 Generator_loss: 4.69437 
[INFO] 2021-01-20 05:24:26 > Step:  127100 Progress: 63.5% Elapsed: 2 days, 4:35:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.6224 Generator_loss: 4.69209 
[INFO] 2021-01-20 05:27:14 > Step:  127200 Progress: 63.6% Elapsed: 2 days, 4:38:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.57691 Generator_loss: 4.68056 
[INFO] 2021-01-20 05:30:02 > Step:  127300 Progress: 63.6% Elapsed: 2 days, 4:41:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.61336 Generator_loss: 4.5127 
[INFO] 2021-01-20 05:32:50 > Step:  127400 Progress: 63.7% Elapsed: 2 days, 4:44:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.57322 Generator_loss: 4.44803 
[INFO] 2021-01-20 05:35:37 > Step:  127500 Progress: 63.7% Elapsed: 2 days, 4:47:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.53122 Generator_loss: 4.82245 
[INFO] 2021-01-20 05:38:25 > Step:  127600 Progress: 63.8% Elapsed: 2 days, 4:49:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.60396 Generator_loss: 4.50224 
[INFO] 2021-01-20 05:41:13 > Step:  127700 Progress: 63.8% Elapsed: 2 days, 4:52:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.51276 Generator_loss: 4.69326 
[INFO] 2021-01-20 05:44:00 > Step:  127800 Progress: 63.9% Elapsed: 2 days, 4:55:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.51566 Generator_loss: 4.59836 
[INFO] 2021-01-20 05:46:47 > Step:  127900 Progress: 63.9% Elapsed: 2 days, 4:58:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.74834 Generator_loss: 4.83023 
[INFO] 2021-01-20 05:49:36 > Step:  128000 Progress: 64.0% Elapsed: 2 days, 5:01:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.50911 Generator_loss: 4.64774 
[INFO] 2021-01-20 05:49:36 > Start Evaluation (128000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 05:49:36 > Calculating FID Score....
[INFO] 2021-01-20 05:49:51 > Calculating Inception Score....
[INFO] 2021-01-20 05:49:59 > Calculate F_beta Score....
[INFO] 2021-01-20 05:50:47 > Calculate Accuracies....
[INFO] 2021-01-20 05:50:53 > Calculate Accuracies....
[INFO] 2021-01-20 05:51:05 > F_8 score (Step: 128000, Using valid images): 0.9620801465529808
[INFO] 2021-01-20 05:51:05 > F_1/8 score (Step: 128000, Using valid images): 0.9861023020367546
[INFO] 2021-01-20 05:51:05 > FID score (Step: 128000, Using valid moments): 16.11129933782979
[INFO] 2021-01-20 05:51:05 > Inception score (Step: 128000, 10000 generated images): 17.6016788482666
[INFO] 2021-01-20 05:51:05 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 05:51:07 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 05:53:55 > Step:  128100 Progress: 64.0% Elapsed: 2 days, 5:05:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.52787 Generator_loss: 4.65116 
[INFO] 2021-01-20 05:56:42 > Step:  128200 Progress: 64.1% Elapsed: 2 days, 5:08:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.59841 Generator_loss: 4.5979 
[INFO] 2021-01-20 05:59:30 > Step:  128300 Progress: 64.1% Elapsed: 2 days, 5:11:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.58027 Generator_loss: 4.58133 
[INFO] 2021-01-20 06:02:17 > Step:  128400 Progress: 64.2% Elapsed: 2 days, 5:13:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.56661 Generator_loss: 4.56794 
[INFO] 2021-01-20 06:05:05 > Step:  128500 Progress: 64.2% Elapsed: 2 days, 5:16:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.70049 Generator_loss: 4.49329 
[INFO] 2021-01-20 06:07:53 > Step:  128600 Progress: 64.3% Elapsed: 2 days, 5:19:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.55142 Generator_loss: 4.63936 
[INFO] 2021-01-20 06:10:41 > Step:  128700 Progress: 64.3% Elapsed: 2 days, 5:22:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.47402 Generator_loss: 4.51308 
[INFO] 2021-01-20 06:13:28 > Step:  128800 Progress: 64.4% Elapsed: 2 days, 5:24:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.55137 Generator_loss: 4.68495 
[INFO] 2021-01-20 06:16:18 > Step:  128900 Progress: 64.5% Elapsed: 2 days, 5:27:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.61595 Generator_loss: 4.70396 
[INFO] 2021-01-20 06:19:05 > Step:  129000 Progress: 64.5% Elapsed: 2 days, 5:30:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.51501 Generator_loss: 4.57907 
[INFO] 2021-01-20 06:21:53 > Step:  129100 Progress: 64.5% Elapsed: 2 days, 5:33:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.61007 Generator_loss: 4.61264 
[INFO] 2021-01-20 06:24:41 > Step:  129200 Progress: 64.6% Elapsed: 2 days, 5:36:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.64368 Generator_loss: 4.58003 
[INFO] 2021-01-20 06:27:29 > Step:  129300 Progress: 64.6% Elapsed: 2 days, 5:38:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.48276 Generator_loss: 4.90384 
[INFO] 2021-01-20 06:30:17 > Step:  129400 Progress: 64.7% Elapsed: 2 days, 5:41:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.58235 Generator_loss: 4.70451 
[INFO] 2021-01-20 06:33:05 > Step:  129500 Progress: 64.8% Elapsed: 2 days, 5:44:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.60648 Generator_loss: 4.69601 
[INFO] 2021-01-20 06:35:54 > Step:  129600 Progress: 64.8% Elapsed: 2 days, 5:47:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.53321 Generator_loss: 4.68249 
[INFO] 2021-01-20 06:38:43 > Step:  129700 Progress: 64.8% Elapsed: 2 days, 5:50:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.58305 Generator_loss: 4.55972 
[INFO] 2021-01-20 06:41:32 > Step:  129800 Progress: 64.9% Elapsed: 2 days, 5:53:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.5123 Generator_loss: 4.70915 
[INFO] 2021-01-20 06:44:21 > Step:  129900 Progress: 65.0% Elapsed: 2 days, 5:55:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.57866 Generator_loss: 4.69807 
[INFO] 2021-01-20 06:47:09 > Step:  130000 Progress: 65.0% Elapsed: 2 days, 5:58:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.54502 Generator_loss: 4.5331 
[INFO] 2021-01-20 06:47:09 > Start Evaluation (130000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 06:47:09 > Calculating FID Score....
[INFO] 2021-01-20 06:47:24 > Calculating Inception Score....
[INFO] 2021-01-20 06:47:31 > Calculate F_beta Score....
[INFO] 2021-01-20 06:48:20 > Calculate Accuracies....
[INFO] 2021-01-20 06:48:26 > Calculate Accuracies....
[INFO] 2021-01-20 06:48:38 > F_8 score (Step: 130000, Using valid images): 0.9600316909646385
[INFO] 2021-01-20 06:48:38 > F_1/8 score (Step: 130000, Using valid images): 0.9850317679602302
[INFO] 2021-01-20 06:48:38 > FID score (Step: 130000, Using valid moments): 16.39504293989569
[INFO] 2021-01-20 06:48:38 > Inception score (Step: 130000, 10000 generated images): 17.77374267578125
[INFO] 2021-01-20 06:48:38 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 06:48:40 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 06:51:28 > Step:  130100 Progress: 65.0% Elapsed: 2 days, 6:02:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.47026 Generator_loss: 5.13395 
[INFO] 2021-01-20 06:54:15 > Step:  130200 Progress: 65.1% Elapsed: 2 days, 6:05:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.5962 Generator_loss: 4.74201 
[INFO] 2021-01-20 06:57:03 > Step:  130300 Progress: 65.1% Elapsed: 2 days, 6:08:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.60881 Generator_loss: 4.73905 
[INFO] 2021-01-20 06:59:51 > Step:  130400 Progress: 65.2% Elapsed: 2 days, 6:11:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.50813 Generator_loss: 4.86428 
[INFO] 2021-01-20 07:02:38 > Step:  130500 Progress: 65.2% Elapsed: 2 days, 6:14:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.50149 Generator_loss: 4.65187 
[INFO] 2021-01-20 07:05:26 > Step:  130600 Progress: 65.3% Elapsed: 2 days, 6:16:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.50512 Generator_loss: 4.57235 
[INFO] 2021-01-20 07:08:13 > Step:  130700 Progress: 65.3% Elapsed: 2 days, 6:19:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.63222 Generator_loss: 4.72697 
[INFO] 2021-01-20 07:11:01 > Step:  130800 Progress: 65.4% Elapsed: 2 days, 6:22:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.62527 Generator_loss: 4.61587 
[INFO] 2021-01-20 07:13:49 > Step:  130900 Progress: 65.5% Elapsed: 2 days, 6:25:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.58301 Generator_loss: 4.59522 
[INFO] 2021-01-20 07:16:37 > Step:  131000 Progress: 65.5% Elapsed: 2 days, 6:28:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.612 Generator_loss: 4.63155 
[INFO] 2021-01-20 07:19:24 > Step:  131100 Progress: 65.5% Elapsed: 2 days, 6:30:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.57489 Generator_loss: 4.46533 
[INFO] 2021-01-20 07:22:14 > Step:  131200 Progress: 65.6% Elapsed: 2 days, 6:33:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.55176 Generator_loss: 4.56517 
[INFO] 2021-01-20 07:25:02 > Step:  131300 Progress: 65.6% Elapsed: 2 days, 6:36:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.65124 Generator_loss: 4.938 
[INFO] 2021-01-20 07:27:53 > Step:  131400 Progress: 65.7% Elapsed: 2 days, 6:39:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.5985 Generator_loss: 4.7789 
[INFO] 2021-01-20 07:30:42 > Step:  131500 Progress: 65.8% Elapsed: 2 days, 6:42:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.5785 Generator_loss: 4.65238 
[INFO] 2021-01-20 07:33:31 > Step:  131600 Progress: 65.8% Elapsed: 2 days, 6:45:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.45965 Generator_loss: 4.84195 
[INFO] 2021-01-20 07:36:19 > Step:  131700 Progress: 65.8% Elapsed: 2 days, 6:47:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.59057 Generator_loss: 4.5205 
[INFO] 2021-01-20 07:39:06 > Step:  131800 Progress: 65.9% Elapsed: 2 days, 6:50:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.46388 Generator_loss: 4.62285 
[INFO] 2021-01-20 07:41:55 > Step:  131900 Progress: 66.0% Elapsed: 2 days, 6:53:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.47528 Generator_loss: 4.58549 
[INFO] 2021-01-20 07:44:42 > Step:  132000 Progress: 66.0% Elapsed: 2 days, 6:56:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.54586 Generator_loss: 4.36216 
[INFO] 2021-01-20 07:44:42 > Start Evaluation (132000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 07:44:42 > Calculating FID Score....
[INFO] 2021-01-20 07:44:57 > Calculating Inception Score....
[INFO] 2021-01-20 07:45:05 > Calculate F_beta Score....
[INFO] 2021-01-20 07:45:53 > Calculate Accuracies....
[INFO] 2021-01-20 07:45:58 > Calculate Accuracies....
[INFO] 2021-01-20 07:46:11 > F_8 score (Step: 132000, Using valid images): 0.9641057081241314
[INFO] 2021-01-20 07:46:11 > F_1/8 score (Step: 132000, Using valid images): 0.9846557582707878
[INFO] 2021-01-20 07:46:11 > FID score (Step: 132000, Using valid moments): 16.445564085267108
[INFO] 2021-01-20 07:46:11 > Inception score (Step: 132000, 10000 generated images): 17.907297134399414
[INFO] 2021-01-20 07:46:11 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 07:46:13 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 07:49:01 > Step:  132100 Progress: 66.0% Elapsed: 2 days, 7:00:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.64491 Generator_loss: 4.7108 
[INFO] 2021-01-20 07:51:49 > Step:  132200 Progress: 66.1% Elapsed: 2 days, 7:03:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.5959 Generator_loss: 4.6159 
[INFO] 2021-01-20 07:54:37 > Step:  132300 Progress: 66.1% Elapsed: 2 days, 7:06:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.57808 Generator_loss: 4.71029 
[INFO] 2021-01-20 07:57:24 > Step:  132400 Progress: 66.2% Elapsed: 2 days, 7:08:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.49813 Generator_loss: 4.52534 
[INFO] 2021-01-20 08:00:11 > Step:  132500 Progress: 66.2% Elapsed: 2 days, 7:11:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.57454 Generator_loss: 5.06917 
[INFO] 2021-01-20 08:02:58 > Step:  132600 Progress: 66.3% Elapsed: 2 days, 7:14:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.58228 Generator_loss: 4.56601 
[INFO] 2021-01-20 08:05:46 > Step:  132700 Progress: 66.3% Elapsed: 2 days, 7:17:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.59014 Generator_loss: 4.58273 
[INFO] 2021-01-20 08:08:33 > Step:  132800 Progress: 66.4% Elapsed: 2 days, 7:20:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.4449 Generator_loss: 4.69469 
[INFO] 2021-01-20 08:11:22 > Step:  132900 Progress: 66.5% Elapsed: 2 days, 7:22:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.45664 Generator_loss: 4.8219 
[INFO] 2021-01-20 08:14:09 > Step:  133000 Progress: 66.5% Elapsed: 2 days, 7:25:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.53781 Generator_loss: 4.48624 
[INFO] 2021-01-20 08:16:56 > Step:  133100 Progress: 66.5% Elapsed: 2 days, 7:28:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.5093 Generator_loss: 4.79482 
[INFO] 2021-01-20 08:19:43 > Step:  133200 Progress: 66.6% Elapsed: 2 days, 7:31:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.61277 Generator_loss: 4.72582 
[INFO] 2021-01-20 08:22:31 > Step:  133300 Progress: 66.6% Elapsed: 2 days, 7:34:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.49429 Generator_loss: 4.57126 
[INFO] 2021-01-20 08:25:18 > Step:  133400 Progress: 66.7% Elapsed: 2 days, 7:36:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.37697 Generator_loss: 4.80423 
[INFO] 2021-01-20 08:28:05 > Step:  133500 Progress: 66.8% Elapsed: 2 days, 7:39:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.50662 Generator_loss: 4.70449 
[INFO] 2021-01-20 08:30:53 > Step:  133600 Progress: 66.8% Elapsed: 2 days, 7:42:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.53429 Generator_loss: 4.88319 
[INFO] 2021-01-20 08:33:41 > Step:  133700 Progress: 66.8% Elapsed: 2 days, 7:45:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.54745 Generator_loss: 4.74299 
[INFO] 2021-01-20 08:36:29 > Step:  133800 Progress: 66.9% Elapsed: 2 days, 7:48:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.46559 Generator_loss: 4.73088 
[INFO] 2021-01-20 08:39:16 > Step:  133900 Progress: 67.0% Elapsed: 2 days, 7:50:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.74871 Generator_loss: 4.68498 
[INFO] 2021-01-20 08:42:03 > Step:  134000 Progress: 67.0% Elapsed: 2 days, 7:53:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.5475 Generator_loss: 4.62904 
[INFO] 2021-01-20 08:42:03 > Start Evaluation (134000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 08:42:03 > Calculating FID Score....
[INFO] 2021-01-20 08:42:18 > Calculating Inception Score....
[INFO] 2021-01-20 08:42:26 > Calculate F_beta Score....
[INFO] 2021-01-20 08:43:14 > Calculate Accuracies....
[INFO] 2021-01-20 08:43:19 > Calculate Accuracies....
[INFO] 2021-01-20 08:43:32 > F_8 score (Step: 134000, Using valid images): 0.9661277989015213
[INFO] 2021-01-20 08:43:32 > F_1/8 score (Step: 134000, Using valid images): 0.9834795895218048
[INFO] 2021-01-20 08:43:32 > FID score (Step: 134000, Using valid moments): 16.51192362703904
[INFO] 2021-01-20 08:43:32 > Inception score (Step: 134000, 10000 generated images): 17.977678298950195
[INFO] 2021-01-20 08:43:32 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 08:43:34 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 08:46:22 > Step:  134100 Progress: 67.0% Elapsed: 2 days, 7:57:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.5736 Generator_loss: 4.56058 
[INFO] 2021-01-20 08:49:11 > Step:  134200 Progress: 67.1% Elapsed: 2 days, 8:00:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.54701 Generator_loss: 4.81404 
[INFO] 2021-01-20 08:51:58 > Step:  134300 Progress: 67.2% Elapsed: 2 days, 8:03:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.52462 Generator_loss: 4.61701 
[INFO] 2021-01-20 08:54:47 > Step:  134400 Progress: 67.2% Elapsed: 2 days, 8:06:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.62926 Generator_loss: 4.82518 
[INFO] 2021-01-20 08:57:36 > Step:  134500 Progress: 67.2% Elapsed: 2 days, 8:09:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.58883 Generator_loss: 4.80395 
[INFO] 2021-01-20 09:00:23 > Step:  134600 Progress: 67.3% Elapsed: 2 days, 8:11:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.52398 Generator_loss: 4.86638 
[INFO] 2021-01-20 09:03:11 > Step:  134700 Progress: 67.3% Elapsed: 2 days, 8:14:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.58867 Generator_loss: 4.53345 
[INFO] 2021-01-20 09:05:58 > Step:  134800 Progress: 67.4% Elapsed: 2 days, 8:17:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.52464 Generator_loss: 4.57209 
[INFO] 2021-01-20 09:08:47 > Step:  134900 Progress: 67.5% Elapsed: 2 days, 8:20:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.6483 Generator_loss: 4.60022 
[INFO] 2021-01-20 09:11:35 > Step:  135000 Progress: 67.5% Elapsed: 2 days, 8:23:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.63906 Generator_loss: 4.87272 
[INFO] 2021-01-20 09:14:23 > Step:  135100 Progress: 67.5% Elapsed: 2 days, 8:25:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.49366 Generator_loss: 4.35532 
[INFO] 2021-01-20 09:17:12 > Step:  135200 Progress: 67.6% Elapsed: 2 days, 8:28:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.48477 Generator_loss: 4.86033 
[INFO] 2021-01-20 09:20:01 > Step:  135300 Progress: 67.7% Elapsed: 2 days, 8:31:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.51294 Generator_loss: 4.63297 
[INFO] 2021-01-20 09:22:51 > Step:  135400 Progress: 67.7% Elapsed: 2 days, 8:34:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.46147 Generator_loss: 4.5458 
[INFO] 2021-01-20 09:25:40 > Step:  135500 Progress: 67.8% Elapsed: 2 days, 8:37:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.63333 Generator_loss: 4.68156 
[INFO] 2021-01-20 09:28:28 > Step:  135600 Progress: 67.8% Elapsed: 2 days, 8:39:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.56079 Generator_loss: 4.67394 
[INFO] 2021-01-20 09:31:18 > Step:  135700 Progress: 67.8% Elapsed: 2 days, 8:42:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.49448 Generator_loss: 4.71454 
[INFO] 2021-01-20 09:34:08 > Step:  135800 Progress: 67.9% Elapsed: 2 days, 8:45:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.65494 Generator_loss: 4.80719 
[INFO] 2021-01-20 09:36:56 > Step:  135900 Progress: 68.0% Elapsed: 2 days, 8:48:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.5592 Generator_loss: 4.68958 
[INFO] 2021-01-20 09:39:45 > Step:  136000 Progress: 68.0% Elapsed: 2 days, 8:51:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.60857 Generator_loss: 5.38739 
[INFO] 2021-01-20 09:39:45 > Start Evaluation (136000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 09:39:45 > Calculating FID Score....
[INFO] 2021-01-20 09:39:59 > Calculating Inception Score....
[INFO] 2021-01-20 09:40:07 > Calculate F_beta Score....
[INFO] 2021-01-20 09:40:56 > Calculate Accuracies....
[INFO] 2021-01-20 09:41:01 > Calculate Accuracies....
[INFO] 2021-01-20 09:41:14 > F_8 score (Step: 136000, Using valid images): 0.9651849112463049
[INFO] 2021-01-20 09:41:14 > F_1/8 score (Step: 136000, Using valid images): 0.9834662092951134
[INFO] 2021-01-20 09:41:14 > FID score (Step: 136000, Using valid moments): 17.150543606983888
[INFO] 2021-01-20 09:41:14 > Inception score (Step: 136000, 10000 generated images): 17.65226173400879
[INFO] 2021-01-20 09:41:14 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 09:41:16 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 09:44:05 > Step:  136100 Progress: 68.0% Elapsed: 2 days, 8:55:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.68615 Generator_loss: 5.63304 
[INFO] 2021-01-20 09:46:54 > Step:  136200 Progress: 68.1% Elapsed: 2 days, 8:58:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.53003 Generator_loss: 5.57862 
[INFO] 2021-01-20 09:49:42 > Step:  136300 Progress: 68.2% Elapsed: 2 days, 9:01:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.73488 Generator_loss: 5.65803 
[INFO] 2021-01-20 09:52:29 > Step:  136400 Progress: 68.2% Elapsed: 2 days, 9:03:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.66384 Generator_loss: 5.54858 
[INFO] 2021-01-20 09:55:17 > Step:  136500 Progress: 68.2% Elapsed: 2 days, 9:06:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.5327 Generator_loss: 5.66293 
[INFO] 2021-01-20 09:58:08 > Step:  136600 Progress: 68.3% Elapsed: 2 days, 9:09:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.55476 Generator_loss: 5.4987 
[INFO] 2021-01-20 10:00:56 > Step:  136700 Progress: 68.3% Elapsed: 2 days, 9:12:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.52911 Generator_loss: 5.64331 
[INFO] 2021-01-20 10:03:45 > Step:  136800 Progress: 68.4% Elapsed: 2 days, 9:15:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.62515 Generator_loss: 5.60803 
[INFO] 2021-01-20 10:06:36 > Step:  136900 Progress: 68.5% Elapsed: 2 days, 9:18:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.62209 Generator_loss: 5.55862 
[INFO] 2021-01-20 10:09:25 > Step:  137000 Progress: 68.5% Elapsed: 2 days, 9:20:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.54592 Generator_loss: 5.7609 
[INFO] 2021-01-20 10:12:15 > Step:  137100 Progress: 68.5% Elapsed: 2 days, 9:23:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.61905 Generator_loss: 5.59039 
[INFO] 2021-01-20 10:15:04 > Step:  137200 Progress: 68.6% Elapsed: 2 days, 9:26:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.54504 Generator_loss: 5.60224 
[INFO] 2021-01-20 10:17:53 > Step:  137300 Progress: 68.7% Elapsed: 2 days, 9:29:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.64362 Generator_loss: 5.53588 
[INFO] 2021-01-20 10:20:41 > Step:  137400 Progress: 68.7% Elapsed: 2 days, 9:32:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.59683 Generator_loss: 5.56082 
[INFO] 2021-01-20 10:23:29 > Step:  137500 Progress: 68.8% Elapsed: 2 days, 9:35:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.51719 Generator_loss: 5.58945 
[INFO] 2021-01-20 10:26:18 > Step:  137600 Progress: 68.8% Elapsed: 2 days, 9:37:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.58507 Generator_loss: 5.65672 
[INFO] 2021-01-20 10:29:08 > Step:  137700 Progress: 68.8% Elapsed: 2 days, 9:40:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.66235 Generator_loss: 5.62933 
[INFO] 2021-01-20 10:31:55 > Step:  137800 Progress: 68.9% Elapsed: 2 days, 9:43:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.5162 Generator_loss: 5.82872 
[INFO] 2021-01-20 10:34:44 > Step:  137900 Progress: 69.0% Elapsed: 2 days, 9:46:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.53513 Generator_loss: 5.47273 
[INFO] 2021-01-20 10:37:32 > Step:  138000 Progress: 69.0% Elapsed: 2 days, 9:49:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.57744 Generator_loss: 5.57792 
[INFO] 2021-01-20 10:37:32 > Start Evaluation (138000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 10:37:32 > Calculating FID Score....
[INFO] 2021-01-20 10:37:47 > Calculating Inception Score....
[INFO] 2021-01-20 10:37:55 > Calculate F_beta Score....
[INFO] 2021-01-20 10:38:42 > Calculate Accuracies....
[INFO] 2021-01-20 10:38:47 > Calculate Accuracies....
[INFO] 2021-01-20 10:38:59 > F_8 score (Step: 138000, Using valid images): 0.9652904182557864
[INFO] 2021-01-20 10:38:59 > F_1/8 score (Step: 138000, Using valid images): 0.9820330979499151
[INFO] 2021-01-20 10:38:59 > FID score (Step: 138000, Using valid moments): 17.61457572942095
[INFO] 2021-01-20 10:38:59 > Inception score (Step: 138000, 10000 generated images): 17.816768646240234
[INFO] 2021-01-20 10:38:59 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 10:39:01 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 10:41:49 > Step:  138100 Progress: 69.0% Elapsed: 2 days, 9:53:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.52494 Generator_loss: 5.68666 
[INFO] 2021-01-20 10:44:37 > Step:  138200 Progress: 69.1% Elapsed: 2 days, 9:56:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.64185 Generator_loss: 5.67136 
[INFO] 2021-01-20 10:47:25 > Step:  138300 Progress: 69.2% Elapsed: 2 days, 9:58:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.53092 Generator_loss: 5.61128 
[INFO] 2021-01-20 10:50:13 > Step:  138400 Progress: 69.2% Elapsed: 2 days, 10:01:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.4215 Generator_loss: 5.54092 
[INFO] 2021-01-20 10:53:02 > Step:  138500 Progress: 69.2% Elapsed: 2 days, 10:04:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.50072 Generator_loss: 5.75297 
[INFO] 2021-01-20 10:55:50 > Step:  138600 Progress: 69.3% Elapsed: 2 days, 10:07:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.66111 Generator_loss: 5.55379 
[INFO] 2021-01-20 10:58:38 > Step:  138700 Progress: 69.3% Elapsed: 2 days, 10:10:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.57074 Generator_loss: 5.5083 
[INFO] 2021-01-20 11:01:25 > Step:  138800 Progress: 69.4% Elapsed: 2 days, 10:12:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.54938 Generator_loss: 5.52809 
[INFO] 2021-01-20 11:04:14 > Step:  138900 Progress: 69.5% Elapsed: 2 days, 10:15:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.60598 Generator_loss: 5.7433 
[INFO] 2021-01-20 11:07:02 > Step:  139000 Progress: 69.5% Elapsed: 2 days, 10:18:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.40661 Generator_loss: 5.64514 
[INFO] 2021-01-20 11:09:50 > Step:  139100 Progress: 69.5% Elapsed: 2 days, 10:21:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.57598 Generator_loss: 5.3861 
[INFO] 2021-01-20 11:12:37 > Step:  139200 Progress: 69.6% Elapsed: 2 days, 10:24:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.60553 Generator_loss: 5.62361 
[INFO] 2021-01-20 11:15:25 > Step:  139300 Progress: 69.7% Elapsed: 2 days, 10:26:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.4581 Generator_loss: 5.30925 
[INFO] 2021-01-20 11:18:13 > Step:  139400 Progress: 69.7% Elapsed: 2 days, 10:29:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.64504 Generator_loss: 5.5671 
[INFO] 2021-01-20 11:21:01 > Step:  139500 Progress: 69.8% Elapsed: 2 days, 10:32:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.53609 Generator_loss: 5.7332 
[INFO] 2021-01-20 11:23:48 > Step:  139600 Progress: 69.8% Elapsed: 2 days, 10:35:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.5159 Generator_loss: 5.57288 
[INFO] 2021-01-20 11:26:35 > Step:  139700 Progress: 69.8% Elapsed: 2 days, 10:38:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.53505 Generator_loss: 5.50274 
[INFO] 2021-01-20 11:29:24 > Step:  139800 Progress: 69.9% Elapsed: 2 days, 10:40:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.62312 Generator_loss: 5.50777 
[INFO] 2021-01-20 11:32:12 > Step:  139900 Progress: 70.0% Elapsed: 2 days, 10:43:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.52781 Generator_loss: 5.63255 
[INFO] 2021-01-20 11:35:00 > Step:  140000 Progress: 70.0% Elapsed: 2 days, 10:46:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.68889 Generator_loss: 5.51421 
[INFO] 2021-01-20 11:35:00 > Start Evaluation (140000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 11:35:00 > Calculating FID Score....
[INFO] 2021-01-20 11:35:15 > Calculating Inception Score....
[INFO] 2021-01-20 11:35:22 > Calculate F_beta Score....
[INFO] 2021-01-20 11:36:10 > Calculate Accuracies....
[INFO] 2021-01-20 11:36:15 > Calculate Accuracies....
[INFO] 2021-01-20 11:36:28 > F_8 score (Step: 140000, Using valid images): 0.9677818495351069
[INFO] 2021-01-20 11:36:28 > F_1/8 score (Step: 140000, Using valid images): 0.9837011382459674
[INFO] 2021-01-20 11:36:28 > FID score (Step: 140000, Using valid moments): 18.950339795165064
[INFO] 2021-01-20 11:36:28 > Inception score (Step: 140000, 10000 generated images): 17.479785919189453
[INFO] 2021-01-20 11:36:28 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 11:36:30 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 11:39:17 > Step:  140100 Progress: 70.0% Elapsed: 2 days, 10:50:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.71811 Generator_loss: 5.59316 
[INFO] 2021-01-20 11:42:05 > Step:  140200 Progress: 70.1% Elapsed: 2 days, 10:53:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.64846 Generator_loss: 5.66866 
[INFO] 2021-01-20 11:44:53 > Step:  140300 Progress: 70.2% Elapsed: 2 days, 10:56:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.63276 Generator_loss: 5.63394 
[INFO] 2021-01-20 11:47:40 > Step:  140400 Progress: 70.2% Elapsed: 2 days, 10:59:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.79201 Generator_loss: 5.53009 
[INFO] 2021-01-20 11:50:28 > Step:  140500 Progress: 70.2% Elapsed: 2 days, 11:01:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.75942 Generator_loss: 5.5513 
[INFO] 2021-01-20 11:53:16 > Step:  140600 Progress: 70.3% Elapsed: 2 days, 11:04:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.67534 Generator_loss: 5.46698 
[INFO] 2021-01-20 11:56:03 > Step:  140700 Progress: 70.3% Elapsed: 2 days, 11:07:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.71973 Generator_loss: 5.52256 
[INFO] 2021-01-20 11:58:51 > Step:  140800 Progress: 70.4% Elapsed: 2 days, 11:10:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.5906 Generator_loss: 5.39199 
[INFO] 2021-01-20 12:01:41 > Step:  140900 Progress: 70.5% Elapsed: 2 days, 11:13:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.69232 Generator_loss: 5.52506 
[INFO] 2021-01-20 12:04:30 > Step:  141000 Progress: 70.5% Elapsed: 2 days, 11:16:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.83428 Generator_loss: 5.67769 
[INFO] 2021-01-20 12:07:18 > Step:  141100 Progress: 70.5% Elapsed: 2 days, 11:18:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.722 Generator_loss: 5.68838 
[INFO] 2021-01-20 12:10:05 > Step:  141200 Progress: 70.6% Elapsed: 2 days, 11:21:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.74622 Generator_loss: 5.55318 
[INFO] 2021-01-20 12:12:53 > Step:  141300 Progress: 70.7% Elapsed: 2 days, 11:24:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.76203 Generator_loss: 5.56073 
[INFO] 2021-01-20 12:15:41 > Step:  141400 Progress: 70.7% Elapsed: 2 days, 11:27:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.65696 Generator_loss: 5.58416 
[INFO] 2021-01-20 12:18:28 > Step:  141500 Progress: 70.8% Elapsed: 2 days, 11:29:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.81418 Generator_loss: 4.80117 
[INFO] 2021-01-20 12:21:16 > Step:  141600 Progress: 70.8% Elapsed: 2 days, 11:32:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.82822 Generator_loss: 4.41406 
[INFO] 2021-01-20 12:24:03 > Step:  141700 Progress: 70.9% Elapsed: 2 days, 11:35:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.89003 Generator_loss: 4.513 
[INFO] 2021-01-20 12:26:50 > Step:  141800 Progress: 70.9% Elapsed: 2 days, 11:38:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.85443 Generator_loss: 4.433 
[INFO] 2021-01-20 12:29:38 > Step:  141900 Progress: 71.0% Elapsed: 2 days, 11:41:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.67771 Generator_loss: 4.76079 
[INFO] 2021-01-20 12:32:26 > Step:  142000 Progress: 71.0% Elapsed: 2 days, 11:43:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.76351 Generator_loss: 4.53007 
[INFO] 2021-01-20 12:32:26 > Start Evaluation (142000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 12:32:26 > Calculating FID Score....
[INFO] 2021-01-20 12:32:41 > Calculating Inception Score....
[INFO] 2021-01-20 12:32:48 > Calculate F_beta Score....
[INFO] 2021-01-20 12:33:36 > Calculate Accuracies....
[INFO] 2021-01-20 12:33:41 > Calculate Accuracies....
[INFO] 2021-01-20 12:33:54 > F_8 score (Step: 142000, Using valid images): 0.9560194610704846
[INFO] 2021-01-20 12:33:54 > F_1/8 score (Step: 142000, Using valid images): 0.9698107844342266
[INFO] 2021-01-20 12:33:54 > FID score (Step: 142000, Using valid moments): 25.478209141853824
[INFO] 2021-01-20 12:33:54 > Inception score (Step: 142000, 10000 generated images): 15.73763370513916
[INFO] 2021-01-20 12:33:54 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 12:33:56 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 12:36:44 > Step:  142100 Progress: 71.0% Elapsed: 2 days, 11:48:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.83344 Generator_loss: 5.32327 
[INFO] 2021-01-20 12:39:32 > Step:  142200 Progress: 71.1% Elapsed: 2 days, 11:51:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.65321 Generator_loss: 5.68462 
[INFO] 2021-01-20 12:42:20 > Step:  142300 Progress: 71.2% Elapsed: 2 days, 11:53:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.82114 Generator_loss: 4.98593 
[INFO] 2021-01-20 12:45:09 > Step:  142400 Progress: 71.2% Elapsed: 2 days, 11:56:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.67029 Generator_loss: 5.06539 
[INFO] 2021-01-20 12:47:57 > Step:  142500 Progress: 71.2% Elapsed: 2 days, 11:59:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.80769 Generator_loss: 5.8158 
[INFO] 2021-01-20 12:50:44 > Step:  142600 Progress: 71.3% Elapsed: 2 days, 12:02:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.85243 Generator_loss: 5.28259 
[INFO] 2021-01-20 12:53:32 > Step:  142700 Progress: 71.4% Elapsed: 2 days, 12:05:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.78197 Generator_loss: 4.7766 
[INFO] 2021-01-20 12:56:19 > Step:  142800 Progress: 71.4% Elapsed: 2 days, 12:07:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.19766 Generator_loss: 5.36072 
[INFO] 2021-01-20 12:59:06 > Step:  142900 Progress: 71.5% Elapsed: 2 days, 12:10:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.74487 Generator_loss: 4.56367 
[INFO] 2021-01-20 13:01:54 > Step:  143000 Progress: 71.5% Elapsed: 2 days, 12:13:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.8425 Generator_loss: 4.55577 
[INFO] 2021-01-20 13:04:43 > Step:  143100 Progress: 71.5% Elapsed: 2 days, 12:16:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.68929 Generator_loss: 4.69093 
[INFO] 2021-01-20 13:07:31 > Step:  143200 Progress: 71.6% Elapsed: 2 days, 12:19:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.82995 Generator_loss: 4.87722 
[INFO] 2021-01-20 13:10:19 > Step:  143300 Progress: 71.7% Elapsed: 2 days, 12:21:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.82265 Generator_loss: 5.31304 
[INFO] 2021-01-20 13:13:06 > Step:  143400 Progress: 71.7% Elapsed: 2 days, 12:24:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.78407 Generator_loss: 5.39865 
[INFO] 2021-01-20 13:15:54 > Step:  143500 Progress: 71.8% Elapsed: 2 days, 12:27:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.88604 Generator_loss: 4.96221 
[INFO] 2021-01-20 13:18:42 > Step:  143600 Progress: 71.8% Elapsed: 2 days, 12:30:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.78668 Generator_loss: 4.62298 
[INFO] 2021-01-20 13:21:30 > Step:  143700 Progress: 71.9% Elapsed: 2 days, 12:33:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.07784 Generator_loss: 4.90586 
[INFO] 2021-01-20 13:24:18 > Step:  143800 Progress: 71.9% Elapsed: 2 days, 12:35:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.90467 Generator_loss: 4.60343 
[INFO] 2021-01-20 13:27:05 > Step:  143900 Progress: 72.0% Elapsed: 2 days, 12:38:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.99401 Generator_loss: 4.53852 
[INFO] 2021-01-20 13:29:53 > Step:  144000 Progress: 72.0% Elapsed: 2 days, 12:41:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.82219 Generator_loss: 4.42069 
[INFO] 2021-01-20 13:29:53 > Start Evaluation (144000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 13:29:53 > Calculating FID Score....
[INFO] 2021-01-20 13:30:08 > Calculating Inception Score....
[INFO] 2021-01-20 13:30:16 > Calculate F_beta Score....
[INFO] 2021-01-20 13:31:05 > Calculate Accuracies....
[INFO] 2021-01-20 13:31:10 > Calculate Accuracies....
[INFO] 2021-01-20 13:31:23 > F_8 score (Step: 144000, Using valid images): 0.8984945699093233
[INFO] 2021-01-20 13:31:23 > F_1/8 score (Step: 144000, Using valid images): 0.9304135323446799
[INFO] 2021-01-20 13:31:23 > FID score (Step: 144000, Using valid moments): 42.22374416790194
[INFO] 2021-01-20 13:31:23 > Inception score (Step: 144000, 10000 generated images): 12.338208198547363
[INFO] 2021-01-20 13:31:23 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 13:31:25 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 13:34:12 > Step:  144100 Progress: 72.0% Elapsed: 2 days, 12:45:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.75749 Generator_loss: 4.44528 
[INFO] 2021-01-20 13:37:02 > Step:  144200 Progress: 72.1% Elapsed: 2 days, 12:48:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.71221 Generator_loss: 4.22445 
[INFO] 2021-01-20 13:39:50 > Step:  144300 Progress: 72.2% Elapsed: 2 days, 12:51:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.75249 Generator_loss: 5.77026 
[INFO] 2021-01-20 13:42:38 > Step:  144400 Progress: 72.2% Elapsed: 2 days, 12:54:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.63716 Generator_loss: 5.48222 
[INFO] 2021-01-20 13:45:26 > Step:  144500 Progress: 72.2% Elapsed: 2 days, 12:56:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.72435 Generator_loss: 5.49995 
[INFO] 2021-01-20 13:48:13 > Step:  144600 Progress: 72.3% Elapsed: 2 days, 12:59:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.63633 Generator_loss: 5.61192 
[INFO] 2021-01-20 13:51:01 > Step:  144700 Progress: 72.4% Elapsed: 2 days, 13:02:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.61915 Generator_loss: 5.66459 
[INFO] 2021-01-20 13:53:48 > Step:  144800 Progress: 72.4% Elapsed: 2 days, 13:05:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.99811 Generator_loss: 4.7179 
[INFO] 2021-01-20 13:56:35 > Step:  144900 Progress: 72.5% Elapsed: 2 days, 13:08:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.86315 Generator_loss: 4.8243 
[INFO] 2021-01-20 13:59:22 > Step:  145000 Progress: 72.5% Elapsed: 2 days, 13:10:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.70898 Generator_loss: 4.89702 
[INFO] 2021-01-20 14:02:09 > Step:  145100 Progress: 72.5% Elapsed: 2 days, 13:13:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.98976 Generator_loss: 4.96387 
[INFO] 2021-01-20 14:04:56 > Step:  145200 Progress: 72.6% Elapsed: 2 days, 13:16:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.79764 Generator_loss: 5.45293 
[INFO] 2021-01-20 14:07:44 > Step:  145300 Progress: 72.7% Elapsed: 2 days, 13:19:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.79293 Generator_loss: 5.73617 
[INFO] 2021-01-20 14:10:32 > Step:  145400 Progress: 72.7% Elapsed: 2 days, 13:22:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.81903 Generator_loss: 4.34697 
[INFO] 2021-01-20 14:13:20 > Step:  145500 Progress: 72.8% Elapsed: 2 days, 13:24:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.69213 Generator_loss: 5.58456 
[INFO] 2021-01-20 14:16:07 > Step:  145600 Progress: 72.8% Elapsed: 2 days, 13:27:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.73014 Generator_loss: 5.75683 
[INFO] 2021-01-20 14:18:55 > Step:  145700 Progress: 72.9% Elapsed: 2 days, 13:30:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.74355 Generator_loss: 5.6282 
[INFO] 2021-01-20 14:21:42 > Step:  145800 Progress: 72.9% Elapsed: 2 days, 13:33:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.88111 Generator_loss: 4.75256 
[INFO] 2021-01-20 14:24:30 > Step:  145900 Progress: 73.0% Elapsed: 2 days, 13:36:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.08724 Generator_loss: 5.42392 
[INFO] 2021-01-20 14:27:18 > Step:  146000 Progress: 73.0% Elapsed: 2 days, 13:38:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.74394 Generator_loss: 4.51267 
[INFO] 2021-01-20 14:27:18 > Start Evaluation (146000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 14:27:18 > Calculating FID Score....
[INFO] 2021-01-20 14:27:33 > Calculating Inception Score....
[INFO] 2021-01-20 14:27:40 > Calculate F_beta Score....
[INFO] 2021-01-20 14:28:28 > Calculate Accuracies....
[INFO] 2021-01-20 14:28:33 > Calculate Accuracies....
[INFO] 2021-01-20 14:28:46 > F_8 score (Step: 146000, Using valid images): 0.8007364579033084
[INFO] 2021-01-20 14:28:46 > F_1/8 score (Step: 146000, Using valid images): 0.857540626642753
[INFO] 2021-01-20 14:28:46 > FID score (Step: 146000, Using valid moments): 67.28565488608865
[INFO] 2021-01-20 14:28:46 > Inception score (Step: 146000, 10000 generated images): 9.076838493347168
[INFO] 2021-01-20 14:28:46 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 14:28:48 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 14:31:36 > Step:  146100 Progress: 73.0% Elapsed: 2 days, 13:43:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.61369 Generator_loss: 5.74171 
[INFO] 2021-01-20 14:34:24 > Step:  146200 Progress: 73.1% Elapsed: 2 days, 13:45:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.79507 Generator_loss: 5.16934 
[INFO] 2021-01-20 14:37:12 > Step:  146300 Progress: 73.2% Elapsed: 2 days, 13:48:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.92468 Generator_loss: 5.50876 
[INFO] 2021-01-20 14:40:00 > Step:  146400 Progress: 73.2% Elapsed: 2 days, 13:51:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.90815 Generator_loss: 4.31761 
[INFO] 2021-01-20 14:42:47 > Step:  146500 Progress: 73.2% Elapsed: 2 days, 13:54:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.73754 Generator_loss: 4.17977 
[INFO] 2021-01-20 14:45:35 > Step:  146600 Progress: 73.3% Elapsed: 2 days, 13:57:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.85681 Generator_loss: 4.88011 
[INFO] 2021-01-20 14:48:22 > Step:  146700 Progress: 73.4% Elapsed: 2 days, 13:59:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.73869 Generator_loss: 5.41717 
[INFO] 2021-01-20 14:51:10 > Step:  146800 Progress: 73.4% Elapsed: 2 days, 14:02:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.84403 Generator_loss: 4.93247 
[INFO] 2021-01-20 14:53:58 > Step:  146900 Progress: 73.5% Elapsed: 2 days, 14:05:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.96032 Generator_loss: 4.95352 
[INFO] 2021-01-20 14:56:46 > Step:  147000 Progress: 73.5% Elapsed: 2 days, 14:08:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.05479 Generator_loss: 4.60133 
[INFO] 2021-01-20 14:59:33 > Step:  147100 Progress: 73.6% Elapsed: 2 days, 14:11:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.82033 Generator_loss: 4.44417 
[INFO] 2021-01-20 15:02:21 > Step:  147200 Progress: 73.6% Elapsed: 2 days, 14:13:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.82558 Generator_loss: 4.81548 
[INFO] 2021-01-20 15:05:09 > Step:  147300 Progress: 73.7% Elapsed: 2 days, 14:16:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.72039 Generator_loss: 4.20734 
[INFO] 2021-01-20 15:07:58 > Step:  147400 Progress: 73.7% Elapsed: 2 days, 14:19:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.75111 Generator_loss: 4.60128 
[INFO] 2021-01-20 15:10:46 > Step:  147500 Progress: 73.8% Elapsed: 2 days, 14:22:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.63567 Generator_loss: 5.54059 
[INFO] 2021-01-20 15:13:34 > Step:  147600 Progress: 73.8% Elapsed: 2 days, 14:25:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.85967 Generator_loss: 4.35332 
[INFO] 2021-01-20 15:16:21 > Step:  147700 Progress: 73.9% Elapsed: 2 days, 14:27:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.73941 Generator_loss: 4.3529 
[INFO] 2021-01-20 15:19:09 > Step:  147800 Progress: 73.9% Elapsed: 2 days, 14:30:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.67662 Generator_loss: 5.49058 
[INFO] 2021-01-20 15:21:57 > Step:  147900 Progress: 74.0% Elapsed: 2 days, 14:33:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.78166 Generator_loss: 4.91078 
[INFO] 2021-01-20 15:24:45 > Step:  148000 Progress: 74.0% Elapsed: 2 days, 14:36:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.65731 Generator_loss: 5.60201 
[INFO] 2021-01-20 15:24:45 > Start Evaluation (148000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 15:24:45 > Calculating FID Score....
[INFO] 2021-01-20 15:25:00 > Calculating Inception Score....
[INFO] 2021-01-20 15:25:08 > Calculate F_beta Score....
[INFO] 2021-01-20 15:25:55 > Calculate Accuracies....
[INFO] 2021-01-20 15:26:00 > Calculate Accuracies....
[INFO] 2021-01-20 15:26:13 > F_8 score (Step: 148000, Using valid images): 0.6927419118309514
[INFO] 2021-01-20 15:26:13 > F_1/8 score (Step: 148000, Using valid images): 0.8006577817507674
[INFO] 2021-01-20 15:26:13 > FID score (Step: 148000, Using valid moments): 92.48613382130497
[INFO] 2021-01-20 15:26:13 > Inception score (Step: 148000, 10000 generated images): 7.3108344078063965
[INFO] 2021-01-20 15:26:13 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 15:26:15 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 15:29:04 > Step:  148100 Progress: 74.1% Elapsed: 2 days, 14:40:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.7641 Generator_loss: 5.03843 
[INFO] 2021-01-20 15:31:51 > Step:  148200 Progress: 74.1% Elapsed: 2 days, 14:43:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.79921 Generator_loss: 4.34002 
[INFO] 2021-01-20 15:34:39 > Step:  148300 Progress: 74.2% Elapsed: 2 days, 14:46:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.80512 Generator_loss: 5.55394 
[INFO] 2021-01-20 15:37:26 > Step:  148400 Progress: 74.2% Elapsed: 2 days, 14:48:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.6533 Generator_loss: 5.30133 
[INFO] 2021-01-20 15:40:13 > Step:  148500 Progress: 74.2% Elapsed: 2 days, 14:51:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.07097 Generator_loss: 4.92489 
[INFO] 2021-01-20 15:43:00 > Step:  148600 Progress: 74.3% Elapsed: 2 days, 14:54:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.80754 Generator_loss: 4.4333 
[INFO] 2021-01-20 15:45:48 > Step:  148700 Progress: 74.4% Elapsed: 2 days, 14:57:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.73691 Generator_loss: 5.27769 
[INFO] 2021-01-20 15:48:35 > Step:  148800 Progress: 74.4% Elapsed: 2 days, 15:00:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.82017 Generator_loss: 5.07314 
[INFO] 2021-01-20 15:51:23 > Step:  148900 Progress: 74.5% Elapsed: 2 days, 15:02:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.76891 Generator_loss: 4.69776 
[INFO] 2021-01-20 15:54:11 > Step:  149000 Progress: 74.5% Elapsed: 2 days, 15:05:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.89631 Generator_loss: 4.53407 
[INFO] 2021-01-20 15:56:58 > Step:  149100 Progress: 74.6% Elapsed: 2 days, 15:08:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.77387 Generator_loss: 4.56761 
[INFO] 2021-01-20 15:59:46 > Step:  149200 Progress: 74.6% Elapsed: 2 days, 15:11:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.71101 Generator_loss: 4.74647 
[INFO] 2021-01-20 16:02:33 > Step:  149300 Progress: 74.7% Elapsed: 2 days, 15:14:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.86279 Generator_loss: 4.5162 
[INFO] 2021-01-20 16:05:21 > Step:  149400 Progress: 74.7% Elapsed: 2 days, 15:16:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.92904 Generator_loss: 5.24801 
[INFO] 2021-01-20 16:08:09 > Step:  149500 Progress: 74.8% Elapsed: 2 days, 15:19:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.87908 Generator_loss: 4.28383 
[INFO] 2021-01-20 16:10:57 > Step:  149600 Progress: 74.8% Elapsed: 2 days, 15:22:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.01974 Generator_loss: 4.5924 
[INFO] 2021-01-20 16:13:44 > Step:  149700 Progress: 74.9% Elapsed: 2 days, 15:25:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.61941 Generator_loss: 4.86195 
[INFO] 2021-01-20 16:16:31 > Step:  149800 Progress: 74.9% Elapsed: 2 days, 15:28:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.76136 Generator_loss: 5.50167 
[INFO] 2021-01-20 16:19:18 > Step:  149900 Progress: 75.0% Elapsed: 2 days, 15:30:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.85443 Generator_loss: 5.29931 
[INFO] 2021-01-20 16:22:06 > Step:  150000 Progress: 75.0% Elapsed: 2 days, 15:33:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.69635 Generator_loss: 5.75094 
[INFO] 2021-01-20 16:22:06 > Start Evaluation (150000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 16:22:06 > Calculating FID Score....
[INFO] 2021-01-20 16:22:21 > Calculating Inception Score....
[INFO] 2021-01-20 16:22:29 > Calculate F_beta Score....
[INFO] 2021-01-20 16:23:15 > Calculate Accuracies....
[INFO] 2021-01-20 16:23:21 > Calculate Accuracies....
[INFO] 2021-01-20 16:23:33 > F_8 score (Step: 150000, Using valid images): 0.6304067802170782
[INFO] 2021-01-20 16:23:33 > F_1/8 score (Step: 150000, Using valid images): 0.7749400951373722
[INFO] 2021-01-20 16:23:33 > FID score (Step: 150000, Using valid moments): 112.60830768282221
[INFO] 2021-01-20 16:23:33 > Inception score (Step: 150000, 10000 generated images): 6.010585784912109
[INFO] 2021-01-20 16:23:33 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 16:23:35 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 16:26:23 > Step:  150100 Progress: 75.0% Elapsed: 2 days, 15:37:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.85892 Generator_loss: 5.76358 
[INFO] 2021-01-20 16:29:10 > Step:  150200 Progress: 75.1% Elapsed: 2 days, 15:40:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.71677 Generator_loss: 4.61627 
[INFO] 2021-01-20 16:31:57 > Step:  150300 Progress: 75.1% Elapsed: 2 days, 15:43:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.92351 Generator_loss: 4.70688 
[INFO] 2021-01-20 16:34:45 > Step:  150400 Progress: 75.2% Elapsed: 2 days, 15:46:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.74132 Generator_loss: 4.46981 
[INFO] 2021-01-20 16:37:33 > Step:  150500 Progress: 75.2% Elapsed: 2 days, 15:49:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.86292 Generator_loss: 4.64873 
[INFO] 2021-01-20 16:40:22 > Step:  150600 Progress: 75.3% Elapsed: 2 days, 15:51:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.75207 Generator_loss: 4.99309 
[INFO] 2021-01-20 16:43:10 > Step:  150700 Progress: 75.3% Elapsed: 2 days, 15:54:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.80307 Generator_loss: 5.53343 
[INFO] 2021-01-20 16:45:58 > Step:  150800 Progress: 75.4% Elapsed: 2 days, 15:57:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.79517 Generator_loss: 5.50891 
[INFO] 2021-01-20 16:48:46 > Step:  150900 Progress: 75.4% Elapsed: 2 days, 16:00:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.85136 Generator_loss: 4.86598 
[INFO] 2021-01-20 16:51:34 > Step:  151000 Progress: 75.5% Elapsed: 2 days, 16:03:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.6747 Generator_loss: 4.91333 
[INFO] 2021-01-20 16:54:22 > Step:  151100 Progress: 75.5% Elapsed: 2 days, 16:05:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.73485 Generator_loss: 4.7747 
[INFO] 2021-01-20 16:57:10 > Step:  151200 Progress: 75.6% Elapsed: 2 days, 16:08:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.74431 Generator_loss: 5.1542 
[INFO] 2021-01-20 16:59:57 > Step:  151300 Progress: 75.6% Elapsed: 2 days, 16:11:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.60394 Generator_loss: 4.671 
[INFO] 2021-01-20 17:02:44 > Step:  151400 Progress: 75.7% Elapsed: 2 days, 16:14:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.97827 Generator_loss: 4.58372 
[INFO] 2021-01-20 17:05:31 > Step:  151500 Progress: 75.8% Elapsed: 2 days, 16:17:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.70884 Generator_loss: 4.61693 
[INFO] 2021-01-20 17:08:19 > Step:  151600 Progress: 75.8% Elapsed: 2 days, 16:19:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.72783 Generator_loss: 5.25728 
[INFO] 2021-01-20 17:11:06 > Step:  151700 Progress: 75.8% Elapsed: 2 days, 16:22:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.97899 Generator_loss: 5.41612 
[INFO] 2021-01-20 17:13:54 > Step:  151800 Progress: 75.9% Elapsed: 2 days, 16:25:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.62453 Generator_loss: 5.58385 
[INFO] 2021-01-20 17:16:41 > Step:  151900 Progress: 75.9% Elapsed: 2 days, 16:28:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.8807 Generator_loss: 5.37932 
[INFO] 2021-01-20 17:19:29 > Step:  152000 Progress: 76.0% Elapsed: 2 days, 16:31:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.69 Generator_loss: 4.27784 
[INFO] 2021-01-20 17:19:29 > Start Evaluation (152000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 17:19:29 > Calculating FID Score....
[INFO] 2021-01-20 17:19:44 > Calculating Inception Score....
[INFO] 2021-01-20 17:19:52 > Calculate F_beta Score....
[INFO] 2021-01-20 17:20:39 > Calculate Accuracies....
[INFO] 2021-01-20 17:20:44 > Calculate Accuracies....
[INFO] 2021-01-20 17:20:57 > F_8 score (Step: 152000, Using valid images): 0.5131145155341933
[INFO] 2021-01-20 17:20:57 > F_1/8 score (Step: 152000, Using valid images): 0.733093144732158
[INFO] 2021-01-20 17:20:57 > FID score (Step: 152000, Using valid moments): 129.29522682374795
[INFO] 2021-01-20 17:20:57 > Inception score (Step: 152000, 10000 generated images): 4.774796009063721
[INFO] 2021-01-20 17:20:57 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 17:20:59 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 17:23:46 > Step:  152100 Progress: 76.0% Elapsed: 2 days, 16:35:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.80921 Generator_loss: 4.3562 
[INFO] 2021-01-20 17:26:33 > Step:  152200 Progress: 76.1% Elapsed: 2 days, 16:38:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.8564 Generator_loss: 4.52797 
[INFO] 2021-01-20 17:29:21 > Step:  152300 Progress: 76.1% Elapsed: 2 days, 16:40:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.84199 Generator_loss: 4.41887 
[INFO] 2021-01-20 17:32:08 > Step:  152400 Progress: 76.2% Elapsed: 2 days, 16:43:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.81388 Generator_loss: 4.83921 
[INFO] 2021-01-20 17:34:55 > Step:  152500 Progress: 76.2% Elapsed: 2 days, 16:46:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.73122 Generator_loss: 4.43061 
[INFO] 2021-01-20 17:37:43 > Step:  152600 Progress: 76.3% Elapsed: 2 days, 16:49:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.87887 Generator_loss: 5.23724 
[INFO] 2021-01-20 17:40:30 > Step:  152700 Progress: 76.3% Elapsed: 2 days, 16:52:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.21995 Generator_loss: 5.44904 
[INFO] 2021-01-20 17:43:18 > Step:  152800 Progress: 76.4% Elapsed: 2 days, 16:54:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.85172 Generator_loss: 5.4815 
[INFO] 2021-01-20 17:46:07 > Step:  152900 Progress: 76.4% Elapsed: 2 days, 16:57:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.96263 Generator_loss: 5.55489 
[INFO] 2021-01-20 17:48:55 > Step:  153000 Progress: 76.5% Elapsed: 2 days, 17:00:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.73719 Generator_loss: 5.65367 
[INFO] 2021-01-20 17:51:43 > Step:  153100 Progress: 76.5% Elapsed: 2 days, 17:03:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.68962 Generator_loss: 5.64637 
[INFO] 2021-01-20 17:54:29 > Step:  153200 Progress: 76.6% Elapsed: 2 days, 17:06:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.6378 Generator_loss: 4.93179 
[INFO] 2021-01-20 17:57:17 > Step:  153300 Progress: 76.6% Elapsed: 2 days, 17:08:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.76483 Generator_loss: 4.43566 
[INFO] 2021-01-20 18:00:05 > Step:  153400 Progress: 76.7% Elapsed: 2 days, 17:11:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.65879 Generator_loss: 4.42313 
[INFO] 2021-01-20 18:02:52 > Step:  153500 Progress: 76.8% Elapsed: 2 days, 17:14:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.76602 Generator_loss: 4.4942 
[INFO] 2021-01-20 18:05:40 > Step:  153600 Progress: 76.8% Elapsed: 2 days, 17:17:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.67557 Generator_loss: 5.60001 
[INFO] 2021-01-20 18:08:28 > Step:  153700 Progress: 76.8% Elapsed: 2 days, 17:19:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.89624 Generator_loss: 5.74379 
[INFO] 2021-01-20 18:11:16 > Step:  153800 Progress: 76.9% Elapsed: 2 days, 17:22:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.06652 Generator_loss: 5.50735 
[INFO] 2021-01-20 18:14:05 > Step:  153900 Progress: 77.0% Elapsed: 2 days, 17:25:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.88184 Generator_loss: 5.65844 
[INFO] 2021-01-20 18:16:53 > Step:  154000 Progress: 77.0% Elapsed: 2 days, 17:28:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.72694 Generator_loss: 5.35403 
[INFO] 2021-01-20 18:16:53 > Start Evaluation (154000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 18:16:53 > Calculating FID Score....
[INFO] 2021-01-20 18:17:08 > Calculating Inception Score....
[INFO] 2021-01-20 18:17:16 > Calculate F_beta Score....
[INFO] 2021-01-20 18:18:04 > Calculate Accuracies....
[INFO] 2021-01-20 18:18:09 > Calculate Accuracies....
[INFO] 2021-01-20 18:18:22 > F_8 score (Step: 154000, Using valid images): 0.4202953262298908
[INFO] 2021-01-20 18:18:22 > F_1/8 score (Step: 154000, Using valid images): 0.6876023256605485
[INFO] 2021-01-20 18:18:22 > FID score (Step: 154000, Using valid moments): 143.97044560340527
[INFO] 2021-01-20 18:18:22 > Inception score (Step: 154000, 10000 generated images): 4.829972743988037
[INFO] 2021-01-20 18:18:22 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 18:18:24 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 18:21:11 > Step:  154100 Progress: 77.0% Elapsed: 2 days, 17:32:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.75887 Generator_loss: 5.37079 
[INFO] 2021-01-20 18:23:59 > Step:  154200 Progress: 77.1% Elapsed: 2 days, 17:35:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.75988 Generator_loss: 5.44361 
[INFO] 2021-01-20 18:26:47 > Step:  154300 Progress: 77.1% Elapsed: 2 days, 17:38:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.72829 Generator_loss: 4.45134 
[INFO] 2021-01-20 18:29:35 > Step:  154400 Progress: 77.2% Elapsed: 2 days, 17:41:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.63103 Generator_loss: 4.9306 
[INFO] 2021-01-20 18:32:23 > Step:  154500 Progress: 77.2% Elapsed: 2 days, 17:43:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.07375 Generator_loss: 4.63705 
[INFO] 2021-01-20 18:35:10 > Step:  154600 Progress: 77.3% Elapsed: 2 days, 17:46:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.75671 Generator_loss: 5.41089 
[INFO] 2021-01-20 18:37:58 > Step:  154700 Progress: 77.3% Elapsed: 2 days, 17:49:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.69991 Generator_loss: 4.72438 
[INFO] 2021-01-20 18:40:45 > Step:  154800 Progress: 77.4% Elapsed: 2 days, 17:52:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.67978 Generator_loss: 5.49078 
[INFO] 2021-01-20 18:43:33 > Step:  154900 Progress: 77.5% Elapsed: 2 days, 17:55:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.94969 Generator_loss: 4.93379 
[INFO] 2021-01-20 18:46:20 > Step:  155000 Progress: 77.5% Elapsed: 2 days, 17:57:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.84614 Generator_loss: 5.48248 
[INFO] 2021-01-20 18:49:08 > Step:  155100 Progress: 77.5% Elapsed: 2 days, 18:00:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.08267 Generator_loss: 5.55682 
[INFO] 2021-01-20 18:51:55 > Step:  155200 Progress: 77.6% Elapsed: 2 days, 18:03:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.76519 Generator_loss: 5.68461 
[INFO] 2021-01-20 18:54:43 > Step:  155300 Progress: 77.6% Elapsed: 2 days, 18:06:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.85176 Generator_loss: 5.53472 
[INFO] 2021-01-20 18:57:31 > Step:  155400 Progress: 77.7% Elapsed: 2 days, 18:09:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.82312 Generator_loss: 5.26853 
[INFO] 2021-01-20 19:00:19 > Step:  155500 Progress: 77.8% Elapsed: 2 days, 18:11:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.00865 Generator_loss: 5.53096 
[INFO] 2021-01-20 19:03:07 > Step:  155600 Progress: 77.8% Elapsed: 2 days, 18:14:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.7425 Generator_loss: 5.87308 
[INFO] 2021-01-20 19:05:54 > Step:  155700 Progress: 77.8% Elapsed: 2 days, 18:17:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.7326 Generator_loss: 5.40736 
[INFO] 2021-01-20 19:08:42 > Step:  155800 Progress: 77.9% Elapsed: 2 days, 18:20:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.06499 Generator_loss: 5.50614 
[INFO] 2021-01-20 19:11:30 > Step:  155900 Progress: 78.0% Elapsed: 2 days, 18:23:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.81974 Generator_loss: 5.79114 
[INFO] 2021-01-20 19:14:18 > Step:  156000 Progress: 78.0% Elapsed: 2 days, 18:25:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.76502 Generator_loss: 5.26807 
[INFO] 2021-01-20 19:14:18 > Start Evaluation (156000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 19:14:18 > Calculating FID Score....
[INFO] 2021-01-20 19:14:33 > Calculating Inception Score....
[INFO] 2021-01-20 19:14:40 > Calculate F_beta Score....
[INFO] 2021-01-20 19:15:29 > Calculate Accuracies....
[INFO] 2021-01-20 19:15:34 > Calculate Accuracies....
[INFO] 2021-01-20 19:15:47 > F_8 score (Step: 156000, Using valid images): 0.35230951670154786
[INFO] 2021-01-20 19:15:47 > F_1/8 score (Step: 156000, Using valid images): 0.678516149714613
[INFO] 2021-01-20 19:15:47 > FID score (Step: 156000, Using valid moments): 155.97197573007463
[INFO] 2021-01-20 19:15:47 > Inception score (Step: 156000, 10000 generated images): 4.460522651672363
[INFO] 2021-01-20 19:15:47 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 19:15:49 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 19:18:37 > Step:  156100 Progress: 78.0% Elapsed: 2 days, 18:30:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.04449 Generator_loss: 5.33417 
[INFO] 2021-01-20 19:21:24 > Step:  156200 Progress: 78.1% Elapsed: 2 days, 18:32:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.74511 Generator_loss: 5.49835 
[INFO] 2021-01-20 19:24:11 > Step:  156300 Progress: 78.1% Elapsed: 2 days, 18:35:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.76643 Generator_loss: 5.59618 
[INFO] 2021-01-20 19:26:58 > Step:  156400 Progress: 78.2% Elapsed: 2 days, 18:38:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.95236 Generator_loss: 5.26356 
[INFO] 2021-01-20 19:29:45 > Step:  156500 Progress: 78.2% Elapsed: 2 days, 18:41:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.66926 Generator_loss: 5.31162 
[INFO] 2021-01-20 19:32:32 > Step:  156600 Progress: 78.3% Elapsed: 2 days, 18:44:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.992 Generator_loss: 5.19903 
[INFO] 2021-01-20 19:35:19 > Step:  156700 Progress: 78.3% Elapsed: 2 days, 18:46:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.88525 Generator_loss: 5.18639 
[INFO] 2021-01-20 19:38:07 > Step:  156800 Progress: 78.4% Elapsed: 2 days, 18:49:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.79865 Generator_loss: 4.77099 
[INFO] 2021-01-20 19:40:56 > Step:  156900 Progress: 78.5% Elapsed: 2 days, 18:52:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.15748 Generator_loss: 5.50388 
[INFO] 2021-01-20 19:43:43 > Step:  157000 Progress: 78.5% Elapsed: 2 days, 18:55:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.88106 Generator_loss: 5.57589 
[INFO] 2021-01-20 19:46:33 > Step:  157100 Progress: 78.5% Elapsed: 2 days, 18:58:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.57976 Generator_loss: 5.46025 
[INFO] 2021-01-20 19:49:20 > Step:  157200 Progress: 78.6% Elapsed: 2 days, 19:00:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.80568 Generator_loss: 5.43023 
[INFO] 2021-01-20 19:52:07 > Step:  157300 Progress: 78.6% Elapsed: 2 days, 19:03:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.61713 Generator_loss: 4.69014 
[INFO] 2021-01-20 19:54:54 > Step:  157400 Progress: 78.7% Elapsed: 2 days, 19:06:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.86624 Generator_loss: 4.52997 
[INFO] 2021-01-20 19:57:41 > Step:  157500 Progress: 78.8% Elapsed: 2 days, 19:09:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.81482 Generator_loss: 4.26438 
[INFO] 2021-01-20 20:00:29 > Step:  157600 Progress: 78.8% Elapsed: 2 days, 19:12:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.91287 Generator_loss: 4.613 
[INFO] 2021-01-20 20:03:15 > Step:  157700 Progress: 78.8% Elapsed: 2 days, 19:14:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.98213 Generator_loss: 5.0457 
[INFO] 2021-01-20 20:06:02 > Step:  157800 Progress: 78.9% Elapsed: 2 days, 19:17:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.77963 Generator_loss: 4.78989 
[INFO] 2021-01-20 20:08:50 > Step:  157900 Progress: 79.0% Elapsed: 2 days, 19:20:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.87988 Generator_loss: 4.19064 
[INFO] 2021-01-20 20:11:37 > Step:  158000 Progress: 79.0% Elapsed: 2 days, 19:23:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.85663 Generator_loss: 4.83793 
[INFO] 2021-01-20 20:11:37 > Start Evaluation (158000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 20:11:38 > Calculating FID Score....
[INFO] 2021-01-20 20:11:53 > Calculating Inception Score....
[INFO] 2021-01-20 20:12:00 > Calculate F_beta Score....
[INFO] 2021-01-20 20:12:48 > Calculate Accuracies....
[INFO] 2021-01-20 20:12:53 > Calculate Accuracies....
[INFO] 2021-01-20 20:13:06 > F_8 score (Step: 158000, Using valid images): 0.460494991902513
[INFO] 2021-01-20 20:13:06 > F_1/8 score (Step: 158000, Using valid images): 0.6756063153999239
[INFO] 2021-01-20 20:13:06 > FID score (Step: 158000, Using valid moments): 163.8522558492465
[INFO] 2021-01-20 20:13:06 > Inception score (Step: 158000, 10000 generated images): 4.400620937347412
[INFO] 2021-01-20 20:13:06 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 20:13:08 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 20:15:55 > Step:  158100 Progress: 79.0% Elapsed: 2 days, 19:27:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.6247 Generator_loss: 4.66198 
[INFO] 2021-01-20 20:18:42 > Step:  158200 Progress: 79.1% Elapsed: 2 days, 19:30:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.88137 Generator_loss: 5.23896 
[INFO] 2021-01-20 20:21:30 > Step:  158300 Progress: 79.1% Elapsed: 2 days, 19:33:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.7287 Generator_loss: 5.75232 
[INFO] 2021-01-20 20:24:18 > Step:  158400 Progress: 79.2% Elapsed: 2 days, 19:35:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.87589 Generator_loss: 4.3658 
[INFO] 2021-01-20 20:27:06 > Step:  158500 Progress: 79.2% Elapsed: 2 days, 19:38:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.80524 Generator_loss: 4.06523 
[INFO] 2021-01-20 20:29:53 > Step:  158600 Progress: 79.3% Elapsed: 2 days, 19:41:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.67307 Generator_loss: 4.70033 
[INFO] 2021-01-20 20:32:41 > Step:  158700 Progress: 79.3% Elapsed: 2 days, 19:44:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.78962 Generator_loss: 4.5818 
[INFO] 2021-01-20 20:35:28 > Step:  158800 Progress: 79.4% Elapsed: 2 days, 19:46:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.86613 Generator_loss: 4.58029 
[INFO] 2021-01-20 20:38:15 > Step:  158900 Progress: 79.5% Elapsed: 2 days, 19:49:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.83963 Generator_loss: 4.12687 
[INFO] 2021-01-20 20:41:03 > Step:  159000 Progress: 79.5% Elapsed: 2 days, 19:52:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.80992 Generator_loss: 5.56112 
[INFO] 2021-01-20 20:43:51 > Step:  159100 Progress: 79.5% Elapsed: 2 days, 19:55:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.72398 Generator_loss: 5.22968 
[INFO] 2021-01-20 20:46:38 > Step:  159200 Progress: 79.6% Elapsed: 2 days, 19:58:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.72448 Generator_loss: 5.50218 
[INFO] 2021-01-20 20:49:26 > Step:  159300 Progress: 79.7% Elapsed: 2 days, 20:00:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.24277 Generator_loss: 5.4824 
[INFO] 2021-01-20 20:52:14 > Step:  159400 Progress: 79.7% Elapsed: 2 days, 20:03:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.80329 Generator_loss: 5.65484 
[INFO] 2021-01-20 20:55:02 > Step:  159500 Progress: 79.8% Elapsed: 2 days, 20:06:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.82918 Generator_loss: 5.54547 
[INFO] 2021-01-20 20:57:49 > Step:  159600 Progress: 79.8% Elapsed: 2 days, 20:09:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.89753 Generator_loss: 4.47089 
[INFO] 2021-01-20 21:00:36 > Step:  159700 Progress: 79.8% Elapsed: 2 days, 20:12:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.79474 Generator_loss: 4.50701 
[INFO] 2021-01-20 21:03:25 > Step:  159800 Progress: 79.9% Elapsed: 2 days, 20:14:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.82735 Generator_loss: 5.40765 
[INFO] 2021-01-20 21:06:12 > Step:  159900 Progress: 80.0% Elapsed: 2 days, 20:17:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.79047 Generator_loss: 4.93688 
[INFO] 2021-01-20 21:09:00 > Step:  160000 Progress: 80.0% Elapsed: 2 days, 20:20:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.89182 Generator_loss: 4.39781 
[INFO] 2021-01-20 21:09:00 > Start Evaluation (160000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 21:09:00 > Calculating FID Score....
[INFO] 2021-01-20 21:09:15 > Calculating Inception Score....
[INFO] 2021-01-20 21:09:23 > Calculate F_beta Score....
[INFO] 2021-01-20 21:10:10 > Calculate Accuracies....
[INFO] 2021-01-20 21:10:15 > Calculate Accuracies....
[INFO] 2021-01-20 21:10:28 > F_8 score (Step: 160000, Using valid images): 0.32506566472170634
[INFO] 2021-01-20 21:10:28 > F_1/8 score (Step: 160000, Using valid images): 0.6647503321663624
[INFO] 2021-01-20 21:10:28 > FID score (Step: 160000, Using valid moments): 172.79614420435746
[INFO] 2021-01-20 21:10:28 > Inception score (Step: 160000, 10000 generated images): 4.126113414764404
[INFO] 2021-01-20 21:10:28 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 21:10:30 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 21:13:18 > Step:  160100 Progress: 80.0% Elapsed: 2 days, 20:24:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.03383 Generator_loss: 5.07812 
[INFO] 2021-01-20 21:16:05 > Step:  160200 Progress: 80.1% Elapsed: 2 days, 20:27:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.98514 Generator_loss: 5.40385 
[INFO] 2021-01-20 21:18:55 > Step:  160300 Progress: 80.2% Elapsed: 2 days, 20:30:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.79722 Generator_loss: 5.41506 
[INFO] 2021-01-20 21:21:43 > Step:  160400 Progress: 80.2% Elapsed: 2 days, 20:33:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.79114 Generator_loss: 5.65439 
[INFO] 2021-01-20 21:24:31 > Step:  160500 Progress: 80.2% Elapsed: 2 days, 20:36:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.85751 Generator_loss: 4.77716 
[INFO] 2021-01-20 21:27:19 > Step:  160600 Progress: 80.3% Elapsed: 2 days, 20:38:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.86277 Generator_loss: 4.43199 
[INFO] 2021-01-20 21:30:07 > Step:  160700 Progress: 80.3% Elapsed: 2 days, 20:41:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.76355 Generator_loss: 4.63791 
[INFO] 2021-01-20 21:32:54 > Step:  160800 Progress: 80.4% Elapsed: 2 days, 20:44:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.96474 Generator_loss: 5.24714 
[INFO] 2021-01-20 21:35:41 > Step:  160900 Progress: 80.5% Elapsed: 2 days, 20:47:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.68214 Generator_loss: 4.66679 
[INFO] 2021-01-20 21:38:28 > Step:  161000 Progress: 80.5% Elapsed: 2 days, 20:49:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.69098 Generator_loss: 5.78645 
[INFO] 2021-01-20 21:41:16 > Step:  161100 Progress: 80.5% Elapsed: 2 days, 20:52:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.72661 Generator_loss: 4.64267 
[INFO] 2021-01-20 21:44:03 > Step:  161200 Progress: 80.6% Elapsed: 2 days, 20:55:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.82029 Generator_loss: 4.88612 
[INFO] 2021-01-20 21:46:50 > Step:  161300 Progress: 80.7% Elapsed: 2 days, 20:58:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.08419 Generator_loss: 4.47631 
[INFO] 2021-01-20 21:49:38 > Step:  161400 Progress: 80.7% Elapsed: 2 days, 21:01:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.95066 Generator_loss: 4.30585 
[INFO] 2021-01-20 21:52:26 > Step:  161500 Progress: 80.8% Elapsed: 2 days, 21:03:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.80887 Generator_loss: 4.73338 
[INFO] 2021-01-20 21:55:14 > Step:  161600 Progress: 80.8% Elapsed: 2 days, 21:06:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.77046 Generator_loss: 5.23686 
[INFO] 2021-01-20 21:58:02 > Step:  161700 Progress: 80.8% Elapsed: 2 days, 21:09:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.66044 Generator_loss: 5.18394 
[INFO] 2021-01-20 22:00:50 > Step:  161800 Progress: 80.9% Elapsed: 2 days, 21:12:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.70481 Generator_loss: 5.26371 
[INFO] 2021-01-20 22:03:38 > Step:  161900 Progress: 81.0% Elapsed: 2 days, 21:15:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.82229 Generator_loss: 5.38403 
[INFO] 2021-01-20 22:06:26 > Step:  162000 Progress: 81.0% Elapsed: 2 days, 21:17:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.78847 Generator_loss: 5.38701 
[INFO] 2021-01-20 22:06:26 > Start Evaluation (162000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 22:06:26 > Calculating FID Score....
[INFO] 2021-01-20 22:06:41 > Calculating Inception Score....
[INFO] 2021-01-20 22:06:49 > Calculate F_beta Score....
[INFO] 2021-01-20 22:07:35 > Calculate Accuracies....
[INFO] 2021-01-20 22:07:40 > Calculate Accuracies....
[INFO] 2021-01-20 22:07:52 > F_8 score (Step: 162000, Using valid images): 0.3451057185920931
[INFO] 2021-01-20 22:07:52 > F_1/8 score (Step: 162000, Using valid images): 0.6182933176137447
[INFO] 2021-01-20 22:07:52 > FID score (Step: 162000, Using valid moments): 181.8474118293965
[INFO] 2021-01-20 22:07:52 > Inception score (Step: 162000, 10000 generated images): 4.493466854095459
[INFO] 2021-01-20 22:07:52 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 22:07:55 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 22:10:42 > Step:  162100 Progress: 81.0% Elapsed: 2 days, 21:22:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.62483 Generator_loss: 5.16914 
[INFO] 2021-01-20 22:13:31 > Step:  162200 Progress: 81.1% Elapsed: 2 days, 21:25:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.87342 Generator_loss: 4.68365 
[INFO] 2021-01-20 22:16:19 > Step:  162300 Progress: 81.2% Elapsed: 2 days, 21:27:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.73067 Generator_loss: 4.87803 
[INFO] 2021-01-20 22:19:07 > Step:  162400 Progress: 81.2% Elapsed: 2 days, 21:30:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.85033 Generator_loss: 4.75476 
[INFO] 2021-01-20 22:21:55 > Step:  162500 Progress: 81.2% Elapsed: 2 days, 21:33:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.03898 Generator_loss: 5.16335 
[INFO] 2021-01-20 22:24:43 > Step:  162600 Progress: 81.3% Elapsed: 2 days, 21:36:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.73208 Generator_loss: 5.59834 
[INFO] 2021-01-20 22:27:31 > Step:  162700 Progress: 81.3% Elapsed: 2 days, 21:39:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.08498 Generator_loss: 5.2882 
[INFO] 2021-01-20 22:30:19 > Step:  162800 Progress: 81.4% Elapsed: 2 days, 21:41:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.87732 Generator_loss: 5.04547 
[INFO] 2021-01-20 22:33:07 > Step:  162900 Progress: 81.5% Elapsed: 2 days, 21:44:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.77552 Generator_loss: 4.31962 
[INFO] 2021-01-20 22:35:55 > Step:  163000 Progress: 81.5% Elapsed: 2 days, 21:47:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.74519 Generator_loss: 4.40289 
[INFO] 2021-01-20 22:38:43 > Step:  163100 Progress: 81.5% Elapsed: 2 days, 21:50:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.67444 Generator_loss: 5.46959 
[INFO] 2021-01-20 22:41:30 > Step:  163200 Progress: 81.6% Elapsed: 2 days, 21:53:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.9028 Generator_loss: 5.30281 
[INFO] 2021-01-20 22:44:18 > Step:  163300 Progress: 81.7% Elapsed: 2 days, 21:55:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.191 Generator_loss: 5.02044 
[INFO] 2021-01-20 22:47:06 > Step:  163400 Progress: 81.7% Elapsed: 2 days, 21:58:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.72356 Generator_loss: 4.73697 
[INFO] 2021-01-20 22:49:53 > Step:  163500 Progress: 81.8% Elapsed: 2 days, 22:01:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.74026 Generator_loss: 4.69057 
[INFO] 2021-01-20 22:52:43 > Step:  163600 Progress: 81.8% Elapsed: 2 days, 22:04:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.00891 Generator_loss: 4.65249 
[INFO] 2021-01-20 22:55:31 > Step:  163700 Progress: 81.8% Elapsed: 2 days, 22:07:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.75903 Generator_loss: 4.38276 
[INFO] 2021-01-20 22:58:19 > Step:  163800 Progress: 81.9% Elapsed: 2 days, 22:09:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.88594 Generator_loss: 4.47424 
[INFO] 2021-01-20 23:01:07 > Step:  163900 Progress: 82.0% Elapsed: 2 days, 22:12:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.97057 Generator_loss: 4.87745 
[INFO] 2021-01-20 23:03:54 > Step:  164000 Progress: 82.0% Elapsed: 2 days, 22:15:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.77306 Generator_loss: 4.83301 
[INFO] 2021-01-20 23:03:54 > Start Evaluation (164000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 23:03:54 > Calculating FID Score....
[INFO] 2021-01-20 23:04:10 > Calculating Inception Score....
[INFO] 2021-01-20 23:04:17 > Calculate F_beta Score....
[INFO] 2021-01-20 23:05:05 > Calculate Accuracies....
[INFO] 2021-01-20 23:05:10 > Calculate Accuracies....
[INFO] 2021-01-20 23:05:23 > F_8 score (Step: 164000, Using valid images): 0.31140636843873476
[INFO] 2021-01-20 23:05:23 > F_1/8 score (Step: 164000, Using valid images): 0.6283239416777555
[INFO] 2021-01-20 23:05:23 > FID score (Step: 164000, Using valid moments): 180.39127669509446
[INFO] 2021-01-20 23:05:23 > Inception score (Step: 164000, 10000 generated images): 4.23320198059082
[INFO] 2021-01-20 23:05:23 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-20 23:05:25 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-20 23:08:13 > Step:  164100 Progress: 82.0% Elapsed: 2 days, 22:19:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.74373 Generator_loss: 4.62046 
[INFO] 2021-01-20 23:11:01 > Step:  164200 Progress: 82.1% Elapsed: 2 days, 22:22:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.0384 Generator_loss: 4.51163 
[INFO] 2021-01-20 23:13:49 > Step:  164300 Progress: 82.2% Elapsed: 2 days, 22:25:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.73354 Generator_loss: 5.38638 
[INFO] 2021-01-20 23:16:36 > Step:  164400 Progress: 82.2% Elapsed: 2 days, 22:28:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.78999 Generator_loss: 5.35228 
[INFO] 2021-01-20 23:19:26 > Step:  164500 Progress: 82.2% Elapsed: 2 days, 22:30:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.83054 Generator_loss: 5.48136 
[INFO] 2021-01-20 23:22:14 > Step:  164600 Progress: 82.3% Elapsed: 2 days, 22:33:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.73574 Generator_loss: 5.6338 
[INFO] 2021-01-20 23:25:01 > Step:  164700 Progress: 82.3% Elapsed: 2 days, 22:36:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.96317 Generator_loss: 4.47184 
[INFO] 2021-01-20 23:27:48 > Step:  164800 Progress: 82.4% Elapsed: 2 days, 22:39:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.77874 Generator_loss: 4.52725 
[INFO] 2021-01-20 23:30:35 > Step:  164900 Progress: 82.5% Elapsed: 2 days, 22:42:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.79122 Generator_loss: 4.79245 
[INFO] 2021-01-20 23:33:23 > Step:  165000 Progress: 82.5% Elapsed: 2 days, 22:44:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.87006 Generator_loss: 4.60634 
[INFO] 2021-01-20 23:36:11 > Step:  165100 Progress: 82.5% Elapsed: 2 days, 22:47:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.95317 Generator_loss: 4.88019 
[INFO] 2021-01-20 23:38:59 > Step:  165200 Progress: 82.6% Elapsed: 2 days, 22:50:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.83247 Generator_loss: 5.6684 
[INFO] 2021-01-20 23:41:46 > Step:  165300 Progress: 82.7% Elapsed: 2 days, 22:53:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.8842 Generator_loss: 4.25536 
[INFO] 2021-01-20 23:44:33 > Step:  165400 Progress: 82.7% Elapsed: 2 days, 22:56:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.88901 Generator_loss: 4.50784 
[INFO] 2021-01-20 23:47:21 > Step:  165500 Progress: 82.8% Elapsed: 2 days, 22:58:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.82344 Generator_loss: 4.69142 
[INFO] 2021-01-20 23:50:09 > Step:  165600 Progress: 82.8% Elapsed: 2 days, 23:01:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.71667 Generator_loss: 4.6483 
[INFO] 2021-01-20 23:52:56 > Step:  165700 Progress: 82.8% Elapsed: 2 days, 23:04:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.94784 Generator_loss: 4.57335 
[INFO] 2021-01-20 23:55:44 > Step:  165800 Progress: 82.9% Elapsed: 2 days, 23:07:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.83366 Generator_loss: 4.56929 
[INFO] 2021-01-20 23:58:32 > Step:  165900 Progress: 83.0% Elapsed: 2 days, 23:10:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.92021 Generator_loss: 4.52945 
[INFO] 2021-01-21 00:01:19 > Step:  166000 Progress: 83.0% Elapsed: 2 days, 23:12:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.75939 Generator_loss: 5.52826 
[INFO] 2021-01-21 00:01:19 > Start Evaluation (166000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 00:01:19 > Calculating FID Score....
[INFO] 2021-01-21 00:01:35 > Calculating Inception Score....
[INFO] 2021-01-21 00:01:42 > Calculate F_beta Score....
[INFO] 2021-01-21 00:02:30 > Calculate Accuracies....
[INFO] 2021-01-21 00:02:35 > Calculate Accuracies....
[INFO] 2021-01-21 00:02:48 > F_8 score (Step: 166000, Using valid images): 0.22910806045967075
[INFO] 2021-01-21 00:02:48 > F_1/8 score (Step: 166000, Using valid images): 0.6480811691565491
[INFO] 2021-01-21 00:02:48 > FID score (Step: 166000, Using valid moments): 183.6825864324038
[INFO] 2021-01-21 00:02:48 > Inception score (Step: 166000, 10000 generated images): 4.399598121643066
[INFO] 2021-01-21 00:02:48 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 00:02:50 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 00:05:37 > Step:  166100 Progress: 83.0% Elapsed: 2 days, 23:17:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.72405 Generator_loss: 5.804 
[INFO] 2021-01-21 00:08:25 > Step:  166200 Progress: 83.1% Elapsed: 2 days, 23:19:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.80619 Generator_loss: 4.63896 
[INFO] 2021-01-21 00:11:13 > Step:  166300 Progress: 83.2% Elapsed: 2 days, 23:22:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.68025 Generator_loss: 4.57165 
[INFO] 2021-01-21 00:14:01 > Step:  166400 Progress: 83.2% Elapsed: 2 days, 23:25:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.64861 Generator_loss: 5.79413 
[INFO] 2021-01-21 00:16:49 > Step:  166500 Progress: 83.2% Elapsed: 2 days, 23:28:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.68391 Generator_loss: 5.61364 
[INFO] 2021-01-21 00:19:36 > Step:  166600 Progress: 83.3% Elapsed: 2 days, 23:31:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.74181 Generator_loss: 5.4731 
[INFO] 2021-01-21 00:22:23 > Step:  166700 Progress: 83.4% Elapsed: 2 days, 23:33:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.67947 Generator_loss: 4.7514 
[INFO] 2021-01-21 00:25:13 > Step:  166800 Progress: 83.4% Elapsed: 2 days, 23:36:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.71965 Generator_loss: 5.52417 
[INFO] 2021-01-21 00:28:01 > Step:  166900 Progress: 83.5% Elapsed: 2 days, 23:39:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.79322 Generator_loss: 5.49861 
[INFO] 2021-01-21 00:30:49 > Step:  167000 Progress: 83.5% Elapsed: 2 days, 23:42:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.91655 Generator_loss: 5.63037 
[INFO] 2021-01-21 00:33:36 > Step:  167100 Progress: 83.5% Elapsed: 2 days, 23:45:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.81431 Generator_loss: 5.54936 
[INFO] 2021-01-21 00:36:24 > Step:  167200 Progress: 83.6% Elapsed: 2 days, 23:47:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.77392 Generator_loss: 5.65387 
[INFO] 2021-01-21 00:39:12 > Step:  167300 Progress: 83.7% Elapsed: 2 days, 23:50:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.80458 Generator_loss: 5.453 
[INFO] 2021-01-21 00:42:00 > Step:  167400 Progress: 83.7% Elapsed: 2 days, 23:53:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.78659 Generator_loss: 4.7341 
[INFO] 2021-01-21 00:44:47 > Step:  167500 Progress: 83.8% Elapsed: 2 days, 23:56:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.82382 Generator_loss: 5.50018 
[INFO] 2021-01-21 00:47:35 > Step:  167600 Progress: 83.8% Elapsed: 2 days, 23:59:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.15893 Generator_loss: 4.69 
[INFO] 2021-01-21 00:50:23 > Step:  167700 Progress: 83.9% Elapsed: 3 days, 0:01:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.83766 Generator_loss: 4.49596 
[INFO] 2021-01-21 00:53:11 > Step:  167800 Progress: 83.9% Elapsed: 3 days, 0:04:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.82308 Generator_loss: 4.22131 
[INFO] 2021-01-21 00:55:58 > Step:  167900 Progress: 84.0% Elapsed: 3 days, 0:07:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.78485 Generator_loss: 4.37785 
[INFO] 2021-01-21 00:58:46 > Step:  168000 Progress: 84.0% Elapsed: 3 days, 0:10:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.89032 Generator_loss: 4.6012 
[INFO] 2021-01-21 00:58:46 > Start Evaluation (168000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 00:58:46 > Calculating FID Score....
[INFO] 2021-01-21 00:59:01 > Calculating Inception Score....
[INFO] 2021-01-21 00:59:09 > Calculate F_beta Score....
[INFO] 2021-01-21 00:59:56 > Calculate Accuracies....
[INFO] 2021-01-21 01:00:02 > Calculate Accuracies....
[INFO] 2021-01-21 01:00:14 > F_8 score (Step: 168000, Using valid images): 0.40007144145794177
[INFO] 2021-01-21 01:00:14 > F_1/8 score (Step: 168000, Using valid images): 0.6800754554291051
[INFO] 2021-01-21 01:00:14 > FID score (Step: 168000, Using valid moments): 187.51831955126536
[INFO] 2021-01-21 01:00:14 > Inception score (Step: 168000, 10000 generated images): 4.2355170249938965
[INFO] 2021-01-21 01:00:14 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 01:00:16 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 01:03:04 > Step:  168100 Progress: 84.0% Elapsed: 3 days, 0:14:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.88452 Generator_loss: 4.63089 
[INFO] 2021-01-21 01:05:51 > Step:  168200 Progress: 84.1% Elapsed: 3 days, 0:17:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.95105 Generator_loss: 4.58143 
[INFO] 2021-01-21 01:08:39 > Step:  168300 Progress: 84.2% Elapsed: 3 days, 0:20:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.83978 Generator_loss: 4.20587 
[INFO] 2021-01-21 01:11:28 > Step:  168400 Progress: 84.2% Elapsed: 3 days, 0:22:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.85503 Generator_loss: 4.08544 
[INFO] 2021-01-21 01:14:15 > Step:  168500 Progress: 84.2% Elapsed: 3 days, 0:25:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.80981 Generator_loss: 5.05536 
[INFO] 2021-01-21 01:17:03 > Step:  168600 Progress: 84.3% Elapsed: 3 days, 0:28:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.02157 Generator_loss: 4.65292 
[INFO] 2021-01-21 01:19:50 > Step:  168700 Progress: 84.4% Elapsed: 3 days, 0:31:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.87293 Generator_loss: 4.4147 
[INFO] 2021-01-21 01:22:38 > Step:  168800 Progress: 84.4% Elapsed: 3 days, 0:34:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.69266 Generator_loss: 4.86062 
[INFO] 2021-01-21 01:25:26 > Step:  168900 Progress: 84.5% Elapsed: 3 days, 0:36:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.8835 Generator_loss: 4.55718 
[INFO] 2021-01-21 01:28:13 > Step:  169000 Progress: 84.5% Elapsed: 3 days, 0:39:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.76438 Generator_loss: 5.24016 
[INFO] 2021-01-21 01:31:00 > Step:  169100 Progress: 84.5% Elapsed: 3 days, 0:42:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.86111 Generator_loss: 5.09544 
[INFO] 2021-01-21 01:33:48 > Step:  169200 Progress: 84.6% Elapsed: 3 days, 0:45:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.7929 Generator_loss: 4.55198 
[INFO] 2021-01-21 01:36:36 > Step:  169300 Progress: 84.7% Elapsed: 3 days, 0:48:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.87557 Generator_loss: 4.47477 
[INFO] 2021-01-21 01:39:24 > Step:  169400 Progress: 84.7% Elapsed: 3 days, 0:50:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.76306 Generator_loss: 5.48165 
[INFO] 2021-01-21 01:42:12 > Step:  169500 Progress: 84.8% Elapsed: 3 days, 0:53:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.72862 Generator_loss: 5.71881 
[INFO] 2021-01-21 01:45:00 > Step:  169600 Progress: 84.8% Elapsed: 3 days, 0:56:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.64818 Generator_loss: 5.56937 
[INFO] 2021-01-21 01:47:48 > Step:  169700 Progress: 84.9% Elapsed: 3 days, 0:59:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.86583 Generator_loss: 5.16535 
[INFO] 2021-01-21 01:50:36 > Step:  169800 Progress: 84.9% Elapsed: 3 days, 1:02:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.93682 Generator_loss: 5.43419 
[INFO] 2021-01-21 01:53:24 > Step:  169900 Progress: 85.0% Elapsed: 3 days, 1:04:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.82993 Generator_loss: 5.72025 
[INFO] 2021-01-21 01:56:14 > Step:  170000 Progress: 85.0% Elapsed: 3 days, 1:07:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.83852 Generator_loss: 5.43234 
[INFO] 2021-01-21 01:56:14 > Start Evaluation (170000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 01:56:14 > Calculating FID Score....
[INFO] 2021-01-21 01:56:29 > Calculating Inception Score....
[INFO] 2021-01-21 01:56:37 > Calculate F_beta Score....
[INFO] 2021-01-21 01:57:25 > Calculate Accuracies....
[INFO] 2021-01-21 01:57:30 > Calculate Accuracies....
[INFO] 2021-01-21 01:57:42 > F_8 score (Step: 170000, Using valid images): 0.44746288583502236
[INFO] 2021-01-21 01:57:42 > F_1/8 score (Step: 170000, Using valid images): 0.6272935817156585
[INFO] 2021-01-21 01:57:42 > FID score (Step: 170000, Using valid moments): 189.37162110240183
[INFO] 2021-01-21 01:57:42 > Inception score (Step: 170000, 10000 generated images): 4.428966045379639
[INFO] 2021-01-21 01:57:42 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 01:57:44 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 02:00:32 > Step:  170100 Progress: 85.0% Elapsed: 3 days, 1:12:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.89345 Generator_loss: 5.26886 
[INFO] 2021-01-21 02:03:21 > Step:  170200 Progress: 85.1% Elapsed: 3 days, 1:14:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.61356 Generator_loss: 5.51226 
[INFO] 2021-01-21 02:06:08 > Step:  170300 Progress: 85.2% Elapsed: 3 days, 1:17:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.94076 Generator_loss: 5.32626 
[INFO] 2021-01-21 02:08:56 > Step:  170400 Progress: 85.2% Elapsed: 3 days, 1:20:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.61846 Generator_loss: 5.38816 
[INFO] 2021-01-21 02:11:43 > Step:  170500 Progress: 85.2% Elapsed: 3 days, 1:23:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.75833 Generator_loss: 5.26541 
[INFO] 2021-01-21 02:14:31 > Step:  170600 Progress: 85.3% Elapsed: 3 days, 1:26:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.71407 Generator_loss: 5.66158 
[INFO] 2021-01-21 02:17:19 > Step:  170700 Progress: 85.4% Elapsed: 3 days, 1:28:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.7509 Generator_loss: 5.607 
[INFO] 2021-01-21 02:20:07 > Step:  170800 Progress: 85.4% Elapsed: 3 days, 1:31:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.86186 Generator_loss: 5.3481 
[INFO] 2021-01-21 02:22:54 > Step:  170900 Progress: 85.5% Elapsed: 3 days, 1:34:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.77126 Generator_loss: 5.56282 
[INFO] 2021-01-21 02:25:42 > Step:  171000 Progress: 85.5% Elapsed: 3 days, 1:37:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.60472 Generator_loss: 5.32148 
[INFO] 2021-01-21 02:28:30 > Step:  171100 Progress: 85.5% Elapsed: 3 days, 1:40:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.79205 Generator_loss: 5.66219 
[INFO] 2021-01-21 02:31:18 > Step:  171200 Progress: 85.6% Elapsed: 3 days, 1:42:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.62397 Generator_loss: 4.56983 
[INFO] 2021-01-21 02:34:05 > Step:  171300 Progress: 85.7% Elapsed: 3 days, 1:45:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.77746 Generator_loss: 4.88712 
[INFO] 2021-01-21 02:36:53 > Step:  171400 Progress: 85.7% Elapsed: 3 days, 1:48:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.6857 Generator_loss: 4.50652 
[INFO] 2021-01-21 02:39:39 > Step:  171500 Progress: 85.8% Elapsed: 3 days, 1:51:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.75489 Generator_loss: 5.51404 
[INFO] 2021-01-21 02:42:27 > Step:  171600 Progress: 85.8% Elapsed: 3 days, 1:53:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.04095 Generator_loss: 4.67027 
[INFO] 2021-01-21 02:45:15 > Step:  171700 Progress: 85.9% Elapsed: 3 days, 1:56:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.84819 Generator_loss: 5.59761 
[INFO] 2021-01-21 02:48:03 > Step:  171800 Progress: 85.9% Elapsed: 3 days, 1:59:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.82573 Generator_loss: 5.40665 
[INFO] 2021-01-21 02:50:51 > Step:  171900 Progress: 86.0% Elapsed: 3 days, 2:02:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.81091 Generator_loss: 4.73558 
[INFO] 2021-01-21 02:53:38 > Step:  172000 Progress: 86.0% Elapsed: 3 days, 2:05:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.86703 Generator_loss: 4.64995 
[INFO] 2021-01-21 02:53:38 > Start Evaluation (172000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 02:53:38 > Calculating FID Score....
[INFO] 2021-01-21 02:53:53 > Calculating Inception Score....
[INFO] 2021-01-21 02:54:01 > Calculate F_beta Score....
[INFO] 2021-01-21 02:54:48 > Calculate Accuracies....
[INFO] 2021-01-21 02:54:53 > Calculate Accuracies....
[INFO] 2021-01-21 02:55:06 > F_8 score (Step: 172000, Using valid images): 0.4036087632954321
[INFO] 2021-01-21 02:55:06 > F_1/8 score (Step: 172000, Using valid images): 0.641276553541305
[INFO] 2021-01-21 02:55:06 > FID score (Step: 172000, Using valid moments): 188.87557946863816
[INFO] 2021-01-21 02:55:06 > Inception score (Step: 172000, 10000 generated images): 4.5125603675842285
[INFO] 2021-01-21 02:55:06 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 02:55:08 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 02:57:55 > Step:  172100 Progress: 86.1% Elapsed: 3 days, 2:09:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.6545 Generator_loss: 5.79761 
[INFO] 2021-01-21 03:00:43 > Step:  172200 Progress: 86.1% Elapsed: 3 days, 2:12:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.6859 Generator_loss: 5.38164 
[INFO] 2021-01-21 03:03:31 > Step:  172300 Progress: 86.2% Elapsed: 3 days, 2:15:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.72358 Generator_loss: 5.60326 
[INFO] 2021-01-21 03:06:18 > Step:  172400 Progress: 86.2% Elapsed: 3 days, 2:17:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.80442 Generator_loss: 5.54822 
[INFO] 2021-01-21 03:09:06 > Step:  172500 Progress: 86.2% Elapsed: 3 days, 2:20:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.83525 Generator_loss: 5.16158 
[INFO] 2021-01-21 03:11:54 > Step:  172600 Progress: 86.3% Elapsed: 3 days, 2:23:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.80852 Generator_loss: 5.63211 
[INFO] 2021-01-21 03:14:42 > Step:  172700 Progress: 86.4% Elapsed: 3 days, 2:26:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.71987 Generator_loss: 5.53563 
[INFO] 2021-01-21 03:17:28 > Step:  172800 Progress: 86.4% Elapsed: 3 days, 2:28:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.71294 Generator_loss: 4.72063 
[INFO] 2021-01-21 03:20:15 > Step:  172900 Progress: 86.5% Elapsed: 3 days, 2:31:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.65102 Generator_loss: 4.70613 
[INFO] 2021-01-21 03:23:03 > Step:  173000 Progress: 86.5% Elapsed: 3 days, 2:34:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.75515 Generator_loss: 4.99255 
[INFO] 2021-01-21 03:25:50 > Step:  173100 Progress: 86.6% Elapsed: 3 days, 2:37:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.69567 Generator_loss: 4.5327 
[INFO] 2021-01-21 03:28:38 > Step:  173200 Progress: 86.6% Elapsed: 3 days, 2:40:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.76172 Generator_loss: 5.54979 
[INFO] 2021-01-21 03:31:28 > Step:  173300 Progress: 86.7% Elapsed: 3 days, 2:42:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.15532 Generator_loss: 4.40985 
[INFO] 2021-01-21 03:34:15 > Step:  173400 Progress: 86.7% Elapsed: 3 days, 2:45:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.95979 Generator_loss: 4.7496 
[INFO] 2021-01-21 03:37:03 > Step:  173500 Progress: 86.8% Elapsed: 3 days, 2:48:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.74141 Generator_loss: 5.31116 
[INFO] 2021-01-21 03:39:50 > Step:  173600 Progress: 86.8% Elapsed: 3 days, 2:51:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.8004 Generator_loss: 5.48258 
[INFO] 2021-01-21 03:42:38 > Step:  173700 Progress: 86.9% Elapsed: 3 days, 2:54:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.66204 Generator_loss: 5.37062 
[INFO] 2021-01-21 03:45:26 > Step:  173800 Progress: 86.9% Elapsed: 3 days, 2:56:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.77506 Generator_loss: 4.70329 
[INFO] 2021-01-21 03:48:14 > Step:  173900 Progress: 87.0% Elapsed: 3 days, 2:59:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.75471 Generator_loss: 4.54017 
[INFO] 2021-01-21 03:51:02 > Step:  174000 Progress: 87.0% Elapsed: 3 days, 3:02:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.72114 Generator_loss: 4.43846 
[INFO] 2021-01-21 03:51:02 > Start Evaluation (174000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 03:51:02 > Calculating FID Score....
[INFO] 2021-01-21 03:51:17 > Calculating Inception Score....
[INFO] 2021-01-21 03:51:25 > Calculate F_beta Score....
[INFO] 2021-01-21 03:52:12 > Calculate Accuracies....
[INFO] 2021-01-21 03:52:17 > Calculate Accuracies....
[INFO] 2021-01-21 03:52:30 > F_8 score (Step: 174000, Using valid images): 0.3390908547835577
[INFO] 2021-01-21 03:52:30 > F_1/8 score (Step: 174000, Using valid images): 0.6395661684405675
[INFO] 2021-01-21 03:52:30 > FID score (Step: 174000, Using valid moments): 190.70234272018132
[INFO] 2021-01-21 03:52:30 > Inception score (Step: 174000, 10000 generated images): 4.615062236785889
[INFO] 2021-01-21 03:52:30 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 03:52:32 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 03:55:21 > Step:  174100 Progress: 87.1% Elapsed: 3 days, 3:06:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.76405 Generator_loss: 5.3732 
[INFO] 2021-01-21 03:58:10 > Step:  174200 Progress: 87.1% Elapsed: 3 days, 3:09:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.72212 Generator_loss: 5.42971 
[INFO] 2021-01-21 04:00:57 > Step:  174300 Progress: 87.2% Elapsed: 3 days, 3:12:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.76247 Generator_loss: 4.76397 
[INFO] 2021-01-21 04:03:45 > Step:  174400 Progress: 87.2% Elapsed: 3 days, 3:15:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.05668 Generator_loss: 5.54735 
[INFO] 2021-01-21 04:06:34 > Step:  174500 Progress: 87.2% Elapsed: 3 days, 3:18:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.7524 Generator_loss: 5.2891 
[INFO] 2021-01-21 04:09:21 > Step:  174600 Progress: 87.3% Elapsed: 3 days, 3:20:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.67049 Generator_loss: 4.59351 
[INFO] 2021-01-21 04:12:09 > Step:  174700 Progress: 87.4% Elapsed: 3 days, 3:23:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.59679 Generator_loss: 4.93314 
[INFO] 2021-01-21 04:14:57 > Step:  174800 Progress: 87.4% Elapsed: 3 days, 3:26:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.06026 Generator_loss: 5.4647 
[INFO] 2021-01-21 04:17:45 > Step:  174900 Progress: 87.5% Elapsed: 3 days, 3:29:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.88861 Generator_loss: 4.50324 
[INFO] 2021-01-21 04:20:33 > Step:  175000 Progress: 87.5% Elapsed: 3 days, 3:32:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.94117 Generator_loss: 4.58648 
[INFO] 2021-01-21 04:23:20 > Step:  175100 Progress: 87.5% Elapsed: 3 days, 3:34:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.88516 Generator_loss: 5.32405 
[INFO] 2021-01-21 04:26:08 > Step:  175200 Progress: 87.6% Elapsed: 3 days, 3:37:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.73191 Generator_loss: 5.55717 
[INFO] 2021-01-21 04:28:56 > Step:  175300 Progress: 87.6% Elapsed: 3 days, 3:40:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.90864 Generator_loss: 5.57782 
[INFO] 2021-01-21 04:31:44 > Step:  175400 Progress: 87.7% Elapsed: 3 days, 3:43:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.86543 Generator_loss: 5.26876 
[INFO] 2021-01-21 04:34:31 > Step:  175500 Progress: 87.8% Elapsed: 3 days, 3:46:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.91506 Generator_loss: 5.49407 
[INFO] 2021-01-21 04:37:18 > Step:  175600 Progress: 87.8% Elapsed: 3 days, 3:48:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.66438 Generator_loss: 5.36681 
[INFO] 2021-01-21 04:40:05 > Step:  175700 Progress: 87.8% Elapsed: 3 days, 3:51:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.75415 Generator_loss: 5.43164 
[INFO] 2021-01-21 04:42:51 > Step:  175800 Progress: 87.9% Elapsed: 3 days, 3:54:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.98713 Generator_loss: 4.12956 
[INFO] 2021-01-21 04:45:38 > Step:  175900 Progress: 87.9% Elapsed: 3 days, 3:57:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.87877 Generator_loss: 5.19489 
[INFO] 2021-01-21 04:48:25 > Step:  176000 Progress: 88.0% Elapsed: 3 days, 3:59:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.7784 Generator_loss: 5.12349 
[INFO] 2021-01-21 04:48:25 > Start Evaluation (176000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 04:48:25 > Calculating FID Score....
[INFO] 2021-01-21 04:48:40 > Calculating Inception Score....
[INFO] 2021-01-21 04:48:48 > Calculate F_beta Score....
[INFO] 2021-01-21 04:49:35 > Calculate Accuracies....
[INFO] 2021-01-21 04:49:40 > Calculate Accuracies....
[INFO] 2021-01-21 04:49:53 > F_8 score (Step: 176000, Using valid images): 0.3731460332475214
[INFO] 2021-01-21 04:49:53 > F_1/8 score (Step: 176000, Using valid images): 0.592057403734435
[INFO] 2021-01-21 04:49:53 > FID score (Step: 176000, Using valid moments): 194.92289664090077
[INFO] 2021-01-21 04:49:53 > Inception score (Step: 176000, 10000 generated images): 4.0970540046691895
[INFO] 2021-01-21 04:49:53 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 04:49:55 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 04:52:42 > Step:  176100 Progress: 88.0% Elapsed: 3 days, 4:04:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.05277 Generator_loss: 4.31734 
[INFO] 2021-01-21 04:55:30 > Step:  176200 Progress: 88.1% Elapsed: 3 days, 4:07:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.80886 Generator_loss: 4.55911 
[INFO] 2021-01-21 04:58:17 > Step:  176300 Progress: 88.1% Elapsed: 3 days, 4:09:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.77795 Generator_loss: 4.64411 
[INFO] 2021-01-21 05:01:05 > Step:  176400 Progress: 88.2% Elapsed: 3 days, 4:12:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.56333 Generator_loss: 4.99014 
[INFO] 2021-01-21 05:03:53 > Step:  176500 Progress: 88.2% Elapsed: 3 days, 4:15:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.81137 Generator_loss: 5.42066 
[INFO] 2021-01-21 05:06:40 > Step:  176600 Progress: 88.3% Elapsed: 3 days, 4:18:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.57931 Generator_loss: 5.58197 
[INFO] 2021-01-21 05:09:27 > Step:  176700 Progress: 88.3% Elapsed: 3 days, 4:20:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.08239 Generator_loss: 5.52582 
[INFO] 2021-01-21 05:12:15 > Step:  176800 Progress: 88.4% Elapsed: 3 days, 4:23:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.01988 Generator_loss: 4.32667 
[INFO] 2021-01-21 05:15:02 > Step:  176900 Progress: 88.4% Elapsed: 3 days, 4:26:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.67111 Generator_loss: 4.54922 
[INFO] 2021-01-21 05:17:49 > Step:  177000 Progress: 88.5% Elapsed: 3 days, 4:29:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.76617 Generator_loss: 4.91469 
[INFO] 2021-01-21 05:20:36 > Step:  177100 Progress: 88.5% Elapsed: 3 days, 4:32:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.70804 Generator_loss: 4.45587 
[INFO] 2021-01-21 05:23:24 > Step:  177200 Progress: 88.6% Elapsed: 3 days, 4:34:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.78109 Generator_loss: 4.7323 
[INFO] 2021-01-21 05:26:12 > Step:  177300 Progress: 88.6% Elapsed: 3 days, 4:37:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.74579 Generator_loss: 5.31291 
[INFO] 2021-01-21 05:28:59 > Step:  177400 Progress: 88.7% Elapsed: 3 days, 4:40:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.82411 Generator_loss: 5.66116 
[INFO] 2021-01-21 05:31:47 > Step:  177500 Progress: 88.8% Elapsed: 3 days, 4:43:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.70572 Generator_loss: 5.54686 
[INFO] 2021-01-21 05:34:34 > Step:  177600 Progress: 88.8% Elapsed: 3 days, 4:46:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.73526 Generator_loss: 5.34093 
[INFO] 2021-01-21 05:37:21 > Step:  177700 Progress: 88.8% Elapsed: 3 days, 4:48:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.85308 Generator_loss: 4.9785 
[INFO] 2021-01-21 05:40:09 > Step:  177800 Progress: 88.9% Elapsed: 3 days, 4:51:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.75418 Generator_loss: 5.45602 
[INFO] 2021-01-21 05:42:57 > Step:  177900 Progress: 88.9% Elapsed: 3 days, 4:54:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.79 Generator_loss: 5.49589 
[INFO] 2021-01-21 05:45:45 > Step:  178000 Progress: 89.0% Elapsed: 3 days, 4:57:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.10654 Generator_loss: 5.50282 
[INFO] 2021-01-21 05:45:45 > Start Evaluation (178000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 05:45:45 > Calculating FID Score....
[INFO] 2021-01-21 05:46:00 > Calculating Inception Score....
[INFO] 2021-01-21 05:46:08 > Calculate F_beta Score....
[INFO] 2021-01-21 05:46:55 > Calculate Accuracies....
[INFO] 2021-01-21 05:47:01 > Calculate Accuracies....
[INFO] 2021-01-21 05:47:13 > F_8 score (Step: 178000, Using valid images): 0.3215645736326025
[INFO] 2021-01-21 05:47:13 > F_1/8 score (Step: 178000, Using valid images): 0.5835267988158939
[INFO] 2021-01-21 05:47:13 > FID score (Step: 178000, Using valid moments): 198.311678318236
[INFO] 2021-01-21 05:47:13 > Inception score (Step: 178000, 10000 generated images): 4.183637619018555
[INFO] 2021-01-21 05:47:13 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 05:47:15 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 05:50:03 > Step:  178100 Progress: 89.0% Elapsed: 3 days, 5:01:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.84792 Generator_loss: 5.78417 
[INFO] 2021-01-21 05:52:51 > Step:  178200 Progress: 89.1% Elapsed: 3 days, 5:04:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.75189 Generator_loss: 4.60497 
[INFO] 2021-01-21 05:55:39 > Step:  178300 Progress: 89.1% Elapsed: 3 days, 5:07:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.00743 Generator_loss: 4.96907 
[INFO] 2021-01-21 05:58:27 > Step:  178400 Progress: 89.2% Elapsed: 3 days, 5:09:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.84433 Generator_loss: 5.65973 
[INFO] 2021-01-21 06:01:14 > Step:  178500 Progress: 89.2% Elapsed: 3 days, 5:12:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.63582 Generator_loss: 5.03734 
[INFO] 2021-01-21 06:04:02 > Step:  178600 Progress: 89.3% Elapsed: 3 days, 5:15:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.73403 Generator_loss: 5.64479 
[INFO] 2021-01-21 06:06:49 > Step:  178700 Progress: 89.3% Elapsed: 3 days, 5:18:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.76399 Generator_loss: 5.64312 
[INFO] 2021-01-21 06:09:36 > Step:  178800 Progress: 89.4% Elapsed: 3 days, 5:21:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.06586 Generator_loss: 5.54638 
[INFO] 2021-01-21 06:12:23 > Step:  178900 Progress: 89.5% Elapsed: 3 days, 5:23:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.77428 Generator_loss: 5.56408 
[INFO] 2021-01-21 06:15:11 > Step:  179000 Progress: 89.5% Elapsed: 3 days, 5:26:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.01659 Generator_loss: 4.83073 
[INFO] 2021-01-21 06:17:59 > Step:  179100 Progress: 89.5% Elapsed: 3 days, 5:29:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.71854 Generator_loss: 4.65655 
[INFO] 2021-01-21 06:20:47 > Step:  179200 Progress: 89.6% Elapsed: 3 days, 5:32:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.03363 Generator_loss: 4.54567 
[INFO] 2021-01-21 06:23:35 > Step:  179300 Progress: 89.6% Elapsed: 3 days, 5:35:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.76516 Generator_loss: 4.65705 
[INFO] 2021-01-21 06:26:23 > Step:  179400 Progress: 89.7% Elapsed: 3 days, 5:37:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.04049 Generator_loss: 4.65371 
[INFO] 2021-01-21 06:29:11 > Step:  179500 Progress: 89.8% Elapsed: 3 days, 5:40:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.71963 Generator_loss: 5.62497 
[INFO] 2021-01-21 06:31:59 > Step:  179600 Progress: 89.8% Elapsed: 3 days, 5:43:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.7672 Generator_loss: 5.41685 
[INFO] 2021-01-21 06:34:49 > Step:  179700 Progress: 89.8% Elapsed: 3 days, 5:46:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.86003 Generator_loss: 4.15549 
[INFO] 2021-01-21 06:37:37 > Step:  179800 Progress: 89.9% Elapsed: 3 days, 5:49:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.93368 Generator_loss: 4.5217 
[INFO] 2021-01-21 06:40:24 > Step:  179900 Progress: 90.0% Elapsed: 3 days, 5:51:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.75256 Generator_loss: 4.67775 
[INFO] 2021-01-21 06:43:12 > Step:  180000 Progress: 90.0% Elapsed: 3 days, 5:54:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.6744 Generator_loss: 5.19178 
[INFO] 2021-01-21 06:43:12 > Start Evaluation (180000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 06:43:12 > Calculating FID Score....
[INFO] 2021-01-21 06:43:27 > Calculating Inception Score....
[INFO] 2021-01-21 06:43:35 > Calculate F_beta Score....
[INFO] 2021-01-21 06:44:23 > Calculate Accuracies....
[INFO] 2021-01-21 06:44:28 > Calculate Accuracies....
[INFO] 2021-01-21 06:44:41 > F_8 score (Step: 180000, Using valid images): 0.36483928481795397
[INFO] 2021-01-21 06:44:41 > F_1/8 score (Step: 180000, Using valid images): 0.5898611914561259
[INFO] 2021-01-21 06:44:41 > FID score (Step: 180000, Using valid moments): 197.4238945242032
[INFO] 2021-01-21 06:44:41 > Inception score (Step: 180000, 10000 generated images): 3.829742670059204
[INFO] 2021-01-21 06:44:41 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 06:44:43 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 06:47:31 > Step:  180100 Progress: 90.0% Elapsed: 3 days, 5:59:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.71206 Generator_loss: 5.38932 
[INFO] 2021-01-21 06:50:19 > Step:  180200 Progress: 90.1% Elapsed: 3 days, 6:01:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.77585 Generator_loss: 5.26375 
[INFO] 2021-01-21 06:53:06 > Step:  180300 Progress: 90.1% Elapsed: 3 days, 6:04:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.9379 Generator_loss: 5.10781 
[INFO] 2021-01-21 06:55:53 > Step:  180400 Progress: 90.2% Elapsed: 3 days, 6:07:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.74342 Generator_loss: 4.84486 
[INFO] 2021-01-21 06:58:40 > Step:  180500 Progress: 90.2% Elapsed: 3 days, 6:10:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.74635 Generator_loss: 4.72577 
[INFO] 2021-01-21 07:01:27 > Step:  180600 Progress: 90.3% Elapsed: 3 days, 6:12:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.67848 Generator_loss: 5.63201 
[INFO] 2021-01-21 07:04:14 > Step:  180700 Progress: 90.3% Elapsed: 3 days, 6:15:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.8213 Generator_loss: 4.34596 
[INFO] 2021-01-21 07:07:03 > Step:  180800 Progress: 90.4% Elapsed: 3 days, 6:18:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.77041 Generator_loss: 4.66805 
[INFO] 2021-01-21 07:09:51 > Step:  180900 Progress: 90.5% Elapsed: 3 days, 6:21:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.97048 Generator_loss: 4.35722 
[INFO] 2021-01-21 07:12:38 > Step:  181000 Progress: 90.5% Elapsed: 3 days, 6:24:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.77956 Generator_loss: 4.58916 
[INFO] 2021-01-21 07:15:26 > Step:  181100 Progress: 90.5% Elapsed: 3 days, 6:26:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.69871 Generator_loss: 4.98332 
[INFO] 2021-01-21 07:18:14 > Step:  181200 Progress: 90.6% Elapsed: 3 days, 6:29:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.86286 Generator_loss: 4.4473 
[INFO] 2021-01-21 07:21:02 > Step:  181300 Progress: 90.6% Elapsed: 3 days, 6:32:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.75334 Generator_loss: 4.80923 
[INFO] 2021-01-21 07:23:50 > Step:  181400 Progress: 90.7% Elapsed: 3 days, 6:35:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.82921 Generator_loss: 5.40004 
[INFO] 2021-01-21 07:26:37 > Step:  181500 Progress: 90.8% Elapsed: 3 days, 6:38:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.59688 Generator_loss: 5.53915 
[INFO] 2021-01-21 07:29:25 > Step:  181600 Progress: 90.8% Elapsed: 3 days, 6:40:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.00338 Generator_loss: 5.34589 
[INFO] 2021-01-21 07:32:13 > Step:  181700 Progress: 90.8% Elapsed: 3 days, 6:43:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.62645 Generator_loss: 5.1969 
[INFO] 2021-01-21 07:35:01 > Step:  181800 Progress: 90.9% Elapsed: 3 days, 6:46:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.64218 Generator_loss: 5.514 
[INFO] 2021-01-21 07:37:49 > Step:  181900 Progress: 91.0% Elapsed: 3 days, 6:49:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.62469 Generator_loss: 5.65421 
[INFO] 2021-01-21 07:40:36 > Step:  182000 Progress: 91.0% Elapsed: 3 days, 6:52:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.73834 Generator_loss: 5.34903 
[INFO] 2021-01-21 07:40:36 > Start Evaluation (182000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 07:40:36 > Calculating FID Score....
[INFO] 2021-01-21 07:40:51 > Calculating Inception Score....
[INFO] 2021-01-21 07:40:59 > Calculate F_beta Score....
[INFO] 2021-01-21 07:41:45 > Calculate Accuracies....
[INFO] 2021-01-21 07:41:51 > Calculate Accuracies....
[INFO] 2021-01-21 07:42:03 > F_8 score (Step: 182000, Using valid images): 0.3693634356979154
[INFO] 2021-01-21 07:42:03 > F_1/8 score (Step: 182000, Using valid images): 0.5992369757208119
[INFO] 2021-01-21 07:42:03 > FID score (Step: 182000, Using valid moments): 196.58830947261094
[INFO] 2021-01-21 07:42:03 > Inception score (Step: 182000, 10000 generated images): 4.061028957366943
[INFO] 2021-01-21 07:42:03 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 07:42:05 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 07:44:53 > Step:  182100 Progress: 91.0% Elapsed: 3 days, 6:56:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.86369 Generator_loss: 4.78818 
[INFO] 2021-01-21 07:47:41 > Step:  182200 Progress: 91.1% Elapsed: 3 days, 6:59:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.87436 Generator_loss: 4.52192 
[INFO] 2021-01-21 07:50:28 > Step:  182300 Progress: 91.1% Elapsed: 3 days, 7:01:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.70766 Generator_loss: 4.55094 
[INFO] 2021-01-21 07:53:16 > Step:  182400 Progress: 91.2% Elapsed: 3 days, 7:04:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.76663 Generator_loss: 4.48365 
[INFO] 2021-01-21 07:56:03 > Step:  182500 Progress: 91.2% Elapsed: 3 days, 7:07:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.78986 Generator_loss: 4.70279 
[INFO] 2021-01-21 07:58:50 > Step:  182600 Progress: 91.3% Elapsed: 3 days, 7:10:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.79205 Generator_loss: 4.29602 
[INFO] 2021-01-21 08:01:38 > Step:  182700 Progress: 91.3% Elapsed: 3 days, 7:13:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.83146 Generator_loss: 5.34392 
[INFO] 2021-01-21 08:04:24 > Step:  182800 Progress: 91.4% Elapsed: 3 days, 7:15:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.72519 Generator_loss: 5.4453 
[INFO] 2021-01-21 08:07:13 > Step:  182900 Progress: 91.5% Elapsed: 3 days, 7:18:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.75655 Generator_loss: 5.63397 
[INFO] 2021-01-21 08:10:03 > Step:  183000 Progress: 91.5% Elapsed: 3 days, 7:21:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.78467 Generator_loss: 5.6386 
[INFO] 2021-01-21 08:12:50 > Step:  183100 Progress: 91.5% Elapsed: 3 days, 7:24:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.6319 Generator_loss: 5.44013 
[INFO] 2021-01-21 08:15:38 > Step:  183200 Progress: 91.6% Elapsed: 3 days, 7:27:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.7543 Generator_loss: 5.42455 
[INFO] 2021-01-21 08:18:26 > Step:  183300 Progress: 91.6% Elapsed: 3 days, 7:29:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.79495 Generator_loss: 5.33555 
[INFO] 2021-01-21 08:21:14 > Step:  183400 Progress: 91.7% Elapsed: 3 days, 7:32:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.77376 Generator_loss: 4.74737 
[INFO] 2021-01-21 08:24:02 > Step:  183500 Progress: 91.8% Elapsed: 3 days, 7:35:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.92267 Generator_loss: 4.37564 
[INFO] 2021-01-21 08:26:49 > Step:  183600 Progress: 91.8% Elapsed: 3 days, 7:38:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.8063 Generator_loss: 4.01091 
[INFO] 2021-01-21 08:29:37 > Step:  183700 Progress: 91.8% Elapsed: 3 days, 7:41:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.7769 Generator_loss: 4.47735 
[INFO] 2021-01-21 08:32:26 > Step:  183800 Progress: 91.9% Elapsed: 3 days, 7:43:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.73101 Generator_loss: 4.64161 
[INFO] 2021-01-21 08:35:14 > Step:  183900 Progress: 92.0% Elapsed: 3 days, 7:46:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.87806 Generator_loss: 5.34945 
[INFO] 2021-01-21 08:38:01 > Step:  184000 Progress: 92.0% Elapsed: 3 days, 7:49:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.87364 Generator_loss: 5.34628 
[INFO] 2021-01-21 08:38:02 > Start Evaluation (184000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 08:38:02 > Calculating FID Score....
[INFO] 2021-01-21 08:38:17 > Calculating Inception Score....
[INFO] 2021-01-21 08:38:24 > Calculate F_beta Score....
[INFO] 2021-01-21 08:39:12 > Calculate Accuracies....
[INFO] 2021-01-21 08:39:17 > Calculate Accuracies....
[INFO] 2021-01-21 08:39:30 > F_8 score (Step: 184000, Using valid images): 0.37134630904668486
[INFO] 2021-01-21 08:39:30 > F_1/8 score (Step: 184000, Using valid images): 0.6051347080231286
[INFO] 2021-01-21 08:39:30 > FID score (Step: 184000, Using valid moments): 197.51255683743398
[INFO] 2021-01-21 08:39:30 > Inception score (Step: 184000, 10000 generated images): 4.24031925201416
[INFO] 2021-01-21 08:39:30 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 08:39:32 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 08:42:20 > Step:  184100 Progress: 92.0% Elapsed: 3 days, 7:53:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.71049 Generator_loss: 5.43595 
[INFO] 2021-01-21 08:45:08 > Step:  184200 Progress: 92.1% Elapsed: 3 days, 7:56:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.70857 Generator_loss: 5.61724 
[INFO] 2021-01-21 08:47:55 > Step:  184300 Progress: 92.2% Elapsed: 3 days, 7:59:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.70395 Generator_loss: 5.44664 
[INFO] 2021-01-21 08:50:42 > Step:  184400 Progress: 92.2% Elapsed: 3 days, 8:02:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.92379 Generator_loss: 4.58553 
[INFO] 2021-01-21 08:53:29 > Step:  184500 Progress: 92.2% Elapsed: 3 days, 8:05:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.77552 Generator_loss: 4.5699 
[INFO] 2021-01-21 08:56:17 > Step:  184600 Progress: 92.3% Elapsed: 3 days, 8:07:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.88101 Generator_loss: 5.38697 
[INFO] 2021-01-21 08:59:04 > Step:  184700 Progress: 92.3% Elapsed: 3 days, 8:10:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.80488 Generator_loss: 5.38357 
[INFO] 2021-01-21 09:01:53 > Step:  184800 Progress: 92.4% Elapsed: 3 days, 8:13:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.63831 Generator_loss: 5.40634 
[INFO] 2021-01-21 09:04:41 > Step:  184900 Progress: 92.5% Elapsed: 3 days, 8:16:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.62844 Generator_loss: 5.41869 
[INFO] 2021-01-21 09:07:30 > Step:  185000 Progress: 92.5% Elapsed: 3 days, 8:19:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.61891 Generator_loss: 4.61258 
[INFO] 2021-01-21 09:10:17 > Step:  185100 Progress: 92.5% Elapsed: 3 days, 8:21:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.77665 Generator_loss: 4.46639 
[INFO] 2021-01-21 09:13:05 > Step:  185200 Progress: 92.6% Elapsed: 3 days, 8:24:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.91372 Generator_loss: 4.77923 
[INFO] 2021-01-21 09:15:53 > Step:  185300 Progress: 92.7% Elapsed: 3 days, 8:27:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.80793 Generator_loss: 4.92279 
[INFO] 2021-01-21 09:18:41 > Step:  185400 Progress: 92.7% Elapsed: 3 days, 8:30:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.70186 Generator_loss: 4.8435 
[INFO] 2021-01-21 09:21:29 > Step:  185500 Progress: 92.8% Elapsed: 3 days, 8:33:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.7309 Generator_loss: 5.76265 
[INFO] 2021-01-21 09:24:17 > Step:  185600 Progress: 92.8% Elapsed: 3 days, 8:35:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.84473 Generator_loss: 5.45248 
[INFO] 2021-01-21 09:27:04 > Step:  185700 Progress: 92.8% Elapsed: 3 days, 8:38:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.96371 Generator_loss: 5.477 
[INFO] 2021-01-21 09:29:53 > Step:  185800 Progress: 92.9% Elapsed: 3 days, 8:41:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.676 Generator_loss: 4.57452 
[INFO] 2021-01-21 09:32:41 > Step:  185900 Progress: 93.0% Elapsed: 3 days, 8:44:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.67705 Generator_loss: 4.76027 
[INFO] 2021-01-21 09:35:28 > Step:  186000 Progress: 93.0% Elapsed: 3 days, 8:46:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.91767 Generator_loss: 4.57547 
[INFO] 2021-01-21 09:35:28 > Start Evaluation (186000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 09:35:28 > Calculating FID Score....
[INFO] 2021-01-21 09:35:43 > Calculating Inception Score....
[INFO] 2021-01-21 09:35:50 > Calculate F_beta Score....
[INFO] 2021-01-21 09:36:38 > Calculate Accuracies....
[INFO] 2021-01-21 09:36:43 > Calculate Accuracies....
[INFO] 2021-01-21 09:36:56 > F_8 score (Step: 186000, Using valid images): 0.35023299707365546
[INFO] 2021-01-21 09:36:56 > F_1/8 score (Step: 186000, Using valid images): 0.613266870670956
[INFO] 2021-01-21 09:36:56 > FID score (Step: 186000, Using valid moments): 197.19147955343857
[INFO] 2021-01-21 09:36:56 > Inception score (Step: 186000, 10000 generated images): 4.13552713394165
[INFO] 2021-01-21 09:36:56 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 09:36:58 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 09:39:45 > Step:  186100 Progress: 93.0% Elapsed: 3 days, 8:51:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.67662 Generator_loss: 4.28009 
[INFO] 2021-01-21 09:42:34 > Step:  186200 Progress: 93.1% Elapsed: 3 days, 8:54:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.77133 Generator_loss: 4.46491 
[INFO] 2021-01-21 09:45:22 > Step:  186300 Progress: 93.2% Elapsed: 3 days, 8:56:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.71721 Generator_loss: 4.71004 
[INFO] 2021-01-21 09:48:09 > Step:  186400 Progress: 93.2% Elapsed: 3 days, 8:59:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.65931 Generator_loss: 4.69885 
[INFO] 2021-01-21 09:50:58 > Step:  186500 Progress: 93.2% Elapsed: 3 days, 9:02:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.81111 Generator_loss: 4.60946 
[INFO] 2021-01-21 09:53:45 > Step:  186600 Progress: 93.3% Elapsed: 3 days, 9:05:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.98614 Generator_loss: 5.44064 
[INFO] 2021-01-21 09:56:33 > Step:  186700 Progress: 93.3% Elapsed: 3 days, 9:08:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.95888 Generator_loss: 5.5831 
[INFO] 2021-01-21 09:59:21 > Step:  186800 Progress: 93.4% Elapsed: 3 days, 9:10:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.55723 Generator_loss: 5.68111 
[INFO] 2021-01-21 10:02:09 > Step:  186900 Progress: 93.5% Elapsed: 3 days, 9:13:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.73321 Generator_loss: 5.40016 
[INFO] 2021-01-21 10:04:57 > Step:  187000 Progress: 93.5% Elapsed: 3 days, 9:16:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.68649 Generator_loss: 5.4484 
[INFO] 2021-01-21 10:07:45 > Step:  187100 Progress: 93.5% Elapsed: 3 days, 9:19:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.74202 Generator_loss: 5.70881 
[INFO] 2021-01-21 10:10:33 > Step:  187200 Progress: 93.6% Elapsed: 3 days, 9:22:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.69607 Generator_loss: 4.75251 
[INFO] 2021-01-21 10:13:21 > Step:  187300 Progress: 93.7% Elapsed: 3 days, 9:24:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.77444 Generator_loss: 4.68222 
[INFO] 2021-01-21 10:16:09 > Step:  187400 Progress: 93.7% Elapsed: 3 days, 9:27:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.71182 Generator_loss: 4.71739 
[INFO] 2021-01-21 10:18:57 > Step:  187500 Progress: 93.8% Elapsed: 3 days, 9:30:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.74093 Generator_loss: 4.71779 
[INFO] 2021-01-21 10:21:44 > Step:  187600 Progress: 93.8% Elapsed: 3 days, 9:33:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.64512 Generator_loss: 5.5969 
[INFO] 2021-01-21 10:24:31 > Step:  187700 Progress: 93.8% Elapsed: 3 days, 9:36:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.76822 Generator_loss: 4.64714 
[INFO] 2021-01-21 10:27:19 > Step:  187800 Progress: 93.9% Elapsed: 3 days, 9:38:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.78642 Generator_loss: 5.42488 
[INFO] 2021-01-21 10:30:08 > Step:  187900 Progress: 94.0% Elapsed: 3 days, 9:41:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.78667 Generator_loss: 4.86037 
[INFO] 2021-01-21 10:32:56 > Step:  188000 Progress: 94.0% Elapsed: 3 days, 9:44:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.90487 Generator_loss: 4.70139 
[INFO] 2021-01-21 10:32:56 > Start Evaluation (188000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 10:32:56 > Calculating FID Score....
[INFO] 2021-01-21 10:33:11 > Calculating Inception Score....
[INFO] 2021-01-21 10:33:18 > Calculate F_beta Score....
[INFO] 2021-01-21 10:34:06 > Calculate Accuracies....
[INFO] 2021-01-21 10:34:11 > Calculate Accuracies....
[INFO] 2021-01-21 10:34:24 > F_8 score (Step: 188000, Using valid images): 0.35858658870062055
[INFO] 2021-01-21 10:34:24 > F_1/8 score (Step: 188000, Using valid images): 0.6617292357989786
[INFO] 2021-01-21 10:34:24 > FID score (Step: 188000, Using valid moments): 195.81664279316425
[INFO] 2021-01-21 10:34:24 > Inception score (Step: 188000, 10000 generated images): 3.9757113456726074
[INFO] 2021-01-21 10:34:24 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 10:34:26 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 10:37:13 > Step:  188100 Progress: 94.0% Elapsed: 3 days, 9:48:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.82002 Generator_loss: 4.77304 
[INFO] 2021-01-21 10:40:01 > Step:  188200 Progress: 94.1% Elapsed: 3 days, 9:51:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.83661 Generator_loss: 4.39449 
[INFO] 2021-01-21 10:42:49 > Step:  188300 Progress: 94.2% Elapsed: 3 days, 9:54:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.77941 Generator_loss: 4.57586 
[INFO] 2021-01-21 10:45:36 > Step:  188400 Progress: 94.2% Elapsed: 3 days, 9:57:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.76839 Generator_loss: 5.0527 
[INFO] 2021-01-21 10:48:24 > Step:  188500 Progress: 94.2% Elapsed: 3 days, 9:59:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.95839 Generator_loss: 4.85334 
[INFO] 2021-01-21 10:51:12 > Step:  188600 Progress: 94.3% Elapsed: 3 days, 10:02:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.92747 Generator_loss: 4.59498 
[INFO] 2021-01-21 10:54:00 > Step:  188700 Progress: 94.3% Elapsed: 3 days, 10:05:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.7482 Generator_loss: 4.4244 
[INFO] 2021-01-21 10:56:48 > Step:  188800 Progress: 94.4% Elapsed: 3 days, 10:08:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.66836 Generator_loss: 5.67429 
[INFO] 2021-01-21 10:59:36 > Step:  188900 Progress: 94.5% Elapsed: 3 days, 10:11:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.69926 Generator_loss: 5.58293 
[INFO] 2021-01-21 11:02:25 > Step:  189000 Progress: 94.5% Elapsed: 3 days, 10:13:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.8576 Generator_loss: 4.47421 
[INFO] 2021-01-21 11:05:13 > Step:  189100 Progress: 94.5% Elapsed: 3 days, 10:16:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.65867 Generator_loss: 4.71292 
[INFO] 2021-01-21 11:08:01 > Step:  189200 Progress: 94.6% Elapsed: 3 days, 10:19:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.73958 Generator_loss: 4.70718 
[INFO] 2021-01-21 11:10:49 > Step:  189300 Progress: 94.7% Elapsed: 3 days, 10:22:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.62401 Generator_loss: 4.43996 
[INFO] 2021-01-21 11:13:39 > Step:  189400 Progress: 94.7% Elapsed: 3 days, 10:25:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.94418 Generator_loss: 4.31913 
[INFO] 2021-01-21 11:16:27 > Step:  189500 Progress: 94.8% Elapsed: 3 days, 10:27:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.82353 Generator_loss: 4.50775 
[INFO] 2021-01-21 11:19:15 > Step:  189600 Progress: 94.8% Elapsed: 3 days, 10:30:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.94433 Generator_loss: 4.28444 
[INFO] 2021-01-21 11:22:03 > Step:  189700 Progress: 94.8% Elapsed: 3 days, 10:33:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.78618 Generator_loss: 4.54725 
[INFO] 2021-01-21 11:24:50 > Step:  189800 Progress: 94.9% Elapsed: 3 days, 10:36:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.78086 Generator_loss: 5.39108 
[INFO] 2021-01-21 11:27:38 > Step:  189900 Progress: 95.0% Elapsed: 3 days, 10:39:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.9475 Generator_loss: 4.61723 
[INFO] 2021-01-21 11:30:26 > Step:  190000 Progress: 95.0% Elapsed: 3 days, 10:41:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.86565 Generator_loss: 4.625 
[INFO] 2021-01-21 11:30:26 > Start Evaluation (190000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 11:30:26 > Calculating FID Score....
[INFO] 2021-01-21 11:30:41 > Calculating Inception Score....
[INFO] 2021-01-21 11:30:48 > Calculate F_beta Score....
[INFO] 2021-01-21 11:31:35 > Calculate Accuracies....
[INFO] 2021-01-21 11:31:40 > Calculate Accuracies....
[INFO] 2021-01-21 11:31:53 > F_8 score (Step: 190000, Using valid images): 0.33654338123034255
[INFO] 2021-01-21 11:31:53 > F_1/8 score (Step: 190000, Using valid images): 0.6461812791519941
[INFO] 2021-01-21 11:31:53 > FID score (Step: 190000, Using valid moments): 200.76630644917682
[INFO] 2021-01-21 11:31:53 > Inception score (Step: 190000, 10000 generated images): 4.998586177825928
[INFO] 2021-01-21 11:31:53 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 11:31:55 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 11:34:42 > Step:  190100 Progress: 95.0% Elapsed: 3 days, 10:46:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.90576 Generator_loss: 4.28699 
[INFO] 2021-01-21 11:37:30 > Step:  190200 Progress: 95.1% Elapsed: 3 days, 10:49:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.70248 Generator_loss: 5.45282 
[INFO] 2021-01-21 11:40:18 > Step:  190300 Progress: 95.2% Elapsed: 3 days, 10:51:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.61711 Generator_loss: 5.21778 
[INFO] 2021-01-21 11:43:06 > Step:  190400 Progress: 95.2% Elapsed: 3 days, 10:54:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.67847 Generator_loss: 5.7346 
[INFO] 2021-01-21 11:45:54 > Step:  190500 Progress: 95.2% Elapsed: 3 days, 10:57:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.70677 Generator_loss: 5.34252 
[INFO] 2021-01-21 11:48:42 > Step:  190600 Progress: 95.3% Elapsed: 3 days, 11:00:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.7683 Generator_loss: 5.39801 
[INFO] 2021-01-21 11:51:29 > Step:  190700 Progress: 95.3% Elapsed: 3 days, 11:03:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.67201 Generator_loss: 5.70739 
[INFO] 2021-01-21 11:54:16 > Step:  190800 Progress: 95.4% Elapsed: 3 days, 11:05:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.7213 Generator_loss: 5.73531 
[INFO] 2021-01-21 11:57:03 > Step:  190900 Progress: 95.5% Elapsed: 3 days, 11:08:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.74504 Generator_loss: 5.55668 
[INFO] 2021-01-21 11:59:51 > Step:  191000 Progress: 95.5% Elapsed: 3 days, 11:11:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.62109 Generator_loss: 5.5172 
[INFO] 2021-01-21 12:02:39 > Step:  191100 Progress: 95.5% Elapsed: 3 days, 11:14:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.64042 Generator_loss: 5.27809 
[INFO] 2021-01-21 12:05:27 > Step:  191200 Progress: 95.6% Elapsed: 3 days, 11:16:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.90566 Generator_loss: 5.31054 
[INFO] 2021-01-21 12:08:15 > Step:  191300 Progress: 95.7% Elapsed: 3 days, 11:19:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.7346 Generator_loss: 5.58946 
[INFO] 2021-01-21 12:11:02 > Step:  191400 Progress: 95.7% Elapsed: 3 days, 11:22:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.72627 Generator_loss: 5.45168 
[INFO] 2021-01-21 12:13:50 > Step:  191500 Progress: 95.8% Elapsed: 3 days, 11:25:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.9716 Generator_loss: 5.02454 
[INFO] 2021-01-21 12:16:38 > Step:  191600 Progress: 95.8% Elapsed: 3 days, 11:28:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.7247 Generator_loss: 4.74162 
[INFO] 2021-01-21 12:19:25 > Step:  191700 Progress: 95.9% Elapsed: 3 days, 11:30:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.83545 Generator_loss: 4.57373 
[INFO] 2021-01-21 12:22:13 > Step:  191800 Progress: 95.9% Elapsed: 3 days, 11:33:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.66279 Generator_loss: 5.36725 
[INFO] 2021-01-21 12:25:01 > Step:  191900 Progress: 96.0% Elapsed: 3 days, 11:36:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.68579 Generator_loss: 5.77951 
[INFO] 2021-01-21 12:27:49 > Step:  192000 Progress: 96.0% Elapsed: 3 days, 11:39:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.82085 Generator_loss: 4.63266 
[INFO] 2021-01-21 12:27:49 > Start Evaluation (192000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 12:27:49 > Calculating FID Score....
[INFO] 2021-01-21 12:28:04 > Calculating Inception Score....
[INFO] 2021-01-21 12:28:12 > Calculate F_beta Score....
[INFO] 2021-01-21 12:28:58 > Calculate Accuracies....
[INFO] 2021-01-21 12:29:03 > Calculate Accuracies....
[INFO] 2021-01-21 12:29:16 > F_8 score (Step: 192000, Using valid images): 0.4457155499536752
[INFO] 2021-01-21 12:29:16 > F_1/8 score (Step: 192000, Using valid images): 0.6388842241584856
[INFO] 2021-01-21 12:29:16 > FID score (Step: 192000, Using valid moments): 199.84982032250315
[INFO] 2021-01-21 12:29:16 > Inception score (Step: 192000, 10000 generated images): 4.6723456382751465
[INFO] 2021-01-21 12:29:16 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 12:29:18 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 12:32:06 > Step:  192100 Progress: 96.0% Elapsed: 3 days, 11:43:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.58234 Generator_loss: 4.8361 
[INFO] 2021-01-21 12:34:53 > Step:  192200 Progress: 96.1% Elapsed: 3 days, 11:46:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.76619 Generator_loss: 4.49487 
[INFO] 2021-01-21 12:37:41 > Step:  192300 Progress: 96.2% Elapsed: 3 days, 11:49:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.85081 Generator_loss: 5.42105 
[INFO] 2021-01-21 12:40:28 > Step:  192400 Progress: 96.2% Elapsed: 3 days, 11:51:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.68404 Generator_loss: 5.46255 
[INFO] 2021-01-21 12:43:15 > Step:  192500 Progress: 96.2% Elapsed: 3 days, 11:54:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.75077 Generator_loss: 5.50284 
[INFO] 2021-01-21 12:46:02 > Step:  192600 Progress: 96.3% Elapsed: 3 days, 11:57:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.76921 Generator_loss: 5.50196 
[INFO] 2021-01-21 12:48:50 > Step:  192700 Progress: 96.4% Elapsed: 3 days, 12:00:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.04868 Generator_loss: 5.25737 
[INFO] 2021-01-21 12:51:37 > Step:  192800 Progress: 96.4% Elapsed: 3 days, 12:03:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.81777 Generator_loss: 5.57857 
[INFO] 2021-01-21 12:54:24 > Step:  192900 Progress: 96.5% Elapsed: 3 days, 12:05:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.73935 Generator_loss: 5.3508 
[INFO] 2021-01-21 12:57:11 > Step:  193000 Progress: 96.5% Elapsed: 3 days, 12:08:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.74872 Generator_loss: 5.47027 
[INFO] 2021-01-21 12:59:58 > Step:  193100 Progress: 96.5% Elapsed: 3 days, 12:11:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.88346 Generator_loss: 5.49916 
[INFO] 2021-01-21 13:02:45 > Step:  193200 Progress: 96.6% Elapsed: 3 days, 12:14:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.73505 Generator_loss: 5.31475 
[INFO] 2021-01-21 13:05:33 > Step:  193300 Progress: 96.7% Elapsed: 3 days, 12:17:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.65475 Generator_loss: 5.26491 
[INFO] 2021-01-21 13:08:20 > Step:  193400 Progress: 96.7% Elapsed: 3 days, 12:19:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.78804 Generator_loss: 5.3867 
[INFO] 2021-01-21 13:11:07 > Step:  193500 Progress: 96.8% Elapsed: 3 days, 12:22:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.69156 Generator_loss: 5.29434 
[INFO] 2021-01-21 13:13:54 > Step:  193600 Progress: 96.8% Elapsed: 3 days, 12:25:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.66631 Generator_loss: 5.63988 
[INFO] 2021-01-21 13:16:41 > Step:  193700 Progress: 96.9% Elapsed: 3 days, 12:28:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.53259 Generator_loss: 5.81839 
[INFO] 2021-01-21 13:19:28 > Step:  193800 Progress: 96.9% Elapsed: 3 days, 12:30:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.89803 Generator_loss: 5.52104 
[INFO] 2021-01-21 13:22:14 > Step:  193900 Progress: 97.0% Elapsed: 3 days, 12:33:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.68155 Generator_loss: 5.53365 
[INFO] 2021-01-21 13:25:01 > Step:  194000 Progress: 97.0% Elapsed: 3 days, 12:36:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.98035 Generator_loss: 5.61832 
[INFO] 2021-01-21 13:25:01 > Start Evaluation (194000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 13:25:01 > Calculating FID Score....
[INFO] 2021-01-21 13:25:16 > Calculating Inception Score....
[INFO] 2021-01-21 13:25:24 > Calculate F_beta Score....
[INFO] 2021-01-21 13:26:11 > Calculate Accuracies....
[INFO] 2021-01-21 13:26:16 > Calculate Accuracies....
[INFO] 2021-01-21 13:26:29 > F_8 score (Step: 194000, Using valid images): 0.3992715559765091
[INFO] 2021-01-21 13:26:29 > F_1/8 score (Step: 194000, Using valid images): 0.6288688368053211
[INFO] 2021-01-21 13:26:29 > FID score (Step: 194000, Using valid moments): 199.09295117552233
[INFO] 2021-01-21 13:26:29 > Inception score (Step: 194000, 10000 generated images): 4.4003753662109375
[INFO] 2021-01-21 13:26:29 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 13:26:31 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 13:29:18 > Step:  194100 Progress: 97.0% Elapsed: 3 days, 12:40:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.65917 Generator_loss: 4.94123 
[INFO] 2021-01-21 13:32:05 > Step:  194200 Progress: 97.1% Elapsed: 3 days, 12:43:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.82748 Generator_loss: 4.75565 
[INFO] 2021-01-21 13:34:51 > Step:  194300 Progress: 97.2% Elapsed: 3 days, 12:46:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.79108 Generator_loss: 4.52046 
[INFO] 2021-01-21 13:37:38 > Step:  194400 Progress: 97.2% Elapsed: 3 days, 12:49:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.66239 Generator_loss: 4.70839 
[INFO] 2021-01-21 13:40:26 > Step:  194500 Progress: 97.2% Elapsed: 3 days, 12:51:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.82848 Generator_loss: 4.54305 
[INFO] 2021-01-21 13:43:13 > Step:  194600 Progress: 97.3% Elapsed: 3 days, 12:54:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.84788 Generator_loss: 4.42939 
[INFO] 2021-01-21 13:46:00 > Step:  194700 Progress: 97.4% Elapsed: 3 days, 12:57:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.77786 Generator_loss: 4.27742 
[INFO] 2021-01-21 13:48:47 > Step:  194800 Progress: 97.4% Elapsed: 3 days, 13:00:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.80311 Generator_loss: 4.54745 
[INFO] 2021-01-21 13:51:34 > Step:  194900 Progress: 97.5% Elapsed: 3 days, 13:03:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.77221 Generator_loss: 4.64011 
[INFO] 2021-01-21 13:54:22 > Step:  195000 Progress: 97.5% Elapsed: 3 days, 13:05:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.67586 Generator_loss: 4.66251 
[INFO] 2021-01-21 13:57:09 > Step:  195100 Progress: 97.5% Elapsed: 3 days, 13:08:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.73065 Generator_loss: 5.28932 
[INFO] 2021-01-21 13:59:56 > Step:  195200 Progress: 97.6% Elapsed: 3 days, 13:11:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.97188 Generator_loss: 5.45304 
[INFO] 2021-01-21 14:02:42 > Step:  195300 Progress: 97.7% Elapsed: 3 days, 13:14:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.74967 Generator_loss: 5.36646 
[INFO] 2021-01-21 14:05:29 > Step:  195400 Progress: 97.7% Elapsed: 3 days, 13:17:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.67767 Generator_loss: 5.33804 
[INFO] 2021-01-21 14:08:16 > Step:  195500 Progress: 97.8% Elapsed: 3 days, 13:19:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.7698 Generator_loss: 5.67006 
[INFO] 2021-01-21 14:11:03 > Step:  195600 Progress: 97.8% Elapsed: 3 days, 13:22:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.65578 Generator_loss: 5.4233 
[INFO] 2021-01-21 14:13:49 > Step:  195700 Progress: 97.9% Elapsed: 3 days, 13:25:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.73326 Generator_loss: 4.38608 
[INFO] 2021-01-21 14:16:36 > Step:  195800 Progress: 97.9% Elapsed: 3 days, 13:28:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.91735 Generator_loss: 4.62673 
[INFO] 2021-01-21 14:19:24 > Step:  195900 Progress: 98.0% Elapsed: 3 days, 13:30:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.82147 Generator_loss: 4.48808 
[INFO] 2021-01-21 14:22:11 > Step:  196000 Progress: 98.0% Elapsed: 3 days, 13:33:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.85983 Generator_loss: 4.58637 
[INFO] 2021-01-21 14:22:11 > Start Evaluation (196000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 14:22:11 > Calculating FID Score....
[INFO] 2021-01-21 14:22:27 > Calculating Inception Score....
[INFO] 2021-01-21 14:22:34 > Calculate F_beta Score....
[INFO] 2021-01-21 14:23:21 > Calculate Accuracies....
[INFO] 2021-01-21 14:23:26 > Calculate Accuracies....
[INFO] 2021-01-21 14:23:38 > F_8 score (Step: 196000, Using valid images): 0.41812258536089564
[INFO] 2021-01-21 14:23:38 > F_1/8 score (Step: 196000, Using valid images): 0.6473987752455601
[INFO] 2021-01-21 14:23:38 > FID score (Step: 196000, Using valid moments): 198.6354282048868
[INFO] 2021-01-21 14:23:38 > Inception score (Step: 196000, 10000 generated images): 4.591161727905273
[INFO] 2021-01-21 14:23:38 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 14:23:40 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 14:26:28 > Step:  196100 Progress: 98.0% Elapsed: 3 days, 13:37:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.77691 Generator_loss: 4.61937 
[INFO] 2021-01-21 14:29:15 > Step:  196200 Progress: 98.1% Elapsed: 3 days, 13:40:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.00363 Generator_loss: 4.42138 
[INFO] 2021-01-21 14:32:02 > Step:  196300 Progress: 98.2% Elapsed: 3 days, 13:43:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.64719 Generator_loss: 4.75063 
[INFO] 2021-01-21 14:34:49 > Step:  196400 Progress: 98.2% Elapsed: 3 days, 13:46:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.87467 Generator_loss: 4.54017 
[INFO] 2021-01-21 14:37:36 > Step:  196500 Progress: 98.2% Elapsed: 3 days, 13:49:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.95167 Generator_loss: 4.90975 
[INFO] 2021-01-21 14:40:23 > Step:  196600 Progress: 98.3% Elapsed: 3 days, 13:51:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.98048 Generator_loss: 4.14468 
[INFO] 2021-01-21 14:43:10 > Step:  196700 Progress: 98.4% Elapsed: 3 days, 13:54:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.93558 Generator_loss: 4.56515 
[INFO] 2021-01-21 14:45:58 > Step:  196800 Progress: 98.4% Elapsed: 3 days, 13:57:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.94606 Generator_loss: 5.30715 
[INFO] 2021-01-21 14:48:45 > Step:  196900 Progress: 98.5% Elapsed: 3 days, 14:00:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.75433 Generator_loss: 5.16634 
[INFO] 2021-01-21 14:51:32 > Step:  197000 Progress: 98.5% Elapsed: 3 days, 14:03:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.9982 Generator_loss: 4.72726 
[INFO] 2021-01-21 14:54:19 > Step:  197100 Progress: 98.6% Elapsed: 3 days, 14:05:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.79059 Generator_loss: 5.36099 
[INFO] 2021-01-21 14:57:06 > Step:  197200 Progress: 98.6% Elapsed: 3 days, 14:08:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.7757 Generator_loss: 5.19628 
[INFO] 2021-01-21 14:59:53 > Step:  197300 Progress: 98.7% Elapsed: 3 days, 14:11:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.90989 Generator_loss: 5.39595 
[INFO] 2021-01-21 15:02:40 > Step:  197400 Progress: 98.7% Elapsed: 3 days, 14:14:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.7534 Generator_loss: 4.65645 
[INFO] 2021-01-21 15:05:26 > Step:  197500 Progress: 98.8% Elapsed: 3 days, 14:16:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.62028 Generator_loss: 4.756 
[INFO] 2021-01-21 15:08:13 > Step:  197600 Progress: 98.8% Elapsed: 3 days, 14:19:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.62807 Generator_loss: 4.04938 
[INFO] 2021-01-21 15:10:59 > Step:  197700 Progress: 98.9% Elapsed: 3 days, 14:22:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.81033 Generator_loss: 4.86989 
[INFO] 2021-01-21 15:13:46 > Step:  197800 Progress: 98.9% Elapsed: 3 days, 14:25:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.01305 Generator_loss: 5.34427 
[INFO] 2021-01-21 15:16:33 > Step:  197900 Progress: 99.0% Elapsed: 3 days, 14:28:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.83483 Generator_loss: 5.4879 
[INFO] 2021-01-21 15:19:20 > Step:  198000 Progress: 99.0% Elapsed: 3 days, 14:30:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.13045 Generator_loss: 4.95369 
[INFO] 2021-01-21 15:19:20 > Start Evaluation (198000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 15:19:20 > Calculating FID Score....
[INFO] 2021-01-21 15:19:35 > Calculating Inception Score....
[INFO] 2021-01-21 15:19:43 > Calculate F_beta Score....
[INFO] 2021-01-21 15:20:31 > Calculate Accuracies....
[INFO] 2021-01-21 15:20:36 > Calculate Accuracies....
[INFO] 2021-01-21 15:20:49 > F_8 score (Step: 198000, Using valid images): 0.4607975545397008
[INFO] 2021-01-21 15:20:49 > F_1/8 score (Step: 198000, Using valid images): 0.5786210163481964
[INFO] 2021-01-21 15:20:49 > FID score (Step: 198000, Using valid moments): 200.86347456065187
[INFO] 2021-01-21 15:20:49 > Inception score (Step: 198000, 10000 generated images): 4.295383453369141
[INFO] 2021-01-21 15:20:49 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 15:20:51 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 15:23:38 > Step:  198100 Progress: 99.1% Elapsed: 3 days, 14:35:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.81661 Generator_loss: 5.51598 
[INFO] 2021-01-21 15:26:26 > Step:  198200 Progress: 99.1% Elapsed: 3 days, 14:37:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.80703 Generator_loss: 5.36196 
[INFO] 2021-01-21 15:29:13 > Step:  198300 Progress: 99.2% Elapsed: 3 days, 14:40:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.75527 Generator_loss: 5.47359 
[INFO] 2021-01-21 15:32:01 > Step:  198400 Progress: 99.2% Elapsed: 3 days, 14:43:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.71244 Generator_loss: 5.43321 
[INFO] 2021-01-21 15:34:48 > Step:  198500 Progress: 99.2% Elapsed: 3 days, 14:46:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.73698 Generator_loss: 5.42762 
[INFO] 2021-01-21 15:37:35 > Step:  198600 Progress: 99.3% Elapsed: 3 days, 14:49:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.76447 Generator_loss: 5.35971 
[INFO] 2021-01-21 15:40:22 > Step:  198700 Progress: 99.4% Elapsed: 3 days, 14:51:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.80299 Generator_loss: 5.39058 
[INFO] 2021-01-21 15:43:10 > Step:  198800 Progress: 99.4% Elapsed: 3 days, 14:54:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.77657 Generator_loss: 5.481 
[INFO] 2021-01-21 15:45:57 > Step:  198900 Progress: 99.5% Elapsed: 3 days, 14:57:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.67002 Generator_loss: 5.69338 
[INFO] 2021-01-21 15:48:44 > Step:  199000 Progress: 99.5% Elapsed: 3 days, 15:00:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.6929 Generator_loss: 5.48011 
[INFO] 2021-01-21 15:51:33 > Step:  199100 Progress: 99.6% Elapsed: 3 days, 15:03:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.67946 Generator_loss: 4.52117 
[INFO] 2021-01-21 15:54:20 > Step:  199200 Progress: 99.6% Elapsed: 3 days, 15:05:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.71584 Generator_loss: 4.63089 
[INFO] 2021-01-21 15:57:07 > Step:  199300 Progress: 99.7% Elapsed: 3 days, 15:08:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.95511 Generator_loss: 4.54204 
[INFO] 2021-01-21 15:59:54 > Step:  199400 Progress: 99.7% Elapsed: 3 days, 15:11:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.6492 Generator_loss: 4.89936 
[INFO] 2021-01-21 16:02:41 > Step:  199500 Progress: 99.8% Elapsed: 3 days, 15:14:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.79221 Generator_loss: 4.44472 
[INFO] 2021-01-21 16:05:28 > Step:  199600 Progress: 99.8% Elapsed: 3 days, 15:16:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.75394 Generator_loss: 4.41126 
[INFO] 2021-01-21 16:08:14 > Step:  199700 Progress: 99.9% Elapsed: 3 days, 15:19:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.73503 Generator_loss: 4.35575 
[INFO] 2021-01-21 16:11:01 > Step:  199800 Progress: 99.9% Elapsed: 3 days, 15:22:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.78689 Generator_loss: 5.04437 
[INFO] 2021-01-21 16:13:48 > Step:  199900 Progress: 100.0% Elapsed: 3 days, 15:25:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.74707 Generator_loss: 4.68078 
[INFO] 2021-01-21 16:16:35 > Step:  200000 Progress: 100.0% Elapsed: 3 days, 15:28:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.67999 Generator_loss: 4.46049 
[INFO] 2021-01-21 16:16:35 > Start Evaluation (200000 Step): DiffAugGAN(C)-train-2021_01_17_04_59_40
[INFO] 2021-01-21 16:16:35 > Calculating FID Score....
[INFO] 2021-01-21 16:16:50 > Calculating Inception Score....
[INFO] 2021-01-21 16:16:58 > Calculate F_beta Score....
[INFO] 2021-01-21 16:17:44 > Calculate Accuracies....
[INFO] 2021-01-21 16:17:50 > Calculate Accuracies....
[INFO] 2021-01-21 16:18:02 > F_8 score (Step: 200000, Using valid images): 0.49980125424277083
[INFO] 2021-01-21 16:18:02 > F_1/8 score (Step: 200000, Using valid images): 0.6674234851963794
[INFO] 2021-01-21 16:18:02 > FID score (Step: 200000, Using valid moments): 198.26696993082692
[INFO] 2021-01-21 16:18:02 > Inception score (Step: 200000, 10000 generated images): 4.648583889007568
[INFO] 2021-01-21 16:18:02 > Best FID score (Step: 110000, Using valid moments): 15.755181246328618
[INFO] 2021-01-21 16:18:04 > Save model to ./checkpoints/DiffAugGAN(C)-train-2021_01_17_04_59_40