CRGAN(C)-train-2021_01_01_08_56_13.log

[INFO] 2021-01-01 08:56:13 > Run name : CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 08:56:13 > {'config_path': './src/configs/TINY_ILSVRC2012/CRGAN(C).json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': True, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2021-01-01 08:56:13 > {'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': 100000}, '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': True, 'cr_lambda': 10.0, 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': True, 'ema_decay': 0.9999, 'ema_start': 20000}}}
[INFO] 2021-01-01 08:56:13 > Load train datasets...
[INFO] 2021-01-01 08:56:23 > Train dataset size : 100000
[INFO] 2021-01-01 08:56:23 > Load valid datasets...
[INFO] 2021-01-01 08:56:23 > Eval dataset size : 10000
[INFO] 2021-01-01 08:56:23 > Build model...
[INFO] 2021-01-01 08:56:23 > Modules are located on models.big_resnet.
[INFO] 2021-01-01 08:56:28 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-01-01 08:56:28 > Number of parameters: 17335204
[INFO] 2021-01-01 08:56:28 > 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] 2021-01-01 08:56:28 > Number of parameters: 31678130
[INFO] 2021-01-01 08:56:28 > 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] 2021-01-01 08:56:31 > Start training....
[INFO] 2021-01-01 08:59:39 > Step:     100 Progress: 0.1% Elapsed: 0:03:07 temperature: 1.0 ada_p: No Discriminator_loss: 7.09396 Generator_loss: 5.28649 
[INFO] 2021-01-01 09:02:30 > Step:     200 Progress: 0.2% Elapsed: 0:05:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.7746 Generator_loss: 5.99112 
[INFO] 2021-01-01 09:05:22 > Step:     300 Progress: 0.3% Elapsed: 0:08:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.88435 Generator_loss: 5.08982 
[INFO] 2021-01-01 09:08:13 > Step:     400 Progress: 0.4% Elapsed: 0:11:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.92422 Generator_loss: 5.04033 
[INFO] 2021-01-01 09:11:05 > Step:     500 Progress: 0.5% Elapsed: 0:14:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.9697 Generator_loss: 5.44737 
[INFO] 2021-01-01 09:13:59 > Step:     600 Progress: 0.6% Elapsed: 0:17:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.87464 Generator_loss: 5.6735 
[INFO] 2021-01-01 09:16:51 > Step:     700 Progress: 0.7% Elapsed: 0:20:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.98528 Generator_loss: 4.82717 
[INFO] 2021-01-01 09:19:44 > Step:     800 Progress: 0.8% Elapsed: 0:23:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.96366 Generator_loss: 4.82213 
[INFO] 2021-01-01 09:22:37 > Step:     900 Progress: 0.9% Elapsed: 0:26:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.7811 Generator_loss: 4.01653 
[INFO] 2021-01-01 09:25:31 > Step:    1000 Progress: 1.0% Elapsed: 0:28:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.78505 Generator_loss: 5.08579 
[INFO] 2021-01-01 09:28:26 > Step:    1100 Progress: 1.1% Elapsed: 0:31:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.92682 Generator_loss: 4.71917 
[INFO] 2021-01-01 09:31:19 > Step:    1200 Progress: 1.2% Elapsed: 0:34:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.78036 Generator_loss: 4.77655 
[INFO] 2021-01-01 09:34:15 > Step:    1300 Progress: 1.3% Elapsed: 0:37:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.79359 Generator_loss: 4.65831 
[INFO] 2021-01-01 09:37:10 > Step:    1400 Progress: 1.4% Elapsed: 0:40:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.74088 Generator_loss: 4.22092 
[INFO] 2021-01-01 09:40:07 > Step:    1500 Progress: 1.5% Elapsed: 0:43:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.78203 Generator_loss: 4.5225 
[INFO] 2021-01-01 09:43:05 > Step:    1600 Progress: 1.6% Elapsed: 0:46:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.93537 Generator_loss: 4.66992 
[INFO] 2021-01-01 09:46:03 > Step:    1700 Progress: 1.7% Elapsed: 0:49:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.66114 Generator_loss: 5.33251 
[INFO] 2021-01-01 09:49:01 > Step:    1800 Progress: 1.8% Elapsed: 0:52:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.67709 Generator_loss: 4.21417 
[INFO] 2021-01-01 09:52:00 > Step:    1900 Progress: 1.9% Elapsed: 0:55:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.51238 Generator_loss: 4.95122 
[INFO] 2021-01-01 09:54:58 > Step:    2000 Progress: 2.0% Elapsed: 0:58:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.65376 Generator_loss: 3.98325 
[INFO] 2021-01-01 09:54:58 > Start Evaluation (2000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 09:54:58 > Calculating FID Score....
[INFO] 2021-01-01 09:55:18 > Calculating Inception Score....
[INFO] 2021-01-01 09:55:24 > Calculate F_beta Score....
[INFO] 2021-01-01 09:55:47 > Calculate Accuracies....
[INFO] 2021-01-01 09:55:50 > Calculate Accuracies....
[INFO] 2021-01-01 09:55:52 > F_8 score (Step: 2000, Using valid images): 0.2882608187050511
[INFO] 2021-01-01 09:55:52 > F_1/8 score (Step: 2000, Using valid images): 0.4926659259210118
[INFO] 2021-01-01 09:55:52 > FID score (Step: 2000, Using valid moments): 108.97117186640492
[INFO] 2021-01-01 09:55:52 > Inception score (Step: 2000, 10000 generated images): 4.529927730560303
[INFO] 2021-01-01 09:55:52 > Best FID score (Step: 2000, Using valid moments): 108.97117186640492
[INFO] 2021-01-01 09:56:07 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 09:59:05 > Step:    2100 Progress: 2.1% Elapsed: 1:02:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.7156 Generator_loss: 5.00963 
[INFO] 2021-01-01 10:02:03 > Step:    2200 Progress: 2.2% Elapsed: 1:05:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.7272 Generator_loss: 5.49575 
[INFO] 2021-01-01 10:05:01 > Step:    2300 Progress: 2.3% Elapsed: 1:08:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.86333 Generator_loss: 4.39819 
[INFO] 2021-01-01 10:07:59 > Step:    2400 Progress: 2.4% Elapsed: 1:11:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.68178 Generator_loss: 4.19981 
[INFO] 2021-01-01 10:10:57 > Step:    2500 Progress: 2.5% Elapsed: 1:14:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.60927 Generator_loss: 4.34368 
[INFO] 2021-01-01 10:13:55 > Step:    2600 Progress: 2.6% Elapsed: 1:17:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.6164 Generator_loss: 5.32994 
[INFO] 2021-01-01 10:16:52 > Step:    2700 Progress: 2.7% Elapsed: 1:20:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.63943 Generator_loss: 4.40738 
[INFO] 2021-01-01 10:19:49 > Step:    2800 Progress: 2.8% Elapsed: 1:23:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.81471 Generator_loss: 4.72123 
[INFO] 2021-01-01 10:22:45 > Step:    2900 Progress: 2.9% Elapsed: 1:26:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.73676 Generator_loss: 4.78103 
[INFO] 2021-01-01 10:25:45 > Step:    3000 Progress: 3.0% Elapsed: 1:29:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.70712 Generator_loss: 4.45818 
[INFO] 2021-01-01 10:28:42 > Step:    3100 Progress: 3.1% Elapsed: 1:32:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.74587 Generator_loss: 4.72385 
[INFO] 2021-01-01 10:31:40 > Step:    3200 Progress: 3.2% Elapsed: 1:35:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.65029 Generator_loss: 4.09882 
[INFO] 2021-01-01 10:34:38 > Step:    3300 Progress: 3.3% Elapsed: 1:38:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.67987 Generator_loss: 5.27325 
[INFO] 2021-01-01 10:37:35 > Step:    3400 Progress: 3.4% Elapsed: 1:41:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.63314 Generator_loss: 4.58991 
[INFO] 2021-01-01 10:40:34 > Step:    3500 Progress: 3.5% Elapsed: 1:44:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.45959 Generator_loss: 4.69552 
[INFO] 2021-01-01 10:43:33 > Step:    3600 Progress: 3.6% Elapsed: 1:47:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.68707 Generator_loss: 4.43136 
[INFO] 2021-01-01 10:46:31 > Step:    3700 Progress: 3.7% Elapsed: 1:50:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.70399 Generator_loss: 5.49411 
[INFO] 2021-01-01 10:49:29 > Step:    3800 Progress: 3.8% Elapsed: 1:52:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.5535 Generator_loss: 5.33801 
[INFO] 2021-01-01 10:52:26 > Step:    3900 Progress: 3.9% Elapsed: 1:55:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.58366 Generator_loss: 5.01766 
[INFO] 2021-01-01 10:55:24 > Step:    4000 Progress: 4.0% Elapsed: 1:58:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.61277 Generator_loss: 5.35826 
[INFO] 2021-01-01 10:55:24 > Start Evaluation (4000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 10:55:24 > Calculating FID Score....
[INFO] 2021-01-01 10:55:41 > Calculating Inception Score....
[INFO] 2021-01-01 10:55:47 > Calculate F_beta Score....
[INFO] 2021-01-01 10:56:08 > Calculate Accuracies....
[INFO] 2021-01-01 10:56:11 > Calculate Accuracies....
[INFO] 2021-01-01 10:56:13 > F_8 score (Step: 4000, Using valid images): 0.5114117739753624
[INFO] 2021-01-01 10:56:13 > F_1/8 score (Step: 4000, Using valid images): 0.7878529523127104
[INFO] 2021-01-01 10:56:13 > FID score (Step: 4000, Using valid moments): 72.81980156905047
[INFO] 2021-01-01 10:56:13 > Inception score (Step: 4000, 10000 generated images): 6.5565900802612305
[INFO] 2021-01-01 10:56:13 > Best FID score (Step: 4000, Using valid moments): 72.81980156905047
[INFO] 2021-01-01 10:56:27 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 10:59:27 > Step:    4100 Progress: 4.1% Elapsed: 2:02:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.53804 Generator_loss: 4.63062 
[INFO] 2021-01-01 11:02:24 > Step:    4200 Progress: 4.2% Elapsed: 2:05:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.55545 Generator_loss: 5.57553 
[INFO] 2021-01-01 11:05:22 > Step:    4300 Progress: 4.3% Elapsed: 2:08:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.45714 Generator_loss: 4.64147 
[INFO] 2021-01-01 11:08:19 > Step:    4400 Progress: 4.4% Elapsed: 2:11:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.54836 Generator_loss: 4.52505 
[INFO] 2021-01-01 11:11:17 > Step:    4500 Progress: 4.5% Elapsed: 2:14:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.7587 Generator_loss: 4.72 
[INFO] 2021-01-01 11:14:15 > Step:    4600 Progress: 4.6% Elapsed: 2:17:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.61366 Generator_loss: 5.53512 
[INFO] 2021-01-01 11:17:14 > Step:    4700 Progress: 4.7% Elapsed: 2:20:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.61273 Generator_loss: 4.09234 
[INFO] 2021-01-01 11:20:12 > Step:    4800 Progress: 4.8% Elapsed: 2:23:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.52158 Generator_loss: 4.27575 
[INFO] 2021-01-01 11:23:10 > Step:    4900 Progress: 4.9% Elapsed: 2:26:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.54568 Generator_loss: 5.49292 
[INFO] 2021-01-01 11:26:08 > Step:    5000 Progress: 5.0% Elapsed: 2:29:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.45974 Generator_loss: 3.92294 
[INFO] 2021-01-01 11:29:07 > Step:    5100 Progress: 5.1% Elapsed: 2:32:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.63235 Generator_loss: 4.51556 
[INFO] 2021-01-01 11:32:05 > Step:    5200 Progress: 5.2% Elapsed: 2:35:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.74376 Generator_loss: 5.00553 
[INFO] 2021-01-01 11:35:02 > Step:    5300 Progress: 5.3% Elapsed: 2:38:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.62958 Generator_loss: 4.98847 
[INFO] 2021-01-01 11:38:01 > Step:    5400 Progress: 5.4% Elapsed: 2:41:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.45156 Generator_loss: 4.62322 
[INFO] 2021-01-01 11:41:00 > Step:    5500 Progress: 5.5% Elapsed: 2:44:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.39657 Generator_loss: 4.28375 
[INFO] 2021-01-01 11:43:58 > Step:    5600 Progress: 5.6% Elapsed: 2:47:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.549 Generator_loss: 5.69548 
[INFO] 2021-01-01 11:46:58 > Step:    5700 Progress: 5.7% Elapsed: 2:50:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.41794 Generator_loss: 4.33346 
[INFO] 2021-01-01 11:49:58 > Step:    5800 Progress: 5.8% Elapsed: 2:53:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.64819 Generator_loss: 5.23827 
[INFO] 2021-01-01 11:52:56 > Step:    5900 Progress: 5.9% Elapsed: 2:56:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.52547 Generator_loss: 4.69962 
[INFO] 2021-01-01 11:55:53 > Step:    6000 Progress: 6.0% Elapsed: 2:59:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.4796 Generator_loss: 4.50451 
[INFO] 2021-01-01 11:55:53 > Start Evaluation (6000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 11:55:53 > Calculating FID Score....
[INFO] 2021-01-01 11:56:10 > Calculating Inception Score....
[INFO] 2021-01-01 11:56:16 > Calculate F_beta Score....
[INFO] 2021-01-01 11:56:38 > Calculate Accuracies....
[INFO] 2021-01-01 11:56:41 > Calculate Accuracies....
[INFO] 2021-01-01 11:56:43 > F_8 score (Step: 6000, Using valid images): 0.6270044255832501
[INFO] 2021-01-01 11:56:43 > F_1/8 score (Step: 6000, Using valid images): 0.8752410987096477
[INFO] 2021-01-01 11:56:43 > FID score (Step: 6000, Using valid moments): 55.008197848044006
[INFO] 2021-01-01 11:56:43 > Inception score (Step: 6000, 10000 generated images): 8.727295875549316
[INFO] 2021-01-01 11:56:43 > Best FID score (Step: 6000, Using valid moments): 55.008197848044006
[INFO] 2021-01-01 11:56:57 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 11:59:57 > Step:    6100 Progress: 6.1% Elapsed: 3:03:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.65431 Generator_loss: 5.11212 
[INFO] 2021-01-01 12:02:55 > Step:    6200 Progress: 6.2% Elapsed: 3:06:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.65899 Generator_loss: 5.40907 
[INFO] 2021-01-01 12:05:53 > Step:    6300 Progress: 6.3% Elapsed: 3:09:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.51187 Generator_loss: 4.70583 
[INFO] 2021-01-01 12:08:52 > Step:    6400 Progress: 6.4% Elapsed: 3:12:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.43639 Generator_loss: 5.38417 
[INFO] 2021-01-01 12:11:51 > Step:    6500 Progress: 6.5% Elapsed: 3:15:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.65419 Generator_loss: 4.06971 
[INFO] 2021-01-01 12:14:50 > Step:    6600 Progress: 6.6% Elapsed: 3:18:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.34427 Generator_loss: 5.21557 
[INFO] 2021-01-01 12:17:47 > Step:    6700 Progress: 6.7% Elapsed: 3:21:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.55575 Generator_loss: 4.05731 
[INFO] 2021-01-01 12:20:46 > Step:    6800 Progress: 6.8% Elapsed: 3:24:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.43773 Generator_loss: 4.64167 
[INFO] 2021-01-01 12:23:46 > Step:    6900 Progress: 6.9% Elapsed: 3:27:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.51021 Generator_loss: 4.50054 
[INFO] 2021-01-01 12:26:46 > Step:    7000 Progress: 7.0% Elapsed: 3:30:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.57772 Generator_loss: 4.55569 
[INFO] 2021-01-01 12:29:44 > Step:    7100 Progress: 7.1% Elapsed: 3:33:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.55412 Generator_loss: 5.27771 
[INFO] 2021-01-01 12:32:41 > Step:    7200 Progress: 7.2% Elapsed: 3:36:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.50017 Generator_loss: 4.80334 
[INFO] 2021-01-01 12:35:40 > Step:    7300 Progress: 7.3% Elapsed: 3:39:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.50396 Generator_loss: 5.38459 
[INFO] 2021-01-01 12:38:37 > Step:    7400 Progress: 7.4% Elapsed: 3:42:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.65424 Generator_loss: 5.31927 
[INFO] 2021-01-01 12:41:35 > Step:    7500 Progress: 7.5% Elapsed: 3:45:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.36695 Generator_loss: 4.20325 
[INFO] 2021-01-01 12:44:33 > Step:    7600 Progress: 7.6% Elapsed: 3:48:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.5496 Generator_loss: 4.71687 
[INFO] 2021-01-01 12:47:32 > Step:    7700 Progress: 7.7% Elapsed: 3:51:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.39603 Generator_loss: 3.6925 
[INFO] 2021-01-01 12:50:30 > Step:    7800 Progress: 7.8% Elapsed: 3:53:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.51442 Generator_loss: 4.91657 
[INFO] 2021-01-01 12:53:29 > Step:    7900 Progress: 7.9% Elapsed: 3:56:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.42172 Generator_loss: 5.27446 
[INFO] 2021-01-01 12:56:27 > Step:    8000 Progress: 8.0% Elapsed: 3:59:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.41283 Generator_loss: 5.61654 
[INFO] 2021-01-01 12:56:27 > Start Evaluation (8000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 12:56:27 > Calculating FID Score....
[INFO] 2021-01-01 12:56:44 > Calculating Inception Score....
[INFO] 2021-01-01 12:56:49 > Calculate F_beta Score....
[INFO] 2021-01-01 12:57:11 > Calculate Accuracies....
[INFO] 2021-01-01 12:57:15 > Calculate Accuracies....
[INFO] 2021-01-01 12:57:16 > F_8 score (Step: 8000, Using valid images): 0.6331111864242447
[INFO] 2021-01-01 12:57:16 > F_1/8 score (Step: 8000, Using valid images): 0.918667632207533
[INFO] 2021-01-01 12:57:16 > FID score (Step: 8000, Using valid moments): 52.30110022328137
[INFO] 2021-01-01 12:57:16 > Inception score (Step: 8000, 10000 generated images): 8.807220458984375
[INFO] 2021-01-01 12:57:16 > Best FID score (Step: 8000, Using valid moments): 52.30110022328137
[INFO] 2021-01-01 12:57:30 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 13:00:30 > Step:    8100 Progress: 8.1% Elapsed: 4:03:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.43388 Generator_loss: 4.6129 
[INFO] 2021-01-01 13:03:27 > Step:    8200 Progress: 8.2% Elapsed: 4:06:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.46276 Generator_loss: 5.52783 
[INFO] 2021-01-01 13:06:25 > Step:    8300 Progress: 8.3% Elapsed: 4:09:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.34205 Generator_loss: 3.87823 
[INFO] 2021-01-01 13:09:23 > Step:    8400 Progress: 8.4% Elapsed: 4:12:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.34244 Generator_loss: 5.00731 
[INFO] 2021-01-01 13:12:21 > Step:    8500 Progress: 8.5% Elapsed: 4:15:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.56977 Generator_loss: 4.72533 
[INFO] 2021-01-01 13:15:18 > Step:    8600 Progress: 8.6% Elapsed: 4:18:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.33593 Generator_loss: 5.48502 
[INFO] 2021-01-01 13:18:15 > Step:    8700 Progress: 8.7% Elapsed: 4:21:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.49369 Generator_loss: 4.72438 
[INFO] 2021-01-01 13:21:13 > Step:    8800 Progress: 8.8% Elapsed: 4:24:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.5529 Generator_loss: 4.92125 
[INFO] 2021-01-01 13:24:11 > Step:    8900 Progress: 8.9% Elapsed: 4:27:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.39428 Generator_loss: 5.37902 
[INFO] 2021-01-01 13:27:10 > Step:    9000 Progress: 9.0% Elapsed: 4:30:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.63525 Generator_loss: 3.71361 
[INFO] 2021-01-01 13:30:06 > Step:    9100 Progress: 9.1% Elapsed: 4:33:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.48542 Generator_loss: 4.67518 
[INFO] 2021-01-01 13:33:04 > Step:    9200 Progress: 9.2% Elapsed: 4:36:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.30922 Generator_loss: 4.30692 
[INFO] 2021-01-01 13:36:01 > Step:    9300 Progress: 9.3% Elapsed: 4:39:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.35404 Generator_loss: 4.88655 
[INFO] 2021-01-01 13:39:00 > Step:    9400 Progress: 9.4% Elapsed: 4:42:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.67369 Generator_loss: 4.25338 
[INFO] 2021-01-01 13:41:58 > Step:    9500 Progress: 9.5% Elapsed: 4:45:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.26443 Generator_loss: 4.85048 
[INFO] 2021-01-01 13:44:55 > Step:    9600 Progress: 9.6% Elapsed: 4:48:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.62632 Generator_loss: 4.63787 
[INFO] 2021-01-01 13:47:52 > Step:    9700 Progress: 9.7% Elapsed: 4:51:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.24659 Generator_loss: 3.86966 
[INFO] 2021-01-01 13:50:52 > Step:    9800 Progress: 9.8% Elapsed: 4:54:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.54624 Generator_loss: 4.37882 
[INFO] 2021-01-01 13:53:49 > Step:    9900 Progress: 9.9% Elapsed: 4:57:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.47222 Generator_loss: 4.67794 
[INFO] 2021-01-01 13:56:47 > Step:   10000 Progress: 10.0% Elapsed: 5:00:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.26794 Generator_loss: 4.22537 
[INFO] 2021-01-01 13:56:47 > Start Evaluation (10000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 13:56:47 > Calculating FID Score....
[INFO] 2021-01-01 13:57:03 > Calculating Inception Score....
[INFO] 2021-01-01 13:57:09 > Calculate F_beta Score....
[INFO] 2021-01-01 13:57:30 > Calculate Accuracies....
[INFO] 2021-01-01 13:57:34 > Calculate Accuracies....
[INFO] 2021-01-01 13:57:35 > F_8 score (Step: 10000, Using valid images): 0.6956438041980597
[INFO] 2021-01-01 13:57:35 > F_1/8 score (Step: 10000, Using valid images): 0.9074710675020911
[INFO] 2021-01-01 13:57:35 > FID score (Step: 10000, Using valid moments): 48.1171226621467
[INFO] 2021-01-01 13:57:35 > Inception score (Step: 10000, 10000 generated images): 9.50444221496582
[INFO] 2021-01-01 13:57:35 > Best FID score (Step: 10000, Using valid moments): 48.1171226621467
[INFO] 2021-01-01 13:57:49 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 14:00:47 > Step:   10100 Progress: 10.1% Elapsed: 5:04:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.37139 Generator_loss: 5.45094 
[INFO] 2021-01-01 14:03:47 > Step:   10200 Progress: 10.2% Elapsed: 5:07:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.46085 Generator_loss: 4.85245 
[INFO] 2021-01-01 14:06:45 > Step:   10300 Progress: 10.3% Elapsed: 5:10:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.21716 Generator_loss: 4.01141 
[INFO] 2021-01-01 14:09:44 > Step:   10400 Progress: 10.4% Elapsed: 5:13:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.42127 Generator_loss: 5.00394 
[INFO] 2021-01-01 14:12:44 > Step:   10500 Progress: 10.5% Elapsed: 5:16:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.27379 Generator_loss: 5.07849 
[INFO] 2021-01-01 14:15:41 > Step:   10600 Progress: 10.6% Elapsed: 5:19:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.38679 Generator_loss: 4.82512 
[INFO] 2021-01-01 14:18:40 > Step:   10700 Progress: 10.7% Elapsed: 5:22:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.20289 Generator_loss: 4.76757 
[INFO] 2021-01-01 14:21:37 > Step:   10800 Progress: 10.8% Elapsed: 5:25:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.41663 Generator_loss: 4.58761 
[INFO] 2021-01-01 14:24:35 > Step:   10900 Progress: 10.9% Elapsed: 5:28:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.47386 Generator_loss: 5.37492 
[INFO] 2021-01-01 14:27:36 > Step:   11000 Progress: 11.0% Elapsed: 5:31:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.31887 Generator_loss: 4.85605 
[INFO] 2021-01-01 14:30:33 > Step:   11100 Progress: 11.1% Elapsed: 5:34:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.2045 Generator_loss: 5.34197 
[INFO] 2021-01-01 14:33:31 > Step:   11200 Progress: 11.2% Elapsed: 5:36:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.24643 Generator_loss: 4.79522 
[INFO] 2021-01-01 14:36:29 > Step:   11300 Progress: 11.3% Elapsed: 5:39:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.30523 Generator_loss: 3.97499 
[INFO] 2021-01-01 14:39:29 > Step:   11400 Progress: 11.4% Elapsed: 5:42:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.37582 Generator_loss: 4.82392 
[INFO] 2021-01-01 14:42:26 > Step:   11500 Progress: 11.5% Elapsed: 5:45:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.15351 Generator_loss: 5.12368 
[INFO] 2021-01-01 14:45:24 > Step:   11600 Progress: 11.6% Elapsed: 5:48:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.50309 Generator_loss: 4.53095 
[INFO] 2021-01-01 14:48:22 > Step:   11700 Progress: 11.7% Elapsed: 5:51:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.50798 Generator_loss: 4.66845 
[INFO] 2021-01-01 14:51:19 > Step:   11800 Progress: 11.8% Elapsed: 5:54:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.29341 Generator_loss: 4.98598 
[INFO] 2021-01-01 14:54:19 > Step:   11900 Progress: 11.9% Elapsed: 5:57:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.31616 Generator_loss: 5.37815 
[INFO] 2021-01-01 14:57:16 > Step:   12000 Progress: 12.0% Elapsed: 6:00:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.43934 Generator_loss: 4.0673 
[INFO] 2021-01-01 14:57:16 > Start Evaluation (12000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 14:57:16 > Calculating FID Score....
[INFO] 2021-01-01 14:57:33 > Calculating Inception Score....
[INFO] 2021-01-01 14:57:38 > Calculate F_beta Score....
[INFO] 2021-01-01 14:58:00 > Calculate Accuracies....
[INFO] 2021-01-01 14:58:04 > Calculate Accuracies....
[INFO] 2021-01-01 14:58:05 > F_8 score (Step: 12000, Using valid images): 0.7497808422238137
[INFO] 2021-01-01 14:58:05 > F_1/8 score (Step: 12000, Using valid images): 0.9210939451965117
[INFO] 2021-01-01 14:58:05 > FID score (Step: 12000, Using valid moments): 44.722580687015466
[INFO] 2021-01-01 14:58:05 > Inception score (Step: 12000, 10000 generated images): 9.682984352111816
[INFO] 2021-01-01 14:58:05 > Best FID score (Step: 12000, Using valid moments): 44.722580687015466
[INFO] 2021-01-01 14:58:19 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 15:01:18 > Step:   12100 Progress: 12.1% Elapsed: 6:04:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.41458 Generator_loss: 5.03878 
[INFO] 2021-01-01 15:04:16 > Step:   12200 Progress: 12.2% Elapsed: 6:07:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.3628 Generator_loss: 5.47297 
[INFO] 2021-01-01 15:07:14 > Step:   12300 Progress: 12.3% Elapsed: 6:10:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.59116 Generator_loss: 3.96655 
[INFO] 2021-01-01 15:10:12 > Step:   12400 Progress: 12.4% Elapsed: 6:13:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.24345 Generator_loss: 5.46817 
[INFO] 2021-01-01 15:13:11 > Step:   12500 Progress: 12.5% Elapsed: 6:16:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.143 Generator_loss: 4.02064 
[INFO] 2021-01-01 15:16:08 > Step:   12600 Progress: 12.6% Elapsed: 6:19:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.28363 Generator_loss: 5.34724 
[INFO] 2021-01-01 15:19:07 > Step:   12700 Progress: 12.7% Elapsed: 6:22:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.37802 Generator_loss: 3.85446 
[INFO] 2021-01-01 15:22:04 > Step:   12800 Progress: 12.8% Elapsed: 6:25:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.62717 Generator_loss: 4.02993 
[INFO] 2021-01-01 15:25:01 > Step:   12900 Progress: 12.9% Elapsed: 6:28:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.29771 Generator_loss: 4.72063 
[INFO] 2021-01-01 15:28:01 > Step:   13000 Progress: 13.0% Elapsed: 6:31:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.41824 Generator_loss: 4.84611 
[INFO] 2021-01-01 15:31:00 > Step:   13100 Progress: 13.1% Elapsed: 6:34:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.06474 Generator_loss: 4.46601 
[INFO] 2021-01-01 15:33:59 > Step:   13200 Progress: 13.2% Elapsed: 6:37:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.19467 Generator_loss: 5.49475 
[INFO] 2021-01-01 15:36:57 > Step:   13300 Progress: 13.3% Elapsed: 6:40:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.37008 Generator_loss: 4.51299 
[INFO] 2021-01-01 15:39:56 > Step:   13400 Progress: 13.4% Elapsed: 6:43:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.01634 Generator_loss: 5.73076 
[INFO] 2021-01-01 15:42:55 > Step:   13500 Progress: 13.5% Elapsed: 6:46:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.1984 Generator_loss: 5.51985 
[INFO] 2021-01-01 15:45:54 > Step:   13600 Progress: 13.6% Elapsed: 6:49:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.43719 Generator_loss: 4.83843 
[INFO] 2021-01-01 15:48:51 > Step:   13700 Progress: 13.7% Elapsed: 6:52:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.07107 Generator_loss: 4.91349 
[INFO] 2021-01-01 15:51:49 > Step:   13800 Progress: 13.8% Elapsed: 6:55:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.39469 Generator_loss: 3.63969 
[INFO] 2021-01-01 15:54:48 > Step:   13900 Progress: 13.9% Elapsed: 6:58:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.36142 Generator_loss: 4.63193 
[INFO] 2021-01-01 15:57:47 > Step:   14000 Progress: 14.0% Elapsed: 7:01:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.38926 Generator_loss: 4.87259 
[INFO] 2021-01-01 15:57:47 > Start Evaluation (14000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 15:57:47 > Calculating FID Score....
[INFO] 2021-01-01 15:58:04 > Calculating Inception Score....
[INFO] 2021-01-01 15:58:10 > Calculate F_beta Score....
[INFO] 2021-01-01 15:58:31 > Calculate Accuracies....
[INFO] 2021-01-01 15:58:35 > Calculate Accuracies....
[INFO] 2021-01-01 15:58:36 > F_8 score (Step: 14000, Using valid images): 0.826515376827944
[INFO] 2021-01-01 15:58:36 > F_1/8 score (Step: 14000, Using valid images): 0.9553711550693132
[INFO] 2021-01-01 15:58:36 > FID score (Step: 14000, Using valid moments): 37.84707377627666
[INFO] 2021-01-01 15:58:36 > Inception score (Step: 14000, 10000 generated images): 10.998956680297852
[INFO] 2021-01-01 15:58:36 > Best FID score (Step: 14000, Using valid moments): 37.84707377627666
[INFO] 2021-01-01 15:58:50 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 16:01:51 > Step:   14100 Progress: 14.1% Elapsed: 7:05:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.18809 Generator_loss: 5.40002 
[INFO] 2021-01-01 16:04:50 > Step:   14200 Progress: 14.2% Elapsed: 7:08:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.1154 Generator_loss: 5.3362 
[INFO] 2021-01-01 16:07:51 > Step:   14300 Progress: 14.3% Elapsed: 7:11:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.02121 Generator_loss: 5.36952 
[INFO] 2021-01-01 16:10:51 > Step:   14400 Progress: 14.4% Elapsed: 7:14:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.04692 Generator_loss: 5.54364 
[INFO] 2021-01-01 16:13:52 > Step:   14500 Progress: 14.5% Elapsed: 7:17:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.26781 Generator_loss: 5.44593 
[INFO] 2021-01-01 16:16:51 > Step:   14600 Progress: 14.6% Elapsed: 7:20:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.0893 Generator_loss: 5.72023 
[INFO] 2021-01-01 16:19:51 > Step:   14700 Progress: 14.7% Elapsed: 7:23:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.10097 Generator_loss: 4.96467 
[INFO] 2021-01-01 16:22:51 > Step:   14800 Progress: 14.8% Elapsed: 7:26:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.02785 Generator_loss: 4.09125 
[INFO] 2021-01-01 16:25:50 > Step:   14900 Progress: 14.9% Elapsed: 7:29:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.0784 Generator_loss: 4.76208 
[INFO] 2021-01-01 16:28:51 > Step:   15000 Progress: 15.0% Elapsed: 7:32:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.93596 Generator_loss: 4.05928 
[INFO] 2021-01-01 16:31:48 > Step:   15100 Progress: 15.1% Elapsed: 7:35:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.21624 Generator_loss: 4.68161 
[INFO] 2021-01-01 16:34:45 > Step:   15200 Progress: 15.2% Elapsed: 7:38:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.18463 Generator_loss: 5.64626 
[INFO] 2021-01-01 16:37:44 > Step:   15300 Progress: 15.3% Elapsed: 7:41:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.15162 Generator_loss: 4.96466 
[INFO] 2021-01-01 16:40:45 > Step:   15400 Progress: 15.4% Elapsed: 7:44:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.53378 Generator_loss: 4.38437 
[INFO] 2021-01-01 16:43:46 > Step:   15500 Progress: 15.5% Elapsed: 7:47:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.50333 Generator_loss: 4.16979 
[INFO] 2021-01-01 16:46:44 > Step:   15600 Progress: 15.6% Elapsed: 7:50:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.01256 Generator_loss: 3.86989 
[INFO] 2021-01-01 16:49:42 > Step:   15700 Progress: 15.7% Elapsed: 7:53:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.06472 Generator_loss: 3.53199 
[INFO] 2021-01-01 16:52:41 > Step:   15800 Progress: 15.8% Elapsed: 7:56:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.0669 Generator_loss: 5.17234 
[INFO] 2021-01-01 16:55:41 > Step:   15900 Progress: 15.9% Elapsed: 7:59:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.43642 Generator_loss: 4.53136 
[INFO] 2021-01-01 16:58:40 > Step:   16000 Progress: 16.0% Elapsed: 8:02:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.32519 Generator_loss: 4.93116 
[INFO] 2021-01-01 16:58:40 > Start Evaluation (16000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 16:58:40 > Calculating FID Score....
[INFO] 2021-01-01 16:58:56 > Calculating Inception Score....
[INFO] 2021-01-01 16:59:02 > Calculate F_beta Score....
[INFO] 2021-01-01 16:59:23 > Calculate Accuracies....
[INFO] 2021-01-01 16:59:27 > Calculate Accuracies....
[INFO] 2021-01-01 16:59:29 > F_8 score (Step: 16000, Using valid images): 0.7799892227642735
[INFO] 2021-01-01 16:59:29 > F_1/8 score (Step: 16000, Using valid images): 0.9464427049911128
[INFO] 2021-01-01 16:59:29 > FID score (Step: 16000, Using valid moments): 37.39162361885951
[INFO] 2021-01-01 16:59:29 > Inception score (Step: 16000, 10000 generated images): 10.993029594421387
[INFO] 2021-01-01 16:59:29 > Best FID score (Step: 16000, Using valid moments): 37.39162361885951
[INFO] 2021-01-01 16:59:43 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 17:02:41 > Step:   16100 Progress: 16.1% Elapsed: 8:06:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.09794 Generator_loss: 3.98167 
[INFO] 2021-01-01 17:05:43 > Step:   16200 Progress: 16.2% Elapsed: 8:09:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.98131 Generator_loss: 5.41077 
[INFO] 2021-01-01 17:08:43 > Step:   16300 Progress: 16.3% Elapsed: 8:12:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.0144 Generator_loss: 4.41799 
[INFO] 2021-01-01 17:11:41 > Step:   16400 Progress: 16.4% Elapsed: 8:15:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.20823 Generator_loss: 5.40228 
[INFO] 2021-01-01 17:14:41 > Step:   16500 Progress: 16.5% Elapsed: 8:18:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.19564 Generator_loss: 3.67107 
[INFO] 2021-01-01 17:17:40 > Step:   16600 Progress: 16.6% Elapsed: 8:21:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.147 Generator_loss: 3.82159 
[INFO] 2021-01-01 17:20:39 > Step:   16700 Progress: 16.7% Elapsed: 8:24:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.06897 Generator_loss: 5.5028 
[INFO] 2021-01-01 17:23:36 > Step:   16800 Progress: 16.8% Elapsed: 8:27:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.12415 Generator_loss: 3.602 
[INFO] 2021-01-01 17:26:33 > Step:   16900 Progress: 16.9% Elapsed: 8:30:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.06745 Generator_loss: 5.08894 
[INFO] 2021-01-01 17:29:32 > Step:   17000 Progress: 17.0% Elapsed: 8:33:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.93174 Generator_loss: 5.47198 
[INFO] 2021-01-01 17:32:29 > Step:   17100 Progress: 17.1% Elapsed: 8:35:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.91236 Generator_loss: 4.0777 
[INFO] 2021-01-01 17:35:29 > Step:   17200 Progress: 17.2% Elapsed: 8:38:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.90189 Generator_loss: 4.28446 
[INFO] 2021-01-01 17:38:27 > Step:   17300 Progress: 17.3% Elapsed: 8:41:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.24564 Generator_loss: 4.63796 
[INFO] 2021-01-01 17:41:26 > Step:   17400 Progress: 17.4% Elapsed: 8:44:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.03423 Generator_loss: 4.38521 
[INFO] 2021-01-01 17:44:24 > Step:   17500 Progress: 17.5% Elapsed: 8:47:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.00537 Generator_loss: 3.71344 
[INFO] 2021-01-01 17:47:22 > Step:   17600 Progress: 17.6% Elapsed: 8:50:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.89201 Generator_loss: 5.49145 
[INFO] 2021-01-01 17:50:20 > Step:   17700 Progress: 17.7% Elapsed: 8:53:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.35006 Generator_loss: 4.57925 
[INFO] 2021-01-01 17:53:17 > Step:   17800 Progress: 17.8% Elapsed: 8:56:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.93402 Generator_loss: 5.50766 
[INFO] 2021-01-01 17:56:15 > Step:   17900 Progress: 17.9% Elapsed: 8:59:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.49712 Generator_loss: 4.36695 
[INFO] 2021-01-01 17:59:15 > Step:   18000 Progress: 18.0% Elapsed: 9:02:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.01114 Generator_loss: 5.89302 
[INFO] 2021-01-01 17:59:15 > Start Evaluation (18000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 17:59:15 > Calculating FID Score....
[INFO] 2021-01-01 17:59:31 > Calculating Inception Score....
[INFO] 2021-01-01 17:59:37 > Calculate F_beta Score....
[INFO] 2021-01-01 17:59:58 > Calculate Accuracies....
[INFO] 2021-01-01 18:00:01 > Calculate Accuracies....
[INFO] 2021-01-01 18:00:03 > F_8 score (Step: 18000, Using valid images): 0.7805907310529921
[INFO] 2021-01-01 18:00:03 > F_1/8 score (Step: 18000, Using valid images): 0.958299877530754
[INFO] 2021-01-01 18:00:03 > FID score (Step: 18000, Using valid moments): 36.435408010880906
[INFO] 2021-01-01 18:00:03 > Inception score (Step: 18000, 10000 generated images): 11.395118713378906
[INFO] 2021-01-01 18:00:03 > Best FID score (Step: 18000, Using valid moments): 36.435408010880906
[INFO] 2021-01-01 18:00:17 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 18:03:16 > Step:   18100 Progress: 18.1% Elapsed: 9:06:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.20448 Generator_loss: 4.61071 
[INFO] 2021-01-01 18:06:15 > Step:   18200 Progress: 18.2% Elapsed: 9:09:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.40029 Generator_loss: 4.3047 
[INFO] 2021-01-01 18:09:12 > Step:   18300 Progress: 18.3% Elapsed: 9:12:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.95241 Generator_loss: 4.42314 
[INFO] 2021-01-01 18:12:11 > Step:   18400 Progress: 18.4% Elapsed: 9:15:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.98306 Generator_loss: 5.71791 
[INFO] 2021-01-01 18:15:10 > Step:   18500 Progress: 18.5% Elapsed: 9:18:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.11418 Generator_loss: 4.86305 
[INFO] 2021-01-01 18:18:10 > Step:   18600 Progress: 18.6% Elapsed: 9:21:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.97005 Generator_loss: 5.66852 
[INFO] 2021-01-01 18:21:09 > Step:   18700 Progress: 18.7% Elapsed: 9:24:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.32771 Generator_loss: 4.5396 
[INFO] 2021-01-01 18:24:09 > Step:   18800 Progress: 18.8% Elapsed: 9:27:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.88916 Generator_loss: 5.52083 
[INFO] 2021-01-01 18:27:08 > Step:   18900 Progress: 18.9% Elapsed: 9:30:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.81092 Generator_loss: 4.42772 
[INFO] 2021-01-01 18:30:06 > Step:   19000 Progress: 19.0% Elapsed: 9:33:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.8893 Generator_loss: 5.43737 
[INFO] 2021-01-01 18:33:06 > Step:   19100 Progress: 19.1% Elapsed: 9:36:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.37321 Generator_loss: 4.2572 
[INFO] 2021-01-01 18:36:05 > Step:   19200 Progress: 19.2% Elapsed: 9:39:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.97715 Generator_loss: 4.76413 
[INFO] 2021-01-01 18:39:03 > Step:   19300 Progress: 19.3% Elapsed: 9:42:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.07957 Generator_loss: 5.63753 
[INFO] 2021-01-01 18:42:03 > Step:   19400 Progress: 19.4% Elapsed: 9:45:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.78519 Generator_loss: 5.22532 
[INFO] 2021-01-01 18:45:03 > Step:   19500 Progress: 19.5% Elapsed: 9:48:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.04793 Generator_loss: 5.46548 
[INFO] 2021-01-01 18:48:00 > Step:   19600 Progress: 19.6% Elapsed: 9:51:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.90058 Generator_loss: 4.99566 
[INFO] 2021-01-01 18:50:58 > Step:   19700 Progress: 19.7% Elapsed: 9:54:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.85275 Generator_loss: 5.33261 
[INFO] 2021-01-01 18:53:57 > Step:   19800 Progress: 19.8% Elapsed: 9:57:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.13941 Generator_loss: 4.99627 
[INFO] 2021-01-01 18:56:57 > Step:   19900 Progress: 19.9% Elapsed: 10:00:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.85261 Generator_loss: 4.87686 
[INFO] 2021-01-01 18:59:55 > Step:   20000 Progress: 20.0% Elapsed: 10:03:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.84467 Generator_loss: 5.62016 
[INFO] 2021-01-01 18:59:55 > Start Evaluation (20000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 18:59:55 > Calculating FID Score....
[INFO] 2021-01-01 19:00:11 > Calculating Inception Score....
[INFO] 2021-01-01 19:00:16 > Calculate F_beta Score....
[INFO] 2021-01-01 19:00:39 > Calculate Accuracies....
[INFO] 2021-01-01 19:00:42 > Calculate Accuracies....
[INFO] 2021-01-01 19:00:44 > F_8 score (Step: 20000, Using valid images): 0.7913569451472189
[INFO] 2021-01-01 19:00:44 > F_1/8 score (Step: 20000, Using valid images): 0.9543380858122096
[INFO] 2021-01-01 19:00:44 > FID score (Step: 20000, Using valid moments): 34.51102360897221
[INFO] 2021-01-01 19:00:44 > Inception score (Step: 20000, 10000 generated images): 11.024052619934082
[INFO] 2021-01-01 19:00:44 > Best FID score (Step: 20000, Using valid moments): 34.51102360897221
[INFO] 2021-01-01 19:00:58 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 19:03:56 > Step:   20100 Progress: 20.1% Elapsed: 10:07:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.05967 Generator_loss: 4.82286 
[INFO] 2021-01-01 19:06:53 > Step:   20200 Progress: 20.2% Elapsed: 10:10:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.15494 Generator_loss: 4.8128 
[INFO] 2021-01-01 19:09:51 > Step:   20300 Progress: 20.3% Elapsed: 10:13:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.11489 Generator_loss: 3.48479 
[INFO] 2021-01-01 19:12:49 > Step:   20400 Progress: 20.4% Elapsed: 10:16:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.32086 Generator_loss: 4.44829 
[INFO] 2021-01-01 19:15:50 > Step:   20500 Progress: 20.5% Elapsed: 10:19:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.13837 Generator_loss: 4.76535 
[INFO] 2021-01-01 19:18:50 > Step:   20600 Progress: 20.6% Elapsed: 10:22:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.9022 Generator_loss: 4.94912 
[INFO] 2021-01-01 19:21:50 > Step:   20700 Progress: 20.7% Elapsed: 10:25:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.80128 Generator_loss: 5.23424 
[INFO] 2021-01-01 19:24:48 > Step:   20800 Progress: 20.8% Elapsed: 10:28:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.94168 Generator_loss: 4.84961 
[INFO] 2021-01-01 19:27:47 > Step:   20900 Progress: 20.9% Elapsed: 10:31:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.85519 Generator_loss: 5.47672 
[INFO] 2021-01-01 19:30:46 > Step:   21000 Progress: 21.0% Elapsed: 10:34:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.89162 Generator_loss: 5.59835 
[INFO] 2021-01-01 19:33:43 > Step:   21100 Progress: 21.1% Elapsed: 10:37:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.05347 Generator_loss: 5.23917 
[INFO] 2021-01-01 19:36:42 > Step:   21200 Progress: 21.2% Elapsed: 10:40:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.88185 Generator_loss: 5.77971 
[INFO] 2021-01-01 19:39:43 > Step:   21300 Progress: 21.3% Elapsed: 10:43:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.76998 Generator_loss: 4.93632 
[INFO] 2021-01-01 19:42:43 > Step:   21400 Progress: 21.4% Elapsed: 10:46:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.05779 Generator_loss: 5.10018 
[INFO] 2021-01-01 19:45:43 > Step:   21500 Progress: 21.5% Elapsed: 10:49:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.80134 Generator_loss: 4.72206 
[INFO] 2021-01-01 19:48:44 > Step:   21600 Progress: 21.6% Elapsed: 10:52:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.81424 Generator_loss: 4.73369 
[INFO] 2021-01-01 19:51:44 > Step:   21700 Progress: 21.7% Elapsed: 10:55:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.90704 Generator_loss: 5.27109 
[INFO] 2021-01-01 19:54:43 > Step:   21800 Progress: 21.8% Elapsed: 10:58:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.25367 Generator_loss: 4.6916 
[INFO] 2021-01-01 19:57:43 > Step:   21900 Progress: 21.9% Elapsed: 11:01:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.78837 Generator_loss: 5.54887 
[INFO] 2021-01-01 20:00:43 > Step:   22000 Progress: 22.0% Elapsed: 11:04:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.14461 Generator_loss: 4.60928 
[INFO] 2021-01-01 20:00:43 > Start Evaluation (22000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 20:00:43 > Calculating FID Score....
[INFO] 2021-01-01 20:01:00 > Calculating Inception Score....
[INFO] 2021-01-01 20:01:05 > Calculate F_beta Score....
[INFO] 2021-01-01 20:01:27 > Calculate Accuracies....
[INFO] 2021-01-01 20:01:31 > Calculate Accuracies....
[INFO] 2021-01-01 20:01:32 > F_8 score (Step: 22000, Using valid images): 0.8109754793603644
[INFO] 2021-01-01 20:01:32 > F_1/8 score (Step: 22000, Using valid images): 0.9623354641955907
[INFO] 2021-01-01 20:01:32 > FID score (Step: 22000, Using valid moments): 32.864715801186435
[INFO] 2021-01-01 20:01:32 > Inception score (Step: 22000, 10000 generated images): 11.774377822875977
[INFO] 2021-01-01 20:01:32 > Best FID score (Step: 22000, Using valid moments): 32.864715801186435
[INFO] 2021-01-01 20:01:46 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 20:04:43 > Step:   22100 Progress: 22.1% Elapsed: 11:08:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.83697 Generator_loss: 4.86067 
[INFO] 2021-01-01 20:07:42 > Step:   22200 Progress: 22.2% Elapsed: 11:11:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.8463 Generator_loss: 4.79065 
[INFO] 2021-01-01 20:10:40 > Step:   22300 Progress: 22.3% Elapsed: 11:14:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.73927 Generator_loss: 5.58979 
[INFO] 2021-01-01 20:13:39 > Step:   22400 Progress: 22.4% Elapsed: 11:17:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.81928 Generator_loss: 5.03398 
[INFO] 2021-01-01 20:16:38 > Step:   22500 Progress: 22.5% Elapsed: 11:20:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.83662 Generator_loss: 5.42793 
[INFO] 2021-01-01 20:19:36 > Step:   22600 Progress: 22.6% Elapsed: 11:23:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.79047 Generator_loss: 5.04403 
[INFO] 2021-01-01 20:22:36 > Step:   22700 Progress: 22.7% Elapsed: 11:26:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.77406 Generator_loss: 5.4756 
[INFO] 2021-01-01 20:25:35 > Step:   22800 Progress: 22.8% Elapsed: 11:29:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.86051 Generator_loss: 5.49013 
[INFO] 2021-01-01 20:28:30 > Step:   22900 Progress: 22.9% Elapsed: 11:31:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.71502 Generator_loss: 4.93183 
[INFO] 2021-01-01 20:31:28 > Step:   23000 Progress: 23.0% Elapsed: 11:34:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.81368 Generator_loss: 5.2822 
[INFO] 2021-01-01 20:34:25 > Step:   23100 Progress: 23.1% Elapsed: 11:37:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.65761 Generator_loss: 5.22932 
[INFO] 2021-01-01 20:37:24 > Step:   23200 Progress: 23.2% Elapsed: 11:40:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.71632 Generator_loss: 5.74734 
[INFO] 2021-01-01 20:40:22 > Step:   23300 Progress: 23.3% Elapsed: 11:43:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.76569 Generator_loss: 4.56005 
[INFO] 2021-01-01 20:43:19 > Step:   23400 Progress: 23.4% Elapsed: 11:46:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.70507 Generator_loss: 4.8979 
[INFO] 2021-01-01 20:46:20 > Step:   23500 Progress: 23.5% Elapsed: 11:49:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.7112 Generator_loss: 5.23704 
[INFO] 2021-01-01 20:49:17 > Step:   23600 Progress: 23.6% Elapsed: 11:52:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.6918 Generator_loss: 5.48656 
[INFO] 2021-01-01 20:52:16 > Step:   23700 Progress: 23.7% Elapsed: 11:55:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.9898 Generator_loss: 4.80924 
[INFO] 2021-01-01 20:55:15 > Step:   23800 Progress: 23.8% Elapsed: 11:58:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.91115 Generator_loss: 4.91679 
[INFO] 2021-01-01 20:58:14 > Step:   23900 Progress: 23.9% Elapsed: 12:01:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.22784 Generator_loss: 4.72668 
[INFO] 2021-01-01 21:01:14 > Step:   24000 Progress: 24.0% Elapsed: 12:04:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.95215 Generator_loss: 5.61682 
[INFO] 2021-01-01 21:01:14 > Start Evaluation (24000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 21:01:14 > Calculating FID Score....
[INFO] 2021-01-01 21:01:30 > Calculating Inception Score....
[INFO] 2021-01-01 21:01:36 > Calculate F_beta Score....
[INFO] 2021-01-01 21:01:59 > Calculate Accuracies....
[INFO] 2021-01-01 21:02:03 > Calculate Accuracies....
[INFO] 2021-01-01 21:02:04 > F_8 score (Step: 24000, Using valid images): 0.8525205368743898
[INFO] 2021-01-01 21:02:04 > F_1/8 score (Step: 24000, Using valid images): 0.9707805874157402
[INFO] 2021-01-01 21:02:04 > FID score (Step: 24000, Using valid moments): 30.212309169211608
[INFO] 2021-01-01 21:02:04 > Inception score (Step: 24000, 10000 generated images): 12.446711540222168
[INFO] 2021-01-01 21:02:04 > Best FID score (Step: 24000, Using valid moments): 30.212309169211608
[INFO] 2021-01-01 21:02:18 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 21:05:17 > Step:   24100 Progress: 24.1% Elapsed: 12:08:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.85886 Generator_loss: 3.71671 
[INFO] 2021-01-01 21:08:16 > Step:   24200 Progress: 24.2% Elapsed: 12:11:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.98862 Generator_loss: 4.99023 
[INFO] 2021-01-01 21:11:15 > Step:   24300 Progress: 24.3% Elapsed: 12:14:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.86299 Generator_loss: 3.69249 
[INFO] 2021-01-01 21:14:13 > Step:   24400 Progress: 24.4% Elapsed: 12:17:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.63627 Generator_loss: 5.73678 
[INFO] 2021-01-01 21:17:11 > Step:   24500 Progress: 24.5% Elapsed: 12:20:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.81832 Generator_loss: 5.12506 
[INFO] 2021-01-01 21:20:08 > Step:   24600 Progress: 24.6% Elapsed: 12:23:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.28997 Generator_loss: 4.61069 
[INFO] 2021-01-01 21:23:06 > Step:   24700 Progress: 24.7% Elapsed: 12:26:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.38214 Generator_loss: 4.25415 
[INFO] 2021-01-01 21:26:04 > Step:   24800 Progress: 24.8% Elapsed: 12:29:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.20042 Generator_loss: 4.64129 
[INFO] 2021-01-01 21:29:02 > Step:   24900 Progress: 24.9% Elapsed: 12:32:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.50827 Generator_loss: 4.63684 
[INFO] 2021-01-01 21:32:03 > Step:   25000 Progress: 25.0% Elapsed: 12:35:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.44005 Generator_loss: 4.40348 
[INFO] 2021-01-01 21:35:00 > Step:   25100 Progress: 25.1% Elapsed: 12:38:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.62667 Generator_loss: 4.05797 
[INFO] 2021-01-01 21:37:59 > Step:   25200 Progress: 25.2% Elapsed: 12:41:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.07922 Generator_loss: 5.1061 
[INFO] 2021-01-01 21:40:58 > Step:   25300 Progress: 25.3% Elapsed: 12:44:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.59325 Generator_loss: 5.44387 
[INFO] 2021-01-01 21:43:56 > Step:   25400 Progress: 25.4% Elapsed: 12:47:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.19411 Generator_loss: 4.64994 
[INFO] 2021-01-01 21:46:57 > Step:   25500 Progress: 25.5% Elapsed: 12:50:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.11008 Generator_loss: 4.60952 
[INFO] 2021-01-01 21:49:55 > Step:   25600 Progress: 25.6% Elapsed: 12:53:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.81248 Generator_loss: 5.86355 
[INFO] 2021-01-01 21:52:55 > Step:   25700 Progress: 25.7% Elapsed: 12:56:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.16724 Generator_loss: 5.38777 
[INFO] 2021-01-01 21:55:56 > Step:   25800 Progress: 25.8% Elapsed: 12:59:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.94111 Generator_loss: 4.93718 
[INFO] 2021-01-01 21:58:57 > Step:   25900 Progress: 25.9% Elapsed: 13:02:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.72572 Generator_loss: 5.34009 
[INFO] 2021-01-01 22:01:55 > Step:   26000 Progress: 26.0% Elapsed: 13:05:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.91207 Generator_loss: 5.07011 
[INFO] 2021-01-01 22:01:55 > Start Evaluation (26000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 22:01:55 > Calculating FID Score....
[INFO] 2021-01-01 22:02:11 > Calculating Inception Score....
[INFO] 2021-01-01 22:02:17 > Calculate F_beta Score....
[INFO] 2021-01-01 22:02:38 > Calculate Accuracies....
[INFO] 2021-01-01 22:02:42 > Calculate Accuracies....
[INFO] 2021-01-01 22:02:43 > F_8 score (Step: 26000, Using valid images): 0.8764372271256465
[INFO] 2021-01-01 22:02:43 > F_1/8 score (Step: 26000, Using valid images): 0.9728593959310267
[INFO] 2021-01-01 22:02:43 > FID score (Step: 26000, Using valid moments): 27.754391620107867
[INFO] 2021-01-01 22:02:43 > Inception score (Step: 26000, 10000 generated images): 12.967610359191895
[INFO] 2021-01-01 22:02:43 > Best FID score (Step: 26000, Using valid moments): 27.754391620107867
[INFO] 2021-01-01 22:02:58 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 22:05:56 > Step:   26100 Progress: 26.1% Elapsed: 13:09:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.11031 Generator_loss: 4.93174 
[INFO] 2021-01-01 22:08:55 > Step:   26200 Progress: 26.2% Elapsed: 13:12:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.5835 Generator_loss: 5.2243 
[INFO] 2021-01-01 22:11:52 > Step:   26300 Progress: 26.3% Elapsed: 13:15:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.68501 Generator_loss: 3.87294 
[INFO] 2021-01-01 22:14:50 > Step:   26400 Progress: 26.4% Elapsed: 13:18:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.77658 Generator_loss: 5.31172 
[INFO] 2021-01-01 22:17:47 > Step:   26500 Progress: 26.5% Elapsed: 13:21:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.59654 Generator_loss: 5.5265 
[INFO] 2021-01-01 22:20:45 > Step:   26600 Progress: 26.6% Elapsed: 13:24:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.75443 Generator_loss: 4.70626 
[INFO] 2021-01-01 22:23:43 > Step:   26700 Progress: 26.7% Elapsed: 13:27:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.55763 Generator_loss: 4.12468 
[INFO] 2021-01-01 22:26:41 > Step:   26800 Progress: 26.8% Elapsed: 13:30:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.70708 Generator_loss: 4.06044 
[INFO] 2021-01-01 22:29:37 > Step:   26900 Progress: 26.9% Elapsed: 13:33:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.58221 Generator_loss: 5.27294 
[INFO] 2021-01-01 22:32:35 > Step:   27000 Progress: 27.0% Elapsed: 13:36:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.9008 Generator_loss: 3.7405 
[INFO] 2021-01-01 22:35:34 > Step:   27100 Progress: 27.1% Elapsed: 13:39:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.18241 Generator_loss: 4.29863 
[INFO] 2021-01-01 22:38:34 > Step:   27200 Progress: 27.2% Elapsed: 13:42:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.15271 Generator_loss: 4.49283 
[INFO] 2021-01-01 22:41:32 > Step:   27300 Progress: 27.3% Elapsed: 13:45:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.04618 Generator_loss: 5.16647 
[INFO] 2021-01-01 22:44:32 > Step:   27400 Progress: 27.4% Elapsed: 13:48:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.28044 Generator_loss: 4.54634 
[INFO] 2021-01-01 22:47:29 > Step:   27500 Progress: 27.5% Elapsed: 13:50:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.62138 Generator_loss: 5.08458 
[INFO] 2021-01-01 22:50:29 > Step:   27600 Progress: 27.6% Elapsed: 13:53:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.5718 Generator_loss: 5.17714 
[INFO] 2021-01-01 22:53:28 > Step:   27700 Progress: 27.7% Elapsed: 13:56:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.65828 Generator_loss: 4.19623 
[INFO] 2021-01-01 22:56:25 > Step:   27800 Progress: 27.8% Elapsed: 13:59:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.82971 Generator_loss: 4.2895 
[INFO] 2021-01-01 22:59:24 > Step:   27900 Progress: 27.9% Elapsed: 14:02:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.53846 Generator_loss: 5.5377 
[INFO] 2021-01-01 23:02:23 > Step:   28000 Progress: 28.0% Elapsed: 14:05:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.35127 Generator_loss: 3.99705 
[INFO] 2021-01-01 23:02:23 > Start Evaluation (28000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 23:02:23 > Calculating FID Score....
[INFO] 2021-01-01 23:02:39 > Calculating Inception Score....
[INFO] 2021-01-01 23:02:45 > Calculate F_beta Score....
[INFO] 2021-01-01 23:03:07 > Calculate Accuracies....
[INFO] 2021-01-01 23:03:10 > Calculate Accuracies....
[INFO] 2021-01-01 23:03:12 > F_8 score (Step: 28000, Using valid images): 0.8832533189110832
[INFO] 2021-01-01 23:03:12 > F_1/8 score (Step: 28000, Using valid images): 0.9742960316449742
[INFO] 2021-01-01 23:03:12 > FID score (Step: 28000, Using valid moments): 26.379026509846938
[INFO] 2021-01-01 23:03:12 > Inception score (Step: 28000, 10000 generated images): 13.341236114501953
[INFO] 2021-01-01 23:03:12 > Best FID score (Step: 28000, Using valid moments): 26.379026509846938
[INFO] 2021-01-01 23:03:26 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-01 23:06:26 > Step:   28100 Progress: 28.1% Elapsed: 14:09:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.74321 Generator_loss: 5.48839 
[INFO] 2021-01-01 23:09:24 > Step:   28200 Progress: 28.2% Elapsed: 14:12:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.11485 Generator_loss: 4.70106 
[INFO] 2021-01-01 23:12:21 > Step:   28300 Progress: 28.3% Elapsed: 14:15:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.20708 Generator_loss: 4.33055 
[INFO] 2021-01-01 23:15:19 > Step:   28400 Progress: 28.4% Elapsed: 14:18:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.9033 Generator_loss: 4.95153 
[INFO] 2021-01-01 23:18:21 > Step:   28500 Progress: 28.5% Elapsed: 14:21:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.36137 Generator_loss: 4.36025 
[INFO] 2021-01-01 23:21:20 > Step:   28600 Progress: 28.6% Elapsed: 14:24:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.95019 Generator_loss: 3.85037 
[INFO] 2021-01-01 23:24:20 > Step:   28700 Progress: 28.7% Elapsed: 14:27:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.17971 Generator_loss: 4.58269 
[INFO] 2021-01-01 23:27:20 > Step:   28800 Progress: 28.8% Elapsed: 14:30:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.75519 Generator_loss: 5.71478 
[INFO] 2021-01-01 23:30:18 > Step:   28900 Progress: 28.9% Elapsed: 14:33:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.77659 Generator_loss: 5.74937 
[INFO] 2021-01-01 23:33:17 > Step:   29000 Progress: 29.0% Elapsed: 14:36:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.88288 Generator_loss: 5.12225 
[INFO] 2021-01-01 23:36:15 > Step:   29100 Progress: 29.1% Elapsed: 14:39:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.70268 Generator_loss: 4.21909 
[INFO] 2021-01-01 23:39:14 > Step:   29200 Progress: 29.2% Elapsed: 14:42:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.78966 Generator_loss: 4.24458 
[INFO] 2021-01-01 23:42:12 > Step:   29300 Progress: 29.3% Elapsed: 14:45:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.78468 Generator_loss: 5.03846 
[INFO] 2021-01-01 23:45:13 > Step:   29400 Progress: 29.4% Elapsed: 14:48:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.63375 Generator_loss: 4.93829 
[INFO] 2021-01-01 23:48:13 > Step:   29500 Progress: 29.5% Elapsed: 14:51:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.71719 Generator_loss: 3.82563 
[INFO] 2021-01-01 23:51:11 > Step:   29600 Progress: 29.6% Elapsed: 14:54:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.70227 Generator_loss: 3.89133 
[INFO] 2021-01-01 23:54:12 > Step:   29700 Progress: 29.7% Elapsed: 14:57:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.26048 Generator_loss: 4.09736 
[INFO] 2021-01-01 23:57:11 > Step:   29800 Progress: 29.8% Elapsed: 15:00:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.73741 Generator_loss: 4.57893 
[INFO] 2021-01-02 00:00:09 > Step:   29900 Progress: 29.9% Elapsed: 15:03:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.83289 Generator_loss: 5.81074 
[INFO] 2021-01-02 00:03:07 > Step:   30000 Progress: 30.0% Elapsed: 15:06:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.56546 Generator_loss: 4.14111 
[INFO] 2021-01-02 00:03:07 > Start Evaluation (30000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 00:03:07 > Calculating FID Score....
[INFO] 2021-01-02 00:03:22 > Calculating Inception Score....
[INFO] 2021-01-02 00:03:28 > Calculate F_beta Score....
[INFO] 2021-01-02 00:03:51 > Calculate Accuracies....
[INFO] 2021-01-02 00:03:54 > Calculate Accuracies....
[INFO] 2021-01-02 00:03:56 > F_8 score (Step: 30000, Using valid images): 0.8890430766602043
[INFO] 2021-01-02 00:03:56 > F_1/8 score (Step: 30000, Using valid images): 0.973297023987522
[INFO] 2021-01-02 00:03:56 > FID score (Step: 30000, Using valid moments): 25.276928404507885
[INFO] 2021-01-02 00:03:56 > Inception score (Step: 30000, 10000 generated images): 13.615011215209961
[INFO] 2021-01-02 00:03:56 > Best FID score (Step: 30000, Using valid moments): 25.276928404507885
[INFO] 2021-01-02 00:04:10 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 00:07:08 > Step:   30100 Progress: 30.1% Elapsed: 15:10:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.62016 Generator_loss: 4.77679 
[INFO] 2021-01-02 00:10:07 > Step:   30200 Progress: 30.2% Elapsed: 15:13:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.93789 Generator_loss: 4.61827 
[INFO] 2021-01-02 00:13:07 > Step:   30300 Progress: 30.3% Elapsed: 15:16:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.66819 Generator_loss: 5.73534 
[INFO] 2021-01-02 00:16:04 > Step:   30400 Progress: 30.4% Elapsed: 15:19:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.62451 Generator_loss: 4.01421 
[INFO] 2021-01-02 00:19:03 > Step:   30500 Progress: 30.5% Elapsed: 15:22:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.50978 Generator_loss: 4.67111 
[INFO] 2021-01-02 00:22:00 > Step:   30600 Progress: 30.6% Elapsed: 15:25:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.50096 Generator_loss: 4.52318 
[INFO] 2021-01-02 00:25:01 > Step:   30700 Progress: 30.7% Elapsed: 15:28:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.863 Generator_loss: 5.46079 
[INFO] 2021-01-02 00:28:00 > Step:   30800 Progress: 30.8% Elapsed: 15:31:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.17494 Generator_loss: 4.41256 
[INFO] 2021-01-02 00:30:59 > Step:   30900 Progress: 30.9% Elapsed: 15:34:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.9737 Generator_loss: 5.17929 
[INFO] 2021-01-02 00:33:58 > Step:   31000 Progress: 31.0% Elapsed: 15:37:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.4751 Generator_loss: 5.76762 
[INFO] 2021-01-02 00:36:56 > Step:   31100 Progress: 31.1% Elapsed: 15:40:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.74848 Generator_loss: 5.23165 
[INFO] 2021-01-02 00:39:54 > Step:   31200 Progress: 31.2% Elapsed: 15:43:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.83869 Generator_loss: 3.71643 
[INFO] 2021-01-02 00:42:51 > Step:   31300 Progress: 31.3% Elapsed: 15:46:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.75091 Generator_loss: 3.76814 
[INFO] 2021-01-02 00:45:49 > Step:   31400 Progress: 31.4% Elapsed: 15:49:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.54465 Generator_loss: 5.50147 
[INFO] 2021-01-02 00:48:47 > Step:   31500 Progress: 31.5% Elapsed: 15:52:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.08733 Generator_loss: 3.72761 
[INFO] 2021-01-02 00:51:46 > Step:   31600 Progress: 31.6% Elapsed: 15:55:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.57321 Generator_loss: 4.26303 
[INFO] 2021-01-02 00:54:45 > Step:   31700 Progress: 31.7% Elapsed: 15:58:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.70116 Generator_loss: 5.62066 
[INFO] 2021-01-02 00:57:44 > Step:   31800 Progress: 31.8% Elapsed: 16:01:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.51269 Generator_loss: 5.67087 
[INFO] 2021-01-02 01:00:41 > Step:   31900 Progress: 31.9% Elapsed: 16:04:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.26143 Generator_loss: 4.13612 
[INFO] 2021-01-02 01:03:38 > Step:   32000 Progress: 32.0% Elapsed: 16:07:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.67565 Generator_loss: 5.80457 
[INFO] 2021-01-02 01:03:38 > Start Evaluation (32000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 01:03:38 > Calculating FID Score....
[INFO] 2021-01-02 01:03:55 > Calculating Inception Score....
[INFO] 2021-01-02 01:04:01 > Calculate F_beta Score....
[INFO] 2021-01-02 01:04:22 > Calculate Accuracies....
[INFO] 2021-01-02 01:04:26 > Calculate Accuracies....
[INFO] 2021-01-02 01:04:27 > F_8 score (Step: 32000, Using valid images): 0.8872693842863236
[INFO] 2021-01-02 01:04:27 > F_1/8 score (Step: 32000, Using valid images): 0.9788595255924466
[INFO] 2021-01-02 01:04:27 > FID score (Step: 32000, Using valid moments): 24.616925792254733
[INFO] 2021-01-02 01:04:27 > Inception score (Step: 32000, 10000 generated images): 13.886353492736816
[INFO] 2021-01-02 01:04:27 > Best FID score (Step: 32000, Using valid moments): 24.616925792254733
[INFO] 2021-01-02 01:04:41 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 01:07:38 > Step:   32100 Progress: 32.1% Elapsed: 16:11:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.51551 Generator_loss: 5.55079 
[INFO] 2021-01-02 01:10:36 > Step:   32200 Progress: 32.2% Elapsed: 16:14:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.80466 Generator_loss: 3.85298 
[INFO] 2021-01-02 01:13:34 > Step:   32300 Progress: 32.3% Elapsed: 16:17:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.69602 Generator_loss: 3.86421 
[INFO] 2021-01-02 01:16:33 > Step:   32400 Progress: 32.4% Elapsed: 16:20:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.02763 Generator_loss: 4.72598 
[INFO] 2021-01-02 01:19:31 > Step:   32500 Progress: 32.5% Elapsed: 16:22:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.66251 Generator_loss: 5.06897 
[INFO] 2021-01-02 01:22:31 > Step:   32600 Progress: 32.6% Elapsed: 16:25:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.81626 Generator_loss: 5.31131 
[INFO] 2021-01-02 01:25:28 > Step:   32700 Progress: 32.7% Elapsed: 16:28:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.87612 Generator_loss: 4.34109 
[INFO] 2021-01-02 01:28:26 > Step:   32800 Progress: 32.8% Elapsed: 16:31:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.59507 Generator_loss: 3.67005 
[INFO] 2021-01-02 01:31:25 > Step:   32900 Progress: 32.9% Elapsed: 16:34:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.49907 Generator_loss: 5.76746 
[INFO] 2021-01-02 01:34:23 > Step:   33000 Progress: 33.0% Elapsed: 16:37:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.94075 Generator_loss: 4.97016 
[INFO] 2021-01-02 01:37:21 > Step:   33100 Progress: 33.1% Elapsed: 16:40:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.6198 Generator_loss: 4.7089 
[INFO] 2021-01-02 01:40:19 > Step:   33200 Progress: 33.2% Elapsed: 16:43:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.54598 Generator_loss: 4.90112 
[INFO] 2021-01-02 01:43:16 > Step:   33300 Progress: 33.3% Elapsed: 16:46:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.48681 Generator_loss: 5.79099 
[INFO] 2021-01-02 01:46:13 > Step:   33400 Progress: 33.4% Elapsed: 16:49:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.8543 Generator_loss: 3.74874 
[INFO] 2021-01-02 01:49:11 > Step:   33500 Progress: 33.5% Elapsed: 16:52:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.81223 Generator_loss: 4.93305 
[INFO] 2021-01-02 01:52:10 > Step:   33600 Progress: 33.6% Elapsed: 16:55:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.80347 Generator_loss: 3.68637 
[INFO] 2021-01-02 01:55:06 > Step:   33700 Progress: 33.7% Elapsed: 16:58:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.94825 Generator_loss: 5.17269 
[INFO] 2021-01-02 01:58:03 > Step:   33800 Progress: 33.8% Elapsed: 17:01:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.5579 Generator_loss: 5.59792 
[INFO] 2021-01-02 02:01:02 > Step:   33900 Progress: 33.9% Elapsed: 17:04:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.71665 Generator_loss: 5.14885 
[INFO] 2021-01-02 02:04:02 > Step:   34000 Progress: 34.0% Elapsed: 17:07:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.1223 Generator_loss: 4.46446 
[INFO] 2021-01-02 02:04:02 > Start Evaluation (34000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 02:04:02 > Calculating FID Score....
[INFO] 2021-01-02 02:04:17 > Calculating Inception Score....
[INFO] 2021-01-02 02:04:23 > Calculate F_beta Score....
[INFO] 2021-01-02 02:04:44 > Calculate Accuracies....
[INFO] 2021-01-02 02:04:48 > Calculate Accuracies....
[INFO] 2021-01-02 02:04:49 > F_8 score (Step: 34000, Using valid images): 0.9114169302938633
[INFO] 2021-01-02 02:04:49 > F_1/8 score (Step: 34000, Using valid images): 0.9797396658851726
[INFO] 2021-01-02 02:04:49 > FID score (Step: 34000, Using valid moments): 23.894091611129056
[INFO] 2021-01-02 02:04:49 > Inception score (Step: 34000, 10000 generated images): 14.405787467956543
[INFO] 2021-01-02 02:04:49 > Best FID score (Step: 34000, Using valid moments): 23.894091611129056
[INFO] 2021-01-02 02:05:03 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 02:08:02 > Step:   34100 Progress: 34.1% Elapsed: 17:11:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.74536 Generator_loss: 4.94849 
[INFO] 2021-01-02 02:11:02 > Step:   34200 Progress: 34.2% Elapsed: 17:14:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.77613 Generator_loss: 3.66531 
[INFO] 2021-01-02 02:14:00 > Step:   34300 Progress: 34.3% Elapsed: 17:17:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.21035 Generator_loss: 4.35315 
[INFO] 2021-01-02 02:16:58 > Step:   34400 Progress: 34.4% Elapsed: 17:20:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.70658 Generator_loss: 4.71243 
[INFO] 2021-01-02 02:20:00 > Step:   34500 Progress: 34.5% Elapsed: 17:23:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.49319 Generator_loss: 4.87981 
[INFO] 2021-01-02 02:22:57 > Step:   34600 Progress: 34.6% Elapsed: 17:26:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.48956 Generator_loss: 4.86486 
[INFO] 2021-01-02 02:25:55 > Step:   34700 Progress: 34.7% Elapsed: 17:29:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.65241 Generator_loss: 3.85685 
[INFO] 2021-01-02 02:28:52 > Step:   34800 Progress: 34.8% Elapsed: 17:32:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.94659 Generator_loss: 5.26516 
[INFO] 2021-01-02 02:31:51 > Step:   34900 Progress: 34.9% Elapsed: 17:35:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.93883 Generator_loss: 4.90742 
[INFO] 2021-01-02 02:34:49 > Step:   35000 Progress: 35.0% Elapsed: 17:38:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.88691 Generator_loss: 5.51513 
[INFO] 2021-01-02 02:37:48 > Step:   35100 Progress: 35.1% Elapsed: 17:41:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.5806 Generator_loss: 3.8338 
[INFO] 2021-01-02 02:40:45 > Step:   35200 Progress: 35.2% Elapsed: 17:44:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.46553 Generator_loss: 5.11495 
[INFO] 2021-01-02 02:43:44 > Step:   35300 Progress: 35.3% Elapsed: 17:47:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.7489 Generator_loss: 4.8711 
[INFO] 2021-01-02 02:46:43 > Step:   35400 Progress: 35.4% Elapsed: 17:50:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.15701 Generator_loss: 4.30017 
[INFO] 2021-01-02 02:49:42 > Step:   35500 Progress: 35.5% Elapsed: 17:53:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.82204 Generator_loss: 5.55611 
[INFO] 2021-01-02 02:52:42 > Step:   35600 Progress: 35.6% Elapsed: 17:56:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.50771 Generator_loss: 5.77904 
[INFO] 2021-01-02 02:55:39 > Step:   35700 Progress: 35.7% Elapsed: 17:59:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.55594 Generator_loss: 4.88568 
[INFO] 2021-01-02 02:58:38 > Step:   35800 Progress: 35.8% Elapsed: 18:02:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.68783 Generator_loss: 5.67949 
[INFO] 2021-01-02 03:01:36 > Step:   35900 Progress: 35.9% Elapsed: 18:05:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.53896 Generator_loss: 5.99884 
[INFO] 2021-01-02 03:04:34 > Step:   36000 Progress: 36.0% Elapsed: 18:08:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.13263 Generator_loss: 4.62759 
[INFO] 2021-01-02 03:04:34 > Start Evaluation (36000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 03:04:34 > Calculating FID Score....
[INFO] 2021-01-02 03:04:50 > Calculating Inception Score....
[INFO] 2021-01-02 03:04:56 > Calculate F_beta Score....
[INFO] 2021-01-02 03:05:17 > Calculate Accuracies....
[INFO] 2021-01-02 03:05:21 > Calculate Accuracies....
[INFO] 2021-01-02 03:05:22 > F_8 score (Step: 36000, Using valid images): 0.9157773702457243
[INFO] 2021-01-02 03:05:22 > F_1/8 score (Step: 36000, Using valid images): 0.9795078338329994
[INFO] 2021-01-02 03:05:22 > FID score (Step: 36000, Using valid moments): 23.200824013438876
[INFO] 2021-01-02 03:05:22 > Inception score (Step: 36000, 10000 generated images): 14.19831657409668
[INFO] 2021-01-02 03:05:22 > Best FID score (Step: 36000, Using valid moments): 23.200824013438876
[INFO] 2021-01-02 03:05:36 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 03:08:34 > Step:   36100 Progress: 36.1% Elapsed: 18:12:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.60888 Generator_loss: 4.82832 
[INFO] 2021-01-02 03:11:33 > Step:   36200 Progress: 36.2% Elapsed: 18:15:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.54621 Generator_loss: 3.74823 
[INFO] 2021-01-02 03:14:31 > Step:   36300 Progress: 36.3% Elapsed: 18:17:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.95227 Generator_loss: 5.08154 
[INFO] 2021-01-02 03:17:29 > Step:   36400 Progress: 36.4% Elapsed: 18:20:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.39119 Generator_loss: 5.03409 
[INFO] 2021-01-02 03:20:26 > Step:   36500 Progress: 36.5% Elapsed: 18:23:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.49223 Generator_loss: 5.5256 
[INFO] 2021-01-02 03:23:27 > Step:   36600 Progress: 36.6% Elapsed: 18:26:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.27536 Generator_loss: 3.99938 
[INFO] 2021-01-02 03:26:25 > Step:   36700 Progress: 36.7% Elapsed: 18:29:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.64496 Generator_loss: 5.64989 
[INFO] 2021-01-02 03:29:23 > Step:   36800 Progress: 36.8% Elapsed: 18:32:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.22271 Generator_loss: 4.28339 
[INFO] 2021-01-02 03:32:20 > Step:   36900 Progress: 36.9% Elapsed: 18:35:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.67818 Generator_loss: 4.89709 
[INFO] 2021-01-02 03:35:17 > Step:   37000 Progress: 37.0% Elapsed: 18:38:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.75784 Generator_loss: 5.31256 
[INFO] 2021-01-02 03:38:16 > Step:   37100 Progress: 37.1% Elapsed: 18:41:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.54002 Generator_loss: 4.22627 
[INFO] 2021-01-02 03:41:14 > Step:   37200 Progress: 37.2% Elapsed: 18:44:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.95446 Generator_loss: 3.77321 
[INFO] 2021-01-02 03:44:13 > Step:   37300 Progress: 37.3% Elapsed: 18:47:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.75202 Generator_loss: 3.68534 
[INFO] 2021-01-02 03:47:11 > Step:   37400 Progress: 37.4% Elapsed: 18:50:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.62115 Generator_loss: 4.31887 
[INFO] 2021-01-02 03:50:09 > Step:   37500 Progress: 37.5% Elapsed: 18:53:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.18204 Generator_loss: 4.29159 
[INFO] 2021-01-02 03:53:06 > Step:   37600 Progress: 37.6% Elapsed: 18:56:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.63488 Generator_loss: 3.73979 
[INFO] 2021-01-02 03:56:04 > Step:   37700 Progress: 37.7% Elapsed: 18:59:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.65022 Generator_loss: 4.46797 
[INFO] 2021-01-02 03:59:03 > Step:   37800 Progress: 37.8% Elapsed: 19:02:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.5042 Generator_loss: 4.2086 
[INFO] 2021-01-02 04:02:02 > Step:   37900 Progress: 37.9% Elapsed: 19:05:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.72844 Generator_loss: 4.06387 
[INFO] 2021-01-02 04:05:01 > Step:   38000 Progress: 38.0% Elapsed: 19:08:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.48126 Generator_loss: 4.48009 
[INFO] 2021-01-02 04:05:01 > Start Evaluation (38000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 04:05:01 > Calculating FID Score....
[INFO] 2021-01-02 04:05:17 > Calculating Inception Score....
[INFO] 2021-01-02 04:05:22 > Calculate F_beta Score....
[INFO] 2021-01-02 04:05:44 > Calculate Accuracies....
[INFO] 2021-01-02 04:05:47 > Calculate Accuracies....
[INFO] 2021-01-02 04:05:49 > F_8 score (Step: 38000, Using valid images): 0.9179591111005644
[INFO] 2021-01-02 04:05:49 > F_1/8 score (Step: 38000, Using valid images): 0.9797467637526847
[INFO] 2021-01-02 04:05:49 > FID score (Step: 38000, Using valid moments): 22.49143718614266
[INFO] 2021-01-02 04:05:49 > Inception score (Step: 38000, 10000 generated images): 14.747445106506348
[INFO] 2021-01-02 04:05:49 > Best FID score (Step: 38000, Using valid moments): 22.49143718614266
[INFO] 2021-01-02 04:06:02 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 04:09:00 > Step:   38100 Progress: 38.1% Elapsed: 19:12:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.5781 Generator_loss: 3.75307 
[INFO] 2021-01-02 04:11:58 > Step:   38200 Progress: 38.2% Elapsed: 19:15:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.55558 Generator_loss: 4.95081 
[INFO] 2021-01-02 04:14:55 > Step:   38300 Progress: 38.3% Elapsed: 19:18:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.55583 Generator_loss: 5.08517 
[INFO] 2021-01-02 04:17:53 > Step:   38400 Progress: 38.4% Elapsed: 19:21:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.87725 Generator_loss: 3.79728 
[INFO] 2021-01-02 04:20:51 > Step:   38500 Progress: 38.5% Elapsed: 19:24:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.48515 Generator_loss: 5.51685 
[INFO] 2021-01-02 04:23:50 > Step:   38600 Progress: 38.6% Elapsed: 19:27:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.61872 Generator_loss: 3.89862 
[INFO] 2021-01-02 04:26:50 > Step:   38700 Progress: 38.7% Elapsed: 19:30:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.65173 Generator_loss: 5.90808 
[INFO] 2021-01-02 04:29:48 > Step:   38800 Progress: 38.8% Elapsed: 19:33:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.74071 Generator_loss: 5.63337 
[INFO] 2021-01-02 04:32:48 > Step:   38900 Progress: 38.9% Elapsed: 19:36:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.13576 Generator_loss: 4.52654 
[INFO] 2021-01-02 04:35:47 > Step:   39000 Progress: 39.0% Elapsed: 19:39:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.58187 Generator_loss: 4.61027 
[INFO] 2021-01-02 04:38:46 > Step:   39100 Progress: 39.1% Elapsed: 19:42:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.58709 Generator_loss: 5.39632 
[INFO] 2021-01-02 04:41:44 > Step:   39200 Progress: 39.2% Elapsed: 19:45:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.69365 Generator_loss: 4.99902 
[INFO] 2021-01-02 04:44:43 > Step:   39300 Progress: 39.3% Elapsed: 19:48:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.63599 Generator_loss: 4.70327 
[INFO] 2021-01-02 04:47:41 > Step:   39400 Progress: 39.4% Elapsed: 19:51:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.62336 Generator_loss: 4.71679 
[INFO] 2021-01-02 04:50:39 > Step:   39500 Progress: 39.5% Elapsed: 19:54:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.09469 Generator_loss: 4.57407 
[INFO] 2021-01-02 04:53:38 > Step:   39600 Progress: 39.6% Elapsed: 19:57:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.77447 Generator_loss: 4.88812 
[INFO] 2021-01-02 04:56:36 > Step:   39700 Progress: 39.7% Elapsed: 20:00:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.6262 Generator_loss: 4.7505 
[INFO] 2021-01-02 04:59:33 > Step:   39800 Progress: 39.8% Elapsed: 20:03:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.51265 Generator_loss: 5.78942 
[INFO] 2021-01-02 05:02:31 > Step:   39900 Progress: 39.9% Elapsed: 20:05:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.49519 Generator_loss: 4.72107 
[INFO] 2021-01-02 05:05:30 > Step:   40000 Progress: 40.0% Elapsed: 20:08:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.20983 Generator_loss: 4.13812 
[INFO] 2021-01-02 05:05:30 > Start Evaluation (40000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 05:05:30 > Calculating FID Score....
[INFO] 2021-01-02 05:05:46 > Calculating Inception Score....
[INFO] 2021-01-02 05:05:51 > Calculate F_beta Score....
[INFO] 2021-01-02 05:06:13 > Calculate Accuracies....
[INFO] 2021-01-02 05:06:17 > Calculate Accuracies....
[INFO] 2021-01-02 05:06:19 > F_8 score (Step: 40000, Using valid images): 0.9188191775713052
[INFO] 2021-01-02 05:06:19 > F_1/8 score (Step: 40000, Using valid images): 0.9772200513671424
[INFO] 2021-01-02 05:06:19 > FID score (Step: 40000, Using valid moments): 21.968941216849146
[INFO] 2021-01-02 05:06:19 > Inception score (Step: 40000, 10000 generated images): 14.536439895629883
[INFO] 2021-01-02 05:06:19 > Best FID score (Step: 40000, Using valid moments): 21.968941216849146
[INFO] 2021-01-02 05:06:33 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 05:09:30 > Step:   40100 Progress: 40.1% Elapsed: 20:12:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.73895 Generator_loss: 3.70822 
[INFO] 2021-01-02 05:12:31 > Step:   40200 Progress: 40.2% Elapsed: 20:15:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.54385 Generator_loss: 4.98616 
[INFO] 2021-01-02 05:15:29 > Step:   40300 Progress: 40.3% Elapsed: 20:18:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.89968 Generator_loss: 5.44836 
[INFO] 2021-01-02 05:18:27 > Step:   40400 Progress: 40.4% Elapsed: 20:21:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.1849 Generator_loss: 4.21709 
[INFO] 2021-01-02 05:21:24 > Step:   40500 Progress: 40.5% Elapsed: 20:24:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.99091 Generator_loss: 4.92594 
[INFO] 2021-01-02 05:24:21 > Step:   40600 Progress: 40.6% Elapsed: 20:27:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.6738 Generator_loss: 4.93008 
[INFO] 2021-01-02 05:27:21 > Step:   40700 Progress: 40.7% Elapsed: 20:30:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.75579 Generator_loss: 5.02193 
[INFO] 2021-01-02 05:30:19 > Step:   40800 Progress: 40.8% Elapsed: 20:33:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.6286 Generator_loss: 6.01029 
[INFO] 2021-01-02 05:33:19 > Step:   40900 Progress: 40.9% Elapsed: 20:36:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.42975 Generator_loss: 4.75738 
[INFO] 2021-01-02 05:36:18 > Step:   41000 Progress: 41.0% Elapsed: 20:39:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.73278 Generator_loss: 3.89712 
[INFO] 2021-01-02 05:39:15 > Step:   41100 Progress: 41.1% Elapsed: 20:42:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.61154 Generator_loss: 4.96433 
[INFO] 2021-01-02 05:42:15 > Step:   41200 Progress: 41.2% Elapsed: 20:45:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.71574 Generator_loss: 5.13243 
[INFO] 2021-01-02 05:45:15 > Step:   41300 Progress: 41.3% Elapsed: 20:48:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.78955 Generator_loss: 5.41041 
[INFO] 2021-01-02 05:48:13 > Step:   41400 Progress: 41.4% Elapsed: 20:51:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.36759 Generator_loss: 5.49881 
[INFO] 2021-01-02 05:51:11 > Step:   41500 Progress: 41.5% Elapsed: 20:54:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.58454 Generator_loss: 5.83159 
[INFO] 2021-01-02 05:54:10 > Step:   41600 Progress: 41.6% Elapsed: 20:57:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.66132 Generator_loss: 4.85784 
[INFO] 2021-01-02 05:57:08 > Step:   41700 Progress: 41.7% Elapsed: 21:00:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.47667 Generator_loss: 4.88439 
[INFO] 2021-01-02 06:00:05 > Step:   41800 Progress: 41.8% Elapsed: 21:03:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.93108 Generator_loss: 3.73585 
[INFO] 2021-01-02 06:03:03 > Step:   41900 Progress: 41.9% Elapsed: 21:06:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.37299 Generator_loss: 4.85626 
[INFO] 2021-01-02 06:06:00 > Step:   42000 Progress: 42.0% Elapsed: 21:09:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.50525 Generator_loss: 5.3518 
[INFO] 2021-01-02 06:06:00 > Start Evaluation (42000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 06:06:00 > Calculating FID Score....
[INFO] 2021-01-02 06:06:16 > Calculating Inception Score....
[INFO] 2021-01-02 06:06:22 > Calculate F_beta Score....
[INFO] 2021-01-02 06:06:44 > Calculate Accuracies....
[INFO] 2021-01-02 06:06:47 > Calculate Accuracies....
[INFO] 2021-01-02 06:06:49 > F_8 score (Step: 42000, Using valid images): 0.9144101473697527
[INFO] 2021-01-02 06:06:49 > F_1/8 score (Step: 42000, Using valid images): 0.9825350043115011
[INFO] 2021-01-02 06:06:49 > FID score (Step: 42000, Using valid moments): 22.01355175314501
[INFO] 2021-01-02 06:06:49 > Inception score (Step: 42000, 10000 generated images): 14.880176544189453
[INFO] 2021-01-02 06:06:49 > Best FID score (Step: 40000, Using valid moments): 21.968941216849146
[INFO] 2021-01-02 06:06:56 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 06:09:55 > Step:   42100 Progress: 42.1% Elapsed: 21:13:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.43792 Generator_loss: 5.90964 
[INFO] 2021-01-02 06:12:56 > Step:   42200 Progress: 42.2% Elapsed: 21:16:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.83918 Generator_loss: 3.6093 
[INFO] 2021-01-02 06:15:55 > Step:   42300 Progress: 42.3% Elapsed: 21:19:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.57658 Generator_loss: 5.1676 
[INFO] 2021-01-02 06:18:54 > Step:   42400 Progress: 42.4% Elapsed: 21:22:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.57852 Generator_loss: 4.16038 
[INFO] 2021-01-02 06:21:52 > Step:   42500 Progress: 42.5% Elapsed: 21:25:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.61446 Generator_loss: 5.06465 
[INFO] 2021-01-02 06:24:50 > Step:   42600 Progress: 42.6% Elapsed: 21:28:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.71022 Generator_loss: 5.12733 
[INFO] 2021-01-02 06:27:48 > Step:   42700 Progress: 42.7% Elapsed: 21:31:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.34021 Generator_loss: 5.09916 
[INFO] 2021-01-02 06:30:47 > Step:   42800 Progress: 42.8% Elapsed: 21:34:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.46971 Generator_loss: 5.68386 
[INFO] 2021-01-02 06:33:43 > Step:   42900 Progress: 42.9% Elapsed: 21:37:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.87083 Generator_loss: 4.98966 
[INFO] 2021-01-02 06:36:41 > Step:   43000 Progress: 43.0% Elapsed: 21:40:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.45572 Generator_loss: 4.66093 
[INFO] 2021-01-02 06:39:40 > Step:   43100 Progress: 43.1% Elapsed: 21:43:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.65629 Generator_loss: 4.97423 
[INFO] 2021-01-02 06:42:40 > Step:   43200 Progress: 43.2% Elapsed: 21:46:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.95584 Generator_loss: 5.15979 
[INFO] 2021-01-02 06:45:39 > Step:   43300 Progress: 43.3% Elapsed: 21:49:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.63724 Generator_loss: 4.49324 
[INFO] 2021-01-02 06:48:38 > Step:   43400 Progress: 43.4% Elapsed: 21:52:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.70177 Generator_loss: 3.7112 
[INFO] 2021-01-02 06:51:38 > Step:   43500 Progress: 43.5% Elapsed: 21:55:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.40497 Generator_loss: 5.12448 
[INFO] 2021-01-02 06:54:37 > Step:   43600 Progress: 43.6% Elapsed: 21:58:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.28499 Generator_loss: 4.15631 
[INFO] 2021-01-02 06:57:38 > Step:   43700 Progress: 43.7% Elapsed: 22:01:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.60979 Generator_loss: 5.02341 
[INFO] 2021-01-02 07:00:38 > Step:   43800 Progress: 43.8% Elapsed: 22:04:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.04959 Generator_loss: 4.80694 
[INFO] 2021-01-02 07:03:37 > Step:   43900 Progress: 43.9% Elapsed: 22:07:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.61375 Generator_loss: 5.75582 
[INFO] 2021-01-02 07:06:37 > Step:   44000 Progress: 44.0% Elapsed: 22:10:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.41099 Generator_loss: 5.34737 
[INFO] 2021-01-02 07:06:37 > Start Evaluation (44000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 07:06:37 > Calculating FID Score....
[INFO] 2021-01-02 07:06:53 > Calculating Inception Score....
[INFO] 2021-01-02 07:06:59 > Calculate F_beta Score....
[INFO] 2021-01-02 07:07:21 > Calculate Accuracies....
[INFO] 2021-01-02 07:07:24 > Calculate Accuracies....
[INFO] 2021-01-02 07:07:26 > F_8 score (Step: 44000, Using valid images): 0.9111503030489183
[INFO] 2021-01-02 07:07:26 > F_1/8 score (Step: 44000, Using valid images): 0.9815289448412197
[INFO] 2021-01-02 07:07:26 > FID score (Step: 44000, Using valid moments): 21.66760312262346
[INFO] 2021-01-02 07:07:26 > Inception score (Step: 44000, 10000 generated images): 15.308633804321289
[INFO] 2021-01-02 07:07:26 > Best FID score (Step: 44000, Using valid moments): 21.66760312262346
[INFO] 2021-01-02 07:07:40 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 07:10:38 > Step:   44100 Progress: 44.1% Elapsed: 22:14:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.60945 Generator_loss: 5.02982 
[INFO] 2021-01-02 07:13:38 > Step:   44200 Progress: 44.2% Elapsed: 22:17:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.77292 Generator_loss: 4.28124 
[INFO] 2021-01-02 07:16:37 > Step:   44300 Progress: 44.3% Elapsed: 22:20:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.15014 Generator_loss: 4.27993 
[INFO] 2021-01-02 07:19:35 > Step:   44400 Progress: 44.4% Elapsed: 22:23:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.63903 Generator_loss: 4.10709 
[INFO] 2021-01-02 07:22:34 > Step:   44500 Progress: 44.5% Elapsed: 22:26:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.69128 Generator_loss: 5.17535 
[INFO] 2021-01-02 07:25:32 > Step:   44600 Progress: 44.6% Elapsed: 22:29:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.3581 Generator_loss: 5.45385 
[INFO] 2021-01-02 07:28:30 > Step:   44700 Progress: 44.7% Elapsed: 22:31:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.01445 Generator_loss: 4.80524 
[INFO] 2021-01-02 07:31:32 > Step:   44800 Progress: 44.8% Elapsed: 22:35:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.87489 Generator_loss: 5.33834 
[INFO] 2021-01-02 07:34:32 > Step:   44900 Progress: 44.9% Elapsed: 22:38:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.43388 Generator_loss: 5.72896 
[INFO] 2021-01-02 07:37:30 > Step:   45000 Progress: 45.0% Elapsed: 22:40:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.44899 Generator_loss: 4.02708 
[INFO] 2021-01-02 07:40:30 > Step:   45100 Progress: 45.1% Elapsed: 22:43:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.07765 Generator_loss: 4.64651 
[INFO] 2021-01-02 07:43:29 > Step:   45200 Progress: 45.2% Elapsed: 22:46:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.4616 Generator_loss: 4.56041 
[INFO] 2021-01-02 07:46:30 > Step:   45300 Progress: 45.3% Elapsed: 22:49:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.54372 Generator_loss: 4.35134 
[INFO] 2021-01-02 07:49:29 > Step:   45400 Progress: 45.4% Elapsed: 22:52:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.58398 Generator_loss: 3.82756 
[INFO] 2021-01-02 07:52:27 > Step:   45500 Progress: 45.5% Elapsed: 22:55:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.6263 Generator_loss: 5.87421 
[INFO] 2021-01-02 07:55:27 > Step:   45600 Progress: 45.6% Elapsed: 22:58:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.59042 Generator_loss: 5.27414 
[INFO] 2021-01-02 07:58:27 > Step:   45700 Progress: 45.7% Elapsed: 23:01:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.72874 Generator_loss: 3.78515 
[INFO] 2021-01-02 08:01:27 > Step:   45800 Progress: 45.8% Elapsed: 23:04:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.02617 Generator_loss: 4.66773 
[INFO] 2021-01-02 08:04:25 > Step:   45900 Progress: 45.9% Elapsed: 23:07:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.5342 Generator_loss: 5.09702 
[INFO] 2021-01-02 08:07:24 > Step:   46000 Progress: 46.0% Elapsed: 23:10:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.40821 Generator_loss: 5.83027 
[INFO] 2021-01-02 08:07:24 > Start Evaluation (46000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 08:07:24 > Calculating FID Score....
[INFO] 2021-01-02 08:07:40 > Calculating Inception Score....
[INFO] 2021-01-02 08:07:46 > Calculate F_beta Score....
[INFO] 2021-01-02 08:08:07 > Calculate Accuracies....
[INFO] 2021-01-02 08:08:11 > Calculate Accuracies....
[INFO] 2021-01-02 08:08:13 > F_8 score (Step: 46000, Using valid images): 0.9246930181832059
[INFO] 2021-01-02 08:08:13 > F_1/8 score (Step: 46000, Using valid images): 0.9802056396634823
[INFO] 2021-01-02 08:08:13 > FID score (Step: 46000, Using valid moments): 21.544664799814484
[INFO] 2021-01-02 08:08:13 > Inception score (Step: 46000, 10000 generated images): 15.03650188446045
[INFO] 2021-01-02 08:08:13 > Best FID score (Step: 46000, Using valid moments): 21.544664799814484
[INFO] 2021-01-02 08:08:27 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 08:11:24 > Step:   46100 Progress: 46.1% Elapsed: 23:14:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.71416 Generator_loss: 5.57875 
[INFO] 2021-01-02 08:14:24 > Step:   46200 Progress: 46.2% Elapsed: 23:17:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.4972 Generator_loss: 5.66654 
[INFO] 2021-01-02 08:17:23 > Step:   46300 Progress: 46.3% Elapsed: 23:20:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.52043 Generator_loss: 5.99627 
[INFO] 2021-01-02 08:20:21 > Step:   46400 Progress: 46.4% Elapsed: 23:23:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.33331 Generator_loss: 5.86442 
[INFO] 2021-01-02 08:23:21 > Step:   46500 Progress: 46.5% Elapsed: 23:26:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.34591 Generator_loss: 5.2491 
[INFO] 2021-01-02 08:26:20 > Step:   46600 Progress: 46.6% Elapsed: 23:29:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.5938 Generator_loss: 5.08626 
[INFO] 2021-01-02 08:29:19 > Step:   46700 Progress: 46.7% Elapsed: 23:32:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.34009 Generator_loss: 4.10973 
[INFO] 2021-01-02 08:32:17 > Step:   46800 Progress: 46.8% Elapsed: 23:35:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.73003 Generator_loss: 3.73357 
[INFO] 2021-01-02 08:35:16 > Step:   46900 Progress: 46.9% Elapsed: 23:38:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.44185 Generator_loss: 5.55501 
[INFO] 2021-01-02 08:38:16 > Step:   47000 Progress: 47.0% Elapsed: 23:41:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.6468 Generator_loss: 4.99984 
[INFO] 2021-01-02 08:41:14 > Step:   47100 Progress: 47.1% Elapsed: 23:44:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.49064 Generator_loss: 3.67187 
[INFO] 2021-01-02 08:44:12 > Step:   47200 Progress: 47.2% Elapsed: 23:47:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.58273 Generator_loss: 5.79528 
[INFO] 2021-01-02 08:47:14 > Step:   47300 Progress: 47.3% Elapsed: 23:50:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.99654 Generator_loss: 4.62338 
[INFO] 2021-01-02 08:50:14 > Step:   47400 Progress: 47.4% Elapsed: 23:53:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.41606 Generator_loss: 5.97085 
[INFO] 2021-01-02 08:53:11 > Step:   47500 Progress: 47.5% Elapsed: 23:56:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.40325 Generator_loss: 5.77891 
[INFO] 2021-01-02 08:56:11 > Step:   47600 Progress: 47.6% Elapsed: 23:59:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.90791 Generator_loss: 5.32455 
[INFO] 2021-01-02 08:59:12 > Step:   47700 Progress: 47.7% Elapsed: 1 day, 0:02:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.63167 Generator_loss: 3.63628 
[INFO] 2021-01-02 09:02:10 > Step:   47800 Progress: 47.8% Elapsed: 1 day, 0:05:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.74928 Generator_loss: 4.99875 
[INFO] 2021-01-02 09:05:08 > Step:   47900 Progress: 47.9% Elapsed: 1 day, 0:08:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.60019 Generator_loss: 3.74997 
[INFO] 2021-01-02 09:08:06 > Step:   48000 Progress: 48.0% Elapsed: 1 day, 0:11:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.53925 Generator_loss: 3.73084 
[INFO] 2021-01-02 09:08:06 > Start Evaluation (48000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 09:08:06 > Calculating FID Score....
[INFO] 2021-01-02 09:08:22 > Calculating Inception Score....
[INFO] 2021-01-02 09:08:28 > Calculate F_beta Score....
[INFO] 2021-01-02 09:08:50 > Calculate Accuracies....
[INFO] 2021-01-02 09:08:54 > Calculate Accuracies....
[INFO] 2021-01-02 09:08:55 > F_8 score (Step: 48000, Using valid images): 0.9193129397888127
[INFO] 2021-01-02 09:08:55 > F_1/8 score (Step: 48000, Using valid images): 0.9786187704912847
[INFO] 2021-01-02 09:08:55 > FID score (Step: 48000, Using valid moments): 21.168266046097756
[INFO] 2021-01-02 09:08:55 > Inception score (Step: 48000, 10000 generated images): 14.709643363952637
[INFO] 2021-01-02 09:08:55 > Best FID score (Step: 48000, Using valid moments): 21.168266046097756
[INFO] 2021-01-02 09:09:09 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 09:12:10 > Step:   48100 Progress: 48.1% Elapsed: 1 day, 0:15:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.7628 Generator_loss: 5.26057 
[INFO] 2021-01-02 09:15:07 > Step:   48200 Progress: 48.2% Elapsed: 1 day, 0:18:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.98526 Generator_loss: 4.97982 
[INFO] 2021-01-02 09:18:05 > Step:   48300 Progress: 48.3% Elapsed: 1 day, 0:21:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.34063 Generator_loss: 5.12608 
[INFO] 2021-01-02 09:21:03 > Step:   48400 Progress: 48.4% Elapsed: 1 day, 0:24:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.58722 Generator_loss: 4.25245 
[INFO] 2021-01-02 09:24:03 > Step:   48500 Progress: 48.5% Elapsed: 1 day, 0:27:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.54173 Generator_loss: 5.79885 
[INFO] 2021-01-02 09:27:02 > Step:   48600 Progress: 48.6% Elapsed: 1 day, 0:30:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.49986 Generator_loss: 5.20418 
[INFO] 2021-01-02 09:30:00 > Step:   48700 Progress: 48.7% Elapsed: 1 day, 0:33:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.91025 Generator_loss: 5.1269 
[INFO] 2021-01-02 09:33:00 > Step:   48800 Progress: 48.8% Elapsed: 1 day, 0:36:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.48577 Generator_loss: 4.59853 
[INFO] 2021-01-02 09:35:58 > Step:   48900 Progress: 48.9% Elapsed: 1 day, 0:39:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.8767 Generator_loss: 5.03039 
[INFO] 2021-01-02 09:38:56 > Step:   49000 Progress: 49.0% Elapsed: 1 day, 0:42:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.54492 Generator_loss: 5.80904 
[INFO] 2021-01-02 09:41:54 > Step:   49100 Progress: 49.1% Elapsed: 1 day, 0:45:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.679 Generator_loss: 3.73161 
[INFO] 2021-01-02 09:44:54 > Step:   49200 Progress: 49.2% Elapsed: 1 day, 0:48:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.03793 Generator_loss: 4.78343 
[INFO] 2021-01-02 09:47:54 > Step:   49300 Progress: 49.3% Elapsed: 1 day, 0:51:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.35831 Generator_loss: 4.60348 
[INFO] 2021-01-02 09:50:52 > Step:   49400 Progress: 49.4% Elapsed: 1 day, 0:54:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.70232 Generator_loss: 5.31986 
[INFO] 2021-01-02 09:53:52 > Step:   49500 Progress: 49.5% Elapsed: 1 day, 0:57:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.54425 Generator_loss: 5.0756 
[INFO] 2021-01-02 09:56:51 > Step:   49600 Progress: 49.6% Elapsed: 1 day, 1:00:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.60854 Generator_loss: 4.2863 
[INFO] 2021-01-02 09:59:47 > Step:   49700 Progress: 49.7% Elapsed: 1 day, 1:03:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.6273 Generator_loss: 3.688 
[INFO] 2021-01-02 10:02:44 > Step:   49800 Progress: 49.8% Elapsed: 1 day, 1:06:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.60263 Generator_loss: 3.781 
[INFO] 2021-01-02 10:05:45 > Step:   49900 Progress: 49.9% Elapsed: 1 day, 1:09:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.49271 Generator_loss: 3.78724 
[INFO] 2021-01-02 10:08:42 > Step:   50000 Progress: 50.0% Elapsed: 1 day, 1:12:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.85603 Generator_loss: 5.4482 
[INFO] 2021-01-02 10:08:42 > Start Evaluation (50000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 10:08:42 > Calculating FID Score....
[INFO] 2021-01-02 10:08:59 > Calculating Inception Score....
[INFO] 2021-01-02 10:09:04 > Calculate F_beta Score....
[INFO] 2021-01-02 10:09:27 > Calculate Accuracies....
[INFO] 2021-01-02 10:09:30 > Calculate Accuracies....
[INFO] 2021-01-02 10:09:32 > F_8 score (Step: 50000, Using valid images): 0.9215306067663096
[INFO] 2021-01-02 10:09:32 > F_1/8 score (Step: 50000, Using valid images): 0.9824032598526278
[INFO] 2021-01-02 10:09:32 > FID score (Step: 50000, Using valid moments): 21.306860877851932
[INFO] 2021-01-02 10:09:32 > Inception score (Step: 50000, 10000 generated images): 15.067072868347168
[INFO] 2021-01-02 10:09:32 > Best FID score (Step: 48000, Using valid moments): 21.168266046097756
[INFO] 2021-01-02 10:09:39 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 10:12:36 > Step:   50100 Progress: 50.1% Elapsed: 1 day, 1:16:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.97141 Generator_loss: 5.12669 
[INFO] 2021-01-02 10:15:33 > Step:   50200 Progress: 50.2% Elapsed: 1 day, 1:19:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.52472 Generator_loss: 4.659 
[INFO] 2021-01-02 10:18:32 > Step:   50300 Progress: 50.3% Elapsed: 1 day, 1:22:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.53501 Generator_loss: 4.87082 
[INFO] 2021-01-02 10:21:28 > Step:   50400 Progress: 50.4% Elapsed: 1 day, 1:24:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.39737 Generator_loss: 4.63276 
[INFO] 2021-01-02 10:24:25 > Step:   50500 Progress: 50.5% Elapsed: 1 day, 1:27:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.83316 Generator_loss: 4.90293 
[INFO] 2021-01-02 10:27:20 > Step:   50600 Progress: 50.6% Elapsed: 1 day, 1:30:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.8101 Generator_loss: 5.52065 
[INFO] 2021-01-02 10:30:17 > Step:   50700 Progress: 50.7% Elapsed: 1 day, 1:33:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.8776 Generator_loss: 4.79674 
[INFO] 2021-01-02 10:33:14 > Step:   50800 Progress: 50.8% Elapsed: 1 day, 1:36:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.44359 Generator_loss: 5.0221 
[INFO] 2021-01-02 10:36:12 > Step:   50900 Progress: 50.9% Elapsed: 1 day, 1:39:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.64983 Generator_loss: 4.76222 
[INFO] 2021-01-02 10:39:13 > Step:   51000 Progress: 51.0% Elapsed: 1 day, 1:42:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.46898 Generator_loss: 5.10284 
[INFO] 2021-01-02 10:42:12 > Step:   51100 Progress: 51.1% Elapsed: 1 day, 1:45:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.69097 Generator_loss: 5.66187 
[INFO] 2021-01-02 10:45:08 > Step:   51200 Progress: 51.2% Elapsed: 1 day, 1:48:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.45283 Generator_loss: 5.70382 
[INFO] 2021-01-02 10:48:05 > Step:   51300 Progress: 51.3% Elapsed: 1 day, 1:51:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.63099 Generator_loss: 4.98447 
[INFO] 2021-01-02 10:51:02 > Step:   51400 Progress: 51.4% Elapsed: 1 day, 1:54:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.94896 Generator_loss: 4.95976 
[INFO] 2021-01-02 10:54:00 > Step:   51500 Progress: 51.5% Elapsed: 1 day, 1:57:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.606 Generator_loss: 4.04855 
[INFO] 2021-01-02 10:56:57 > Step:   51600 Progress: 51.6% Elapsed: 1 day, 2:00:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.44046 Generator_loss: 5.87838 
[INFO] 2021-01-02 10:59:55 > Step:   51700 Progress: 51.7% Elapsed: 1 day, 2:03:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.4851 Generator_loss: 4.52976 
[INFO] 2021-01-02 11:02:55 > Step:   51800 Progress: 51.8% Elapsed: 1 day, 2:06:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.3643 Generator_loss: 5.72532 
[INFO] 2021-01-02 11:05:53 > Step:   51900 Progress: 51.9% Elapsed: 1 day, 2:09:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.01004 Generator_loss: 4.89496 
[INFO] 2021-01-02 11:08:52 > Step:   52000 Progress: 52.0% Elapsed: 1 day, 2:12:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.34772 Generator_loss: 5.32026 
[INFO] 2021-01-02 11:08:52 > Start Evaluation (52000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 11:08:52 > Calculating FID Score....
[INFO] 2021-01-02 11:09:09 > Calculating Inception Score....
[INFO] 2021-01-02 11:09:14 > Calculate F_beta Score....
[INFO] 2021-01-02 11:09:36 > Calculate Accuracies....
[INFO] 2021-01-02 11:09:40 > Calculate Accuracies....
[INFO] 2021-01-02 11:09:42 > F_8 score (Step: 52000, Using valid images): 0.9237577638477537
[INFO] 2021-01-02 11:09:42 > F_1/8 score (Step: 52000, Using valid images): 0.9805821427218143
[INFO] 2021-01-02 11:09:42 > FID score (Step: 52000, Using valid moments): 20.761934221195247
[INFO] 2021-01-02 11:09:42 > Inception score (Step: 52000, 10000 generated images): 14.974609375
[INFO] 2021-01-02 11:09:42 > Best FID score (Step: 52000, Using valid moments): 20.761934221195247
[INFO] 2021-01-02 11:09:55 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 11:12:51 > Step:   52100 Progress: 52.1% Elapsed: 1 day, 2:16:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.05136 Generator_loss: 4.7635 
[INFO] 2021-01-02 11:15:47 > Step:   52200 Progress: 52.2% Elapsed: 1 day, 2:19:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.81266 Generator_loss: 5.41737 
[INFO] 2021-01-02 11:18:44 > Step:   52300 Progress: 52.3% Elapsed: 1 day, 2:22:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.42881 Generator_loss: 5.8061 
[INFO] 2021-01-02 11:21:43 > Step:   52400 Progress: 52.4% Elapsed: 1 day, 2:25:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.35878 Generator_loss: 4.58351 
[INFO] 2021-01-02 11:24:42 > Step:   52500 Progress: 52.5% Elapsed: 1 day, 2:28:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.58187 Generator_loss: 5.3413 
[INFO] 2021-01-02 11:27:43 > Step:   52600 Progress: 52.6% Elapsed: 1 day, 2:31:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.54365 Generator_loss: 3.97732 
[INFO] 2021-01-02 11:30:44 > Step:   52700 Progress: 52.7% Elapsed: 1 day, 2:34:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.51354 Generator_loss: 5.05612 
[INFO] 2021-01-02 11:33:44 > Step:   52800 Progress: 52.8% Elapsed: 1 day, 2:37:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.62039 Generator_loss: 5.41454 
[INFO] 2021-01-02 11:36:41 > Step:   52900 Progress: 52.9% Elapsed: 1 day, 2:40:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.36633 Generator_loss: 5.19224 
[INFO] 2021-01-02 11:39:39 > Step:   53000 Progress: 53.0% Elapsed: 1 day, 2:43:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.66874 Generator_loss: 5.49502 
[INFO] 2021-01-02 11:42:37 > Step:   53100 Progress: 53.1% Elapsed: 1 day, 2:46:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.40994 Generator_loss: 5.95482 
[INFO] 2021-01-02 11:45:35 > Step:   53200 Progress: 53.2% Elapsed: 1 day, 2:49:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.10641 Generator_loss: 4.51732 
[INFO] 2021-01-02 11:48:34 > Step:   53300 Progress: 53.3% Elapsed: 1 day, 2:52:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.67252 Generator_loss: 5.66382 
[INFO] 2021-01-02 11:51:31 > Step:   53400 Progress: 53.4% Elapsed: 1 day, 2:54:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.28056 Generator_loss: 5.03061 
[INFO] 2021-01-02 11:54:29 > Step:   53500 Progress: 53.5% Elapsed: 1 day, 2:57:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.1348 Generator_loss: 4.31103 
[INFO] 2021-01-02 11:57:27 > Step:   53600 Progress: 53.6% Elapsed: 1 day, 3:00:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.42741 Generator_loss: 4.35183 
[INFO] 2021-01-02 12:00:25 > Step:   53700 Progress: 53.7% Elapsed: 1 day, 3:03:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.51375 Generator_loss: 5.43969 
[INFO] 2021-01-02 12:03:24 > Step:   53800 Progress: 53.8% Elapsed: 1 day, 3:06:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.3961 Generator_loss: 4.98314 
[INFO] 2021-01-02 12:06:22 > Step:   53900 Progress: 53.9% Elapsed: 1 day, 3:09:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.50969 Generator_loss: 4.48561 
[INFO] 2021-01-02 12:09:19 > Step:   54000 Progress: 54.0% Elapsed: 1 day, 3:12:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.50767 Generator_loss: 3.8321 
[INFO] 2021-01-02 12:09:19 > Start Evaluation (54000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 12:09:19 > Calculating FID Score....
[INFO] 2021-01-02 12:09:35 > Calculating Inception Score....
[INFO] 2021-01-02 12:09:41 > Calculate F_beta Score....
[INFO] 2021-01-02 12:10:02 > Calculate Accuracies....
[INFO] 2021-01-02 12:10:05 > Calculate Accuracies....
[INFO] 2021-01-02 12:10:07 > F_8 score (Step: 54000, Using valid images): 0.9310717969586021
[INFO] 2021-01-02 12:10:07 > F_1/8 score (Step: 54000, Using valid images): 0.9817688299248544
[INFO] 2021-01-02 12:10:07 > FID score (Step: 54000, Using valid moments): 20.62398370926121
[INFO] 2021-01-02 12:10:07 > Inception score (Step: 54000, 10000 generated images): 15.09194564819336
[INFO] 2021-01-02 12:10:07 > Best FID score (Step: 54000, Using valid moments): 20.62398370926121
[INFO] 2021-01-02 12:10:21 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 12:13:18 > Step:   54100 Progress: 54.1% Elapsed: 1 day, 3:16:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.5847 Generator_loss: 5.61688 
[INFO] 2021-01-02 12:16:17 > Step:   54200 Progress: 54.2% Elapsed: 1 day, 3:19:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.34753 Generator_loss: 5.99834 
[INFO] 2021-01-02 12:19:13 > Step:   54300 Progress: 54.3% Elapsed: 1 day, 3:22:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.95718 Generator_loss: 4.82962 
[INFO] 2021-01-02 12:22:10 > Step:   54400 Progress: 54.4% Elapsed: 1 day, 3:25:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.01614 Generator_loss: 4.56318 
[INFO] 2021-01-02 12:25:07 > Step:   54500 Progress: 54.5% Elapsed: 1 day, 3:28:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.0607 Generator_loss: 4.67653 
[INFO] 2021-01-02 12:28:05 > Step:   54600 Progress: 54.6% Elapsed: 1 day, 3:31:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.6934 Generator_loss: 4.32539 
[INFO] 2021-01-02 12:31:02 > Step:   54700 Progress: 54.7% Elapsed: 1 day, 3:34:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.53852 Generator_loss: 5.56114 
[INFO] 2021-01-02 12:34:01 > Step:   54800 Progress: 54.8% Elapsed: 1 day, 3:37:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.33958 Generator_loss: 4.18825 
[INFO] 2021-01-02 12:36:59 > Step:   54900 Progress: 54.9% Elapsed: 1 day, 3:40:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.00963 Generator_loss: 4.74673 
[INFO] 2021-01-02 12:39:58 > Step:   55000 Progress: 55.0% Elapsed: 1 day, 3:43:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.91636 Generator_loss: 4.96202 
[INFO] 2021-01-02 12:42:57 > Step:   55100 Progress: 55.1% Elapsed: 1 day, 3:46:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.3634 Generator_loss: 5.54269 
[INFO] 2021-01-02 12:45:56 > Step:   55200 Progress: 55.2% Elapsed: 1 day, 3:49:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.54982 Generator_loss: 5.50636 
[INFO] 2021-01-02 12:48:55 > Step:   55300 Progress: 55.3% Elapsed: 1 day, 3:52:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.2808 Generator_loss: 4.29385 
[INFO] 2021-01-02 12:51:54 > Step:   55400 Progress: 55.4% Elapsed: 1 day, 3:55:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.38589 Generator_loss: 5.12222 
[INFO] 2021-01-02 12:54:53 > Step:   55500 Progress: 55.5% Elapsed: 1 day, 3:58:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.94397 Generator_loss: 4.86236 
[INFO] 2021-01-02 12:57:52 > Step:   55600 Progress: 55.6% Elapsed: 1 day, 4:01:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.36736 Generator_loss: 3.98815 
[INFO] 2021-01-02 13:00:51 > Step:   55700 Progress: 55.7% Elapsed: 1 day, 4:04:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.0802 Generator_loss: 4.604 
[INFO] 2021-01-02 13:03:50 > Step:   55800 Progress: 55.8% Elapsed: 1 day, 4:07:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.50152 Generator_loss: 4.13761 
[INFO] 2021-01-02 13:06:51 > Step:   55900 Progress: 55.9% Elapsed: 1 day, 4:10:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.04419 Generator_loss: 4.63573 
[INFO] 2021-01-02 13:09:49 > Step:   56000 Progress: 56.0% Elapsed: 1 day, 4:13:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.40029 Generator_loss: 4.05388 
[INFO] 2021-01-02 13:09:49 > Start Evaluation (56000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 13:09:49 > Calculating FID Score....
[INFO] 2021-01-02 13:10:06 > Calculating Inception Score....
[INFO] 2021-01-02 13:10:12 > Calculate F_beta Score....
[INFO] 2021-01-02 13:10:33 > Calculate Accuracies....
[INFO] 2021-01-02 13:10:37 > Calculate Accuracies....
[INFO] 2021-01-02 13:10:38 > F_8 score (Step: 56000, Using valid images): 0.9256448709702574
[INFO] 2021-01-02 13:10:38 > F_1/8 score (Step: 56000, Using valid images): 0.9831590604003801
[INFO] 2021-01-02 13:10:38 > FID score (Step: 56000, Using valid moments): 20.899476073296285
[INFO] 2021-01-02 13:10:38 > Inception score (Step: 56000, 10000 generated images): 15.265436172485352
[INFO] 2021-01-02 13:10:38 > Best FID score (Step: 54000, Using valid moments): 20.62398370926121
[INFO] 2021-01-02 13:10:45 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 13:13:43 > Step:   56100 Progress: 56.1% Elapsed: 1 day, 4:17:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.52521 Generator_loss: 5.60691 
[INFO] 2021-01-02 13:16:43 > Step:   56200 Progress: 56.2% Elapsed: 1 day, 4:20:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.52981 Generator_loss: 5.13569 
[INFO] 2021-01-02 13:19:42 > Step:   56300 Progress: 56.3% Elapsed: 1 day, 4:23:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.57922 Generator_loss: 3.64188 
[INFO] 2021-01-02 13:22:41 > Step:   56400 Progress: 56.4% Elapsed: 1 day, 4:26:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.35351 Generator_loss: 5.10381 
[INFO] 2021-01-02 13:25:39 > Step:   56500 Progress: 56.5% Elapsed: 1 day, 4:29:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.66734 Generator_loss: 5.80501 
[INFO] 2021-01-02 13:28:39 > Step:   56600 Progress: 56.6% Elapsed: 1 day, 4:32:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.33237 Generator_loss: 5.26987 
[INFO] 2021-01-02 13:31:38 > Step:   56700 Progress: 56.7% Elapsed: 1 day, 4:35:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.32568 Generator_loss: 4.48763 
[INFO] 2021-01-02 13:34:36 > Step:   56800 Progress: 56.8% Elapsed: 1 day, 4:38:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.49531 Generator_loss: 5.20309 
[INFO] 2021-01-02 13:37:38 > Step:   56900 Progress: 56.9% Elapsed: 1 day, 4:41:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.02111 Generator_loss: 4.56342 
[INFO] 2021-01-02 13:40:40 > Step:   57000 Progress: 57.0% Elapsed: 1 day, 4:44:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.96636 Generator_loss: 4.854 
[INFO] 2021-01-02 13:43:41 > Step:   57100 Progress: 57.1% Elapsed: 1 day, 4:47:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.38314 Generator_loss: 5.51831 
[INFO] 2021-01-02 13:46:39 > Step:   57200 Progress: 57.2% Elapsed: 1 day, 4:50:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.28643 Generator_loss: 4.61042 
[INFO] 2021-01-02 13:49:40 > Step:   57300 Progress: 57.3% Elapsed: 1 day, 4:53:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.23778 Generator_loss: 5.72256 
[INFO] 2021-01-02 13:52:39 > Step:   57400 Progress: 57.4% Elapsed: 1 day, 4:56:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.58669 Generator_loss: 5.55026 
[INFO] 2021-01-02 13:55:38 > Step:   57500 Progress: 57.5% Elapsed: 1 day, 4:59:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.55357 Generator_loss: 4.87241 
[INFO] 2021-01-02 13:58:37 > Step:   57600 Progress: 57.6% Elapsed: 1 day, 5:02:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.35475 Generator_loss: 5.96771 
[INFO] 2021-01-02 14:01:35 > Step:   57700 Progress: 57.7% Elapsed: 1 day, 5:05:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.60077 Generator_loss: 5.80146 
[INFO] 2021-01-02 14:04:34 > Step:   57800 Progress: 57.8% Elapsed: 1 day, 5:08:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.379 Generator_loss: 5.80572 
[INFO] 2021-01-02 14:07:34 > Step:   57900 Progress: 57.9% Elapsed: 1 day, 5:11:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.33302 Generator_loss: 5.92253 
[INFO] 2021-01-02 14:10:32 > Step:   58000 Progress: 58.0% Elapsed: 1 day, 5:14:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.97819 Generator_loss: 4.92835 
[INFO] 2021-01-02 14:10:32 > Start Evaluation (58000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 14:10:32 > Calculating FID Score....
[INFO] 2021-01-02 14:10:49 > Calculating Inception Score....
[INFO] 2021-01-02 14:10:54 > Calculate F_beta Score....
[INFO] 2021-01-02 14:11:16 > Calculate Accuracies....
[INFO] 2021-01-02 14:11:19 > Calculate Accuracies....
[INFO] 2021-01-02 14:11:21 > F_8 score (Step: 58000, Using valid images): 0.926796698710065
[INFO] 2021-01-02 14:11:21 > F_1/8 score (Step: 58000, Using valid images): 0.9794206761778536
[INFO] 2021-01-02 14:11:21 > FID score (Step: 58000, Using valid moments): 20.542377706726654
[INFO] 2021-01-02 14:11:21 > Inception score (Step: 58000, 10000 generated images): 15.505569458007812
[INFO] 2021-01-02 14:11:21 > Best FID score (Step: 58000, Using valid moments): 20.542377706726654
[INFO] 2021-01-02 14:11:35 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 14:14:34 > Step:   58100 Progress: 58.1% Elapsed: 1 day, 5:18:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.48049 Generator_loss: 3.87465 
[INFO] 2021-01-02 14:17:32 > Step:   58200 Progress: 58.2% Elapsed: 1 day, 5:21:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.42139 Generator_loss: 5.43303 
[INFO] 2021-01-02 14:20:33 > Step:   58300 Progress: 58.3% Elapsed: 1 day, 5:24:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.83565 Generator_loss: 5.38584 
[INFO] 2021-01-02 14:23:32 > Step:   58400 Progress: 58.4% Elapsed: 1 day, 5:27:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.80214 Generator_loss: 5.15057 
[INFO] 2021-01-02 14:26:31 > Step:   58500 Progress: 58.5% Elapsed: 1 day, 5:29:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.44122 Generator_loss: 4.80618 
[INFO] 2021-01-02 14:29:29 > Step:   58600 Progress: 58.6% Elapsed: 1 day, 5:32:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.60102 Generator_loss: 5.55824 
[INFO] 2021-01-02 14:32:27 > Step:   58700 Progress: 58.7% Elapsed: 1 day, 5:35:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.63065 Generator_loss: 5.79393 
[INFO] 2021-01-02 14:35:26 > Step:   58800 Progress: 58.8% Elapsed: 1 day, 5:38:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.89847 Generator_loss: 4.89923 
[INFO] 2021-01-02 14:38:25 > Step:   58900 Progress: 58.9% Elapsed: 1 day, 5:41:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.32674 Generator_loss: 4.27016 
[INFO] 2021-01-02 14:41:24 > Step:   59000 Progress: 59.0% Elapsed: 1 day, 5:44:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.8638 Generator_loss: 5.12068 
[INFO] 2021-01-02 14:44:23 > Step:   59100 Progress: 59.1% Elapsed: 1 day, 5:47:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.32199 Generator_loss: 4.05567 
[INFO] 2021-01-02 14:47:23 > Step:   59200 Progress: 59.2% Elapsed: 1 day, 5:50:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.07619 Generator_loss: 4.55536 
[INFO] 2021-01-02 14:50:22 > Step:   59300 Progress: 59.3% Elapsed: 1 day, 5:53:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.86161 Generator_loss: 4.99277 
[INFO] 2021-01-02 14:53:19 > Step:   59400 Progress: 59.4% Elapsed: 1 day, 5:56:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.52489 Generator_loss: 3.91265 
[INFO] 2021-01-02 14:56:18 > Step:   59500 Progress: 59.5% Elapsed: 1 day, 5:59:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.48511 Generator_loss: 4.01228 
[INFO] 2021-01-02 14:59:16 > Step:   59600 Progress: 59.6% Elapsed: 1 day, 6:02:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.54892 Generator_loss: 5.5985 
[INFO] 2021-01-02 15:02:16 > Step:   59700 Progress: 59.7% Elapsed: 1 day, 6:05:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.48541 Generator_loss: 5.23667 
[INFO] 2021-01-02 15:05:14 > Step:   59800 Progress: 59.8% Elapsed: 1 day, 6:08:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.56814 Generator_loss: 4.12183 
[INFO] 2021-01-02 15:08:14 > Step:   59900 Progress: 59.9% Elapsed: 1 day, 6:11:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.58904 Generator_loss: 5.20188 
[INFO] 2021-01-02 15:11:13 > Step:   60000 Progress: 60.0% Elapsed: 1 day, 6:14:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.75937 Generator_loss: 5.17651 
[INFO] 2021-01-02 15:11:13 > Start Evaluation (60000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 15:11:13 > Calculating FID Score....
[INFO] 2021-01-02 15:11:29 > Calculating Inception Score....
[INFO] 2021-01-02 15:11:35 > Calculate F_beta Score....
[INFO] 2021-01-02 15:11:55 > Calculate Accuracies....
[INFO] 2021-01-02 15:11:59 > Calculate Accuracies....
[INFO] 2021-01-02 15:12:00 > F_8 score (Step: 60000, Using valid images): 0.9296497522608606
[INFO] 2021-01-02 15:12:00 > F_1/8 score (Step: 60000, Using valid images): 0.978156102294871
[INFO] 2021-01-02 15:12:00 > FID score (Step: 60000, Using valid moments): 20.70649648995186
[INFO] 2021-01-02 15:12:00 > Inception score (Step: 60000, 10000 generated images): 15.205536842346191
[INFO] 2021-01-02 15:12:00 > Best FID score (Step: 58000, Using valid moments): 20.542377706726654
[INFO] 2021-01-02 15:12:07 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 15:15:08 > Step:   60100 Progress: 60.1% Elapsed: 1 day, 6:18:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.04739 Generator_loss: 4.68528 
[INFO] 2021-01-02 15:18:07 > Step:   60200 Progress: 60.2% Elapsed: 1 day, 6:21:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.54675 Generator_loss: 4.2531 
[INFO] 2021-01-02 15:21:06 > Step:   60300 Progress: 60.3% Elapsed: 1 day, 6:24:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.38671 Generator_loss: 4.66955 
[INFO] 2021-01-02 15:24:05 > Step:   60400 Progress: 60.4% Elapsed: 1 day, 6:27:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.23335 Generator_loss: 5.62304 
[INFO] 2021-01-02 15:27:05 > Step:   60500 Progress: 60.5% Elapsed: 1 day, 6:30:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.38061 Generator_loss: 5.11865 
[INFO] 2021-01-02 15:30:05 > Step:   60600 Progress: 60.6% Elapsed: 1 day, 6:33:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.46333 Generator_loss: 4.82268 
[INFO] 2021-01-02 15:33:07 > Step:   60700 Progress: 60.7% Elapsed: 1 day, 6:36:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.44663 Generator_loss: 4.53824 
[INFO] 2021-01-02 15:36:06 > Step:   60800 Progress: 60.8% Elapsed: 1 day, 6:39:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.29108 Generator_loss: 4.56268 
[INFO] 2021-01-02 15:39:04 > Step:   60900 Progress: 60.9% Elapsed: 1 day, 6:42:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.40543 Generator_loss: 3.94196 
[INFO] 2021-01-02 15:42:03 > Step:   61000 Progress: 61.0% Elapsed: 1 day, 6:45:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.71619 Generator_loss: 5.61738 
[INFO] 2021-01-02 15:45:03 > Step:   61100 Progress: 61.1% Elapsed: 1 day, 6:48:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.38237 Generator_loss: 3.91122 
[INFO] 2021-01-02 15:48:04 > Step:   61200 Progress: 61.2% Elapsed: 1 day, 6:51:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.25236 Generator_loss: 5.58942 
[INFO] 2021-01-02 15:51:03 > Step:   61300 Progress: 61.3% Elapsed: 1 day, 6:54:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.59143 Generator_loss: 5.12962 
[INFO] 2021-01-02 15:54:03 > Step:   61400 Progress: 61.4% Elapsed: 1 day, 6:57:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.45252 Generator_loss: 5.60954 
[INFO] 2021-01-02 15:57:05 > Step:   61500 Progress: 61.5% Elapsed: 1 day, 7:00:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.65138 Generator_loss: 5.6184 
[INFO] 2021-01-02 16:00:06 > Step:   61600 Progress: 61.6% Elapsed: 1 day, 7:03:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.25858 Generator_loss: 5.02574 
[INFO] 2021-01-02 16:03:04 > Step:   61700 Progress: 61.7% Elapsed: 1 day, 7:06:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.48286 Generator_loss: 5.08857 
[INFO] 2021-01-02 16:06:05 > Step:   61800 Progress: 61.8% Elapsed: 1 day, 7:09:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.27784 Generator_loss: 5.50343 
[INFO] 2021-01-02 16:09:07 > Step:   61900 Progress: 61.9% Elapsed: 1 day, 7:12:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.2894 Generator_loss: 5.95448 
[INFO] 2021-01-02 16:12:06 > Step:   62000 Progress: 62.0% Elapsed: 1 day, 7:15:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.55031 Generator_loss: 3.83953 
[INFO] 2021-01-02 16:12:06 > Start Evaluation (62000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 16:12:06 > Calculating FID Score....
[INFO] 2021-01-02 16:12:22 > Calculating Inception Score....
[INFO] 2021-01-02 16:12:27 > Calculate F_beta Score....
[INFO] 2021-01-02 16:12:48 > Calculate Accuracies....
[INFO] 2021-01-02 16:12:52 > Calculate Accuracies....
[INFO] 2021-01-02 16:12:53 > F_8 score (Step: 62000, Using valid images): 0.9308575901685358
[INFO] 2021-01-02 16:12:53 > F_1/8 score (Step: 62000, Using valid images): 0.9802296764975718
[INFO] 2021-01-02 16:12:53 > FID score (Step: 62000, Using valid moments): 20.551901557310998
[INFO] 2021-01-02 16:12:53 > Inception score (Step: 62000, 10000 generated images): 15.002250671386719
[INFO] 2021-01-02 16:12:53 > Best FID score (Step: 58000, Using valid moments): 20.542377706726654
[INFO] 2021-01-02 16:13:00 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 16:15:59 > Step:   62100 Progress: 62.1% Elapsed: 1 day, 7:19:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.00564 Generator_loss: 4.73999 
[INFO] 2021-01-02 16:18:56 > Step:   62200 Progress: 62.2% Elapsed: 1 day, 7:22:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.31687 Generator_loss: 4.23259 
[INFO] 2021-01-02 16:21:54 > Step:   62300 Progress: 62.3% Elapsed: 1 day, 7:25:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.86724 Generator_loss: 5.06373 
[INFO] 2021-01-02 16:24:54 > Step:   62400 Progress: 62.4% Elapsed: 1 day, 7:28:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.36709 Generator_loss: 4.41763 
[INFO] 2021-01-02 16:27:55 > Step:   62500 Progress: 62.5% Elapsed: 1 day, 7:31:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.18304 Generator_loss: 4.39944 
[INFO] 2021-01-02 16:30:55 > Step:   62600 Progress: 62.6% Elapsed: 1 day, 7:34:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.5803 Generator_loss: 5.87739 
[INFO] 2021-01-02 16:33:55 > Step:   62700 Progress: 62.7% Elapsed: 1 day, 7:37:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.34726 Generator_loss: 5.78162 
[INFO] 2021-01-02 16:36:55 > Step:   62800 Progress: 62.8% Elapsed: 1 day, 7:40:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.02192 Generator_loss: 4.51329 
[INFO] 2021-01-02 16:39:56 > Step:   62900 Progress: 62.9% Elapsed: 1 day, 7:43:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.59926 Generator_loss: 5.78573 
[INFO] 2021-01-02 16:42:57 > Step:   63000 Progress: 63.0% Elapsed: 1 day, 7:46:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.31898 Generator_loss: 4.85787 
[INFO] 2021-01-02 16:45:57 > Step:   63100 Progress: 63.1% Elapsed: 1 day, 7:49:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.85086 Generator_loss: 5.12992 
[INFO] 2021-01-02 16:48:55 > Step:   63200 Progress: 63.2% Elapsed: 1 day, 7:52:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.48957 Generator_loss: 4.56819 
[INFO] 2021-01-02 16:51:54 > Step:   63300 Progress: 63.3% Elapsed: 1 day, 7:55:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.2261 Generator_loss: 6.06357 
[INFO] 2021-01-02 16:54:53 > Step:   63400 Progress: 63.4% Elapsed: 1 day, 7:58:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.65663 Generator_loss: 5.48284 
[INFO] 2021-01-02 16:57:53 > Step:   63500 Progress: 63.5% Elapsed: 1 day, 8:01:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.58211 Generator_loss: 4.99564 
[INFO] 2021-01-02 17:00:52 > Step:   63600 Progress: 63.6% Elapsed: 1 day, 8:04:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.34579 Generator_loss: 5.94251 
[INFO] 2021-01-02 17:03:49 > Step:   63700 Progress: 63.7% Elapsed: 1 day, 8:07:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.00378 Generator_loss: 4.7049 
[INFO] 2021-01-02 17:06:47 > Step:   63800 Progress: 63.8% Elapsed: 1 day, 8:10:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.6501 Generator_loss: 5.47757 
[INFO] 2021-01-02 17:09:45 > Step:   63900 Progress: 63.9% Elapsed: 1 day, 8:13:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.5082 Generator_loss: 4.07823 
[INFO] 2021-01-02 17:12:45 > Step:   64000 Progress: 64.0% Elapsed: 1 day, 8:16:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.37497 Generator_loss: 4.51984 
[INFO] 2021-01-02 17:12:45 > Start Evaluation (64000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 17:12:45 > Calculating FID Score....
[INFO] 2021-01-02 17:13:01 > Calculating Inception Score....
[INFO] 2021-01-02 17:13:07 > Calculate F_beta Score....
[INFO] 2021-01-02 17:13:29 > Calculate Accuracies....
[INFO] 2021-01-02 17:13:32 > Calculate Accuracies....
[INFO] 2021-01-02 17:13:34 > F_8 score (Step: 64000, Using valid images): 0.9310577229166168
[INFO] 2021-01-02 17:13:34 > F_1/8 score (Step: 64000, Using valid images): 0.9776423487165278
[INFO] 2021-01-02 17:13:34 > FID score (Step: 64000, Using valid moments): 20.53148746202305
[INFO] 2021-01-02 17:13:34 > Inception score (Step: 64000, 10000 generated images): 15.722088813781738
[INFO] 2021-01-02 17:13:34 > Best FID score (Step: 64000, Using valid moments): 20.53148746202305
[INFO] 2021-01-02 17:13:48 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 17:16:47 > Step:   64100 Progress: 64.1% Elapsed: 1 day, 8:20:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.66436 Generator_loss: 5.65006 
[INFO] 2021-01-02 17:19:46 > Step:   64200 Progress: 64.2% Elapsed: 1 day, 8:23:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.51541 Generator_loss: 3.88059 
[INFO] 2021-01-02 17:22:45 > Step:   64300 Progress: 64.3% Elapsed: 1 day, 8:26:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.22806 Generator_loss: 5.61268 
[INFO] 2021-01-02 17:25:43 > Step:   64400 Progress: 64.4% Elapsed: 1 day, 8:29:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.67651 Generator_loss: 3.657 
[INFO] 2021-01-02 17:28:43 > Step:   64500 Progress: 64.5% Elapsed: 1 day, 8:32:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.26345 Generator_loss: 5.51122 
[INFO] 2021-01-02 17:31:40 > Step:   64600 Progress: 64.6% Elapsed: 1 day, 8:35:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.50146 Generator_loss: 4.05035 
[INFO] 2021-01-02 17:34:40 > Step:   64700 Progress: 64.7% Elapsed: 1 day, 8:38:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.60938 Generator_loss: 5.20597 
[INFO] 2021-01-02 17:37:40 > Step:   64800 Progress: 64.8% Elapsed: 1 day, 8:41:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.30935 Generator_loss: 5.0046 
[INFO] 2021-01-02 17:40:38 > Step:   64900 Progress: 64.9% Elapsed: 1 day, 8:44:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.93654 Generator_loss: 4.83113 
[INFO] 2021-01-02 17:43:37 > Step:   65000 Progress: 65.0% Elapsed: 1 day, 8:47:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.25634 Generator_loss: 5.63974 
[INFO] 2021-01-02 17:46:36 > Step:   65100 Progress: 65.1% Elapsed: 1 day, 8:50:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.46026 Generator_loss: 4.26987 
[INFO] 2021-01-02 17:49:35 > Step:   65200 Progress: 65.2% Elapsed: 1 day, 8:53:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.96786 Generator_loss: 4.75027 
[INFO] 2021-01-02 17:52:33 > Step:   65300 Progress: 65.3% Elapsed: 1 day, 8:56:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.29783 Generator_loss: 6.03898 
[INFO] 2021-01-02 17:55:32 > Step:   65400 Progress: 65.4% Elapsed: 1 day, 8:59:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.9393 Generator_loss: 4.90772 
[INFO] 2021-01-02 17:58:31 > Step:   65500 Progress: 65.5% Elapsed: 1 day, 9:02:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.44493 Generator_loss: 4.35703 
[INFO] 2021-01-02 18:01:31 > Step:   65600 Progress: 65.6% Elapsed: 1 day, 9:05:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.43222 Generator_loss: 4.27447 
[INFO] 2021-01-02 18:04:30 > Step:   65700 Progress: 65.7% Elapsed: 1 day, 9:07:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.55174 Generator_loss: 3.80056 
[INFO] 2021-01-02 18:07:29 > Step:   65800 Progress: 65.8% Elapsed: 1 day, 9:10:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.52641 Generator_loss: 5.25308 
[INFO] 2021-01-02 18:10:26 > Step:   65900 Progress: 65.9% Elapsed: 1 day, 9:13:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.72226 Generator_loss: 5.46549 
[INFO] 2021-01-02 18:13:23 > Step:   66000 Progress: 66.0% Elapsed: 1 day, 9:16:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.41043 Generator_loss: 5.73588 
[INFO] 2021-01-02 18:13:23 > Start Evaluation (66000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 18:13:23 > Calculating FID Score....
[INFO] 2021-01-02 18:13:40 > Calculating Inception Score....
[INFO] 2021-01-02 18:13:46 > Calculate F_beta Score....
[INFO] 2021-01-02 18:14:07 > Calculate Accuracies....
[INFO] 2021-01-02 18:14:10 > Calculate Accuracies....
[INFO] 2021-01-02 18:14:12 > F_8 score (Step: 66000, Using valid images): 0.9268261545349112
[INFO] 2021-01-02 18:14:12 > F_1/8 score (Step: 66000, Using valid images): 0.9801704010412643
[INFO] 2021-01-02 18:14:12 > FID score (Step: 66000, Using valid moments): 20.91322449714221
[INFO] 2021-01-02 18:14:12 > Inception score (Step: 66000, 10000 generated images): 15.142097473144531
[INFO] 2021-01-02 18:14:12 > Best FID score (Step: 64000, Using valid moments): 20.53148746202305
[INFO] 2021-01-02 18:14:19 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 18:17:17 > Step:   66100 Progress: 66.1% Elapsed: 1 day, 9:20:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.41597 Generator_loss: 4.68009 
[INFO] 2021-01-02 18:20:16 > Step:   66200 Progress: 66.2% Elapsed: 1 day, 9:23:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.6068 Generator_loss: 5.82219 
[INFO] 2021-01-02 18:23:14 > Step:   66300 Progress: 66.3% Elapsed: 1 day, 9:26:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.3192 Generator_loss: 5.47384 
[INFO] 2021-01-02 18:26:13 > Step:   66400 Progress: 66.4% Elapsed: 1 day, 9:29:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.36525 Generator_loss: 5.71613 
[INFO] 2021-01-02 18:29:12 > Step:   66500 Progress: 66.5% Elapsed: 1 day, 9:32:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.36492 Generator_loss: 3.97415 
[INFO] 2021-01-02 18:32:12 > Step:   66600 Progress: 66.6% Elapsed: 1 day, 9:35:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.56188 Generator_loss: 5.78516 
[INFO] 2021-01-02 18:35:10 > Step:   66700 Progress: 66.7% Elapsed: 1 day, 9:38:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.19717 Generator_loss: 4.44465 
[INFO] 2021-01-02 18:38:10 > Step:   66800 Progress: 66.8% Elapsed: 1 day, 9:41:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.56739 Generator_loss: 3.70909 
[INFO] 2021-01-02 18:41:10 > Step:   66900 Progress: 66.9% Elapsed: 1 day, 9:44:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.0522 Generator_loss: 4.59588 
[INFO] 2021-01-02 18:44:08 > Step:   67000 Progress: 67.0% Elapsed: 1 day, 9:47:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.60267 Generator_loss: 5.59266 
[INFO] 2021-01-02 18:47:08 > Step:   67100 Progress: 67.1% Elapsed: 1 day, 9:50:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.45701 Generator_loss: 4.00264 
[INFO] 2021-01-02 18:50:07 > Step:   67200 Progress: 67.2% Elapsed: 1 day, 9:53:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.54463 Generator_loss: 3.86686 
[INFO] 2021-01-02 18:53:09 > Step:   67300 Progress: 67.3% Elapsed: 1 day, 9:56:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.76071 Generator_loss: 5.45518 
[INFO] 2021-01-02 18:56:08 > Step:   67400 Progress: 67.4% Elapsed: 1 day, 9:59:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.50606 Generator_loss: 5.34903 
[INFO] 2021-01-02 18:59:07 > Step:   67500 Progress: 67.5% Elapsed: 1 day, 10:02:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.44335 Generator_loss: 4.91496 
[INFO] 2021-01-02 19:02:08 > Step:   67600 Progress: 67.6% Elapsed: 1 day, 10:05:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.22887 Generator_loss: 5.68673 
[INFO] 2021-01-02 19:05:06 > Step:   67700 Progress: 67.7% Elapsed: 1 day, 10:08:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.25342 Generator_loss: 5.78578 
[INFO] 2021-01-02 19:08:05 > Step:   67800 Progress: 67.8% Elapsed: 1 day, 10:11:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.47009 Generator_loss: 6.15109 
[INFO] 2021-01-02 19:11:06 > Step:   67900 Progress: 67.9% Elapsed: 1 day, 10:14:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.06767 Generator_loss: 4.54989 
[INFO] 2021-01-02 19:14:04 > Step:   68000 Progress: 68.0% Elapsed: 1 day, 10:17:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.44626 Generator_loss: 5.19146 
[INFO] 2021-01-02 19:14:04 > Start Evaluation (68000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 19:14:04 > Calculating FID Score....
[INFO] 2021-01-02 19:14:20 > Calculating Inception Score....
[INFO] 2021-01-02 19:14:25 > Calculate F_beta Score....
[INFO] 2021-01-02 19:14:47 > Calculate Accuracies....
[INFO] 2021-01-02 19:14:51 > Calculate Accuracies....
[INFO] 2021-01-02 19:14:53 > F_8 score (Step: 68000, Using valid images): 0.9294567522909926
[INFO] 2021-01-02 19:14:53 > F_1/8 score (Step: 68000, Using valid images): 0.9761320451117143
[INFO] 2021-01-02 19:14:53 > FID score (Step: 68000, Using valid moments): 20.767819435751903
[INFO] 2021-01-02 19:14:53 > Inception score (Step: 68000, 10000 generated images): 15.378622055053711
[INFO] 2021-01-02 19:14:53 > Best FID score (Step: 64000, Using valid moments): 20.53148746202305
[INFO] 2021-01-02 19:15:00 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 19:17:58 > Step:   68100 Progress: 68.1% Elapsed: 1 day, 10:21:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.40645 Generator_loss: 4.61632 
[INFO] 2021-01-02 19:20:56 > Step:   68200 Progress: 68.2% Elapsed: 1 day, 10:24:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.57719 Generator_loss: 5.5357 
[INFO] 2021-01-02 19:23:55 > Step:   68300 Progress: 68.3% Elapsed: 1 day, 10:27:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.32799 Generator_loss: 5.48709 
[INFO] 2021-01-02 19:26:54 > Step:   68400 Progress: 68.4% Elapsed: 1 day, 10:30:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.45988 Generator_loss: 4.74519 
[INFO] 2021-01-02 19:29:51 > Step:   68500 Progress: 68.5% Elapsed: 1 day, 10:33:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.90065 Generator_loss: 4.97559 
[INFO] 2021-01-02 19:32:50 > Step:   68600 Progress: 68.6% Elapsed: 1 day, 10:36:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.46191 Generator_loss: 5.17828 
[INFO] 2021-01-02 19:35:50 > Step:   68700 Progress: 68.7% Elapsed: 1 day, 10:39:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.93959 Generator_loss: 5.12226 
[INFO] 2021-01-02 19:38:49 > Step:   68800 Progress: 68.8% Elapsed: 1 day, 10:42:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.24613 Generator_loss: 4.90497 
[INFO] 2021-01-02 19:41:47 > Step:   68900 Progress: 68.9% Elapsed: 1 day, 10:45:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.4416 Generator_loss: 5.84168 
[INFO] 2021-01-02 19:44:45 > Step:   69000 Progress: 69.0% Elapsed: 1 day, 10:48:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.39578 Generator_loss: 3.91625 
[INFO] 2021-01-02 19:47:45 > Step:   69100 Progress: 69.1% Elapsed: 1 day, 10:51:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.33502 Generator_loss: 5.04486 
[INFO] 2021-01-02 19:50:45 > Step:   69200 Progress: 69.2% Elapsed: 1 day, 10:54:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.99691 Generator_loss: 4.75207 
[INFO] 2021-01-02 19:53:44 > Step:   69300 Progress: 69.3% Elapsed: 1 day, 10:57:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.28459 Generator_loss: 5.1894 
[INFO] 2021-01-02 19:56:43 > Step:   69400 Progress: 69.4% Elapsed: 1 day, 11:00:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.44717 Generator_loss: 4.474 
[INFO] 2021-01-02 19:59:43 > Step:   69500 Progress: 69.5% Elapsed: 1 day, 11:03:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.51446 Generator_loss: 4.00382 
[INFO] 2021-01-02 20:02:41 > Step:   69600 Progress: 69.6% Elapsed: 1 day, 11:06:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.96832 Generator_loss: 4.85847 
[INFO] 2021-01-02 20:05:39 > Step:   69700 Progress: 69.7% Elapsed: 1 day, 11:09:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.16114 Generator_loss: 5.00788 
[INFO] 2021-01-02 20:08:40 > Step:   69800 Progress: 69.8% Elapsed: 1 day, 11:12:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.43993 Generator_loss: 5.01414 
[INFO] 2021-01-02 20:11:40 > Step:   69900 Progress: 69.9% Elapsed: 1 day, 11:15:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.333 Generator_loss: 4.80328 
[INFO] 2021-01-02 20:14:38 > Step:   70000 Progress: 70.0% Elapsed: 1 day, 11:18:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.26142 Generator_loss: 5.3176 
[INFO] 2021-01-02 20:14:38 > Start Evaluation (70000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 20:14:38 > Calculating FID Score....
[INFO] 2021-01-02 20:14:55 > Calculating Inception Score....
[INFO] 2021-01-02 20:15:00 > Calculate F_beta Score....
[INFO] 2021-01-02 20:15:22 > Calculate Accuracies....
[INFO] 2021-01-02 20:15:26 > Calculate Accuracies....
[INFO] 2021-01-02 20:15:27 > F_8 score (Step: 70000, Using valid images): 0.9290370443936932
[INFO] 2021-01-02 20:15:27 > F_1/8 score (Step: 70000, Using valid images): 0.9822560346119005
[INFO] 2021-01-02 20:15:27 > FID score (Step: 70000, Using valid moments): 20.2545428528569
[INFO] 2021-01-02 20:15:27 > Inception score (Step: 70000, 10000 generated images): 15.4392728805542
[INFO] 2021-01-02 20:15:27 > Best FID score (Step: 70000, Using valid moments): 20.2545428528569
[INFO] 2021-01-02 20:15:41 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 20:18:40 > Step:   70100 Progress: 70.1% Elapsed: 1 day, 11:22:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.34096 Generator_loss: 5.13452 
[INFO] 2021-01-02 20:21:39 > Step:   70200 Progress: 70.2% Elapsed: 1 day, 11:25:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.83547 Generator_loss: 5.11484 
[INFO] 2021-01-02 20:24:38 > Step:   70300 Progress: 70.3% Elapsed: 1 day, 11:28:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.44861 Generator_loss: 4.51831 
[INFO] 2021-01-02 20:27:36 > Step:   70400 Progress: 70.4% Elapsed: 1 day, 11:31:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.31213 Generator_loss: 5.99159 
[INFO] 2021-01-02 20:30:32 > Step:   70500 Progress: 70.5% Elapsed: 1 day, 11:34:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.16615 Generator_loss: 5.18847 
[INFO] 2021-01-02 20:33:30 > Step:   70600 Progress: 70.6% Elapsed: 1 day, 11:36:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.17969 Generator_loss: 5.42866 
[INFO] 2021-01-02 20:36:28 > Step:   70700 Progress: 70.7% Elapsed: 1 day, 11:39:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.30982 Generator_loss: 4.96952 
[INFO] 2021-01-02 20:39:29 > Step:   70800 Progress: 70.8% Elapsed: 1 day, 11:42:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.25499 Generator_loss: 6.07855 
[INFO] 2021-01-02 20:42:27 > Step:   70900 Progress: 70.9% Elapsed: 1 day, 11:45:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.33413 Generator_loss: 4.89122 
[INFO] 2021-01-02 20:45:27 > Step:   71000 Progress: 71.0% Elapsed: 1 day, 11:48:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.37144 Generator_loss: 4.14271 
[INFO] 2021-01-02 20:48:26 > Step:   71100 Progress: 71.1% Elapsed: 1 day, 11:51:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.61686 Generator_loss: 5.23139 
[INFO] 2021-01-02 20:51:27 > Step:   71200 Progress: 71.2% Elapsed: 1 day, 11:54:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.51489 Generator_loss: 4.63704 
[INFO] 2021-01-02 20:54:26 > Step:   71300 Progress: 71.3% Elapsed: 1 day, 11:57:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.39236 Generator_loss: 4.08985 
[INFO] 2021-01-02 20:57:26 > Step:   71400 Progress: 71.4% Elapsed: 1 day, 12:00:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.43234 Generator_loss: 5.40978 
[INFO] 2021-01-02 21:00:25 > Step:   71500 Progress: 71.5% Elapsed: 1 day, 12:03:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.36439 Generator_loss: 4.05955 
[INFO] 2021-01-02 21:03:24 > Step:   71600 Progress: 71.6% Elapsed: 1 day, 12:06:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.33577 Generator_loss: 4.96433 
[INFO] 2021-01-02 21:06:23 > Step:   71700 Progress: 71.7% Elapsed: 1 day, 12:09:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.25907 Generator_loss: 5.73461 
[INFO] 2021-01-02 21:09:22 > Step:   71800 Progress: 71.8% Elapsed: 1 day, 12:12:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.37418 Generator_loss: 4.07706 
[INFO] 2021-01-02 21:12:21 > Step:   71900 Progress: 71.9% Elapsed: 1 day, 12:15:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.20498 Generator_loss: 5.49009 
[INFO] 2021-01-02 21:15:19 > Step:   72000 Progress: 72.0% Elapsed: 1 day, 12:18:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.57888 Generator_loss: 4.42992 
[INFO] 2021-01-02 21:15:19 > Start Evaluation (72000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 21:15:19 > Calculating FID Score....
[INFO] 2021-01-02 21:15:35 > Calculating Inception Score....
[INFO] 2021-01-02 21:15:40 > Calculate F_beta Score....
[INFO] 2021-01-02 21:16:05 > Calculate Accuracies....
[INFO] 2021-01-02 21:16:08 > Calculate Accuracies....
[INFO] 2021-01-02 21:16:10 > F_8 score (Step: 72000, Using valid images): 0.9236750798874976
[INFO] 2021-01-02 21:16:10 > F_1/8 score (Step: 72000, Using valid images): 0.9824037402475759
[INFO] 2021-01-02 21:16:10 > FID score (Step: 72000, Using valid moments): 20.390343203825864
[INFO] 2021-01-02 21:16:10 > Inception score (Step: 72000, 10000 generated images): 15.432924270629883
[INFO] 2021-01-02 21:16:10 > Best FID score (Step: 70000, Using valid moments): 20.2545428528569
[INFO] 2021-01-02 21:16:17 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 21:19:15 > Step:   72100 Progress: 72.1% Elapsed: 1 day, 12:22:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.3882 Generator_loss: 5.20216 
[INFO] 2021-01-02 21:22:16 > Step:   72200 Progress: 72.2% Elapsed: 1 day, 12:25:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.385 Generator_loss: 4.7202 
[INFO] 2021-01-02 21:25:13 > Step:   72300 Progress: 72.3% Elapsed: 1 day, 12:28:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.48293 Generator_loss: 5.84508 
[INFO] 2021-01-02 21:28:13 > Step:   72400 Progress: 72.4% Elapsed: 1 day, 12:31:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.32859 Generator_loss: 5.33779 
[INFO] 2021-01-02 21:31:13 > Step:   72500 Progress: 72.5% Elapsed: 1 day, 12:34:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.61426 Generator_loss: 5.54592 
[INFO] 2021-01-02 21:34:13 > Step:   72600 Progress: 72.6% Elapsed: 1 day, 12:37:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.28814 Generator_loss: 4.34407 
[INFO] 2021-01-02 21:37:12 > Step:   72700 Progress: 72.7% Elapsed: 1 day, 12:40:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.47407 Generator_loss: 5.72493 
[INFO] 2021-01-02 21:40:09 > Step:   72800 Progress: 72.8% Elapsed: 1 day, 12:43:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.40507 Generator_loss: 4.14986 
[INFO] 2021-01-02 21:43:07 > Step:   72900 Progress: 72.9% Elapsed: 1 day, 12:46:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.28148 Generator_loss: 6.07327 
[INFO] 2021-01-02 21:46:05 > Step:   73000 Progress: 73.0% Elapsed: 1 day, 12:49:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.45067 Generator_loss: 4.34882 
[INFO] 2021-01-02 21:49:04 > Step:   73100 Progress: 73.1% Elapsed: 1 day, 12:52:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.46351 Generator_loss: 5.06096 
[INFO] 2021-01-02 21:52:05 > Step:   73200 Progress: 73.2% Elapsed: 1 day, 12:55:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.47195 Generator_loss: 5.94364 
[INFO] 2021-01-02 21:55:04 > Step:   73300 Progress: 73.3% Elapsed: 1 day, 12:58:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.21703 Generator_loss: 4.38545 
[INFO] 2021-01-02 21:58:06 > Step:   73400 Progress: 73.4% Elapsed: 1 day, 13:01:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.49976 Generator_loss: 5.19943 
[INFO] 2021-01-02 22:01:04 > Step:   73500 Progress: 73.5% Elapsed: 1 day, 13:04:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.3483 Generator_loss: 5.36152 
[INFO] 2021-01-02 22:04:01 > Step:   73600 Progress: 73.6% Elapsed: 1 day, 13:07:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.20717 Generator_loss: 4.37755 
[INFO] 2021-01-02 22:07:00 > Step:   73700 Progress: 73.7% Elapsed: 1 day, 13:10:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.27803 Generator_loss: 4.34245 
[INFO] 2021-01-02 22:09:57 > Step:   73800 Progress: 73.8% Elapsed: 1 day, 13:13:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.69192 Generator_loss: 5.34758 
[INFO] 2021-01-02 22:12:55 > Step:   73900 Progress: 73.9% Elapsed: 1 day, 13:16:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.60007 Generator_loss: 5.57721 
[INFO] 2021-01-02 22:15:52 > Step:   74000 Progress: 74.0% Elapsed: 1 day, 13:19:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.98959 Generator_loss: 4.69088 
[INFO] 2021-01-02 22:15:52 > Start Evaluation (74000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 22:15:52 > Calculating FID Score....
[INFO] 2021-01-02 22:16:08 > Calculating Inception Score....
[INFO] 2021-01-02 22:16:14 > Calculate F_beta Score....
[INFO] 2021-01-02 22:16:35 > Calculate Accuracies....
[INFO] 2021-01-02 22:16:38 > Calculate Accuracies....
[INFO] 2021-01-02 22:16:40 > F_8 score (Step: 74000, Using valid images): 0.9354224505996992
[INFO] 2021-01-02 22:16:40 > F_1/8 score (Step: 74000, Using valid images): 0.9815810706894088
[INFO] 2021-01-02 22:16:40 > FID score (Step: 74000, Using valid moments): 20.34502032433778
[INFO] 2021-01-02 22:16:40 > Inception score (Step: 74000, 10000 generated images): 15.400262832641602
[INFO] 2021-01-02 22:16:40 > Best FID score (Step: 70000, Using valid moments): 20.2545428528569
[INFO] 2021-01-02 22:16:47 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 22:19:45 > Step:   74100 Progress: 74.1% Elapsed: 1 day, 13:23:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.33867 Generator_loss: 5.04776 
[INFO] 2021-01-02 22:22:45 > Step:   74200 Progress: 74.2% Elapsed: 1 day, 13:26:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.24035 Generator_loss: 5.63506 
[INFO] 2021-01-02 22:25:42 > Step:   74300 Progress: 74.3% Elapsed: 1 day, 13:29:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.14979 Generator_loss: 5.57059 
[INFO] 2021-01-02 22:28:42 > Step:   74400 Progress: 74.4% Elapsed: 1 day, 13:32:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.20923 Generator_loss: 5.8803 
[INFO] 2021-01-02 22:31:41 > Step:   74500 Progress: 74.5% Elapsed: 1 day, 13:35:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.1151 Generator_loss: 5.76795 
[INFO] 2021-01-02 22:34:42 > Step:   74600 Progress: 74.6% Elapsed: 1 day, 13:38:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.32151 Generator_loss: 5.8131 
[INFO] 2021-01-02 22:37:42 > Step:   74700 Progress: 74.7% Elapsed: 1 day, 13:41:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.33135 Generator_loss: 3.81011 
[INFO] 2021-01-02 22:40:42 > Step:   74800 Progress: 74.8% Elapsed: 1 day, 13:44:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.47541 Generator_loss: 4.5186 
[INFO] 2021-01-02 22:43:41 > Step:   74900 Progress: 74.9% Elapsed: 1 day, 13:47:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.72641 Generator_loss: 5.2861 
[INFO] 2021-01-02 22:46:40 > Step:   75000 Progress: 75.0% Elapsed: 1 day, 13:50:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.92979 Generator_loss: 4.89966 
[INFO] 2021-01-02 22:49:38 > Step:   75100 Progress: 75.1% Elapsed: 1 day, 13:53:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.44381 Generator_loss: 3.92468 
[INFO] 2021-01-02 22:52:37 > Step:   75200 Progress: 75.2% Elapsed: 1 day, 13:56:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.47044 Generator_loss: 5.18031 
[INFO] 2021-01-02 22:55:35 > Step:   75300 Progress: 75.3% Elapsed: 1 day, 13:59:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.90681 Generator_loss: 4.9029 
[INFO] 2021-01-02 22:58:32 > Step:   75400 Progress: 75.4% Elapsed: 1 day, 14:02:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.2611 Generator_loss: 6.03234 
[INFO] 2021-01-02 23:01:29 > Step:   75500 Progress: 75.5% Elapsed: 1 day, 14:04:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.41433 Generator_loss: 3.97058 
[INFO] 2021-01-02 23:04:27 > Step:   75600 Progress: 75.6% Elapsed: 1 day, 14:07:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.52212 Generator_loss: 5.847 
[INFO] 2021-01-02 23:07:25 > Step:   75700 Progress: 75.7% Elapsed: 1 day, 14:10:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.25822 Generator_loss: 4.0709 
[INFO] 2021-01-02 23:10:24 > Step:   75800 Progress: 75.8% Elapsed: 1 day, 14:13:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.16061 Generator_loss: 5.17897 
[INFO] 2021-01-02 23:13:22 > Step:   75900 Progress: 75.9% Elapsed: 1 day, 14:16:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.94203 Generator_loss: 4.92598 
[INFO] 2021-01-02 23:16:20 > Step:   76000 Progress: 76.0% Elapsed: 1 day, 14:19:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.50477 Generator_loss: 3.87236 
[INFO] 2021-01-02 23:16:20 > Start Evaluation (76000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 23:16:20 > Calculating FID Score....
[INFO] 2021-01-02 23:16:36 > Calculating Inception Score....
[INFO] 2021-01-02 23:16:42 > Calculate F_beta Score....
[INFO] 2021-01-02 23:17:04 > Calculate Accuracies....
[INFO] 2021-01-02 23:17:07 > Calculate Accuracies....
[INFO] 2021-01-02 23:17:09 > F_8 score (Step: 76000, Using valid images): 0.9395913149412813
[INFO] 2021-01-02 23:17:09 > F_1/8 score (Step: 76000, Using valid images): 0.9812691886511169
[INFO] 2021-01-02 23:17:09 > FID score (Step: 76000, Using valid moments): 20.527353315523385
[INFO] 2021-01-02 23:17:09 > Inception score (Step: 76000, 10000 generated images): 15.6003999710083
[INFO] 2021-01-02 23:17:09 > Best FID score (Step: 70000, Using valid moments): 20.2545428528569
[INFO] 2021-01-02 23:17:16 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-02 23:20:14 > Step:   76100 Progress: 76.1% Elapsed: 1 day, 14:23:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.19461 Generator_loss: 4.95966 
[INFO] 2021-01-02 23:23:14 > Step:   76200 Progress: 76.2% Elapsed: 1 day, 14:26:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.5226 Generator_loss: 4.09518 
[INFO] 2021-01-02 23:26:13 > Step:   76300 Progress: 76.3% Elapsed: 1 day, 14:29:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.31004 Generator_loss: 4.31498 
[INFO] 2021-01-02 23:29:12 > Step:   76400 Progress: 76.4% Elapsed: 1 day, 14:32:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.21264 Generator_loss: 5.7639 
[INFO] 2021-01-02 23:32:11 > Step:   76500 Progress: 76.5% Elapsed: 1 day, 14:35:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.62697 Generator_loss: 5.65312 
[INFO] 2021-01-02 23:35:09 > Step:   76600 Progress: 76.6% Elapsed: 1 day, 14:38:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.33024 Generator_loss: 4.16091 
[INFO] 2021-01-02 23:38:09 > Step:   76700 Progress: 76.7% Elapsed: 1 day, 14:41:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.41286 Generator_loss: 5.42152 
[INFO] 2021-01-02 23:41:08 > Step:   76800 Progress: 76.8% Elapsed: 1 day, 14:44:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.53707 Generator_loss: 3.96331 
[INFO] 2021-01-02 23:44:07 > Step:   76900 Progress: 76.9% Elapsed: 1 day, 14:47:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.59951 Generator_loss: 5.44077 
[INFO] 2021-01-02 23:47:05 > Step:   77000 Progress: 77.0% Elapsed: 1 day, 14:50:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.40056 Generator_loss: 4.25031 
[INFO] 2021-01-02 23:50:03 > Step:   77100 Progress: 77.1% Elapsed: 1 day, 14:53:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.75865 Generator_loss: 5.14202 
[INFO] 2021-01-02 23:53:01 > Step:   77200 Progress: 77.2% Elapsed: 1 day, 14:56:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.51733 Generator_loss: 5.32571 
[INFO] 2021-01-02 23:55:59 > Step:   77300 Progress: 77.3% Elapsed: 1 day, 14:59:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.35722 Generator_loss: 4.6016 
[INFO] 2021-01-02 23:58:59 > Step:   77400 Progress: 77.4% Elapsed: 1 day, 15:02:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.49467 Generator_loss: 5.72927 
[INFO] 2021-01-03 00:01:58 > Step:   77500 Progress: 77.5% Elapsed: 1 day, 15:05:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.44329 Generator_loss: 4.31558 
[INFO] 2021-01-03 00:04:57 > Step:   77600 Progress: 77.6% Elapsed: 1 day, 15:08:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.39271 Generator_loss: 4.0648 
[INFO] 2021-01-03 00:07:57 > Step:   77700 Progress: 77.7% Elapsed: 1 day, 15:11:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.3431 Generator_loss: 4.62998 
[INFO] 2021-01-03 00:10:58 > Step:   77800 Progress: 77.8% Elapsed: 1 day, 15:14:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.38913 Generator_loss: 5.84232 
[INFO] 2021-01-03 00:13:56 > Step:   77900 Progress: 77.9% Elapsed: 1 day, 15:17:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.68449 Generator_loss: 3.70837 
[INFO] 2021-01-03 00:16:53 > Step:   78000 Progress: 78.0% Elapsed: 1 day, 15:20:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.40541 Generator_loss: 5.77549 
[INFO] 2021-01-03 00:16:53 > Start Evaluation (78000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 00:16:53 > Calculating FID Score....
[INFO] 2021-01-03 00:17:10 > Calculating Inception Score....
[INFO] 2021-01-03 00:17:16 > Calculate F_beta Score....
[INFO] 2021-01-03 00:17:38 > Calculate Accuracies....
[INFO] 2021-01-03 00:17:41 > Calculate Accuracies....
[INFO] 2021-01-03 00:17:43 > F_8 score (Step: 78000, Using valid images): 0.9329432788220605
[INFO] 2021-01-03 00:17:43 > F_1/8 score (Step: 78000, Using valid images): 0.9814366274127151
[INFO] 2021-01-03 00:17:43 > FID score (Step: 78000, Using valid moments): 19.95397053611032
[INFO] 2021-01-03 00:17:43 > Inception score (Step: 78000, 10000 generated images): 15.431526184082031
[INFO] 2021-01-03 00:17:43 > Best FID score (Step: 78000, Using valid moments): 19.95397053611032
[INFO] 2021-01-03 00:17:57 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 00:20:55 > Step:   78100 Progress: 78.1% Elapsed: 1 day, 15:24:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.19611 Generator_loss: 5.50783 
[INFO] 2021-01-03 00:23:50 > Step:   78200 Progress: 78.2% Elapsed: 1 day, 15:27:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.14381 Generator_loss: 5.83076 
[INFO] 2021-01-03 00:26:43 > Step:   78300 Progress: 78.3% Elapsed: 1 day, 15:30:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.34146 Generator_loss: 4.65873 
[INFO] 2021-01-03 00:29:39 > Step:   78400 Progress: 78.4% Elapsed: 1 day, 15:33:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.40709 Generator_loss: 4.82374 
[INFO] 2021-01-03 00:32:34 > Step:   78500 Progress: 78.5% Elapsed: 1 day, 15:36:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.34174 Generator_loss: 5.6003 
[INFO] 2021-01-03 00:35:29 > Step:   78600 Progress: 78.6% Elapsed: 1 day, 15:38:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.70101 Generator_loss: 5.50774 
[INFO] 2021-01-03 00:38:24 > Step:   78700 Progress: 78.7% Elapsed: 1 day, 15:41:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.36121 Generator_loss: 4.24739 
[INFO] 2021-01-03 00:41:19 > Step:   78800 Progress: 78.8% Elapsed: 1 day, 15:44:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.58887 Generator_loss: 5.87812 
[INFO] 2021-01-03 00:44:14 > Step:   78900 Progress: 78.9% Elapsed: 1 day, 15:47:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.50396 Generator_loss: 3.92085 
[INFO] 2021-01-03 00:47:08 > Step:   79000 Progress: 79.0% Elapsed: 1 day, 15:50:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.26992 Generator_loss: 6.07402 
[INFO] 2021-01-03 00:50:04 > Step:   79100 Progress: 79.1% Elapsed: 1 day, 15:53:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.46679 Generator_loss: 5.1799 
[INFO] 2021-01-03 00:52:58 > Step:   79200 Progress: 79.2% Elapsed: 1 day, 15:56:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.63911 Generator_loss: 3.84084 
[INFO] 2021-01-03 00:55:53 > Step:   79300 Progress: 79.3% Elapsed: 1 day, 15:59:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.22706 Generator_loss: 5.3915 
[INFO] 2021-01-03 00:58:48 > Step:   79400 Progress: 79.4% Elapsed: 1 day, 16:02:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.50759 Generator_loss: 5.84359 
[INFO] 2021-01-03 01:01:43 > Step:   79500 Progress: 79.5% Elapsed: 1 day, 16:05:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.41703 Generator_loss: 4.94372 
[INFO] 2021-01-03 01:04:38 > Step:   79600 Progress: 79.6% Elapsed: 1 day, 16:08:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.27903 Generator_loss: 4.53878 
[INFO] 2021-01-03 01:07:34 > Step:   79700 Progress: 79.7% Elapsed: 1 day, 16:11:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.33372 Generator_loss: 5.0591 
[INFO] 2021-01-03 01:10:28 > Step:   79800 Progress: 79.8% Elapsed: 1 day, 16:13:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.74833 Generator_loss: 5.23164 
[INFO] 2021-01-03 01:13:22 > Step:   79900 Progress: 79.9% Elapsed: 1 day, 16:16:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.83481 Generator_loss: 4.95021 
[INFO] 2021-01-03 01:16:17 > Step:   80000 Progress: 80.0% Elapsed: 1 day, 16:19:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.37034 Generator_loss: 4.51409 
[INFO] 2021-01-03 01:16:17 > Start Evaluation (80000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 01:16:17 > Calculating FID Score....
[INFO] 2021-01-03 01:16:33 > Calculating Inception Score....
[INFO] 2021-01-03 01:16:39 > Calculate F_beta Score....
[INFO] 2021-01-03 01:17:00 > Calculate Accuracies....
[INFO] 2021-01-03 01:17:03 > Calculate Accuracies....
[INFO] 2021-01-03 01:17:05 > F_8 score (Step: 80000, Using valid images): 0.9294967946133716
[INFO] 2021-01-03 01:17:05 > F_1/8 score (Step: 80000, Using valid images): 0.979328886474827
[INFO] 2021-01-03 01:17:05 > FID score (Step: 80000, Using valid moments): 20.152509317171678
[INFO] 2021-01-03 01:17:05 > Inception score (Step: 80000, 10000 generated images): 15.201115608215332
[INFO] 2021-01-03 01:17:05 > Best FID score (Step: 78000, Using valid moments): 19.95397053611032
[INFO] 2021-01-03 01:17:12 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 01:20:06 > Step:   80100 Progress: 80.1% Elapsed: 1 day, 16:23:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.4934 Generator_loss: 5.57302 
[INFO] 2021-01-03 01:23:01 > Step:   80200 Progress: 80.2% Elapsed: 1 day, 16:26:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.40685 Generator_loss: 5.84884 
[INFO] 2021-01-03 01:25:56 > Step:   80300 Progress: 80.3% Elapsed: 1 day, 16:29:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.42012 Generator_loss: 5.88142 
[INFO] 2021-01-03 01:28:51 > Step:   80400 Progress: 80.4% Elapsed: 1 day, 16:32:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.5367 Generator_loss: 5.6143 
[INFO] 2021-01-03 01:31:45 > Step:   80500 Progress: 80.5% Elapsed: 1 day, 16:35:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.29594 Generator_loss: 4.19659 
[INFO] 2021-01-03 01:34:42 > Step:   80600 Progress: 80.6% Elapsed: 1 day, 16:38:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.43084 Generator_loss: 6.00453 
[INFO] 2021-01-03 01:37:37 > Step:   80700 Progress: 80.7% Elapsed: 1 day, 16:41:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.36783 Generator_loss: 5.33721 
[INFO] 2021-01-03 01:40:32 > Step:   80800 Progress: 80.8% Elapsed: 1 day, 16:44:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.59989 Generator_loss: 3.76603 
[INFO] 2021-01-03 01:43:27 > Step:   80900 Progress: 80.9% Elapsed: 1 day, 16:46:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.81011 Generator_loss: 5.12213 
[INFO] 2021-01-03 01:46:21 > Step:   81000 Progress: 81.0% Elapsed: 1 day, 16:49:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.82707 Generator_loss: 5.32193 
[INFO] 2021-01-03 01:49:15 > Step:   81100 Progress: 81.1% Elapsed: 1 day, 16:52:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.67513 Generator_loss: 5.33102 
[INFO] 2021-01-03 01:52:10 > Step:   81200 Progress: 81.2% Elapsed: 1 day, 16:55:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.87635 Generator_loss: 4.96011 
[INFO] 2021-01-03 01:55:05 > Step:   81300 Progress: 81.3% Elapsed: 1 day, 16:58:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.321 Generator_loss: 4.17318 
[INFO] 2021-01-03 01:58:00 > Step:   81400 Progress: 81.4% Elapsed: 1 day, 17:01:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.60554 Generator_loss: 5.48879 
[INFO] 2021-01-03 02:00:55 > Step:   81500 Progress: 81.5% Elapsed: 1 day, 17:04:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.33635 Generator_loss: 5.19045 
[INFO] 2021-01-03 02:03:50 > Step:   81600 Progress: 81.6% Elapsed: 1 day, 17:07:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.27465 Generator_loss: 4.77088 
[INFO] 2021-01-03 02:06:44 > Step:   81700 Progress: 81.7% Elapsed: 1 day, 17:10:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.24858 Generator_loss: 5.02916 
[INFO] 2021-01-03 02:09:39 > Step:   81800 Progress: 81.8% Elapsed: 1 day, 17:13:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.09102 Generator_loss: 4.99257 
[INFO] 2021-01-03 02:12:35 > Step:   81900 Progress: 81.9% Elapsed: 1 day, 17:16:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.27568 Generator_loss: 4.27993 
[INFO] 2021-01-03 02:15:31 > Step:   82000 Progress: 82.0% Elapsed: 1 day, 17:18:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.25499 Generator_loss: 4.58586 
[INFO] 2021-01-03 02:15:31 > Start Evaluation (82000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 02:15:31 > Calculating FID Score....
[INFO] 2021-01-03 02:15:46 > Calculating Inception Score....
[INFO] 2021-01-03 02:15:52 > Calculate F_beta Score....
[INFO] 2021-01-03 02:16:12 > Calculate Accuracies....
[INFO] 2021-01-03 02:16:15 > Calculate Accuracies....
[INFO] 2021-01-03 02:16:17 > F_8 score (Step: 82000, Using valid images): 0.9246018516316648
[INFO] 2021-01-03 02:16:17 > F_1/8 score (Step: 82000, Using valid images): 0.9803522293842762
[INFO] 2021-01-03 02:16:17 > FID score (Step: 82000, Using valid moments): 20.157468163088538
[INFO] 2021-01-03 02:16:17 > Inception score (Step: 82000, 10000 generated images): 15.303823471069336
[INFO] 2021-01-03 02:16:17 > Best FID score (Step: 78000, Using valid moments): 19.95397053611032
[INFO] 2021-01-03 02:16:24 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 02:19:18 > Step:   82100 Progress: 82.1% Elapsed: 1 day, 17:22:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.94372 Generator_loss: 4.88228 
[INFO] 2021-01-03 02:22:13 > Step:   82200 Progress: 82.2% Elapsed: 1 day, 17:25:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.92146 Generator_loss: 4.9068 
[INFO] 2021-01-03 02:25:08 > Step:   82300 Progress: 82.3% Elapsed: 1 day, 17:28:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.75622 Generator_loss: 5.34054 
[INFO] 2021-01-03 02:28:02 > Step:   82400 Progress: 82.4% Elapsed: 1 day, 17:31:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.10677 Generator_loss: 4.95615 
[INFO] 2021-01-03 02:30:59 > Step:   82500 Progress: 82.5% Elapsed: 1 day, 17:34:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.41969 Generator_loss: 5.70732 
[INFO] 2021-01-03 02:33:53 > Step:   82600 Progress: 82.6% Elapsed: 1 day, 17:37:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.43095 Generator_loss: 5.69628 
[INFO] 2021-01-03 02:36:50 > Step:   82700 Progress: 82.7% Elapsed: 1 day, 17:40:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.42289 Generator_loss: 4.30647 
[INFO] 2021-01-03 02:39:45 > Step:   82800 Progress: 82.8% Elapsed: 1 day, 17:43:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.23916 Generator_loss: 5.87195 
[INFO] 2021-01-03 02:42:40 > Step:   82900 Progress: 82.9% Elapsed: 1 day, 17:46:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.41004 Generator_loss: 5.79571 
[INFO] 2021-01-03 02:45:36 > Step:   83000 Progress: 83.0% Elapsed: 1 day, 17:49:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.60154 Generator_loss: 5.67551 
[INFO] 2021-01-03 02:48:31 > Step:   83100 Progress: 83.1% Elapsed: 1 day, 17:51:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.25008 Generator_loss: 5.08893 
[INFO] 2021-01-03 02:51:26 > Step:   83200 Progress: 83.2% Elapsed: 1 day, 17:54:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.65444 Generator_loss: 5.43593 
[INFO] 2021-01-03 02:54:21 > Step:   83300 Progress: 83.3% Elapsed: 1 day, 17:57:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.712 Generator_loss: 5.30314 
[INFO] 2021-01-03 02:57:16 > Step:   83400 Progress: 83.4% Elapsed: 1 day, 18:00:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.21503 Generator_loss: 4.55164 
[INFO] 2021-01-03 03:00:11 > Step:   83500 Progress: 83.5% Elapsed: 1 day, 18:03:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.34431 Generator_loss: 4.56697 
[INFO] 2021-01-03 03:03:07 > Step:   83600 Progress: 83.6% Elapsed: 1 day, 18:06:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.38629 Generator_loss: 5.95161 
[INFO] 2021-01-03 03:06:03 > Step:   83700 Progress: 83.7% Elapsed: 1 day, 18:09:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.31336 Generator_loss: 4.59178 
[INFO] 2021-01-03 03:08:58 > Step:   83800 Progress: 83.8% Elapsed: 1 day, 18:12:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.18197 Generator_loss: 4.98524 
[INFO] 2021-01-03 03:11:54 > Step:   83900 Progress: 83.9% Elapsed: 1 day, 18:15:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.31317 Generator_loss: 5.01588 
[INFO] 2021-01-03 03:14:50 > Step:   84000 Progress: 84.0% Elapsed: 1 day, 18:18:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.50293 Generator_loss: 3.98168 
[INFO] 2021-01-03 03:14:50 > Start Evaluation (84000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 03:14:50 > Calculating FID Score....
[INFO] 2021-01-03 03:15:06 > Calculating Inception Score....
[INFO] 2021-01-03 03:15:12 > Calculate F_beta Score....
[INFO] 2021-01-03 03:15:33 > Calculate Accuracies....
[INFO] 2021-01-03 03:15:36 > Calculate Accuracies....
[INFO] 2021-01-03 03:15:38 > F_8 score (Step: 84000, Using valid images): 0.9360228802780663
[INFO] 2021-01-03 03:15:38 > F_1/8 score (Step: 84000, Using valid images): 0.980212894979364
[INFO] 2021-01-03 03:15:38 > FID score (Step: 84000, Using valid moments): 20.15460418405138
[INFO] 2021-01-03 03:15:38 > Inception score (Step: 84000, 10000 generated images): 15.36513900756836
[INFO] 2021-01-03 03:15:38 > Best FID score (Step: 78000, Using valid moments): 19.95397053611032
[INFO] 2021-01-03 03:15:45 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 03:18:41 > Step:   84100 Progress: 84.1% Elapsed: 1 day, 18:22:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.56952 Generator_loss: 5.57735 
[INFO] 2021-01-03 03:21:36 > Step:   84200 Progress: 84.2% Elapsed: 1 day, 18:25:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.07979 Generator_loss: 5.75068 
[INFO] 2021-01-03 03:24:30 > Step:   84300 Progress: 84.3% Elapsed: 1 day, 18:27:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.29365 Generator_loss: 4.4009 
[INFO] 2021-01-03 03:27:25 > Step:   84400 Progress: 84.4% Elapsed: 1 day, 18:30:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.53538 Generator_loss: 3.8055 
[INFO] 2021-01-03 03:30:20 > Step:   84500 Progress: 84.5% Elapsed: 1 day, 18:33:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.64048 Generator_loss: 5.75025 
[INFO] 2021-01-03 03:33:14 > Step:   84600 Progress: 84.6% Elapsed: 1 day, 18:36:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.3946 Generator_loss: 5.6809 
[INFO] 2021-01-03 03:36:09 > Step:   84700 Progress: 84.7% Elapsed: 1 day, 18:39:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.62424 Generator_loss: 5.52201 
[INFO] 2021-01-03 03:39:04 > Step:   84800 Progress: 84.8% Elapsed: 1 day, 18:42:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.32022 Generator_loss: 4.84964 
[INFO] 2021-01-03 03:41:59 > Step:   84900 Progress: 84.9% Elapsed: 1 day, 18:45:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.7315 Generator_loss: 5.15846 
[INFO] 2021-01-03 03:44:54 > Step:   85000 Progress: 85.0% Elapsed: 1 day, 18:48:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.21185 Generator_loss: 4.33556 
[INFO] 2021-01-03 03:47:50 > Step:   85100 Progress: 85.1% Elapsed: 1 day, 18:51:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.73506 Generator_loss: 3.63101 
[INFO] 2021-01-03 03:50:44 > Step:   85200 Progress: 85.2% Elapsed: 1 day, 18:54:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.31802 Generator_loss: 4.07805 
[INFO] 2021-01-03 03:53:39 > Step:   85300 Progress: 85.3% Elapsed: 1 day, 18:57:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.30277 Generator_loss: 4.31466 
[INFO] 2021-01-03 03:56:33 > Step:   85400 Progress: 85.4% Elapsed: 1 day, 19:00:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.29748 Generator_loss: 4.53243 
[INFO] 2021-01-03 03:59:28 > Step:   85500 Progress: 85.5% Elapsed: 1 day, 19:02:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.55309 Generator_loss: 5.65717 
[INFO] 2021-01-03 04:02:22 > Step:   85600 Progress: 85.6% Elapsed: 1 day, 19:05:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.68227 Generator_loss: 5.29021 
[INFO] 2021-01-03 04:05:17 > Step:   85700 Progress: 85.7% Elapsed: 1 day, 19:08:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.54427 Generator_loss: 5.19437 
[INFO] 2021-01-03 04:08:11 > Step:   85800 Progress: 85.8% Elapsed: 1 day, 19:11:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.29401 Generator_loss: 4.91368 
[INFO] 2021-01-03 04:11:06 > Step:   85900 Progress: 85.9% Elapsed: 1 day, 19:14:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.43133 Generator_loss: 5.35502 
[INFO] 2021-01-03 04:14:01 > Step:   86000 Progress: 86.0% Elapsed: 1 day, 19:17:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.36298 Generator_loss: 4.03838 
[INFO] 2021-01-03 04:14:01 > Start Evaluation (86000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 04:14:01 > Calculating FID Score....
[INFO] 2021-01-03 04:14:17 > Calculating Inception Score....
[INFO] 2021-01-03 04:14:22 > Calculate F_beta Score....
[INFO] 2021-01-03 04:14:43 > Calculate Accuracies....
[INFO] 2021-01-03 04:14:46 > Calculate Accuracies....
[INFO] 2021-01-03 04:14:48 > F_8 score (Step: 86000, Using valid images): 0.9322956841939414
[INFO] 2021-01-03 04:14:48 > F_1/8 score (Step: 86000, Using valid images): 0.9814665692269707
[INFO] 2021-01-03 04:14:48 > FID score (Step: 86000, Using valid moments): 20.18660384881173
[INFO] 2021-01-03 04:14:48 > Inception score (Step: 86000, 10000 generated images): 15.663919448852539
[INFO] 2021-01-03 04:14:48 > Best FID score (Step: 78000, Using valid moments): 19.95397053611032
[INFO] 2021-01-03 04:14:55 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 04:17:50 > Step:   86100 Progress: 86.1% Elapsed: 1 day, 19:21:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.23496 Generator_loss: 4.77844 
[INFO] 2021-01-03 04:20:43 > Step:   86200 Progress: 86.2% Elapsed: 1 day, 19:24:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.12395 Generator_loss: 5.25984 
[INFO] 2021-01-03 04:23:37 > Step:   86300 Progress: 86.3% Elapsed: 1 day, 19:27:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.36617 Generator_loss: 4.4063 
[INFO] 2021-01-03 04:26:31 > Step:   86400 Progress: 86.4% Elapsed: 1 day, 19:29:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.32241 Generator_loss: 5.91356 
[INFO] 2021-01-03 04:29:25 > Step:   86500 Progress: 86.5% Elapsed: 1 day, 19:32:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.44901 Generator_loss: 4.05211 
[INFO] 2021-01-03 04:32:18 > Step:   86600 Progress: 86.6% Elapsed: 1 day, 19:35:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.14759 Generator_loss: 5.68753 
[INFO] 2021-01-03 04:35:14 > Step:   86700 Progress: 86.7% Elapsed: 1 day, 19:38:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.35403 Generator_loss: 4.70081 
[INFO] 2021-01-03 04:38:07 > Step:   86800 Progress: 86.8% Elapsed: 1 day, 19:41:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.22315 Generator_loss: 5.59718 
[INFO] 2021-01-03 04:41:03 > Step:   86900 Progress: 86.9% Elapsed: 1 day, 19:44:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.27132 Generator_loss: 5.95655 
[INFO] 2021-01-03 04:43:57 > Step:   87000 Progress: 87.0% Elapsed: 1 day, 19:47:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.76849 Generator_loss: 5.03035 
[INFO] 2021-01-03 04:46:53 > Step:   87100 Progress: 87.1% Elapsed: 1 day, 19:50:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.26719 Generator_loss: 4.9296 
[INFO] 2021-01-03 04:49:47 > Step:   87200 Progress: 87.2% Elapsed: 1 day, 19:53:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.05833 Generator_loss: 4.49453 
[INFO] 2021-01-03 04:52:41 > Step:   87300 Progress: 87.3% Elapsed: 1 day, 19:56:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.21227 Generator_loss: 4.40455 
[INFO] 2021-01-03 04:55:36 > Step:   87400 Progress: 87.4% Elapsed: 1 day, 19:59:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.53264 Generator_loss: 5.13807 
[INFO] 2021-01-03 04:58:30 > Step:   87500 Progress: 87.5% Elapsed: 1 day, 20:01:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.30408 Generator_loss: 5.85318 
[INFO] 2021-01-03 05:01:24 > Step:   87600 Progress: 87.6% Elapsed: 1 day, 20:04:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.34914 Generator_loss: 4.08768 
[INFO] 2021-01-03 05:04:19 > Step:   87700 Progress: 87.7% Elapsed: 1 day, 20:07:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.0299 Generator_loss: 5.08966 
[INFO] 2021-01-03 05:07:13 > Step:   87800 Progress: 87.8% Elapsed: 1 day, 20:10:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.93585 Generator_loss: 4.7455 
[INFO] 2021-01-03 05:10:08 > Step:   87900 Progress: 87.9% Elapsed: 1 day, 20:13:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.30066 Generator_loss: 4.484 
[INFO] 2021-01-03 05:13:03 > Step:   88000 Progress: 88.0% Elapsed: 1 day, 20:16:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.30281 Generator_loss: 4.69865 
[INFO] 2021-01-03 05:13:03 > Start Evaluation (88000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 05:13:03 > Calculating FID Score....
[INFO] 2021-01-03 05:13:19 > Calculating Inception Score....
[INFO] 2021-01-03 05:13:25 > Calculate F_beta Score....
[INFO] 2021-01-03 05:13:46 > Calculate Accuracies....
[INFO] 2021-01-03 05:13:49 > Calculate Accuracies....
[INFO] 2021-01-03 05:13:50 > F_8 score (Step: 88000, Using valid images): 0.9356172484189875
[INFO] 2021-01-03 05:13:50 > F_1/8 score (Step: 88000, Using valid images): 0.9821231865018466
[INFO] 2021-01-03 05:13:50 > FID score (Step: 88000, Using valid moments): 20.227929759768244
[INFO] 2021-01-03 05:13:50 > Inception score (Step: 88000, 10000 generated images): 15.487211227416992
[INFO] 2021-01-03 05:13:50 > Best FID score (Step: 78000, Using valid moments): 19.95397053611032
[INFO] 2021-01-03 05:13:57 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 05:16:52 > Step:   88100 Progress: 88.1% Elapsed: 1 day, 20:20:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.28451 Generator_loss: 5.73845 
[INFO] 2021-01-03 05:19:47 > Step:   88200 Progress: 88.2% Elapsed: 1 day, 20:23:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.31668 Generator_loss: 4.24848 
[INFO] 2021-01-03 05:22:41 > Step:   88300 Progress: 88.3% Elapsed: 1 day, 20:26:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.70188 Generator_loss: 5.35645 
[INFO] 2021-01-03 05:25:36 > Step:   88400 Progress: 88.4% Elapsed: 1 day, 20:29:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.09654 Generator_loss: 5.12473 
[INFO] 2021-01-03 05:28:29 > Step:   88500 Progress: 88.5% Elapsed: 1 day, 20:31:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.70756 Generator_loss: 5.17729 
[INFO] 2021-01-03 05:31:24 > Step:   88600 Progress: 88.6% Elapsed: 1 day, 20:34:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.57985 Generator_loss: 5.49925 
[INFO] 2021-01-03 05:34:19 > Step:   88700 Progress: 88.7% Elapsed: 1 day, 20:37:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.35683 Generator_loss: 4.11038 
[INFO] 2021-01-03 05:37:13 > Step:   88800 Progress: 88.8% Elapsed: 1 day, 20:40:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.56204 Generator_loss: 5.54814 
[INFO] 2021-01-03 05:40:09 > Step:   88900 Progress: 88.9% Elapsed: 1 day, 20:43:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.3239 Generator_loss: 4.24669 
[INFO] 2021-01-03 05:43:05 > Step:   89000 Progress: 89.0% Elapsed: 1 day, 20:46:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.26176 Generator_loss: 4.59311 
[INFO] 2021-01-03 05:45:59 > Step:   89100 Progress: 89.1% Elapsed: 1 day, 20:49:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.26218 Generator_loss: 4.86075 
[INFO] 2021-01-03 05:48:52 > Step:   89200 Progress: 89.2% Elapsed: 1 day, 20:52:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.30865 Generator_loss: 4.49737 
[INFO] 2021-01-03 05:51:46 > Step:   89300 Progress: 89.3% Elapsed: 1 day, 20:55:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.23184 Generator_loss: 5.1654 
[INFO] 2021-01-03 05:54:40 > Step:   89400 Progress: 89.4% Elapsed: 1 day, 20:58:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.10085 Generator_loss: 4.73292 
[INFO] 2021-01-03 05:57:34 > Step:   89500 Progress: 89.5% Elapsed: 1 day, 21:01:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.93485 Generator_loss: 4.73205 
[INFO] 2021-01-03 06:00:29 > Step:   89600 Progress: 89.6% Elapsed: 1 day, 21:03:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.13324 Generator_loss: 5.85574 
[INFO] 2021-01-03 06:03:23 > Step:   89700 Progress: 89.7% Elapsed: 1 day, 21:06:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.10637 Generator_loss: 5.06578 
[INFO] 2021-01-03 06:06:18 > Step:   89800 Progress: 89.8% Elapsed: 1 day, 21:09:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.31415 Generator_loss: 5.19611 
[INFO] 2021-01-03 06:09:12 > Step:   89900 Progress: 89.9% Elapsed: 1 day, 21:12:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.2614 Generator_loss: 4.66085 
[INFO] 2021-01-03 06:12:07 > Step:   90000 Progress: 90.0% Elapsed: 1 day, 21:15:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.41665 Generator_loss: 5.22246 
[INFO] 2021-01-03 06:12:07 > Start Evaluation (90000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 06:12:07 > Calculating FID Score....
[INFO] 2021-01-03 06:12:23 > Calculating Inception Score....
[INFO] 2021-01-03 06:12:28 > Calculate F_beta Score....
[INFO] 2021-01-03 06:12:49 > Calculate Accuracies....
[INFO] 2021-01-03 06:12:52 > Calculate Accuracies....
[INFO] 2021-01-03 06:12:54 > F_8 score (Step: 90000, Using valid images): 0.9424165916832244
[INFO] 2021-01-03 06:12:54 > F_1/8 score (Step: 90000, Using valid images): 0.9784350376491989
[INFO] 2021-01-03 06:12:54 > FID score (Step: 90000, Using valid moments): 20.26188819263143
[INFO] 2021-01-03 06:12:54 > Inception score (Step: 90000, 10000 generated images): 15.442585945129395
[INFO] 2021-01-03 06:12:54 > Best FID score (Step: 78000, Using valid moments): 19.95397053611032
[INFO] 2021-01-03 06:13:01 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 06:15:54 > Step:   90100 Progress: 90.1% Elapsed: 1 day, 21:19:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.2652 Generator_loss: 5.85673 
[INFO] 2021-01-03 06:18:49 > Step:   90200 Progress: 90.2% Elapsed: 1 day, 21:22:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.76606 Generator_loss: 5.09151 
[INFO] 2021-01-03 06:21:43 > Step:   90300 Progress: 90.3% Elapsed: 1 day, 21:25:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.69044 Generator_loss: 5.3277 
[INFO] 2021-01-03 06:24:37 > Step:   90400 Progress: 90.4% Elapsed: 1 day, 21:28:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.24388 Generator_loss: 4.88193 
[INFO] 2021-01-03 06:27:31 > Step:   90500 Progress: 90.5% Elapsed: 1 day, 21:30:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.1638 Generator_loss: 4.46004 
[INFO] 2021-01-03 06:30:27 > Step:   90600 Progress: 90.6% Elapsed: 1 day, 21:33:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.35976 Generator_loss: 4.19431 
[INFO] 2021-01-03 06:33:23 > Step:   90700 Progress: 90.7% Elapsed: 1 day, 21:36:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.29823 Generator_loss: 5.11317 
[INFO] 2021-01-03 06:36:17 > Step:   90800 Progress: 90.8% Elapsed: 1 day, 21:39:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.25398 Generator_loss: 4.52136 
[INFO] 2021-01-03 06:39:11 > Step:   90900 Progress: 90.9% Elapsed: 1 day, 21:42:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.78943 Generator_loss: 4.99152 
[INFO] 2021-01-03 06:42:06 > Step:   91000 Progress: 91.0% Elapsed: 1 day, 21:45:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.13299 Generator_loss: 5.11618 
[INFO] 2021-01-03 06:45:00 > Step:   91100 Progress: 91.1% Elapsed: 1 day, 21:48:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.44034 Generator_loss: 5.74731 
[INFO] 2021-01-03 06:47:55 > Step:   91200 Progress: 91.2% Elapsed: 1 day, 21:51:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.14239 Generator_loss: 4.89799 
[INFO] 2021-01-03 06:50:50 > Step:   91300 Progress: 91.3% Elapsed: 1 day, 21:54:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.27 Generator_loss: 5.69943 
[INFO] 2021-01-03 06:53:44 > Step:   91400 Progress: 91.4% Elapsed: 1 day, 21:57:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.19936 Generator_loss: 4.15853 
[INFO] 2021-01-03 06:56:37 > Step:   91500 Progress: 91.5% Elapsed: 1 day, 22:00:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.29988 Generator_loss: 5.89837 
[INFO] 2021-01-03 06:59:31 > Step:   91600 Progress: 91.6% Elapsed: 1 day, 22:02:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.31619 Generator_loss: 5.77165 
[INFO] 2021-01-03 07:02:25 > Step:   91700 Progress: 91.7% Elapsed: 1 day, 22:05:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.28657 Generator_loss: 5.11227 
[INFO] 2021-01-03 07:05:20 > Step:   91800 Progress: 91.8% Elapsed: 1 day, 22:08:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.14078 Generator_loss: 4.95668 
[INFO] 2021-01-03 07:08:13 > Step:   91900 Progress: 91.9% Elapsed: 1 day, 22:11:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.12504 Generator_loss: 5.55604 
[INFO] 2021-01-03 07:11:08 > Step:   92000 Progress: 92.0% Elapsed: 1 day, 22:14:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.54971 Generator_loss: 5.55046 
[INFO] 2021-01-03 07:11:08 > Start Evaluation (92000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 07:11:08 > Calculating FID Score....
[INFO] 2021-01-03 07:11:24 > Calculating Inception Score....
[INFO] 2021-01-03 07:11:29 > Calculate F_beta Score....
[INFO] 2021-01-03 07:11:50 > Calculate Accuracies....
[INFO] 2021-01-03 07:11:53 > Calculate Accuracies....
[INFO] 2021-01-03 07:11:55 > F_8 score (Step: 92000, Using valid images): 0.9340128820304103
[INFO] 2021-01-03 07:11:55 > F_1/8 score (Step: 92000, Using valid images): 0.9786628084453924
[INFO] 2021-01-03 07:11:55 > FID score (Step: 92000, Using valid moments): 20.14529436634325
[INFO] 2021-01-03 07:11:55 > Inception score (Step: 92000, 10000 generated images): 15.397421836853027
[INFO] 2021-01-03 07:11:55 > Best FID score (Step: 78000, Using valid moments): 19.95397053611032
[INFO] 2021-01-03 07:12:02 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 07:14:56 > Step:   92100 Progress: 92.1% Elapsed: 1 day, 22:18:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.25639 Generator_loss: 4.07564 
[INFO] 2021-01-03 07:17:50 > Step:   92200 Progress: 92.2% Elapsed: 1 day, 22:21:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.22829 Generator_loss: 4.98816 
[INFO] 2021-01-03 07:20:45 > Step:   92300 Progress: 92.3% Elapsed: 1 day, 22:24:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.35644 Generator_loss: 5.924 
[INFO] 2021-01-03 07:23:39 > Step:   92400 Progress: 92.4% Elapsed: 1 day, 22:27:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.15471 Generator_loss: 5.70872 
[INFO] 2021-01-03 07:26:34 > Step:   92500 Progress: 92.5% Elapsed: 1 day, 22:30:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.45279 Generator_loss: 4.83415 
[INFO] 2021-01-03 07:29:29 > Step:   92600 Progress: 92.6% Elapsed: 1 day, 22:32:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.24743 Generator_loss: 4.35696 
[INFO] 2021-01-03 07:32:24 > Step:   92700 Progress: 92.7% Elapsed: 1 day, 22:35:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.11417 Generator_loss: 4.53249 
[INFO] 2021-01-03 07:35:19 > Step:   92800 Progress: 92.8% Elapsed: 1 day, 22:38:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.60848 Generator_loss: 5.45501 
[INFO] 2021-01-03 07:38:13 > Step:   92900 Progress: 92.9% Elapsed: 1 day, 22:41:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.20952 Generator_loss: 4.95943 
[INFO] 2021-01-03 07:41:07 > Step:   93000 Progress: 93.0% Elapsed: 1 day, 22:44:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.28174 Generator_loss: 4.23017 
[INFO] 2021-01-03 07:44:02 > Step:   93100 Progress: 93.1% Elapsed: 1 day, 22:47:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.17637 Generator_loss: 4.29026 
[INFO] 2021-01-03 07:46:55 > Step:   93200 Progress: 93.2% Elapsed: 1 day, 22:50:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.06026 Generator_loss: 5.35661 
[INFO] 2021-01-03 07:49:50 > Step:   93300 Progress: 93.3% Elapsed: 1 day, 22:53:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.19402 Generator_loss: 4.15361 
[INFO] 2021-01-03 07:52:44 > Step:   93400 Progress: 93.4% Elapsed: 1 day, 22:56:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.25774 Generator_loss: 4.20342 
[INFO] 2021-01-03 07:55:38 > Step:   93500 Progress: 93.5% Elapsed: 1 day, 22:59:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.33829 Generator_loss: 5.8334 
[INFO] 2021-01-03 07:58:35 > Step:   93600 Progress: 93.6% Elapsed: 1 day, 23:02:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.42242 Generator_loss: 5.12013 
[INFO] 2021-01-03 08:01:30 > Step:   93700 Progress: 93.7% Elapsed: 1 day, 23:04:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.29225 Generator_loss: 4.35374 
[INFO] 2021-01-03 08:04:26 > Step:   93800 Progress: 93.8% Elapsed: 1 day, 23:07:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.49095 Generator_loss: 3.88947 
[INFO] 2021-01-03 08:07:20 > Step:   93900 Progress: 93.9% Elapsed: 1 day, 23:10:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.20758 Generator_loss: 4.40375 
[INFO] 2021-01-03 08:10:15 > Step:   94000 Progress: 94.0% Elapsed: 1 day, 23:13:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.63615 Generator_loss: 5.39148 
[INFO] 2021-01-03 08:10:15 > Start Evaluation (94000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 08:10:15 > Calculating FID Score....
[INFO] 2021-01-03 08:10:31 > Calculating Inception Score....
[INFO] 2021-01-03 08:10:37 > Calculate F_beta Score....
[INFO] 2021-01-03 08:10:58 > Calculate Accuracies....
[INFO] 2021-01-03 08:11:01 > Calculate Accuracies....
[INFO] 2021-01-03 08:11:03 > F_8 score (Step: 94000, Using valid images): 0.934860336710926
[INFO] 2021-01-03 08:11:03 > F_1/8 score (Step: 94000, Using valid images): 0.9795464166405778
[INFO] 2021-01-03 08:11:03 > FID score (Step: 94000, Using valid moments): 20.087438802948895
[INFO] 2021-01-03 08:11:03 > Inception score (Step: 94000, 10000 generated images): 15.41378402709961
[INFO] 2021-01-03 08:11:03 > Best FID score (Step: 78000, Using valid moments): 19.95397053611032
[INFO] 2021-01-03 08:11:10 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 08:14:06 > Step:   94100 Progress: 94.1% Elapsed: 1 day, 23:17:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.25864 Generator_loss: 4.08417 
[INFO] 2021-01-03 08:17:01 > Step:   94200 Progress: 94.2% Elapsed: 1 day, 23:20:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.05121 Generator_loss: 5.57627 
[INFO] 2021-01-03 08:19:55 > Step:   94300 Progress: 94.3% Elapsed: 1 day, 23:23:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.22534 Generator_loss: 5.97766 
[INFO] 2021-01-03 08:22:49 > Step:   94400 Progress: 94.4% Elapsed: 1 day, 23:26:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.07961 Generator_loss: 4.95533 
[INFO] 2021-01-03 08:25:43 > Step:   94500 Progress: 94.5% Elapsed: 1 day, 23:29:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.30712 Generator_loss: 4.24556 
[INFO] 2021-01-03 08:28:38 > Step:   94600 Progress: 94.6% Elapsed: 1 day, 23:32:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.20046 Generator_loss: 4.56254 
[INFO] 2021-01-03 08:31:30 > Step:   94700 Progress: 94.7% Elapsed: 1 day, 23:34:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.77411 Generator_loss: 5.25781 
[INFO] 2021-01-03 08:34:22 > Step:   94800 Progress: 94.8% Elapsed: 1 day, 23:37:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.63867 Generator_loss: 5.38222 
[INFO] 2021-01-03 08:37:15 > Step:   94900 Progress: 94.9% Elapsed: 1 day, 23:40:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.28925 Generator_loss: 5.09941 
[INFO] 2021-01-03 08:40:08 > Step:   95000 Progress: 95.0% Elapsed: 1 day, 23:43:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.45782 Generator_loss: 5.73184 
[INFO] 2021-01-03 08:43:01 > Step:   95100 Progress: 95.1% Elapsed: 1 day, 23:46:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.11637 Generator_loss: 5.03355 
[INFO] 2021-01-03 08:45:53 > Step:   95200 Progress: 95.2% Elapsed: 1 day, 23:49:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.34153 Generator_loss: 4.52985 
[INFO] 2021-01-03 08:48:46 > Step:   95300 Progress: 95.3% Elapsed: 1 day, 23:52:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.13091 Generator_loss: 5.83517 
[INFO] 2021-01-03 08:51:39 > Step:   95400 Progress: 95.4% Elapsed: 1 day, 23:55:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.25849 Generator_loss: 4.13121 
[INFO] 2021-01-03 08:54:33 > Step:   95500 Progress: 95.5% Elapsed: 1 day, 23:58:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.60666 Generator_loss: 5.2945 
[INFO] 2021-01-03 08:57:25 > Step:   95600 Progress: 95.6% Elapsed: 2 days, 0:00:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.13702 Generator_loss: 5.74684 
[INFO] 2021-01-03 09:00:18 > Step:   95700 Progress: 95.7% Elapsed: 2 days, 0:03:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.24848 Generator_loss: 4.35071 
[INFO] 2021-01-03 09:03:11 > Step:   95800 Progress: 95.8% Elapsed: 2 days, 0:06:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.26839 Generator_loss: 5.21299 
[INFO] 2021-01-03 09:06:04 > Step:   95900 Progress: 95.9% Elapsed: 2 days, 0:09:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.31577 Generator_loss: 4.81255 
[INFO] 2021-01-03 09:08:57 > Step:   96000 Progress: 96.0% Elapsed: 2 days, 0:12:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.15665 Generator_loss: 4.30896 
[INFO] 2021-01-03 09:08:57 > Start Evaluation (96000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 09:08:57 > Calculating FID Score....
[INFO] 2021-01-03 09:09:14 > Calculating Inception Score....
[INFO] 2021-01-03 09:09:19 > Calculate F_beta Score....
[INFO] 2021-01-03 09:09:41 > Calculate Accuracies....
[INFO] 2021-01-03 09:09:44 > Calculate Accuracies....
[INFO] 2021-01-03 09:09:46 > F_8 score (Step: 96000, Using valid images): 0.9414026538133881
[INFO] 2021-01-03 09:09:46 > F_1/8 score (Step: 96000, Using valid images): 0.9834924451469943
[INFO] 2021-01-03 09:09:46 > FID score (Step: 96000, Using valid moments): 19.71591910879306
[INFO] 2021-01-03 09:09:46 > Inception score (Step: 96000, 10000 generated images): 15.622773170471191
[INFO] 2021-01-03 09:09:46 > Best FID score (Step: 96000, Using valid moments): 19.71591910879306
[INFO] 2021-01-03 09:10:00 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 09:12:53 > Step:   96100 Progress: 96.1% Elapsed: 2 days, 0:16:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.04368 Generator_loss: 5.26652 
[INFO] 2021-01-03 09:15:46 > Step:   96200 Progress: 96.2% Elapsed: 2 days, 0:19:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.27031 Generator_loss: 4.67599 
[INFO] 2021-01-03 09:18:39 > Step:   96300 Progress: 96.3% Elapsed: 2 days, 0:22:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.1599 Generator_loss: 5.84701 
[INFO] 2021-01-03 09:21:33 > Step:   96400 Progress: 96.4% Elapsed: 2 days, 0:25:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.28767 Generator_loss: 5.93626 
[INFO] 2021-01-03 09:24:27 > Step:   96500 Progress: 96.5% Elapsed: 2 days, 0:27:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.21803 Generator_loss: 4.19318 
[INFO] 2021-01-03 09:27:20 > Step:   96600 Progress: 96.6% Elapsed: 2 days, 0:30:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.18095 Generator_loss: 6.04573 
[INFO] 2021-01-03 09:30:13 > Step:   96700 Progress: 96.7% Elapsed: 2 days, 0:33:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.52174 Generator_loss: 5.73337 
[INFO] 2021-01-03 09:33:06 > Step:   96800 Progress: 96.8% Elapsed: 2 days, 0:36:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.24009 Generator_loss: 6.05871 
[INFO] 2021-01-03 09:35:58 > Step:   96900 Progress: 96.9% Elapsed: 2 days, 0:39:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.15739 Generator_loss: 5.16845 
[INFO] 2021-01-03 09:38:51 > Step:   97000 Progress: 97.0% Elapsed: 2 days, 0:42:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.12872 Generator_loss: 5.75662 
[INFO] 2021-01-03 09:41:46 > Step:   97100 Progress: 97.1% Elapsed: 2 days, 0:45:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.38555 Generator_loss: 5.14941 
[INFO] 2021-01-03 09:44:39 > Step:   97200 Progress: 97.2% Elapsed: 2 days, 0:48:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.19983 Generator_loss: 5.04282 
[INFO] 2021-01-03 09:47:32 > Step:   97300 Progress: 97.3% Elapsed: 2 days, 0:51:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.28801 Generator_loss: 4.53019 
[INFO] 2021-01-03 09:50:25 > Step:   97400 Progress: 97.4% Elapsed: 2 days, 0:53:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.12814 Generator_loss: 4.31708 
[INFO] 2021-01-03 09:53:18 > Step:   97500 Progress: 97.5% Elapsed: 2 days, 0:56:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.40319 Generator_loss: 5.64206 
[INFO] 2021-01-03 09:56:11 > Step:   97600 Progress: 97.6% Elapsed: 2 days, 0:59:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.79172 Generator_loss: 5.13546 
[INFO] 2021-01-03 09:59:05 > Step:   97700 Progress: 97.7% Elapsed: 2 days, 1:02:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.30101 Generator_loss: 4.04621 
[INFO] 2021-01-03 10:01:57 > Step:   97800 Progress: 97.8% Elapsed: 2 days, 1:05:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.42399 Generator_loss: 5.8898 
[INFO] 2021-01-03 10:04:50 > Step:   97900 Progress: 97.9% Elapsed: 2 days, 1:08:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.57037 Generator_loss: 5.45498 
[INFO] 2021-01-03 10:07:43 > Step:   98000 Progress: 98.0% Elapsed: 2 days, 1:11:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.46277 Generator_loss: 5.74031 
[INFO] 2021-01-03 10:07:43 > Start Evaluation (98000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 10:07:43 > Calculating FID Score....
[INFO] 2021-01-03 10:07:59 > Calculating Inception Score....
[INFO] 2021-01-03 10:08:05 > Calculate F_beta Score....
[INFO] 2021-01-03 10:08:26 > Calculate Accuracies....
[INFO] 2021-01-03 10:08:30 > Calculate Accuracies....
[INFO] 2021-01-03 10:08:31 > F_8 score (Step: 98000, Using valid images): 0.9392835799572836
[INFO] 2021-01-03 10:08:31 > F_1/8 score (Step: 98000, Using valid images): 0.9803136673292079
[INFO] 2021-01-03 10:08:31 > FID score (Step: 98000, Using valid moments): 20.162485737535235
[INFO] 2021-01-03 10:08:31 > Inception score (Step: 98000, 10000 generated images): 15.888558387756348
[INFO] 2021-01-03 10:08:31 > Best FID score (Step: 96000, Using valid moments): 19.71591910879306
[INFO] 2021-01-03 10:08:38 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 10:11:30 > Step:   98100 Progress: 98.1% Elapsed: 2 days, 1:14:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.23263 Generator_loss: 4.15093 
[INFO] 2021-01-03 10:14:23 > Step:   98200 Progress: 98.2% Elapsed: 2 days, 1:17:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.24712 Generator_loss: 4.43953 
[INFO] 2021-01-03 10:17:16 > Step:   98300 Progress: 98.3% Elapsed: 2 days, 1:20:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.06493 Generator_loss: 4.94974 
[INFO] 2021-01-03 10:20:09 > Step:   98400 Progress: 98.4% Elapsed: 2 days, 1:23:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.22116 Generator_loss: 4.66121 
[INFO] 2021-01-03 10:23:02 > Step:   98500 Progress: 98.5% Elapsed: 2 days, 1:26:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.29131 Generator_loss: 4.33804 
[INFO] 2021-01-03 10:25:55 > Step:   98600 Progress: 98.6% Elapsed: 2 days, 1:29:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.08518 Generator_loss: 4.30078 
[INFO] 2021-01-03 10:28:48 > Step:   98700 Progress: 98.7% Elapsed: 2 days, 1:32:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.25389 Generator_loss: 4.88974 
[INFO] 2021-01-03 10:31:41 > Step:   98800 Progress: 98.8% Elapsed: 2 days, 1:35:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.38446 Generator_loss: 3.98008 
[INFO] 2021-01-03 10:34:34 > Step:   98900 Progress: 98.9% Elapsed: 2 days, 1:38:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.20224 Generator_loss: 4.26033 
[INFO] 2021-01-03 10:37:27 > Step:   99000 Progress: 99.0% Elapsed: 2 days, 1:40:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.11819 Generator_loss: 6.00137 
[INFO] 2021-01-03 10:40:20 > Step:   99100 Progress: 99.1% Elapsed: 2 days, 1:43:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.17719 Generator_loss: 5.11113 
[INFO] 2021-01-03 10:43:13 > Step:   99200 Progress: 99.2% Elapsed: 2 days, 1:46:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.47686 Generator_loss: 5.45233 
[INFO] 2021-01-03 10:46:07 > Step:   99300 Progress: 99.3% Elapsed: 2 days, 1:49:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.16987 Generator_loss: 5.94049 
[INFO] 2021-01-03 10:49:00 > Step:   99400 Progress: 99.4% Elapsed: 2 days, 1:52:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.54231 Generator_loss: 5.59819 
[INFO] 2021-01-03 10:51:53 > Step:   99500 Progress: 99.5% Elapsed: 2 days, 1:55:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.71776 Generator_loss: 5.20591 
[INFO] 2021-01-03 10:54:46 > Step:   99600 Progress: 99.6% Elapsed: 2 days, 1:58:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.53699 Generator_loss: 5.62223 
[INFO] 2021-01-03 10:57:40 > Step:   99700 Progress: 99.7% Elapsed: 2 days, 2:01:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.24647 Generator_loss: 5.87081 
[INFO] 2021-01-03 11:00:34 > Step:   99800 Progress: 99.8% Elapsed: 2 days, 2:04:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.29246 Generator_loss: 4.67341 
[INFO] 2021-01-03 11:03:27 > Step:   99900 Progress: 99.9% Elapsed: 2 days, 2:06:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.29557 Generator_loss: 4.37823 
[INFO] 2021-01-03 11:06:21 > Step:  100000 Progress: 100.0% Elapsed: 2 days, 2:09:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.54865 Generator_loss: 5.77504 
[INFO] 2021-01-03 11:06:21 > Start Evaluation (100000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 11:06:21 > Calculating FID Score....
[INFO] 2021-01-03 11:06:37 > Calculating Inception Score....
[INFO] 2021-01-03 11:06:42 > Calculate F_beta Score....
[INFO] 2021-01-03 11:07:03 > Calculate Accuracies....
[INFO] 2021-01-03 11:07:07 > Calculate Accuracies....
[INFO] 2021-01-03 11:07:08 > F_8 score (Step: 100000, Using valid images): 0.9494442975851354
[INFO] 2021-01-03 11:07:08 > F_1/8 score (Step: 100000, Using valid images): 0.9803582258905083
[INFO] 2021-01-03 11:07:08 > FID score (Step: 100000, Using valid moments): 19.998138685596018
[INFO] 2021-01-03 11:07:08 > Inception score (Step: 100000, 10000 generated images): 15.568275451660156
[INFO] 2021-01-03 11:07:08 > Best FID score (Step: 96000, Using valid moments): 19.71591910879306
[INFO] 2021-01-03 11:07:15 > Save model to checkpoints/CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 11:07:17 > Start Evaluation (100000 Step): CRGAN(C)-train-2021_01_01_08_56_13
[INFO] 2021-01-03 11:07:17 > Calculating FID Score....
[INFO] 2021-01-03 11:07:33 > Calculating Inception Score....
[INFO] 2021-01-03 11:07:39 > Calculate F_beta Score....
[INFO] 2021-01-03 11:07:59 > Calculate Accuracies....
[INFO] 2021-01-03 11:08:02 > Calculate Accuracies....
[INFO] 2021-01-03 11:08:04 > F_8 score (Step: 100000, Using valid images): 0.9347852229159632
[INFO] 2021-01-03 11:08:04 > F_1/8 score (Step: 100000, Using valid images): 0.9802942853618927
[INFO] 2021-01-03 11:08:04 > FID score (Step: 100000, Using valid moments): 19.906759368563428
[INFO] 2021-01-03 11:08:04 > Inception score (Step: 100000, 10000 generated images): 15.782954216003418
[INFO] 2021-01-03 11:08:04 > Best FID score (Step: 96000, Using valid moments): 19.71591910879306