CRGAN(P)-train-2021_01_01_08_55_18.log

[INFO] 2021-01-01 08:55:18 > Run name : CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 08:55:18 > {'config_path': './src/configs/TINY_ILSVRC2012/CRGAN(P).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 08:55:18 > {'data_processing': {'dataset_name': 'tiny_imagenet', 'data_path': './data/TINY_ILSVRC2012', 'img_size': 64, 'num_classes': 200, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ProjGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 3, 'attention_after_nth_dis_block': 1, 'z_dim': 100, 'shared_dim': 128, 'g_conv_dim': 80, 'd_conv_dim': 80, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 1024, 'accumulation_steps': 1, 'd_lr': 0.0004, 'g_lr': 0.0001, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 1, 'total_step': 100000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': 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 08:55:18 > Load train datasets...
[INFO] 2021-01-01 08:55:28 > Train dataset size : 100000
[INFO] 2021-01-01 08:55:28 > Load valid datasets...
[INFO] 2021-01-01 08:55:28 > Eval dataset size : 10000
[INFO] 2021-01-01 08:55:28 > Build model...
[INFO] 2021-01-01 08:55:28 > Modules are located on models.big_resnet.
[INFO] 2021-01-01 08:55:32 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-01-01 08:55:32 > Number of parameters: 17335204
[INFO] 2021-01-01 08:55:32 > 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 08:55:32 > Number of parameters: 30796722
[INFO] 2021-01-01 08:55:32 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 80, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(80, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (activation): ReLU(inplace=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (1): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(80, 40, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(40, 80, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(80, 160, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(80, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(160, 320, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(160, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(320, 640, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(320, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (5): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(640, 1280, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(640, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=1280, out_features=1, bias=True)
  (embedding): Embedding(200, 1280)
)
[INFO] 2021-01-01 08:55:35 > Start training....
[INFO] 2021-01-01 08:58:17 > Step:     100 Progress: 0.1% Elapsed: 0:02:41 temperature: no ada_p: No Discriminator_loss: 1.94085 Generator_loss: -0.451216 
[INFO] 2021-01-01 09:00:45 > Step:     200 Progress: 0.2% Elapsed: 0:05:09 temperature: no ada_p: No Discriminator_loss: 1.95278 Generator_loss: 0.362851 
[INFO] 2021-01-01 09:03:13 > Step:     300 Progress: 0.3% Elapsed: 0:07:37 temperature: no ada_p: No Discriminator_loss: 1.9548 Generator_loss: 0.471176 
[INFO] 2021-01-01 09:05:40 > Step:     400 Progress: 0.4% Elapsed: 0:10:04 temperature: no ada_p: No Discriminator_loss: 1.99963 Generator_loss: -0.248209 
[INFO] 2021-01-01 09:08:08 > Step:     500 Progress: 0.5% Elapsed: 0:12:32 temperature: no ada_p: No Discriminator_loss: 1.98021 Generator_loss: 0.579181 
[INFO] 2021-01-01 09:10:35 > Step:     600 Progress: 0.6% Elapsed: 0:15:00 temperature: no ada_p: No Discriminator_loss: 1.91596 Generator_loss: 0.411303 
[INFO] 2021-01-01 09:13:03 > Step:     700 Progress: 0.7% Elapsed: 0:17:27 temperature: no ada_p: No Discriminator_loss: 1.96767 Generator_loss: 0.811042 
[INFO] 2021-01-01 09:15:30 > Step:     800 Progress: 0.8% Elapsed: 0:19:55 temperature: no ada_p: No Discriminator_loss: 2.00737 Generator_loss: 0.479401 
[INFO] 2021-01-01 09:17:58 > Step:     900 Progress: 0.9% Elapsed: 0:22:22 temperature: no ada_p: No Discriminator_loss: 1.98468 Generator_loss: -0.441506 
[INFO] 2021-01-01 09:20:26 > Step:    1000 Progress: 1.0% Elapsed: 0:24:50 temperature: no ada_p: No Discriminator_loss: 1.97474 Generator_loss: 0.0120695 
[INFO] 2021-01-01 09:22:54 > Step:    1100 Progress: 1.1% Elapsed: 0:27:18 temperature: no ada_p: No Discriminator_loss: 1.97464 Generator_loss: -0.311682 
[INFO] 2021-01-01 09:25:21 > Step:    1200 Progress: 1.2% Elapsed: 0:29:45 temperature: no ada_p: No Discriminator_loss: 2.01323 Generator_loss: 0.00350572 
[INFO] 2021-01-01 09:27:49 > Step:    1300 Progress: 1.3% Elapsed: 0:32:13 temperature: no ada_p: No Discriminator_loss: 1.99926 Generator_loss: 0.390725 
[INFO] 2021-01-01 09:30:17 > Step:    1400 Progress: 1.4% Elapsed: 0:34:41 temperature: no ada_p: No Discriminator_loss: 1.91578 Generator_loss: 0.625745 
[INFO] 2021-01-01 09:32:45 > Step:    1500 Progress: 1.5% Elapsed: 0:37:09 temperature: no ada_p: No Discriminator_loss: 1.97262 Generator_loss: 0.2225 
[INFO] 2021-01-01 09:35:13 > Step:    1600 Progress: 1.6% Elapsed: 0:39:37 temperature: no ada_p: No Discriminator_loss: 1.96416 Generator_loss: 0.129412 
[INFO] 2021-01-01 09:37:41 > Step:    1700 Progress: 1.7% Elapsed: 0:42:05 temperature: no ada_p: No Discriminator_loss: 1.96517 Generator_loss: 0.0988267 
[INFO] 2021-01-01 09:40:10 > Step:    1800 Progress: 1.8% Elapsed: 0:44:34 temperature: no ada_p: No Discriminator_loss: 2.00548 Generator_loss: 0.251078 
[INFO] 2021-01-01 09:42:38 > Step:    1900 Progress: 1.9% Elapsed: 0:47:02 temperature: no ada_p: No Discriminator_loss: 1.91498 Generator_loss: -0.0211024 
[INFO] 2021-01-01 09:45:06 > Step:    2000 Progress: 2.0% Elapsed: 0:49:30 temperature: no ada_p: No Discriminator_loss: 1.96792 Generator_loss: -0.286518 
[INFO] 2021-01-01 09:45:06 > Start Evaluation (2000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 09:45:06 > Calculating FID Score....
[INFO] 2021-01-01 09:45:27 > Calculating Inception Score....
[INFO] 2021-01-01 09:45:33 > Calculate F_beta Score....
[INFO] 2021-01-01 09:45:58 > Calculate Accuracies....
[INFO] 2021-01-01 09:46:02 > Calculate Accuracies....
[INFO] 2021-01-01 09:46:04 > F_8 score (Step: 2000, Using valid images): 0.3563767157542131
[INFO] 2021-01-01 09:46:04 > F_1/8 score (Step: 2000, Using valid images): 0.41728179645469704
[INFO] 2021-01-01 09:46:04 > FID score (Step: 2000, Using valid moments): 130.57147540507106
[INFO] 2021-01-01 09:46:04 > Inception score (Step: 2000, 10000 generated images): 4.268291473388672
[INFO] 2021-01-01 09:46:04 > Best FID score (Step: 2000, Using valid moments): 130.57147540507106
[INFO] 2021-01-01 09:46:17 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 09:48:46 > Step:    2100 Progress: 2.1% Elapsed: 0:53:10 temperature: no ada_p: No Discriminator_loss: 1.94038 Generator_loss: 0.172384 
[INFO] 2021-01-01 09:51:14 > Step:    2200 Progress: 2.2% Elapsed: 0:55:38 temperature: no ada_p: No Discriminator_loss: 1.97537 Generator_loss: 0.583123 
[INFO] 2021-01-01 09:53:42 > Step:    2300 Progress: 2.3% Elapsed: 0:58:06 temperature: no ada_p: No Discriminator_loss: 2.00309 Generator_loss: 0.239575 
[INFO] 2021-01-01 09:56:10 > Step:    2400 Progress: 2.4% Elapsed: 1:00:34 temperature: no ada_p: No Discriminator_loss: 1.97498 Generator_loss: 0.14654 
[INFO] 2021-01-01 09:58:38 > Step:    2500 Progress: 2.5% Elapsed: 1:03:02 temperature: no ada_p: No Discriminator_loss: 1.97711 Generator_loss: 0.0905065 
[INFO] 2021-01-01 10:01:07 > Step:    2600 Progress: 2.6% Elapsed: 1:05:31 temperature: no ada_p: No Discriminator_loss: 1.99537 Generator_loss: 0.0968615 
[INFO] 2021-01-01 10:03:35 > Step:    2700 Progress: 2.7% Elapsed: 1:07:59 temperature: no ada_p: No Discriminator_loss: 1.99254 Generator_loss: -0.508801 
[INFO] 2021-01-01 10:06:03 > Step:    2800 Progress: 2.8% Elapsed: 1:10:27 temperature: no ada_p: No Discriminator_loss: 1.91768 Generator_loss: 0.243915 
[INFO] 2021-01-01 10:08:31 > Step:    2900 Progress: 2.9% Elapsed: 1:12:55 temperature: no ada_p: No Discriminator_loss: 1.96295 Generator_loss: -0.00703361 
[INFO] 2021-01-01 10:11:00 > Step:    3000 Progress: 3.0% Elapsed: 1:15:24 temperature: no ada_p: No Discriminator_loss: 1.96011 Generator_loss: 0.0845987 
[INFO] 2021-01-01 10:13:28 > Step:    3100 Progress: 3.1% Elapsed: 1:17:52 temperature: no ada_p: No Discriminator_loss: 1.99987 Generator_loss: 0.400862 
[INFO] 2021-01-01 10:15:56 > Step:    3200 Progress: 3.2% Elapsed: 1:20:21 temperature: no ada_p: No Discriminator_loss: 1.98056 Generator_loss: 0.116584 
[INFO] 2021-01-01 10:18:26 > Step:    3300 Progress: 3.3% Elapsed: 1:22:50 temperature: no ada_p: No Discriminator_loss: 1.93724 Generator_loss: 0.417634 
[INFO] 2021-01-01 10:20:54 > Step:    3400 Progress: 3.4% Elapsed: 1:25:18 temperature: no ada_p: No Discriminator_loss: 1.8882 Generator_loss: 0.20704 
[INFO] 2021-01-01 10:23:22 > Step:    3500 Progress: 3.5% Elapsed: 1:27:46 temperature: no ada_p: No Discriminator_loss: 1.99798 Generator_loss: -0.243802 
[INFO] 2021-01-01 10:25:51 > Step:    3600 Progress: 3.6% Elapsed: 1:30:15 temperature: no ada_p: No Discriminator_loss: 1.98616 Generator_loss: -0.663887 
[INFO] 2021-01-01 10:28:19 > Step:    3700 Progress: 3.7% Elapsed: 1:32:43 temperature: no ada_p: No Discriminator_loss: 1.95894 Generator_loss: -0.0736721 
[INFO] 2021-01-01 10:30:47 > Step:    3800 Progress: 3.8% Elapsed: 1:35:11 temperature: no ada_p: No Discriminator_loss: 1.9923 Generator_loss: -0.355753 
[INFO] 2021-01-01 10:33:16 > Step:    3900 Progress: 3.9% Elapsed: 1:37:40 temperature: no ada_p: No Discriminator_loss: 1.97313 Generator_loss: -0.202151 
[INFO] 2021-01-01 10:35:44 > Step:    4000 Progress: 4.0% Elapsed: 1:40:08 temperature: no ada_p: No Discriminator_loss: 1.99398 Generator_loss: -0.3736 
[INFO] 2021-01-01 10:35:44 > Start Evaluation (4000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 10:35:44 > Calculating FID Score....
[INFO] 2021-01-01 10:36:01 > Calculating Inception Score....
[INFO] 2021-01-01 10:36:06 > Calculate F_beta Score....
[INFO] 2021-01-01 10:36:29 > Calculate Accuracies....
[INFO] 2021-01-01 10:36:33 > Calculate Accuracies....
[INFO] 2021-01-01 10:36:34 > F_8 score (Step: 4000, Using valid images): 0.5115032668408737
[INFO] 2021-01-01 10:36:34 > F_1/8 score (Step: 4000, Using valid images): 0.7535576252823264
[INFO] 2021-01-01 10:36:34 > FID score (Step: 4000, Using valid moments): 82.01974357023721
[INFO] 2021-01-01 10:36:34 > Inception score (Step: 4000, 10000 generated images): 6.733879566192627
[INFO] 2021-01-01 10:36:34 > Best FID score (Step: 4000, Using valid moments): 82.01974357023721
[INFO] 2021-01-01 10:36:48 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 10:39:16 > Step:    4100 Progress: 4.1% Elapsed: 1:43:41 temperature: no ada_p: No Discriminator_loss: 1.92955 Generator_loss: -0.640406 
[INFO] 2021-01-01 10:41:45 > Step:    4200 Progress: 4.2% Elapsed: 1:46:09 temperature: no ada_p: No Discriminator_loss: 1.92567 Generator_loss: 0.501314 
[INFO] 2021-01-01 10:44:13 > Step:    4300 Progress: 4.3% Elapsed: 1:48:37 temperature: no ada_p: No Discriminator_loss: 1.94818 Generator_loss: 0.124434 
[INFO] 2021-01-01 10:46:41 > Step:    4400 Progress: 4.4% Elapsed: 1:51:06 temperature: no ada_p: No Discriminator_loss: 1.93575 Generator_loss: 0.807683 
[INFO] 2021-01-01 10:49:10 > Step:    4500 Progress: 4.5% Elapsed: 1:53:34 temperature: no ada_p: No Discriminator_loss: 1.98055 Generator_loss: -0.26325 
[INFO] 2021-01-01 10:51:39 > Step:    4600 Progress: 4.6% Elapsed: 1:56:03 temperature: no ada_p: No Discriminator_loss: 2.05911 Generator_loss: 0.659245 
[INFO] 2021-01-01 10:54:07 > Step:    4700 Progress: 4.7% Elapsed: 1:58:31 temperature: no ada_p: No Discriminator_loss: 1.97221 Generator_loss: 0.474281 
[INFO] 2021-01-01 10:56:35 > Step:    4800 Progress: 4.8% Elapsed: 2:00:59 temperature: no ada_p: No Discriminator_loss: 2.00248 Generator_loss: -0.365505 
[INFO] 2021-01-01 10:59:04 > Step:    4900 Progress: 4.9% Elapsed: 2:03:28 temperature: no ada_p: No Discriminator_loss: 1.9051 Generator_loss: -0.153116 
[INFO] 2021-01-01 11:01:32 > Step:    5000 Progress: 5.0% Elapsed: 2:05:56 temperature: no ada_p: No Discriminator_loss: 2.008 Generator_loss: -0.420494 
[INFO] 2021-01-01 11:04:01 > Step:    5100 Progress: 5.1% Elapsed: 2:08:25 temperature: no ada_p: No Discriminator_loss: 1.98121 Generator_loss: -0.274091 
[INFO] 2021-01-01 11:06:29 > Step:    5200 Progress: 5.2% Elapsed: 2:10:53 temperature: no ada_p: No Discriminator_loss: 1.92538 Generator_loss: 0.200283 
[INFO] 2021-01-01 11:08:57 > Step:    5300 Progress: 5.3% Elapsed: 2:13:21 temperature: no ada_p: No Discriminator_loss: 1.96216 Generator_loss: -0.542179 
[INFO] 2021-01-01 11:11:26 > Step:    5400 Progress: 5.4% Elapsed: 2:15:50 temperature: no ada_p: No Discriminator_loss: 1.90335 Generator_loss: -0.386846 
[INFO] 2021-01-01 11:13:54 > Step:    5500 Progress: 5.5% Elapsed: 2:18:18 temperature: no ada_p: No Discriminator_loss: 1.92356 Generator_loss: 0.69099 
[INFO] 2021-01-01 11:16:22 > Step:    5600 Progress: 5.6% Elapsed: 2:20:46 temperature: no ada_p: No Discriminator_loss: 1.88796 Generator_loss: -0.231497 
[INFO] 2021-01-01 11:18:51 > Step:    5700 Progress: 5.7% Elapsed: 2:23:15 temperature: no ada_p: No Discriminator_loss: 1.89113 Generator_loss: 0.537355 
[INFO] 2021-01-01 11:21:19 > Step:    5800 Progress: 5.8% Elapsed: 2:25:43 temperature: no ada_p: No Discriminator_loss: 1.92562 Generator_loss: 0.342133 
[INFO] 2021-01-01 11:23:47 > Step:    5900 Progress: 5.9% Elapsed: 2:28:11 temperature: no ada_p: No Discriminator_loss: 1.94086 Generator_loss: -0.76802 
[INFO] 2021-01-01 11:26:16 > Step:    6000 Progress: 6.0% Elapsed: 2:30:40 temperature: no ada_p: No Discriminator_loss: 1.90282 Generator_loss: 0.0107568 
[INFO] 2021-01-01 11:26:16 > Start Evaluation (6000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 11:26:16 > Calculating FID Score....
[INFO] 2021-01-01 11:26:34 > Calculating Inception Score....
[INFO] 2021-01-01 11:26:39 > Calculate F_beta Score....
[INFO] 2021-01-01 11:27:01 > Calculate Accuracies....
[INFO] 2021-01-01 11:27:05 > Calculate Accuracies....
[INFO] 2021-01-01 11:27:06 > F_8 score (Step: 6000, Using valid images): 0.6421433580964044
[INFO] 2021-01-01 11:27:06 > F_1/8 score (Step: 6000, Using valid images): 0.844499790106138
[INFO] 2021-01-01 11:27:06 > FID score (Step: 6000, Using valid moments): 62.46646394253503
[INFO] 2021-01-01 11:27:06 > Inception score (Step: 6000, 10000 generated images): 7.765119552612305
[INFO] 2021-01-01 11:27:06 > Best FID score (Step: 6000, Using valid moments): 62.46646394253503
[INFO] 2021-01-01 11:27:20 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 11:29:49 > Step:    6100 Progress: 6.1% Elapsed: 2:34:13 temperature: no ada_p: No Discriminator_loss: 1.9478 Generator_loss: 0.298888 
[INFO] 2021-01-01 11:32:17 > Step:    6200 Progress: 6.2% Elapsed: 2:36:41 temperature: no ada_p: No Discriminator_loss: 1.93089 Generator_loss: -0.121285 
[INFO] 2021-01-01 11:34:45 > Step:    6300 Progress: 6.3% Elapsed: 2:39:09 temperature: no ada_p: No Discriminator_loss: 1.84799 Generator_loss: 0.187725 
[INFO] 2021-01-01 11:37:14 > Step:    6400 Progress: 6.4% Elapsed: 2:41:38 temperature: no ada_p: No Discriminator_loss: 1.95266 Generator_loss: 0.154841 
[INFO] 2021-01-01 11:39:43 > Step:    6500 Progress: 6.5% Elapsed: 2:44:07 temperature: no ada_p: No Discriminator_loss: 1.91896 Generator_loss: -0.939197 
[INFO] 2021-01-01 11:42:11 > Step:    6600 Progress: 6.6% Elapsed: 2:46:35 temperature: no ada_p: No Discriminator_loss: 1.82514 Generator_loss: 0.519036 
[INFO] 2021-01-01 11:44:40 > Step:    6700 Progress: 6.7% Elapsed: 2:49:04 temperature: no ada_p: No Discriminator_loss: 1.84998 Generator_loss: -0.757388 
[INFO] 2021-01-01 11:47:08 > Step:    6800 Progress: 6.8% Elapsed: 2:51:32 temperature: no ada_p: No Discriminator_loss: 1.83298 Generator_loss: 0.672297 
[INFO] 2021-01-01 11:49:36 > Step:    6900 Progress: 6.9% Elapsed: 2:54:00 temperature: no ada_p: No Discriminator_loss: 1.91649 Generator_loss: 0.918264 
[INFO] 2021-01-01 11:52:05 > Step:    7000 Progress: 7.0% Elapsed: 2:56:29 temperature: no ada_p: No Discriminator_loss: 1.86811 Generator_loss: 0.0394269 
[INFO] 2021-01-01 11:54:33 > Step:    7100 Progress: 7.1% Elapsed: 2:58:57 temperature: no ada_p: No Discriminator_loss: 1.86987 Generator_loss: 0.740463 
[INFO] 2021-01-01 11:57:01 > Step:    7200 Progress: 7.2% Elapsed: 3:01:26 temperature: no ada_p: No Discriminator_loss: 1.81196 Generator_loss: 0.563614 
[INFO] 2021-01-01 11:59:30 > Step:    7300 Progress: 7.3% Elapsed: 3:03:54 temperature: no ada_p: No Discriminator_loss: 1.86129 Generator_loss: 0.490181 
[INFO] 2021-01-01 12:01:58 > Step:    7400 Progress: 7.4% Elapsed: 3:06:22 temperature: no ada_p: No Discriminator_loss: 1.8825 Generator_loss: -0.738452 
[INFO] 2021-01-01 12:04:26 > Step:    7500 Progress: 7.5% Elapsed: 3:08:51 temperature: no ada_p: No Discriminator_loss: 1.97158 Generator_loss: -0.690395 
[INFO] 2021-01-01 12:06:55 > Step:    7600 Progress: 7.6% Elapsed: 3:11:19 temperature: no ada_p: No Discriminator_loss: 1.937 Generator_loss: -0.423619 
[INFO] 2021-01-01 12:09:24 > Step:    7700 Progress: 7.7% Elapsed: 3:13:48 temperature: no ada_p: No Discriminator_loss: 1.92753 Generator_loss: 0.150303 
[INFO] 2021-01-01 12:11:52 > Step:    7800 Progress: 7.8% Elapsed: 3:16:16 temperature: no ada_p: No Discriminator_loss: 1.86704 Generator_loss: 0.418072 
[INFO] 2021-01-01 12:14:20 > Step:    7900 Progress: 7.9% Elapsed: 3:18:45 temperature: no ada_p: No Discriminator_loss: 1.98885 Generator_loss: -0.7541 
[INFO] 2021-01-01 12:16:49 > Step:    8000 Progress: 8.0% Elapsed: 3:21:13 temperature: no ada_p: No Discriminator_loss: 1.84248 Generator_loss: -0.199324 
[INFO] 2021-01-01 12:16:49 > Start Evaluation (8000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 12:16:49 > Calculating FID Score....
[INFO] 2021-01-01 12:17:05 > Calculating Inception Score....
[INFO] 2021-01-01 12:17:10 > Calculate F_beta Score....
[INFO] 2021-01-01 12:17:32 > Calculate Accuracies....
[INFO] 2021-01-01 12:17:36 > Calculate Accuracies....
[INFO] 2021-01-01 12:17:37 > F_8 score (Step: 8000, Using valid images): 0.6633182014410722
[INFO] 2021-01-01 12:17:37 > F_1/8 score (Step: 8000, Using valid images): 0.9115443791520245
[INFO] 2021-01-01 12:17:37 > FID score (Step: 8000, Using valid moments): 51.383651163732395
[INFO] 2021-01-01 12:17:37 > Inception score (Step: 8000, 10000 generated images): 8.579909324645996
[INFO] 2021-01-01 12:17:37 > Best FID score (Step: 8000, Using valid moments): 51.383651163732395
[INFO] 2021-01-01 12:17:51 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 12:20:19 > Step:    8100 Progress: 8.1% Elapsed: 3:24:43 temperature: no ada_p: No Discriminator_loss: 1.81097 Generator_loss: 0.826785 
[INFO] 2021-01-01 12:22:48 > Step:    8200 Progress: 8.2% Elapsed: 3:27:12 temperature: no ada_p: No Discriminator_loss: 1.78187 Generator_loss: -0.0685347 
[INFO] 2021-01-01 12:25:16 > Step:    8300 Progress: 8.3% Elapsed: 3:29:40 temperature: no ada_p: No Discriminator_loss: 1.90063 Generator_loss: 0.247864 
[INFO] 2021-01-01 12:27:44 > Step:    8400 Progress: 8.4% Elapsed: 3:32:08 temperature: no ada_p: No Discriminator_loss: 1.95382 Generator_loss: -0.0957053 
[INFO] 2021-01-01 12:30:13 > Step:    8500 Progress: 8.5% Elapsed: 3:34:37 temperature: no ada_p: No Discriminator_loss: 1.82594 Generator_loss: 0.112709 
[INFO] 2021-01-01 12:32:41 > Step:    8600 Progress: 8.6% Elapsed: 3:37:05 temperature: no ada_p: No Discriminator_loss: 1.7511 Generator_loss: -0.415174 
[INFO] 2021-01-01 12:35:09 > Step:    8700 Progress: 8.7% Elapsed: 3:39:34 temperature: no ada_p: No Discriminator_loss: 2.01204 Generator_loss: -0.57273 
[INFO] 2021-01-01 12:37:38 > Step:    8800 Progress: 8.8% Elapsed: 3:42:02 temperature: no ada_p: No Discriminator_loss: 1.77449 Generator_loss: 0.954854 
[INFO] 2021-01-01 12:40:06 > Step:    8900 Progress: 8.9% Elapsed: 3:44:31 temperature: no ada_p: No Discriminator_loss: 1.95881 Generator_loss: 0.704771 
[INFO] 2021-01-01 12:42:35 > Step:    9000 Progress: 9.0% Elapsed: 3:46:59 temperature: no ada_p: No Discriminator_loss: 1.83922 Generator_loss: 0.95452 
[INFO] 2021-01-01 12:45:03 > Step:    9100 Progress: 9.1% Elapsed: 3:49:28 temperature: no ada_p: No Discriminator_loss: 1.77547 Generator_loss: 0.0533779 
[INFO] 2021-01-01 12:47:32 > Step:    9200 Progress: 9.2% Elapsed: 3:51:56 temperature: no ada_p: No Discriminator_loss: 1.75831 Generator_loss: -0.684386 
[INFO] 2021-01-01 12:50:00 > Step:    9300 Progress: 9.3% Elapsed: 3:54:24 temperature: no ada_p: No Discriminator_loss: 1.7944 Generator_loss: -0.116422 
[INFO] 2021-01-01 12:52:29 > Step:    9400 Progress: 9.4% Elapsed: 3:56:53 temperature: no ada_p: No Discriminator_loss: 1.79924 Generator_loss: 0.105895 
[INFO] 2021-01-01 12:54:57 > Step:    9500 Progress: 9.5% Elapsed: 3:59:21 temperature: no ada_p: No Discriminator_loss: 1.92642 Generator_loss: 0.0853466 
[INFO] 2021-01-01 12:57:26 > Step:    9600 Progress: 9.6% Elapsed: 4:01:50 temperature: no ada_p: No Discriminator_loss: 1.91788 Generator_loss: 0.287628 
[INFO] 2021-01-01 12:59:54 > Step:    9700 Progress: 9.7% Elapsed: 4:04:18 temperature: no ada_p: No Discriminator_loss: 2.01908 Generator_loss: -1.01888 
[INFO] 2021-01-01 13:02:23 > Step:    9800 Progress: 9.8% Elapsed: 4:06:48 temperature: no ada_p: No Discriminator_loss: 1.83719 Generator_loss: 0.147746 
[INFO] 2021-01-01 13:04:52 > Step:    9900 Progress: 9.9% Elapsed: 4:09:16 temperature: no ada_p: No Discriminator_loss: 1.94653 Generator_loss: 0.564231 
[INFO] 2021-01-01 13:07:21 > Step:   10000 Progress: 10.0% Elapsed: 4:11:45 temperature: no ada_p: No Discriminator_loss: 1.80833 Generator_loss: 0.241597 
[INFO] 2021-01-01 13:07:21 > Start Evaluation (10000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 13:07:21 > Calculating FID Score....
[INFO] 2021-01-01 13:07:37 > Calculating Inception Score....
[INFO] 2021-01-01 13:07:43 > Calculate F_beta Score....
[INFO] 2021-01-01 13:08:05 > Calculate Accuracies....
[INFO] 2021-01-01 13:08:09 > Calculate Accuracies....
[INFO] 2021-01-01 13:08:10 > F_8 score (Step: 10000, Using valid images): 0.6977091286228331
[INFO] 2021-01-01 13:08:10 > F_1/8 score (Step: 10000, Using valid images): 0.904950206517484
[INFO] 2021-01-01 13:08:10 > FID score (Step: 10000, Using valid moments): 50.12045695552507
[INFO] 2021-01-01 13:08:10 > Inception score (Step: 10000, 10000 generated images): 8.865968704223633
[INFO] 2021-01-01 13:08:10 > Best FID score (Step: 10000, Using valid moments): 50.12045695552507
[INFO] 2021-01-01 13:08:24 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 13:10:52 > Step:   10100 Progress: 10.1% Elapsed: 4:15:16 temperature: no ada_p: No Discriminator_loss: 1.92925 Generator_loss: -0.225039 
[INFO] 2021-01-01 13:13:21 > Step:   10200 Progress: 10.2% Elapsed: 4:17:45 temperature: no ada_p: No Discriminator_loss: 1.94445 Generator_loss: -0.586781 
[INFO] 2021-01-01 13:15:49 > Step:   10300 Progress: 10.3% Elapsed: 4:20:13 temperature: no ada_p: No Discriminator_loss: 1.62077 Generator_loss: -0.80532 
[INFO] 2021-01-01 13:18:18 > Step:   10400 Progress: 10.4% Elapsed: 4:22:42 temperature: no ada_p: No Discriminator_loss: 1.94729 Generator_loss: 0.106831 
[INFO] 2021-01-01 13:20:46 > Step:   10500 Progress: 10.5% Elapsed: 4:25:10 temperature: no ada_p: No Discriminator_loss: 1.68772 Generator_loss: 0.443858 
[INFO] 2021-01-01 13:23:15 > Step:   10600 Progress: 10.6% Elapsed: 4:27:39 temperature: no ada_p: No Discriminator_loss: 2.07139 Generator_loss: -0.836809 
[INFO] 2021-01-01 13:25:43 > Step:   10700 Progress: 10.7% Elapsed: 4:30:07 temperature: no ada_p: No Discriminator_loss: 1.92246 Generator_loss: 0.171449 
[INFO] 2021-01-01 13:28:12 > Step:   10800 Progress: 10.8% Elapsed: 4:32:36 temperature: no ada_p: No Discriminator_loss: 1.91086 Generator_loss: 0.788086 
[INFO] 2021-01-01 13:30:40 > Step:   10900 Progress: 10.9% Elapsed: 4:35:04 temperature: no ada_p: No Discriminator_loss: 1.81884 Generator_loss: 0.494828 
[INFO] 2021-01-01 13:33:08 > Step:   11000 Progress: 11.0% Elapsed: 4:37:33 temperature: no ada_p: No Discriminator_loss: 1.83337 Generator_loss: -0.701833 
[INFO] 2021-01-01 13:35:37 > Step:   11100 Progress: 11.1% Elapsed: 4:40:01 temperature: no ada_p: No Discriminator_loss: 1.91967 Generator_loss: 0.401794 
[INFO] 2021-01-01 13:38:05 > Step:   11200 Progress: 11.2% Elapsed: 4:42:29 temperature: no ada_p: No Discriminator_loss: 1.80977 Generator_loss: -0.367635 
[INFO] 2021-01-01 13:40:33 > Step:   11300 Progress: 11.3% Elapsed: 4:44:58 temperature: no ada_p: No Discriminator_loss: 1.45499 Generator_loss: 1.05689 
[INFO] 2021-01-01 13:43:02 > Step:   11400 Progress: 11.4% Elapsed: 4:47:26 temperature: no ada_p: No Discriminator_loss: 1.74026 Generator_loss: -0.0514862 
[INFO] 2021-01-01 13:45:30 > Step:   11500 Progress: 11.5% Elapsed: 4:49:54 temperature: no ada_p: No Discriminator_loss: 1.75346 Generator_loss: 0.940278 
[INFO] 2021-01-01 13:47:59 > Step:   11600 Progress: 11.6% Elapsed: 4:52:23 temperature: no ada_p: No Discriminator_loss: 1.72207 Generator_loss: -0.0619137 
[INFO] 2021-01-01 13:50:27 > Step:   11700 Progress: 11.7% Elapsed: 4:54:51 temperature: no ada_p: No Discriminator_loss: 1.82409 Generator_loss: -0.824917 
[INFO] 2021-01-01 13:52:56 > Step:   11800 Progress: 11.8% Elapsed: 4:57:20 temperature: no ada_p: No Discriminator_loss: 1.74556 Generator_loss: -0.359622 
[INFO] 2021-01-01 13:55:24 > Step:   11900 Progress: 11.9% Elapsed: 4:59:48 temperature: no ada_p: No Discriminator_loss: 1.8891 Generator_loss: 0.505874 
[INFO] 2021-01-01 13:57:52 > Step:   12000 Progress: 12.0% Elapsed: 5:02:16 temperature: no ada_p: No Discriminator_loss: 2.03551 Generator_loss: -0.147657 
[INFO] 2021-01-01 13:57:52 > Start Evaluation (12000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 13:57:52 > Calculating FID Score....
[INFO] 2021-01-01 13:58:08 > Calculating Inception Score....
[INFO] 2021-01-01 13:58:14 > Calculate F_beta Score....
[INFO] 2021-01-01 13:58:36 > Calculate Accuracies....
[INFO] 2021-01-01 13:58:40 > Calculate Accuracies....
[INFO] 2021-01-01 13:58:41 > F_8 score (Step: 12000, Using valid images): 0.6963689033448478
[INFO] 2021-01-01 13:58:41 > F_1/8 score (Step: 12000, Using valid images): 0.8863111796475971
[INFO] 2021-01-01 13:58:41 > FID score (Step: 12000, Using valid moments): 48.19671993046626
[INFO] 2021-01-01 13:58:41 > Inception score (Step: 12000, 10000 generated images): 9.345409393310547
[INFO] 2021-01-01 13:58:41 > Best FID score (Step: 12000, Using valid moments): 48.19671993046626
[INFO] 2021-01-01 13:58:55 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 14:01:24 > Step:   12100 Progress: 12.1% Elapsed: 5:05:48 temperature: no ada_p: No Discriminator_loss: 1.67 Generator_loss: 0.339116 
[INFO] 2021-01-01 14:03:52 > Step:   12200 Progress: 12.2% Elapsed: 5:08:16 temperature: no ada_p: No Discriminator_loss: 1.69349 Generator_loss: -0.672385 
[INFO] 2021-01-01 14:06:20 > Step:   12300 Progress: 12.3% Elapsed: 5:10:44 temperature: no ada_p: No Discriminator_loss: 1.90424 Generator_loss: 0.402312 
[INFO] 2021-01-01 14:08:49 > Step:   12400 Progress: 12.4% Elapsed: 5:13:13 temperature: no ada_p: No Discriminator_loss: 1.74202 Generator_loss: 0.102329 
[INFO] 2021-01-01 14:11:17 > Step:   12500 Progress: 12.5% Elapsed: 5:15:41 temperature: no ada_p: No Discriminator_loss: 1.70874 Generator_loss: -0.798151 
[INFO] 2021-01-01 14:13:46 > Step:   12600 Progress: 12.6% Elapsed: 5:18:10 temperature: no ada_p: No Discriminator_loss: 1.93509 Generator_loss: 0.496556 
[INFO] 2021-01-01 14:16:14 > Step:   12700 Progress: 12.7% Elapsed: 5:20:38 temperature: no ada_p: No Discriminator_loss: 1.75628 Generator_loss: 0.695913 
[INFO] 2021-01-01 14:18:42 > Step:   12800 Progress: 12.8% Elapsed: 5:23:06 temperature: no ada_p: No Discriminator_loss: 1.78069 Generator_loss: 0.91262 
[INFO] 2021-01-01 14:21:11 > Step:   12900 Progress: 12.9% Elapsed: 5:25:35 temperature: no ada_p: No Discriminator_loss: 1.64087 Generator_loss: 0.294835 
[INFO] 2021-01-01 14:23:40 > Step:   13000 Progress: 13.0% Elapsed: 5:28:04 temperature: no ada_p: No Discriminator_loss: 1.7587 Generator_loss: 1.04429 
[INFO] 2021-01-01 14:26:08 > Step:   13100 Progress: 13.1% Elapsed: 5:30:32 temperature: no ada_p: No Discriminator_loss: 1.61848 Generator_loss: 0.947401 
[INFO] 2021-01-01 14:28:36 > Step:   13200 Progress: 13.2% Elapsed: 5:33:01 temperature: no ada_p: No Discriminator_loss: 1.58537 Generator_loss: 0.607755 
[INFO] 2021-01-01 14:31:05 > Step:   13300 Progress: 13.3% Elapsed: 5:35:29 temperature: no ada_p: No Discriminator_loss: 1.70045 Generator_loss: -0.403128 
[INFO] 2021-01-01 14:33:33 > Step:   13400 Progress: 13.4% Elapsed: 5:37:57 temperature: no ada_p: No Discriminator_loss: 1.65161 Generator_loss: -0.673846 
[INFO] 2021-01-01 14:36:02 > Step:   13500 Progress: 13.5% Elapsed: 5:40:26 temperature: no ada_p: No Discriminator_loss: 1.64801 Generator_loss: -0.430776 
[INFO] 2021-01-01 14:38:30 > Step:   13600 Progress: 13.6% Elapsed: 5:42:54 temperature: no ada_p: No Discriminator_loss: 1.75608 Generator_loss: 0.786446 
[INFO] 2021-01-01 14:40:58 > Step:   13700 Progress: 13.7% Elapsed: 5:45:22 temperature: no ada_p: No Discriminator_loss: 1.81159 Generator_loss: 0.0757381 
[INFO] 2021-01-01 14:43:27 > Step:   13800 Progress: 13.8% Elapsed: 5:47:51 temperature: no ada_p: No Discriminator_loss: 1.97409 Generator_loss: -0.518427 
[INFO] 2021-01-01 14:45:55 > Step:   13900 Progress: 13.9% Elapsed: 5:50:19 temperature: no ada_p: No Discriminator_loss: 1.81004 Generator_loss: -0.86045 
[INFO] 2021-01-01 14:48:23 > Step:   14000 Progress: 14.0% Elapsed: 5:52:47 temperature: no ada_p: No Discriminator_loss: 1.92668 Generator_loss: -0.409579 
[INFO] 2021-01-01 14:48:23 > Start Evaluation (14000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 14:48:23 > Calculating FID Score....
[INFO] 2021-01-01 14:48:40 > Calculating Inception Score....
[INFO] 2021-01-01 14:48:45 > Calculate F_beta Score....
[INFO] 2021-01-01 14:49:07 > Calculate Accuracies....
[INFO] 2021-01-01 14:49:11 > Calculate Accuracies....
[INFO] 2021-01-01 14:49:13 > F_8 score (Step: 14000, Using valid images): 0.7572464735193098
[INFO] 2021-01-01 14:49:13 > F_1/8 score (Step: 14000, Using valid images): 0.9256890461210652
[INFO] 2021-01-01 14:49:13 > FID score (Step: 14000, Using valid moments): 42.075896616811974
[INFO] 2021-01-01 14:49:13 > Inception score (Step: 14000, 10000 generated images): 10.064494132995605
[INFO] 2021-01-01 14:49:13 > Best FID score (Step: 14000, Using valid moments): 42.075896616811974
[INFO] 2021-01-01 14:49:27 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 14:51:55 > Step:   14100 Progress: 14.1% Elapsed: 5:56:19 temperature: no ada_p: No Discriminator_loss: 1.86189 Generator_loss: -0.516929 
[INFO] 2021-01-01 14:54:24 > Step:   14200 Progress: 14.2% Elapsed: 5:58:48 temperature: no ada_p: No Discriminator_loss: 1.70444 Generator_loss: 1.16869 
[INFO] 2021-01-01 14:56:52 > Step:   14300 Progress: 14.3% Elapsed: 6:01:16 temperature: no ada_p: No Discriminator_loss: 1.90838 Generator_loss: -0.454941 
[INFO] 2021-01-01 14:59:21 > Step:   14400 Progress: 14.4% Elapsed: 6:03:45 temperature: no ada_p: No Discriminator_loss: 1.95799 Generator_loss: -0.518697 
[INFO] 2021-01-01 15:01:49 > Step:   14500 Progress: 14.5% Elapsed: 6:06:13 temperature: no ada_p: No Discriminator_loss: 1.644 Generator_loss: -0.776568 
[INFO] 2021-01-01 15:04:17 > Step:   14600 Progress: 14.6% Elapsed: 6:08:41 temperature: no ada_p: No Discriminator_loss: 1.6568 Generator_loss: 0.577875 
[INFO] 2021-01-01 15:06:45 > Step:   14700 Progress: 14.7% Elapsed: 6:11:10 temperature: no ada_p: No Discriminator_loss: 1.69145 Generator_loss: 0.728237 
[INFO] 2021-01-01 15:09:14 > Step:   14800 Progress: 14.8% Elapsed: 6:13:38 temperature: no ada_p: No Discriminator_loss: 1.78841 Generator_loss: 0.0884628 
[INFO] 2021-01-01 15:11:42 > Step:   14900 Progress: 14.9% Elapsed: 6:16:07 temperature: no ada_p: No Discriminator_loss: 1.64086 Generator_loss: 0.484258 
[INFO] 2021-01-01 15:14:11 > Step:   15000 Progress: 15.0% Elapsed: 6:18:35 temperature: no ada_p: No Discriminator_loss: 1.91344 Generator_loss: -0.352992 
[INFO] 2021-01-01 15:16:39 > Step:   15100 Progress: 15.1% Elapsed: 6:21:03 temperature: no ada_p: No Discriminator_loss: 1.75377 Generator_loss: -0.306145 
[INFO] 2021-01-01 15:19:08 > Step:   15200 Progress: 15.2% Elapsed: 6:23:32 temperature: no ada_p: No Discriminator_loss: 1.9804 Generator_loss: -0.639548 
[INFO] 2021-01-01 15:21:36 > Step:   15300 Progress: 15.3% Elapsed: 6:26:00 temperature: no ada_p: No Discriminator_loss: 1.80435 Generator_loss: -0.0369974 
[INFO] 2021-01-01 15:24:04 > Step:   15400 Progress: 15.4% Elapsed: 6:28:28 temperature: no ada_p: No Discriminator_loss: 1.62293 Generator_loss: 0.564391 
[INFO] 2021-01-01 15:26:33 > Step:   15500 Progress: 15.5% Elapsed: 6:30:57 temperature: no ada_p: No Discriminator_loss: 1.76866 Generator_loss: 0.274435 
[INFO] 2021-01-01 15:29:01 > Step:   15600 Progress: 15.6% Elapsed: 6:33:25 temperature: no ada_p: No Discriminator_loss: 1.73295 Generator_loss: 0.863163 
[INFO] 2021-01-01 15:31:30 > Step:   15700 Progress: 15.7% Elapsed: 6:35:54 temperature: no ada_p: No Discriminator_loss: 1.6646 Generator_loss: 0.832753 
[INFO] 2021-01-01 15:33:58 > Step:   15800 Progress: 15.8% Elapsed: 6:38:22 temperature: no ada_p: No Discriminator_loss: 1.78433 Generator_loss: 0.11711 
[INFO] 2021-01-01 15:36:27 > Step:   15900 Progress: 15.9% Elapsed: 6:40:51 temperature: no ada_p: No Discriminator_loss: 1.60195 Generator_loss: 0.384489 
[INFO] 2021-01-01 15:38:56 > Step:   16000 Progress: 16.0% Elapsed: 6:43:20 temperature: no ada_p: No Discriminator_loss: 1.8277 Generator_loss: -0.818656 
[INFO] 2021-01-01 15:38:56 > Start Evaluation (16000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 15:38:56 > Calculating FID Score....
[INFO] 2021-01-01 15:39:13 > Calculating Inception Score....
[INFO] 2021-01-01 15:39:19 > Calculate F_beta Score....
[INFO] 2021-01-01 15:39:43 > Calculate Accuracies....
[INFO] 2021-01-01 15:39:47 > Calculate Accuracies....
[INFO] 2021-01-01 15:39:48 > F_8 score (Step: 16000, Using valid images): 0.7664889595948442
[INFO] 2021-01-01 15:39:48 > F_1/8 score (Step: 16000, Using valid images): 0.9240458986511105
[INFO] 2021-01-01 15:39:48 > FID score (Step: 16000, Using valid moments): 41.412599291301035
[INFO] 2021-01-01 15:39:48 > Inception score (Step: 16000, 10000 generated images): 10.147175788879395
[INFO] 2021-01-01 15:39:48 > Best FID score (Step: 16000, Using valid moments): 41.412599291301035
[INFO] 2021-01-01 15:40:02 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 15:42:30 > Step:   16100 Progress: 16.1% Elapsed: 6:46:55 temperature: no ada_p: No Discriminator_loss: 1.97126 Generator_loss: -0.571658 
[INFO] 2021-01-01 15:45:00 > Step:   16200 Progress: 16.2% Elapsed: 6:49:24 temperature: no ada_p: No Discriminator_loss: 1.73736 Generator_loss: -0.595886 
[INFO] 2021-01-01 15:47:29 > Step:   16300 Progress: 16.3% Elapsed: 6:51:53 temperature: no ada_p: No Discriminator_loss: 1.81053 Generator_loss: 0.205863 
[INFO] 2021-01-01 15:49:57 > Step:   16400 Progress: 16.4% Elapsed: 6:54:21 temperature: no ada_p: No Discriminator_loss: 1.85005 Generator_loss: -0.264093 
[INFO] 2021-01-01 15:52:25 > Step:   16500 Progress: 16.5% Elapsed: 6:56:49 temperature: no ada_p: No Discriminator_loss: 1.6911 Generator_loss: -0.629078 
[INFO] 2021-01-01 15:54:54 > Step:   16600 Progress: 16.6% Elapsed: 6:59:18 temperature: no ada_p: No Discriminator_loss: 1.53494 Generator_loss: -0.0812738 
[INFO] 2021-01-01 15:57:22 > Step:   16700 Progress: 16.7% Elapsed: 7:01:46 temperature: no ada_p: No Discriminator_loss: 1.64033 Generator_loss: 0.862106 
[INFO] 2021-01-01 15:59:50 > Step:   16800 Progress: 16.8% Elapsed: 7:04:14 temperature: no ada_p: No Discriminator_loss: 1.54201 Generator_loss: -0.144707 
[INFO] 2021-01-01 16:02:18 > Step:   16900 Progress: 16.9% Elapsed: 7:06:43 temperature: no ada_p: No Discriminator_loss: 2.02051 Generator_loss: -0.610173 
[INFO] 2021-01-01 16:04:47 > Step:   17000 Progress: 17.0% Elapsed: 7:09:11 temperature: no ada_p: No Discriminator_loss: 1.84563 Generator_loss: -0.263189 
[INFO] 2021-01-01 16:07:15 > Step:   17100 Progress: 17.1% Elapsed: 7:11:40 temperature: no ada_p: No Discriminator_loss: 1.80244 Generator_loss: -0.302118 
[INFO] 2021-01-01 16:09:44 > Step:   17200 Progress: 17.2% Elapsed: 7:14:08 temperature: no ada_p: No Discriminator_loss: 1.66747 Generator_loss: 1.18044 
[INFO] 2021-01-01 16:12:12 > Step:   17300 Progress: 17.3% Elapsed: 7:16:36 temperature: no ada_p: No Discriminator_loss: 1.60591 Generator_loss: -0.216835 
[INFO] 2021-01-01 16:14:41 > Step:   17400 Progress: 17.4% Elapsed: 7:19:05 temperature: no ada_p: No Discriminator_loss: 1.62973 Generator_loss: -0.979525 
[INFO] 2021-01-01 16:17:10 > Step:   17500 Progress: 17.5% Elapsed: 7:21:34 temperature: no ada_p: No Discriminator_loss: 1.90868 Generator_loss: -0.532229 
[INFO] 2021-01-01 16:19:38 > Step:   17600 Progress: 17.6% Elapsed: 7:24:02 temperature: no ada_p: No Discriminator_loss: 1.78731 Generator_loss: -0.804391 
[INFO] 2021-01-01 16:22:06 > Step:   17700 Progress: 17.7% Elapsed: 7:26:31 temperature: no ada_p: No Discriminator_loss: 1.59513 Generator_loss: 0.897658 
[INFO] 2021-01-01 16:24:35 > Step:   17800 Progress: 17.8% Elapsed: 7:28:59 temperature: no ada_p: No Discriminator_loss: 1.71418 Generator_loss: -0.86148 
[INFO] 2021-01-01 16:27:03 > Step:   17900 Progress: 17.9% Elapsed: 7:31:27 temperature: no ada_p: No Discriminator_loss: 1.79667 Generator_loss: -0.110285 
[INFO] 2021-01-01 16:29:32 > Step:   18000 Progress: 18.0% Elapsed: 7:33:56 temperature: no ada_p: No Discriminator_loss: 1.51875 Generator_loss: 0.923316 
[INFO] 2021-01-01 16:29:32 > Start Evaluation (18000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 16:29:32 > Calculating FID Score....
[INFO] 2021-01-01 16:29:48 > Calculating Inception Score....
[INFO] 2021-01-01 16:29:53 > Calculate F_beta Score....
[INFO] 2021-01-01 16:30:16 > Calculate Accuracies....
[INFO] 2021-01-01 16:30:19 > Calculate Accuracies....
[INFO] 2021-01-01 16:30:21 > F_8 score (Step: 18000, Using valid images): 0.787622458274391
[INFO] 2021-01-01 16:30:21 > F_1/8 score (Step: 18000, Using valid images): 0.9354368377474723
[INFO] 2021-01-01 16:30:21 > FID score (Step: 18000, Using valid moments): 40.36344437437094
[INFO] 2021-01-01 16:30:21 > Inception score (Step: 18000, 10000 generated images): 10.203614234924316
[INFO] 2021-01-01 16:30:21 > Best FID score (Step: 18000, Using valid moments): 40.36344437437094
[INFO] 2021-01-01 16:30:35 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 16:33:03 > Step:   18100 Progress: 18.1% Elapsed: 7:37:27 temperature: no ada_p: No Discriminator_loss: 1.58644 Generator_loss: -0.244677 
[INFO] 2021-01-01 16:35:31 > Step:   18200 Progress: 18.2% Elapsed: 7:39:55 temperature: no ada_p: No Discriminator_loss: 1.81858 Generator_loss: 0.522353 
[INFO] 2021-01-01 16:37:59 > Step:   18300 Progress: 18.3% Elapsed: 7:42:23 temperature: no ada_p: No Discriminator_loss: 1.56684 Generator_loss: 0.953572 
[INFO] 2021-01-01 16:40:28 > Step:   18400 Progress: 18.4% Elapsed: 7:44:52 temperature: no ada_p: No Discriminator_loss: 1.65775 Generator_loss: 1.14871 
[INFO] 2021-01-01 16:42:56 > Step:   18500 Progress: 18.5% Elapsed: 7:47:20 temperature: no ada_p: No Discriminator_loss: 1.43939 Generator_loss: 1.34285 
[INFO] 2021-01-01 16:45:24 > Step:   18600 Progress: 18.6% Elapsed: 7:49:49 temperature: no ada_p: No Discriminator_loss: 1.63782 Generator_loss: 1.28694 
[INFO] 2021-01-01 16:47:53 > Step:   18700 Progress: 18.7% Elapsed: 7:52:17 temperature: no ada_p: No Discriminator_loss: 1.46256 Generator_loss: -0.151166 
[INFO] 2021-01-01 16:50:22 > Step:   18800 Progress: 18.8% Elapsed: 7:54:46 temperature: no ada_p: No Discriminator_loss: 1.57966 Generator_loss: 1.05279 
[INFO] 2021-01-01 16:52:50 > Step:   18900 Progress: 18.9% Elapsed: 7:57:14 temperature: no ada_p: No Discriminator_loss: 1.67754 Generator_loss: -0.805337 
[INFO] 2021-01-01 16:55:18 > Step:   19000 Progress: 19.0% Elapsed: 7:59:43 temperature: no ada_p: No Discriminator_loss: 1.69487 Generator_loss: 1.04962 
[INFO] 2021-01-01 16:57:47 > Step:   19100 Progress: 19.1% Elapsed: 8:02:11 temperature: no ada_p: No Discriminator_loss: 1.48865 Generator_loss: -0.250745 
[INFO] 2021-01-01 17:00:15 > Step:   19200 Progress: 19.2% Elapsed: 8:04:39 temperature: no ada_p: No Discriminator_loss: 1.88025 Generator_loss: -0.412038 
[INFO] 2021-01-01 17:02:43 > Step:   19300 Progress: 19.3% Elapsed: 8:07:08 temperature: no ada_p: No Discriminator_loss: 1.84523 Generator_loss: -0.149768 
[INFO] 2021-01-01 17:05:12 > Step:   19400 Progress: 19.4% Elapsed: 8:09:36 temperature: no ada_p: No Discriminator_loss: 1.49225 Generator_loss: -0.071329 
[INFO] 2021-01-01 17:07:41 > Step:   19500 Progress: 19.5% Elapsed: 8:12:05 temperature: no ada_p: No Discriminator_loss: 1.95784 Generator_loss: -0.517202 
[INFO] 2021-01-01 17:10:10 > Step:   19600 Progress: 19.6% Elapsed: 8:14:34 temperature: no ada_p: No Discriminator_loss: 1.65182 Generator_loss: 0.408006 
[INFO] 2021-01-01 17:12:38 > Step:   19700 Progress: 19.7% Elapsed: 8:17:02 temperature: no ada_p: No Discriminator_loss: 1.90232 Generator_loss: -0.480714 
[INFO] 2021-01-01 17:15:06 > Step:   19800 Progress: 19.8% Elapsed: 8:19:30 temperature: no ada_p: No Discriminator_loss: 1.45309 Generator_loss: 0.938395 
[INFO] 2021-01-01 17:17:35 > Step:   19900 Progress: 19.9% Elapsed: 8:21:59 temperature: no ada_p: No Discriminator_loss: 1.65995 Generator_loss: 0.577255 
[INFO] 2021-01-01 17:20:03 > Step:   20000 Progress: 20.0% Elapsed: 8:24:27 temperature: no ada_p: No Discriminator_loss: 1.73305 Generator_loss: 0.526473 
[INFO] 2021-01-01 17:20:03 > Start Evaluation (20000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 17:20:03 > Calculating FID Score....
[INFO] 2021-01-01 17:20:19 > Calculating Inception Score....
[INFO] 2021-01-01 17:20:24 > Calculate F_beta Score....
[INFO] 2021-01-01 17:20:46 > Calculate Accuracies....
[INFO] 2021-01-01 17:20:50 > Calculate Accuracies....
[INFO] 2021-01-01 17:20:51 > F_8 score (Step: 20000, Using valid images): 0.7808467519093164
[INFO] 2021-01-01 17:20:51 > F_1/8 score (Step: 20000, Using valid images): 0.9315401812550167
[INFO] 2021-01-01 17:20:51 > FID score (Step: 20000, Using valid moments): 39.59112098180594
[INFO] 2021-01-01 17:20:51 > Inception score (Step: 20000, 10000 generated images): 10.043757438659668
[INFO] 2021-01-01 17:20:51 > Best FID score (Step: 20000, Using valid moments): 39.59112098180594
[INFO] 2021-01-01 17:21:05 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 17:23:33 > Step:   20100 Progress: 20.1% Elapsed: 8:27:57 temperature: no ada_p: No Discriminator_loss: 1.73403 Generator_loss: -0.677338 
[INFO] 2021-01-01 17:26:02 > Step:   20200 Progress: 20.2% Elapsed: 8:30:26 temperature: no ada_p: No Discriminator_loss: 1.67342 Generator_loss: 0.963015 
[INFO] 2021-01-01 17:28:30 > Step:   20300 Progress: 20.3% Elapsed: 8:32:54 temperature: no ada_p: No Discriminator_loss: 1.6598 Generator_loss: 0.187429 
[INFO] 2021-01-01 17:30:58 > Step:   20400 Progress: 20.4% Elapsed: 8:35:23 temperature: no ada_p: No Discriminator_loss: 1.77361 Generator_loss: 0.539229 
[INFO] 2021-01-01 17:33:27 > Step:   20500 Progress: 20.5% Elapsed: 8:37:51 temperature: no ada_p: No Discriminator_loss: 1.54864 Generator_loss: 0.178375 
[INFO] 2021-01-01 17:35:55 > Step:   20600 Progress: 20.6% Elapsed: 8:40:19 temperature: no ada_p: No Discriminator_loss: 1.71238 Generator_loss: -0.880647 
[INFO] 2021-01-01 17:38:24 > Step:   20700 Progress: 20.7% Elapsed: 8:42:48 temperature: no ada_p: No Discriminator_loss: 1.90143 Generator_loss: -0.446668 
[INFO] 2021-01-01 17:40:52 > Step:   20800 Progress: 20.8% Elapsed: 8:45:16 temperature: no ada_p: No Discriminator_loss: 1.61042 Generator_loss: 0.581554 
[INFO] 2021-01-01 17:43:21 > Step:   20900 Progress: 20.9% Elapsed: 8:47:45 temperature: no ada_p: No Discriminator_loss: 1.96933 Generator_loss: -0.478956 
[INFO] 2021-01-01 17:45:49 > Step:   21000 Progress: 21.0% Elapsed: 8:50:14 temperature: no ada_p: No Discriminator_loss: 1.60018 Generator_loss: -0.16333 
[INFO] 2021-01-01 17:48:18 > Step:   21100 Progress: 21.1% Elapsed: 8:52:42 temperature: no ada_p: No Discriminator_loss: 1.54653 Generator_loss: 1.22605 
[INFO] 2021-01-01 17:50:46 > Step:   21200 Progress: 21.2% Elapsed: 8:55:10 temperature: no ada_p: No Discriminator_loss: 1.51688 Generator_loss: -0.156306 
[INFO] 2021-01-01 17:53:15 > Step:   21300 Progress: 21.3% Elapsed: 8:57:39 temperature: no ada_p: No Discriminator_loss: 1.83891 Generator_loss: -0.324071 
[INFO] 2021-01-01 17:55:43 > Step:   21400 Progress: 21.4% Elapsed: 9:00:08 temperature: no ada_p: No Discriminator_loss: 1.4244 Generator_loss: -0.0627631 
[INFO] 2021-01-01 17:58:12 > Step:   21500 Progress: 21.5% Elapsed: 9:02:36 temperature: no ada_p: No Discriminator_loss: 1.47897 Generator_loss: 0.144275 
[INFO] 2021-01-01 18:00:40 > Step:   21600 Progress: 21.6% Elapsed: 9:05:04 temperature: no ada_p: No Discriminator_loss: 1.67113 Generator_loss: 0.89012 
[INFO] 2021-01-01 18:03:08 > Step:   21700 Progress: 21.7% Elapsed: 9:07:33 temperature: no ada_p: No Discriminator_loss: 1.86429 Generator_loss: 0.229882 
[INFO] 2021-01-01 18:05:37 > Step:   21800 Progress: 21.8% Elapsed: 9:10:01 temperature: no ada_p: No Discriminator_loss: 1.48673 Generator_loss: 0.491237 
[INFO] 2021-01-01 18:08:05 > Step:   21900 Progress: 21.9% Elapsed: 9:12:29 temperature: no ada_p: No Discriminator_loss: 1.50045 Generator_loss: 0.847578 
[INFO] 2021-01-01 18:10:34 > Step:   22000 Progress: 22.0% Elapsed: 9:14:58 temperature: no ada_p: No Discriminator_loss: 1.60361 Generator_loss: 0.0210707 
[INFO] 2021-01-01 18:10:34 > Start Evaluation (22000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 18:10:34 > Calculating FID Score....
[INFO] 2021-01-01 18:10:50 > Calculating Inception Score....
[INFO] 2021-01-01 18:10:55 > Calculate F_beta Score....
[INFO] 2021-01-01 18:11:18 > Calculate Accuracies....
[INFO] 2021-01-01 18:11:22 > Calculate Accuracies....
[INFO] 2021-01-01 18:11:23 > F_8 score (Step: 22000, Using valid images): 0.7969067719986596
[INFO] 2021-01-01 18:11:23 > F_1/8 score (Step: 22000, Using valid images): 0.9389385658203819
[INFO] 2021-01-01 18:11:23 > FID score (Step: 22000, Using valid moments): 37.16689425810199
[INFO] 2021-01-01 18:11:23 > Inception score (Step: 22000, 10000 generated images): 10.681672096252441
[INFO] 2021-01-01 18:11:23 > Best FID score (Step: 22000, Using valid moments): 37.16689425810199
[INFO] 2021-01-01 18:11:37 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 18:14:05 > Step:   22100 Progress: 22.1% Elapsed: 9:18:29 temperature: no ada_p: No Discriminator_loss: 1.43756 Generator_loss: -0.639131 
[INFO] 2021-01-01 18:16:34 > Step:   22200 Progress: 22.2% Elapsed: 9:20:58 temperature: no ada_p: No Discriminator_loss: 1.55278 Generator_loss: 0.130623 
[INFO] 2021-01-01 18:19:02 > Step:   22300 Progress: 22.3% Elapsed: 9:23:26 temperature: no ada_p: No Discriminator_loss: 1.80248 Generator_loss: 0.212108 
[INFO] 2021-01-01 18:21:31 > Step:   22400 Progress: 22.4% Elapsed: 9:25:55 temperature: no ada_p: No Discriminator_loss: 1.59668 Generator_loss: 0.0545176 
[INFO] 2021-01-01 18:23:59 > Step:   22500 Progress: 22.5% Elapsed: 9:28:23 temperature: no ada_p: No Discriminator_loss: 1.46233 Generator_loss: 1.15987 
[INFO] 2021-01-01 18:26:27 > Step:   22600 Progress: 22.6% Elapsed: 9:30:52 temperature: no ada_p: No Discriminator_loss: 1.60255 Generator_loss: -0.272507 
[INFO] 2021-01-01 18:28:57 > Step:   22700 Progress: 22.7% Elapsed: 9:33:21 temperature: no ada_p: No Discriminator_loss: 1.4868 Generator_loss: -0.0408683 
[INFO] 2021-01-01 18:31:25 > Step:   22800 Progress: 22.8% Elapsed: 9:35:49 temperature: no ada_p: No Discriminator_loss: 1.41858 Generator_loss: 1.30986 
[INFO] 2021-01-01 18:33:54 > Step:   22900 Progress: 22.9% Elapsed: 9:38:18 temperature: no ada_p: No Discriminator_loss: 1.46286 Generator_loss: -0.293314 
[INFO] 2021-01-01 18:36:22 > Step:   23000 Progress: 23.0% Elapsed: 9:40:47 temperature: no ada_p: No Discriminator_loss: 1.5677 Generator_loss: -0.404222 
[INFO] 2021-01-01 18:38:51 > Step:   23100 Progress: 23.1% Elapsed: 9:43:15 temperature: no ada_p: No Discriminator_loss: 1.64634 Generator_loss: 1.09864 
[INFO] 2021-01-01 18:41:19 > Step:   23200 Progress: 23.2% Elapsed: 9:45:43 temperature: no ada_p: No Discriminator_loss: 1.82749 Generator_loss: -0.154392 
[INFO] 2021-01-01 18:43:47 > Step:   23300 Progress: 23.3% Elapsed: 9:48:12 temperature: no ada_p: No Discriminator_loss: 1.56359 Generator_loss: 1.08814 
[INFO] 2021-01-01 18:46:16 > Step:   23400 Progress: 23.4% Elapsed: 9:50:40 temperature: no ada_p: No Discriminator_loss: 1.62268 Generator_loss: 0.660585 
[INFO] 2021-01-01 18:48:45 > Step:   23500 Progress: 23.5% Elapsed: 9:53:09 temperature: no ada_p: No Discriminator_loss: 1.5934 Generator_loss: 0.680586 
[INFO] 2021-01-01 18:51:13 > Step:   23600 Progress: 23.6% Elapsed: 9:55:37 temperature: no ada_p: No Discriminator_loss: 1.52271 Generator_loss: -0.215283 
[INFO] 2021-01-01 18:53:42 > Step:   23700 Progress: 23.7% Elapsed: 9:58:06 temperature: no ada_p: No Discriminator_loss: 1.91468 Generator_loss: -0.369254 
[INFO] 2021-01-01 18:56:10 > Step:   23800 Progress: 23.8% Elapsed: 10:00:34 temperature: no ada_p: No Discriminator_loss: 1.38653 Generator_loss: 1.23257 
[INFO] 2021-01-01 18:58:38 > Step:   23900 Progress: 23.9% Elapsed: 10:03:02 temperature: no ada_p: No Discriminator_loss: 1.57949 Generator_loss: -0.45232 
[INFO] 2021-01-01 19:01:06 > Step:   24000 Progress: 24.0% Elapsed: 10:05:30 temperature: no ada_p: No Discriminator_loss: 1.92461 Generator_loss: -0.402694 
[INFO] 2021-01-01 19:01:06 > Start Evaluation (24000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 19:01:06 > Calculating FID Score....
[INFO] 2021-01-01 19:01:22 > Calculating Inception Score....
[INFO] 2021-01-01 19:01:28 > Calculate F_beta Score....
[INFO] 2021-01-01 19:01:50 > Calculate Accuracies....
[INFO] 2021-01-01 19:01:53 > Calculate Accuracies....
[INFO] 2021-01-01 19:01:55 > F_8 score (Step: 24000, Using valid images): 0.820334485799485
[INFO] 2021-01-01 19:01:55 > F_1/8 score (Step: 24000, Using valid images): 0.9475004327237047
[INFO] 2021-01-01 19:01:55 > FID score (Step: 24000, Using valid moments): 33.68728208040085
[INFO] 2021-01-01 19:01:55 > Inception score (Step: 24000, 10000 generated images): 11.210000038146973
[INFO] 2021-01-01 19:01:55 > Best FID score (Step: 24000, Using valid moments): 33.68728208040085
[INFO] 2021-01-01 19:02:08 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 19:04:37 > Step:   24100 Progress: 24.1% Elapsed: 10:09:01 temperature: no ada_p: No Discriminator_loss: 1.43289 Generator_loss: 1.17993 
[INFO] 2021-01-01 19:07:05 > Step:   24200 Progress: 24.2% Elapsed: 10:11:29 temperature: no ada_p: No Discriminator_loss: 1.71392 Generator_loss: -0.119492 
[INFO] 2021-01-01 19:09:34 > Step:   24300 Progress: 24.3% Elapsed: 10:13:58 temperature: no ada_p: No Discriminator_loss: 1.42659 Generator_loss: 0.74208 
[INFO] 2021-01-01 19:12:02 > Step:   24400 Progress: 24.4% Elapsed: 10:16:26 temperature: no ada_p: No Discriminator_loss: 1.82575 Generator_loss: -0.815294 
[INFO] 2021-01-01 19:14:30 > Step:   24500 Progress: 24.5% Elapsed: 10:18:55 temperature: no ada_p: No Discriminator_loss: 1.5801 Generator_loss: 0.212037 
[INFO] 2021-01-01 19:16:59 > Step:   24600 Progress: 24.6% Elapsed: 10:21:23 temperature: no ada_p: No Discriminator_loss: 1.59957 Generator_loss: 0.636653 
[INFO] 2021-01-01 19:19:28 > Step:   24700 Progress: 24.7% Elapsed: 10:23:52 temperature: no ada_p: No Discriminator_loss: 1.61993 Generator_loss: 0.123723 
[INFO] 2021-01-01 19:21:56 > Step:   24800 Progress: 24.8% Elapsed: 10:26:20 temperature: no ada_p: No Discriminator_loss: 1.43422 Generator_loss: 1.34304 
[INFO] 2021-01-01 19:24:25 > Step:   24900 Progress: 24.9% Elapsed: 10:28:49 temperature: no ada_p: No Discriminator_loss: 1.42018 Generator_loss: 0.460119 
[INFO] 2021-01-01 19:26:53 > Step:   25000 Progress: 25.0% Elapsed: 10:31:17 temperature: no ada_p: No Discriminator_loss: 1.88294 Generator_loss: -0.510333 
[INFO] 2021-01-01 19:29:22 > Step:   25100 Progress: 25.1% Elapsed: 10:33:46 temperature: no ada_p: No Discriminator_loss: 1.86148 Generator_loss: 0.0432547 
[INFO] 2021-01-01 19:31:50 > Step:   25200 Progress: 25.2% Elapsed: 10:36:14 temperature: no ada_p: No Discriminator_loss: 1.39361 Generator_loss: -0.209233 
[INFO] 2021-01-01 19:34:18 > Step:   25300 Progress: 25.3% Elapsed: 10:38:43 temperature: no ada_p: No Discriminator_loss: 1.80603 Generator_loss: 0.171087 
[INFO] 2021-01-01 19:36:47 > Step:   25400 Progress: 25.4% Elapsed: 10:41:11 temperature: no ada_p: No Discriminator_loss: 1.50188 Generator_loss: 1.322 
[INFO] 2021-01-01 19:39:15 > Step:   25500 Progress: 25.5% Elapsed: 10:43:40 temperature: no ada_p: No Discriminator_loss: 1.62133 Generator_loss: 0.282428 
[INFO] 2021-01-01 19:41:44 > Step:   25600 Progress: 25.6% Elapsed: 10:46:08 temperature: no ada_p: No Discriminator_loss: 1.81177 Generator_loss: -0.44949 
[INFO] 2021-01-01 19:44:12 > Step:   25700 Progress: 25.7% Elapsed: 10:48:37 temperature: no ada_p: No Discriminator_loss: 1.48028 Generator_loss: 0.821578 
[INFO] 2021-01-01 19:46:41 > Step:   25800 Progress: 25.8% Elapsed: 10:51:05 temperature: no ada_p: No Discriminator_loss: 1.88817 Generator_loss: 0.359016 
[INFO] 2021-01-01 19:49:10 > Step:   25900 Progress: 25.9% Elapsed: 10:53:35 temperature: no ada_p: No Discriminator_loss: 1.91465 Generator_loss: -0.0913654 
[INFO] 2021-01-01 19:51:39 > Step:   26000 Progress: 26.0% Elapsed: 10:56:03 temperature: no ada_p: No Discriminator_loss: 1.51583 Generator_loss: -0.521604 
[INFO] 2021-01-01 19:51:39 > Start Evaluation (26000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 19:51:39 > Calculating FID Score....
[INFO] 2021-01-01 19:51:55 > Calculating Inception Score....
[INFO] 2021-01-01 19:52:01 > Calculate F_beta Score....
[INFO] 2021-01-01 19:52:23 > Calculate Accuracies....
[INFO] 2021-01-01 19:52:26 > Calculate Accuracies....
[INFO] 2021-01-01 19:52:28 > F_8 score (Step: 26000, Using valid images): 0.8562086686063273
[INFO] 2021-01-01 19:52:28 > F_1/8 score (Step: 26000, Using valid images): 0.9569216663754794
[INFO] 2021-01-01 19:52:28 > FID score (Step: 26000, Using valid moments): 31.995426241760867
[INFO] 2021-01-01 19:52:28 > Inception score (Step: 26000, 10000 generated images): 11.732715606689453
[INFO] 2021-01-01 19:52:28 > Best FID score (Step: 26000, Using valid moments): 31.995426241760867
[INFO] 2021-01-01 19:52:42 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 19:55:10 > Step:   26100 Progress: 26.1% Elapsed: 10:59:34 temperature: no ada_p: No Discriminator_loss: 1.66322 Generator_loss: 0.564067 
[INFO] 2021-01-01 19:57:39 > Step:   26200 Progress: 26.2% Elapsed: 11:02:03 temperature: no ada_p: No Discriminator_loss: 1.3684 Generator_loss: 0.898894 
[INFO] 2021-01-01 20:00:07 > Step:   26300 Progress: 26.3% Elapsed: 11:04:31 temperature: no ada_p: No Discriminator_loss: 1.66017 Generator_loss: 0.565627 
[INFO] 2021-01-01 20:02:35 > Step:   26400 Progress: 26.4% Elapsed: 11:06:59 temperature: no ada_p: No Discriminator_loss: 1.47715 Generator_loss: 0.205043 
[INFO] 2021-01-01 20:05:04 > Step:   26500 Progress: 26.5% Elapsed: 11:09:28 temperature: no ada_p: No Discriminator_loss: 1.4242 Generator_loss: 0.182585 
[INFO] 2021-01-01 20:07:32 > Step:   26600 Progress: 26.6% Elapsed: 11:11:56 temperature: no ada_p: No Discriminator_loss: 1.43879 Generator_loss: -0.319104 
[INFO] 2021-01-01 20:10:00 > Step:   26700 Progress: 26.7% Elapsed: 11:14:25 temperature: no ada_p: No Discriminator_loss: 1.40503 Generator_loss: 1.28394 
[INFO] 2021-01-01 20:12:29 > Step:   26800 Progress: 26.8% Elapsed: 11:16:53 temperature: no ada_p: No Discriminator_loss: 1.37373 Generator_loss: -0.154412 
[INFO] 2021-01-01 20:14:57 > Step:   26900 Progress: 26.9% Elapsed: 11:19:22 temperature: no ada_p: No Discriminator_loss: 1.62029 Generator_loss: 0.727294 
[INFO] 2021-01-01 20:17:26 > Step:   27000 Progress: 27.0% Elapsed: 11:21:50 temperature: no ada_p: No Discriminator_loss: 1.55613 Generator_loss: -0.0847232 
[INFO] 2021-01-01 20:19:54 > Step:   27100 Progress: 27.1% Elapsed: 11:24:18 temperature: no ada_p: No Discriminator_loss: 1.35413 Generator_loss: -0.0921885 
[INFO] 2021-01-01 20:22:23 > Step:   27200 Progress: 27.2% Elapsed: 11:26:47 temperature: no ada_p: No Discriminator_loss: 1.64555 Generator_loss: -0.59805 
[INFO] 2021-01-01 20:24:51 > Step:   27300 Progress: 27.3% Elapsed: 11:29:16 temperature: no ada_p: No Discriminator_loss: 1.65984 Generator_loss: 0.219593 
[INFO] 2021-01-01 20:27:20 > Step:   27400 Progress: 27.4% Elapsed: 11:31:44 temperature: no ada_p: No Discriminator_loss: 1.29525 Generator_loss: 0.909443 
[INFO] 2021-01-01 20:29:48 > Step:   27500 Progress: 27.5% Elapsed: 11:34:12 temperature: no ada_p: No Discriminator_loss: 2.07106 Generator_loss: 0.579683 
[INFO] 2021-01-01 20:32:17 > Step:   27600 Progress: 27.6% Elapsed: 11:36:41 temperature: no ada_p: No Discriminator_loss: 1.42862 Generator_loss: 0.0502808 
[INFO] 2021-01-01 20:34:45 > Step:   27700 Progress: 27.7% Elapsed: 11:39:09 temperature: no ada_p: No Discriminator_loss: 1.42445 Generator_loss: -0.0759243 
[INFO] 2021-01-01 20:37:14 > Step:   27800 Progress: 27.8% Elapsed: 11:41:38 temperature: no ada_p: No Discriminator_loss: 1.79136 Generator_loss: -0.0225939 
[INFO] 2021-01-01 20:39:42 > Step:   27900 Progress: 27.9% Elapsed: 11:44:06 temperature: no ada_p: No Discriminator_loss: 1.37756 Generator_loss: -0.45979 
[INFO] 2021-01-01 20:42:11 > Step:   28000 Progress: 28.0% Elapsed: 11:46:35 temperature: no ada_p: No Discriminator_loss: 1.53633 Generator_loss: 0.222051 
[INFO] 2021-01-01 20:42:11 > Start Evaluation (28000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 20:42:11 > Calculating FID Score....
[INFO] 2021-01-01 20:42:27 > Calculating Inception Score....
[INFO] 2021-01-01 20:42:32 > Calculate F_beta Score....
[INFO] 2021-01-01 20:42:54 > Calculate Accuracies....
[INFO] 2021-01-01 20:42:58 > Calculate Accuracies....
[INFO] 2021-01-01 20:42:59 > F_8 score (Step: 28000, Using valid images): 0.8762465942426827
[INFO] 2021-01-01 20:42:59 > F_1/8 score (Step: 28000, Using valid images): 0.9547399457567558
[INFO] 2021-01-01 20:42:59 > FID score (Step: 28000, Using valid moments): 29.968569408180826
[INFO] 2021-01-01 20:42:59 > Inception score (Step: 28000, 10000 generated images): 11.992081642150879
[INFO] 2021-01-01 20:42:59 > Best FID score (Step: 28000, Using valid moments): 29.968569408180826
[INFO] 2021-01-01 20:43:13 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 20:45:42 > Step:   28100 Progress: 28.1% Elapsed: 11:50:06 temperature: no ada_p: No Discriminator_loss: 1.70312 Generator_loss: 0.448601 
[INFO] 2021-01-01 20:48:10 > Step:   28200 Progress: 28.2% Elapsed: 11:52:34 temperature: no ada_p: No Discriminator_loss: 1.64982 Generator_loss: -0.788646 
[INFO] 2021-01-01 20:50:39 > Step:   28300 Progress: 28.3% Elapsed: 11:55:03 temperature: no ada_p: No Discriminator_loss: 1.54237 Generator_loss: -0.880164 
[INFO] 2021-01-01 20:53:07 > Step:   28400 Progress: 28.4% Elapsed: 11:57:31 temperature: no ada_p: No Discriminator_loss: 1.34964 Generator_loss: 0.429888 
[INFO] 2021-01-01 20:55:36 > Step:   28500 Progress: 28.5% Elapsed: 12:00:00 temperature: no ada_p: No Discriminator_loss: 1.60853 Generator_loss: -0.595514 
[INFO] 2021-01-01 20:58:04 > Step:   28600 Progress: 28.6% Elapsed: 12:02:29 temperature: no ada_p: No Discriminator_loss: 1.3305 Generator_loss: 0.562344 
[INFO] 2021-01-01 21:00:33 > Step:   28700 Progress: 28.7% Elapsed: 12:04:57 temperature: no ada_p: No Discriminator_loss: 1.80602 Generator_loss: 0.15037 
[INFO] 2021-01-01 21:03:01 > Step:   28800 Progress: 28.8% Elapsed: 12:07:25 temperature: no ada_p: No Discriminator_loss: 1.5535 Generator_loss: 0.488786 
[INFO] 2021-01-01 21:05:30 > Step:   28900 Progress: 28.9% Elapsed: 12:09:54 temperature: no ada_p: No Discriminator_loss: 1.20057 Generator_loss: 0.0452993 
[INFO] 2021-01-01 21:07:58 > Step:   29000 Progress: 29.0% Elapsed: 12:12:22 temperature: no ada_p: No Discriminator_loss: 1.29633 Generator_loss: 0.327279 
[INFO] 2021-01-01 21:10:27 > Step:   29100 Progress: 29.1% Elapsed: 12:14:51 temperature: no ada_p: No Discriminator_loss: 1.39216 Generator_loss: 0.554914 
[INFO] 2021-01-01 21:12:56 > Step:   29200 Progress: 29.2% Elapsed: 12:17:20 temperature: no ada_p: No Discriminator_loss: 1.46028 Generator_loss: -0.00104505 
[INFO] 2021-01-01 21:15:24 > Step:   29300 Progress: 29.3% Elapsed: 12:19:49 temperature: no ada_p: No Discriminator_loss: 1.58857 Generator_loss: 0.518523 
[INFO] 2021-01-01 21:17:53 > Step:   29400 Progress: 29.4% Elapsed: 12:22:17 temperature: no ada_p: No Discriminator_loss: 1.20475 Generator_loss: 1.33182 
[INFO] 2021-01-01 21:20:22 > Step:   29500 Progress: 29.5% Elapsed: 12:24:46 temperature: no ada_p: No Discriminator_loss: 1.64161 Generator_loss: -0.542256 
[INFO] 2021-01-01 21:22:50 > Step:   29600 Progress: 29.6% Elapsed: 12:27:15 temperature: no ada_p: No Discriminator_loss: 1.54551 Generator_loss: 1.10004 
[INFO] 2021-01-01 21:25:19 > Step:   29700 Progress: 29.7% Elapsed: 12:29:43 temperature: no ada_p: No Discriminator_loss: 1.47615 Generator_loss: -0.6443 
[INFO] 2021-01-01 21:27:47 > Step:   29800 Progress: 29.8% Elapsed: 12:32:12 temperature: no ada_p: No Discriminator_loss: 1.67444 Generator_loss: -0.800125 
[INFO] 2021-01-01 21:30:16 > Step:   29900 Progress: 29.9% Elapsed: 12:34:40 temperature: no ada_p: No Discriminator_loss: 1.36366 Generator_loss: 0.271632 
[INFO] 2021-01-01 21:32:44 > Step:   30000 Progress: 30.0% Elapsed: 12:37:08 temperature: no ada_p: No Discriminator_loss: 1.28707 Generator_loss: 1.27464 
[INFO] 2021-01-01 21:32:44 > Start Evaluation (30000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 21:32:44 > Calculating FID Score....
[INFO] 2021-01-01 21:33:01 > Calculating Inception Score....
[INFO] 2021-01-01 21:33:07 > Calculate F_beta Score....
[INFO] 2021-01-01 21:33:29 > Calculate Accuracies....
[INFO] 2021-01-01 21:33:33 > Calculate Accuracies....
[INFO] 2021-01-01 21:33:34 > F_8 score (Step: 30000, Using valid images): 0.8868848146933374
[INFO] 2021-01-01 21:33:34 > F_1/8 score (Step: 30000, Using valid images): 0.9559143956061438
[INFO] 2021-01-01 21:33:34 > FID score (Step: 30000, Using valid moments): 29.04106096878354
[INFO] 2021-01-01 21:33:34 > Inception score (Step: 30000, 10000 generated images): 12.594901084899902
[INFO] 2021-01-01 21:33:34 > Best FID score (Step: 30000, Using valid moments): 29.04106096878354
[INFO] 2021-01-01 21:33:48 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 21:36:16 > Step:   30100 Progress: 30.1% Elapsed: 12:40:40 temperature: no ada_p: No Discriminator_loss: 1.7042 Generator_loss: 0.26658 
[INFO] 2021-01-01 21:38:45 > Step:   30200 Progress: 30.2% Elapsed: 12:43:09 temperature: no ada_p: No Discriminator_loss: 1.47803 Generator_loss: 0.572387 
[INFO] 2021-01-01 21:41:13 > Step:   30300 Progress: 30.3% Elapsed: 12:45:37 temperature: no ada_p: No Discriminator_loss: 1.44343 Generator_loss: -0.312889 
[INFO] 2021-01-01 21:43:42 > Step:   30400 Progress: 30.4% Elapsed: 12:48:06 temperature: no ada_p: No Discriminator_loss: 1.40879 Generator_loss: 0.526211 
[INFO] 2021-01-01 21:46:10 > Step:   30500 Progress: 30.5% Elapsed: 12:50:34 temperature: no ada_p: No Discriminator_loss: 1.37183 Generator_loss: 1.19506 
[INFO] 2021-01-01 21:48:39 > Step:   30600 Progress: 30.6% Elapsed: 12:53:03 temperature: no ada_p: No Discriminator_loss: 1.29229 Generator_loss: 1.14447 
[INFO] 2021-01-01 21:51:07 > Step:   30700 Progress: 30.7% Elapsed: 12:55:31 temperature: no ada_p: No Discriminator_loss: 1.81859 Generator_loss: 0.143973 
[INFO] 2021-01-01 21:53:36 > Step:   30800 Progress: 30.8% Elapsed: 12:58:00 temperature: no ada_p: No Discriminator_loss: 1.33148 Generator_loss: 1.32259 
[INFO] 2021-01-01 21:56:04 > Step:   30900 Progress: 30.9% Elapsed: 13:00:28 temperature: no ada_p: No Discriminator_loss: 1.46972 Generator_loss: 1.12057 
[INFO] 2021-01-01 21:58:33 > Step:   31000 Progress: 31.0% Elapsed: 13:02:57 temperature: no ada_p: No Discriminator_loss: 1.84062 Generator_loss: -0.218615 
[INFO] 2021-01-01 22:01:01 > Step:   31100 Progress: 31.1% Elapsed: 13:05:25 temperature: no ada_p: No Discriminator_loss: 1.42868 Generator_loss: -0.0385513 
[INFO] 2021-01-01 22:03:30 > Step:   31200 Progress: 31.2% Elapsed: 13:07:54 temperature: no ada_p: No Discriminator_loss: 1.19843 Generator_loss: 1.03996 
[INFO] 2021-01-01 22:05:58 > Step:   31300 Progress: 31.3% Elapsed: 13:10:22 temperature: no ada_p: No Discriminator_loss: 1.48243 Generator_loss: -0.585433 
[INFO] 2021-01-01 22:08:27 > Step:   31400 Progress: 31.4% Elapsed: 13:12:51 temperature: no ada_p: No Discriminator_loss: 1.51232 Generator_loss: -0.698637 
[INFO] 2021-01-01 22:10:56 > Step:   31500 Progress: 31.5% Elapsed: 13:15:20 temperature: no ada_p: No Discriminator_loss: 1.29666 Generator_loss: 0.617424 
[INFO] 2021-01-01 22:13:24 > Step:   31600 Progress: 31.6% Elapsed: 13:17:48 temperature: no ada_p: No Discriminator_loss: 1.29042 Generator_loss: 0.891841 
[INFO] 2021-01-01 22:15:52 > Step:   31700 Progress: 31.7% Elapsed: 13:20:17 temperature: no ada_p: No Discriminator_loss: 1.50914 Generator_loss: 1.05378 
[INFO] 2021-01-01 22:18:21 > Step:   31800 Progress: 31.8% Elapsed: 13:22:45 temperature: no ada_p: No Discriminator_loss: 1.3462 Generator_loss: -0.344987 
[INFO] 2021-01-01 22:20:50 > Step:   31900 Progress: 31.9% Elapsed: 13:25:14 temperature: no ada_p: No Discriminator_loss: 1.57705 Generator_loss: 0.534036 
[INFO] 2021-01-01 22:23:18 > Step:   32000 Progress: 32.0% Elapsed: 13:27:42 temperature: no ada_p: No Discriminator_loss: 1.26451 Generator_loss: 0.294353 
[INFO] 2021-01-01 22:23:18 > Start Evaluation (32000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 22:23:18 > Calculating FID Score....
[INFO] 2021-01-01 22:23:35 > Calculating Inception Score....
[INFO] 2021-01-01 22:23:40 > Calculate F_beta Score....
[INFO] 2021-01-01 22:24:03 > Calculate Accuracies....
[INFO] 2021-01-01 22:24:07 > Calculate Accuracies....
[INFO] 2021-01-01 22:24:08 > F_8 score (Step: 32000, Using valid images): 0.8950880890773172
[INFO] 2021-01-01 22:24:08 > F_1/8 score (Step: 32000, Using valid images): 0.9592658597113279
[INFO] 2021-01-01 22:24:08 > FID score (Step: 32000, Using valid moments): 27.515230041162113
[INFO] 2021-01-01 22:24:08 > Inception score (Step: 32000, 10000 generated images): 12.919878959655762
[INFO] 2021-01-01 22:24:08 > Best FID score (Step: 32000, Using valid moments): 27.515230041162113
[INFO] 2021-01-01 22:24:23 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 22:26:51 > Step:   32100 Progress: 32.1% Elapsed: 13:31:15 temperature: no ada_p: No Discriminator_loss: 1.50987 Generator_loss: -0.846026 
[INFO] 2021-01-01 22:29:19 > Step:   32200 Progress: 32.2% Elapsed: 13:33:43 temperature: no ada_p: No Discriminator_loss: 1.48773 Generator_loss: -0.723636 
[INFO] 2021-01-01 22:31:48 > Step:   32300 Progress: 32.3% Elapsed: 13:36:12 temperature: no ada_p: No Discriminator_loss: 1.56785 Generator_loss: -0.754481 
[INFO] 2021-01-01 22:34:17 > Step:   32400 Progress: 32.4% Elapsed: 13:38:41 temperature: no ada_p: No Discriminator_loss: 1.489 Generator_loss: -0.615184 
[INFO] 2021-01-01 22:36:45 > Step:   32500 Progress: 32.5% Elapsed: 13:41:10 temperature: no ada_p: No Discriminator_loss: 1.72135 Generator_loss: 0.370107 
[INFO] 2021-01-01 22:39:14 > Step:   32600 Progress: 32.6% Elapsed: 13:43:38 temperature: no ada_p: No Discriminator_loss: 1.3009 Generator_loss: 0.392656 
[INFO] 2021-01-01 22:41:43 > Step:   32700 Progress: 32.7% Elapsed: 13:46:07 temperature: no ada_p: No Discriminator_loss: 1.26637 Generator_loss: 0.884994 
[INFO] 2021-01-01 22:44:11 > Step:   32800 Progress: 32.8% Elapsed: 13:48:36 temperature: no ada_p: No Discriminator_loss: 1.45937 Generator_loss: 1.15536 
[INFO] 2021-01-01 22:46:40 > Step:   32900 Progress: 32.9% Elapsed: 13:51:04 temperature: no ada_p: No Discriminator_loss: 1.61264 Generator_loss: 0.593813 
[INFO] 2021-01-01 22:49:08 > Step:   33000 Progress: 33.0% Elapsed: 13:53:32 temperature: no ada_p: No Discriminator_loss: 1.43445 Generator_loss: 1.1004 
[INFO] 2021-01-01 22:51:36 > Step:   33100 Progress: 33.1% Elapsed: 13:56:01 temperature: no ada_p: No Discriminator_loss: 1.19631 Generator_loss: 0.862308 
[INFO] 2021-01-01 22:54:05 > Step:   33200 Progress: 33.2% Elapsed: 13:58:29 temperature: no ada_p: No Discriminator_loss: 1.31936 Generator_loss: 0.822145 
[INFO] 2021-01-01 22:56:33 > Step:   33300 Progress: 33.3% Elapsed: 14:00:58 temperature: no ada_p: No Discriminator_loss: 1.53799 Generator_loss: 0.518435 
[INFO] 2021-01-01 22:59:02 > Step:   33400 Progress: 33.4% Elapsed: 14:03:26 temperature: no ada_p: No Discriminator_loss: 1.22704 Generator_loss: 0.542022 
[INFO] 2021-01-01 23:01:31 > Step:   33500 Progress: 33.5% Elapsed: 14:05:55 temperature: no ada_p: No Discriminator_loss: 1.35558 Generator_loss: -0.567092 
[INFO] 2021-01-01 23:03:59 > Step:   33600 Progress: 33.6% Elapsed: 14:08:23 temperature: no ada_p: No Discriminator_loss: 1.46577 Generator_loss: -0.648288 
[INFO] 2021-01-01 23:06:27 > Step:   33700 Progress: 33.7% Elapsed: 14:10:51 temperature: no ada_p: No Discriminator_loss: 1.62663 Generator_loss: 0.552613 
[INFO] 2021-01-01 23:08:56 > Step:   33800 Progress: 33.8% Elapsed: 14:13:20 temperature: no ada_p: No Discriminator_loss: 1.72661 Generator_loss: 0.281573 
[INFO] 2021-01-01 23:11:24 > Step:   33900 Progress: 33.9% Elapsed: 14:15:49 temperature: no ada_p: No Discriminator_loss: 1.34895 Generator_loss: 2.25138e-05 
[INFO] 2021-01-01 23:13:53 > Step:   34000 Progress: 34.0% Elapsed: 14:18:17 temperature: no ada_p: No Discriminator_loss: 1.46662 Generator_loss: -0.580301 
[INFO] 2021-01-01 23:13:53 > Start Evaluation (34000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 23:13:53 > Calculating FID Score....
[INFO] 2021-01-01 23:14:09 > Calculating Inception Score....
[INFO] 2021-01-01 23:14:15 > Calculate F_beta Score....
[INFO] 2021-01-01 23:14:36 > Calculate Accuracies....
[INFO] 2021-01-01 23:14:40 > Calculate Accuracies....
[INFO] 2021-01-01 23:14:42 > F_8 score (Step: 34000, Using valid images): 0.8906035717359451
[INFO] 2021-01-01 23:14:42 > F_1/8 score (Step: 34000, Using valid images): 0.9610921573363227
[INFO] 2021-01-01 23:14:42 > FID score (Step: 34000, Using valid moments): 26.807133929226154
[INFO] 2021-01-01 23:14:42 > Inception score (Step: 34000, 10000 generated images): 13.14857006072998
[INFO] 2021-01-01 23:14:42 > Best FID score (Step: 34000, Using valid moments): 26.807133929226154
[INFO] 2021-01-01 23:14:55 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-01 23:17:24 > Step:   34100 Progress: 34.1% Elapsed: 14:21:48 temperature: no ada_p: No Discriminator_loss: 1.6549 Generator_loss: 0.425156 
[INFO] 2021-01-01 23:19:53 > Step:   34200 Progress: 34.2% Elapsed: 14:24:17 temperature: no ada_p: No Discriminator_loss: 1.62579 Generator_loss: 0.731779 
[INFO] 2021-01-01 23:22:21 > Step:   34300 Progress: 34.3% Elapsed: 14:26:45 temperature: no ada_p: No Discriminator_loss: 1.49867 Generator_loss: 1.13972 
[INFO] 2021-01-01 23:24:49 > Step:   34400 Progress: 34.4% Elapsed: 14:29:13 temperature: no ada_p: No Discriminator_loss: 1.69657 Generator_loss: 0.286452 
[INFO] 2021-01-01 23:27:18 > Step:   34500 Progress: 34.5% Elapsed: 14:31:42 temperature: no ada_p: No Discriminator_loss: 1.52639 Generator_loss: 0.803282 
[INFO] 2021-01-01 23:29:46 > Step:   34600 Progress: 34.6% Elapsed: 14:34:11 temperature: no ada_p: No Discriminator_loss: 1.34698 Generator_loss: 0.732975 
[INFO] 2021-01-01 23:32:15 > Step:   34700 Progress: 34.7% Elapsed: 14:36:39 temperature: no ada_p: No Discriminator_loss: 1.22376 Generator_loss: 1.01028 
[INFO] 2021-01-01 23:34:43 > Step:   34800 Progress: 34.8% Elapsed: 14:39:07 temperature: no ada_p: No Discriminator_loss: 1.11435 Generator_loss: 0.949513 
[INFO] 2021-01-01 23:37:12 > Step:   34900 Progress: 34.9% Elapsed: 14:41:36 temperature: no ada_p: No Discriminator_loss: 1.62163 Generator_loss: -0.507819 
[INFO] 2021-01-01 23:39:40 > Step:   35000 Progress: 35.0% Elapsed: 14:44:05 temperature: no ada_p: No Discriminator_loss: 1.59384 Generator_loss: 0.691205 
[INFO] 2021-01-01 23:42:09 > Step:   35100 Progress: 35.1% Elapsed: 14:46:33 temperature: no ada_p: No Discriminator_loss: 1.68276 Generator_loss: 0.322856 
[INFO] 2021-01-01 23:44:37 > Step:   35200 Progress: 35.2% Elapsed: 14:49:02 temperature: no ada_p: No Discriminator_loss: 1.55285 Generator_loss: 0.808672 
[INFO] 2021-01-01 23:47:06 > Step:   35300 Progress: 35.3% Elapsed: 14:51:30 temperature: no ada_p: No Discriminator_loss: 1.27611 Generator_loss: 0.133246 
[INFO] 2021-01-01 23:49:34 > Step:   35400 Progress: 35.4% Elapsed: 14:53:59 temperature: no ada_p: No Discriminator_loss: 1.38765 Generator_loss: -0.657581 
[INFO] 2021-01-01 23:52:03 > Step:   35500 Progress: 35.5% Elapsed: 14:56:27 temperature: no ada_p: No Discriminator_loss: 1.50622 Generator_loss: 0.518879 
[INFO] 2021-01-01 23:54:32 > Step:   35600 Progress: 35.6% Elapsed: 14:58:57 temperature: no ada_p: No Discriminator_loss: 1.34002 Generator_loss: 0.0884558 
[INFO] 2021-01-01 23:57:01 > Step:   35700 Progress: 35.7% Elapsed: 15:01:25 temperature: no ada_p: No Discriminator_loss: 1.33445 Generator_loss: -0.43918 
[INFO] 2021-01-01 23:59:29 > Step:   35800 Progress: 35.8% Elapsed: 15:03:53 temperature: no ada_p: No Discriminator_loss: 1.77059 Generator_loss: -0.154809 
[INFO] 2021-01-02 00:01:58 > Step:   35900 Progress: 35.9% Elapsed: 15:06:22 temperature: no ada_p: No Discriminator_loss: 1.36799 Generator_loss: -0.439676 
[INFO] 2021-01-02 00:04:26 > Step:   36000 Progress: 36.0% Elapsed: 15:08:50 temperature: no ada_p: No Discriminator_loss: 1.6489 Generator_loss: 0.306688 
[INFO] 2021-01-02 00:04:26 > Start Evaluation (36000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 00:04:26 > Calculating FID Score....
[INFO] 2021-01-02 00:04:42 > Calculating Inception Score....
[INFO] 2021-01-02 00:04:47 > Calculate F_beta Score....
[INFO] 2021-01-02 00:05:09 > Calculate Accuracies....
[INFO] 2021-01-02 00:05:13 > Calculate Accuracies....
[INFO] 2021-01-02 00:05:15 > F_8 score (Step: 36000, Using valid images): 0.9041946477306319
[INFO] 2021-01-02 00:05:15 > F_1/8 score (Step: 36000, Using valid images): 0.9631954691570779
[INFO] 2021-01-02 00:05:15 > FID score (Step: 36000, Using valid moments): 25.834277538949323
[INFO] 2021-01-02 00:05:15 > Inception score (Step: 36000, 10000 generated images): 13.160682678222656
[INFO] 2021-01-02 00:05:15 > Best FID score (Step: 36000, Using valid moments): 25.834277538949323
[INFO] 2021-01-02 00:05:28 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 00:07:57 > Step:   36100 Progress: 36.1% Elapsed: 15:12:21 temperature: no ada_p: No Discriminator_loss: 1.46838 Generator_loss: -0.401612 
[INFO] 2021-01-02 00:10:26 > Step:   36200 Progress: 36.2% Elapsed: 15:14:50 temperature: no ada_p: No Discriminator_loss: 1.45412 Generator_loss: -0.561099 
[INFO] 2021-01-02 00:12:54 > Step:   36300 Progress: 36.3% Elapsed: 15:17:18 temperature: no ada_p: No Discriminator_loss: 1.20948 Generator_loss: 1.13725 
[INFO] 2021-01-02 00:15:23 > Step:   36400 Progress: 36.4% Elapsed: 15:19:47 temperature: no ada_p: No Discriminator_loss: 1.23281 Generator_loss: 0.354728 
[INFO] 2021-01-02 00:17:51 > Step:   36500 Progress: 36.5% Elapsed: 15:22:15 temperature: no ada_p: No Discriminator_loss: 1.2776 Generator_loss: -0.545143 
[INFO] 2021-01-02 00:20:19 > Step:   36600 Progress: 36.6% Elapsed: 15:24:44 temperature: no ada_p: No Discriminator_loss: 1.34628 Generator_loss: 0.598011 
[INFO] 2021-01-02 00:22:48 > Step:   36700 Progress: 36.7% Elapsed: 15:27:12 temperature: no ada_p: No Discriminator_loss: 1.26408 Generator_loss: 0.814704 
[INFO] 2021-01-02 00:25:16 > Step:   36800 Progress: 36.8% Elapsed: 15:29:40 temperature: no ada_p: No Discriminator_loss: 1.51914 Generator_loss: -0.637028 
[INFO] 2021-01-02 00:27:45 > Step:   36900 Progress: 36.9% Elapsed: 15:32:09 temperature: no ada_p: No Discriminator_loss: 1.73999 Generator_loss: 0.24592 
[INFO] 2021-01-02 00:30:13 > Step:   37000 Progress: 37.0% Elapsed: 15:34:37 temperature: no ada_p: No Discriminator_loss: 1.42019 Generator_loss: 1.32127 
[INFO] 2021-01-02 00:32:42 > Step:   37100 Progress: 37.1% Elapsed: 15:37:06 temperature: no ada_p: No Discriminator_loss: 1.77165 Generator_loss: 0.101225 
[INFO] 2021-01-02 00:35:10 > Step:   37200 Progress: 37.2% Elapsed: 15:39:34 temperature: no ada_p: No Discriminator_loss: 1.23349 Generator_loss: 1.36139 
[INFO] 2021-01-02 00:37:39 > Step:   37300 Progress: 37.3% Elapsed: 15:42:03 temperature: no ada_p: No Discriminator_loss: 1.25678 Generator_loss: 1.24474 
[INFO] 2021-01-02 00:40:07 > Step:   37400 Progress: 37.4% Elapsed: 15:44:31 temperature: no ada_p: No Discriminator_loss: 1.22246 Generator_loss: 0.542245 
[INFO] 2021-01-02 00:42:36 > Step:   37500 Progress: 37.5% Elapsed: 15:47:00 temperature: no ada_p: No Discriminator_loss: 1.61265 Generator_loss: -0.696507 
[INFO] 2021-01-02 00:45:04 > Step:   37600 Progress: 37.6% Elapsed: 15:49:29 temperature: no ada_p: No Discriminator_loss: 1.3513 Generator_loss: 0.625805 
[INFO] 2021-01-02 00:47:33 > Step:   37700 Progress: 37.7% Elapsed: 15:51:57 temperature: no ada_p: No Discriminator_loss: 1.28639 Generator_loss: 1.28229 
[INFO] 2021-01-02 00:50:01 > Step:   37800 Progress: 37.8% Elapsed: 15:54:26 temperature: no ada_p: No Discriminator_loss: 1.39378 Generator_loss: 1.12587 
[INFO] 2021-01-02 00:52:30 > Step:   37900 Progress: 37.9% Elapsed: 15:56:54 temperature: no ada_p: No Discriminator_loss: 1.55138 Generator_loss: -0.609469 
[INFO] 2021-01-02 00:54:58 > Step:   38000 Progress: 38.0% Elapsed: 15:59:22 temperature: no ada_p: No Discriminator_loss: 1.44427 Generator_loss: 0.746769 
[INFO] 2021-01-02 00:54:58 > Start Evaluation (38000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 00:54:58 > Calculating FID Score....
[INFO] 2021-01-02 00:55:14 > Calculating Inception Score....
[INFO] 2021-01-02 00:55:20 > Calculate F_beta Score....
[INFO] 2021-01-02 00:55:43 > Calculate Accuracies....
[INFO] 2021-01-02 00:55:47 > Calculate Accuracies....
[INFO] 2021-01-02 00:55:48 > F_8 score (Step: 38000, Using valid images): 0.9136841848666228
[INFO] 2021-01-02 00:55:48 > F_1/8 score (Step: 38000, Using valid images): 0.9669117132254063
[INFO] 2021-01-02 00:55:48 > FID score (Step: 38000, Using valid moments): 25.382563818600033
[INFO] 2021-01-02 00:55:48 > Inception score (Step: 38000, 10000 generated images): 13.685235023498535
[INFO] 2021-01-02 00:55:48 > Best FID score (Step: 38000, Using valid moments): 25.382563818600033
[INFO] 2021-01-02 00:56:02 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 00:58:30 > Step:   38100 Progress: 38.1% Elapsed: 16:02:54 temperature: no ada_p: No Discriminator_loss: 1.26418 Generator_loss: 1.00009 
[INFO] 2021-01-02 01:00:59 > Step:   38200 Progress: 38.2% Elapsed: 16:05:23 temperature: no ada_p: No Discriminator_loss: 1.25642 Generator_loss: 0.346992 
[INFO] 2021-01-02 01:03:27 > Step:   38300 Progress: 38.3% Elapsed: 16:07:51 temperature: no ada_p: No Discriminator_loss: 1.5843 Generator_loss: 0.774495 
[INFO] 2021-01-02 01:05:55 > Step:   38400 Progress: 38.4% Elapsed: 16:10:19 temperature: no ada_p: No Discriminator_loss: 1.64728 Generator_loss: 0.334189 
[INFO] 2021-01-02 01:08:24 > Step:   38500 Progress: 38.5% Elapsed: 16:12:48 temperature: no ada_p: No Discriminator_loss: 1.1818 Generator_loss: 0.607332 
[INFO] 2021-01-02 01:10:52 > Step:   38600 Progress: 38.6% Elapsed: 16:15:16 temperature: no ada_p: No Discriminator_loss: 1.24389 Generator_loss: 0.155741 
[INFO] 2021-01-02 01:13:21 > Step:   38700 Progress: 38.7% Elapsed: 16:17:45 temperature: no ada_p: No Discriminator_loss: 1.58551 Generator_loss: 0.533006 
[INFO] 2021-01-02 01:15:49 > Step:   38800 Progress: 38.8% Elapsed: 16:20:13 temperature: no ada_p: No Discriminator_loss: 1.61966 Generator_loss: 0.413344 
[INFO] 2021-01-02 01:18:19 > Step:   38900 Progress: 38.9% Elapsed: 16:22:43 temperature: no ada_p: No Discriminator_loss: 1.66477 Generator_loss: 0.376332 
[INFO] 2021-01-02 01:20:48 > Step:   39000 Progress: 39.0% Elapsed: 16:25:12 temperature: no ada_p: No Discriminator_loss: 1.73465 Generator_loss: -0.0456428 
[INFO] 2021-01-02 01:23:16 > Step:   39100 Progress: 39.1% Elapsed: 16:27:40 temperature: no ada_p: No Discriminator_loss: 1.29069 Generator_loss: -0.154941 
[INFO] 2021-01-02 01:25:44 > Step:   39200 Progress: 39.2% Elapsed: 16:30:09 temperature: no ada_p: No Discriminator_loss: 1.79169 Generator_loss: -0.125095 
[INFO] 2021-01-02 01:28:13 > Step:   39300 Progress: 39.3% Elapsed: 16:32:37 temperature: no ada_p: No Discriminator_loss: 1.38411 Generator_loss: 0.628672 
[INFO] 2021-01-02 01:30:42 > Step:   39400 Progress: 39.4% Elapsed: 16:35:06 temperature: no ada_p: No Discriminator_loss: 1.30959 Generator_loss: 0.739793 
[INFO] 2021-01-02 01:33:10 > Step:   39500 Progress: 39.5% Elapsed: 16:37:34 temperature: no ada_p: No Discriminator_loss: 1.21369 Generator_loss: 0.347818 
[INFO] 2021-01-02 01:35:39 > Step:   39600 Progress: 39.6% Elapsed: 16:40:03 temperature: no ada_p: No Discriminator_loss: 1.13859 Generator_loss: 0.0968659 
[INFO] 2021-01-02 01:38:07 > Step:   39700 Progress: 39.7% Elapsed: 16:42:31 temperature: no ada_p: No Discriminator_loss: 1.45558 Generator_loss: 0.422675 
[INFO] 2021-01-02 01:40:36 > Step:   39800 Progress: 39.8% Elapsed: 16:45:00 temperature: no ada_p: No Discriminator_loss: 1.6309 Generator_loss: 0.509861 
[INFO] 2021-01-02 01:43:04 > Step:   39900 Progress: 39.9% Elapsed: 16:47:28 temperature: no ada_p: No Discriminator_loss: 1.25275 Generator_loss: 0.224319 
[INFO] 2021-01-02 01:45:32 > Step:   40000 Progress: 40.0% Elapsed: 16:49:56 temperature: no ada_p: No Discriminator_loss: 1.65234 Generator_loss: -0.487554 
[INFO] 2021-01-02 01:45:32 > Start Evaluation (40000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 01:45:32 > Calculating FID Score....
[INFO] 2021-01-02 01:45:49 > Calculating Inception Score....
[INFO] 2021-01-02 01:45:54 > Calculate F_beta Score....
[INFO] 2021-01-02 01:46:16 > Calculate Accuracies....
[INFO] 2021-01-02 01:46:20 > Calculate Accuracies....
[INFO] 2021-01-02 01:46:21 > F_8 score (Step: 40000, Using valid images): 0.9132254481238925
[INFO] 2021-01-02 01:46:21 > F_1/8 score (Step: 40000, Using valid images): 0.9613136334852654
[INFO] 2021-01-02 01:46:21 > FID score (Step: 40000, Using valid moments): 25.072229606494204
[INFO] 2021-01-02 01:46:21 > Inception score (Step: 40000, 10000 generated images): 13.407151222229004
[INFO] 2021-01-02 01:46:21 > Best FID score (Step: 40000, Using valid moments): 25.072229606494204
[INFO] 2021-01-02 01:46:35 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 01:49:03 > Step:   40100 Progress: 40.1% Elapsed: 16:53:27 temperature: no ada_p: No Discriminator_loss: 1.23157 Generator_loss: 0.0224018 
[INFO] 2021-01-02 01:51:32 > Step:   40200 Progress: 40.2% Elapsed: 16:55:56 temperature: no ada_p: No Discriminator_loss: 1.76535 Generator_loss: 0.0734247 
[INFO] 2021-01-02 01:54:00 > Step:   40300 Progress: 40.3% Elapsed: 16:58:24 temperature: no ada_p: No Discriminator_loss: 1.33284 Generator_loss: 0.822337 
[INFO] 2021-01-02 01:56:28 > Step:   40400 Progress: 40.4% Elapsed: 17:00:53 temperature: no ada_p: No Discriminator_loss: 1.23423 Generator_loss: 0.370231 
[INFO] 2021-01-02 01:58:57 > Step:   40500 Progress: 40.5% Elapsed: 17:03:21 temperature: no ada_p: No Discriminator_loss: 1.11143 Generator_loss: 1.08833 
[INFO] 2021-01-02 02:01:26 > Step:   40600 Progress: 40.6% Elapsed: 17:05:50 temperature: no ada_p: No Discriminator_loss: 1.3346 Generator_loss: 0.620595 
[INFO] 2021-01-02 02:03:54 > Step:   40700 Progress: 40.7% Elapsed: 17:08:19 temperature: no ada_p: No Discriminator_loss: 1.61363 Generator_loss: 0.315324 
[INFO] 2021-01-02 02:06:23 > Step:   40800 Progress: 40.8% Elapsed: 17:10:47 temperature: no ada_p: No Discriminator_loss: 1.18279 Generator_loss: 0.070231 
[INFO] 2021-01-02 02:08:51 > Step:   40900 Progress: 40.9% Elapsed: 17:13:16 temperature: no ada_p: No Discriminator_loss: 1.3124 Generator_loss: 0.862399 
[INFO] 2021-01-02 02:11:20 > Step:   41000 Progress: 41.0% Elapsed: 17:15:44 temperature: no ada_p: No Discriminator_loss: 1.17033 Generator_loss: 0.752773 
[INFO] 2021-01-02 02:13:48 > Step:   41100 Progress: 41.1% Elapsed: 17:18:12 temperature: no ada_p: No Discriminator_loss: 1.76089 Generator_loss: -0.061201 
[INFO] 2021-01-02 02:16:17 > Step:   41200 Progress: 41.2% Elapsed: 17:20:41 temperature: no ada_p: No Discriminator_loss: 1.27981 Generator_loss: 0.594546 
[INFO] 2021-01-02 02:18:45 > Step:   41300 Progress: 41.3% Elapsed: 17:23:09 temperature: no ada_p: No Discriminator_loss: 1.13823 Generator_loss: 0.345655 
[INFO] 2021-01-02 02:21:14 > Step:   41400 Progress: 41.4% Elapsed: 17:25:38 temperature: no ada_p: No Discriminator_loss: 1.57727 Generator_loss: 0.357628 
[INFO] 2021-01-02 02:23:42 > Step:   41500 Progress: 41.5% Elapsed: 17:28:06 temperature: no ada_p: No Discriminator_loss: 1.2644 Generator_loss: 0.421606 
[INFO] 2021-01-02 02:26:11 > Step:   41600 Progress: 41.6% Elapsed: 17:30:35 temperature: no ada_p: No Discriminator_loss: 1.11903 Generator_loss: 1.20899 
[INFO] 2021-01-02 02:28:39 > Step:   41700 Progress: 41.7% Elapsed: 17:33:03 temperature: no ada_p: No Discriminator_loss: 1.2385 Generator_loss: 0.678616 
[INFO] 2021-01-02 02:31:07 > Step:   41800 Progress: 41.8% Elapsed: 17:35:31 temperature: no ada_p: No Discriminator_loss: 1.30646 Generator_loss: -0.0320309 
[INFO] 2021-01-02 02:33:36 > Step:   41900 Progress: 41.9% Elapsed: 17:38:00 temperature: no ada_p: No Discriminator_loss: 1.55943 Generator_loss: 0.489064 
[INFO] 2021-01-02 02:36:04 > Step:   42000 Progress: 42.0% Elapsed: 17:40:29 temperature: no ada_p: No Discriminator_loss: 1.17913 Generator_loss: 0.428127 
[INFO] 2021-01-02 02:36:04 > Start Evaluation (42000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 02:36:04 > Calculating FID Score....
[INFO] 2021-01-02 02:36:21 > Calculating Inception Score....
[INFO] 2021-01-02 02:36:27 > Calculate F_beta Score....
[INFO] 2021-01-02 02:36:50 > Calculate Accuracies....
[INFO] 2021-01-02 02:36:54 > Calculate Accuracies....
[INFO] 2021-01-02 02:36:55 > F_8 score (Step: 42000, Using valid images): 0.9161251855146338
[INFO] 2021-01-02 02:36:55 > F_1/8 score (Step: 42000, Using valid images): 0.9688437575534824
[INFO] 2021-01-02 02:36:55 > FID score (Step: 42000, Using valid moments): 24.52107019375029
[INFO] 2021-01-02 02:36:55 > Inception score (Step: 42000, 10000 generated images): 13.920466423034668
[INFO] 2021-01-02 02:36:55 > Best FID score (Step: 42000, Using valid moments): 24.52107019375029
[INFO] 2021-01-02 02:37:09 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 02:39:39 > Step:   42100 Progress: 42.1% Elapsed: 17:44:03 temperature: no ada_p: No Discriminator_loss: 1.17991 Generator_loss: 0.42223 
[INFO] 2021-01-02 02:42:07 > Step:   42200 Progress: 42.2% Elapsed: 17:46:31 temperature: no ada_p: No Discriminator_loss: 1.65246 Generator_loss: 0.318573 
[INFO] 2021-01-02 02:44:36 > Step:   42300 Progress: 42.3% Elapsed: 17:49:00 temperature: no ada_p: No Discriminator_loss: 1.58484 Generator_loss: 0.396736 
[INFO] 2021-01-02 02:47:04 > Step:   42400 Progress: 42.4% Elapsed: 17:51:29 temperature: no ada_p: No Discriminator_loss: 1.34067 Generator_loss: -0.446565 
[INFO] 2021-01-02 02:49:33 > Step:   42500 Progress: 42.5% Elapsed: 17:53:57 temperature: no ada_p: No Discriminator_loss: 1.22834 Generator_loss: 0.565852 
[INFO] 2021-01-02 02:52:01 > Step:   42600 Progress: 42.6% Elapsed: 17:56:25 temperature: no ada_p: No Discriminator_loss: 1.42709 Generator_loss: 0.624949 
[INFO] 2021-01-02 02:54:30 > Step:   42700 Progress: 42.7% Elapsed: 17:58:54 temperature: no ada_p: No Discriminator_loss: 1.35324 Generator_loss: 1.30279 
[INFO] 2021-01-02 02:56:58 > Step:   42800 Progress: 42.8% Elapsed: 18:01:22 temperature: no ada_p: No Discriminator_loss: 1.25003 Generator_loss: 1.66139 
[INFO] 2021-01-02 02:59:27 > Step:   42900 Progress: 42.9% Elapsed: 18:03:51 temperature: no ada_p: No Discriminator_loss: 1.07372 Generator_loss: 0.787004 
[INFO] 2021-01-02 03:01:55 > Step:   43000 Progress: 43.0% Elapsed: 18:06:19 temperature: no ada_p: No Discriminator_loss: 1.7088 Generator_loss: 0.258425 
[INFO] 2021-01-02 03:04:23 > Step:   43100 Progress: 43.1% Elapsed: 18:08:47 temperature: no ada_p: No Discriminator_loss: 1.45054 Generator_loss: -0.458471 
[INFO] 2021-01-02 03:06:52 > Step:   43200 Progress: 43.2% Elapsed: 18:11:16 temperature: no ada_p: No Discriminator_loss: 1.57333 Generator_loss: 0.918287 
[INFO] 2021-01-02 03:09:20 > Step:   43300 Progress: 43.3% Elapsed: 18:13:44 temperature: no ada_p: No Discriminator_loss: 1.49951 Generator_loss: 0.517306 
[INFO] 2021-01-02 03:11:49 > Step:   43400 Progress: 43.4% Elapsed: 18:16:13 temperature: no ada_p: No Discriminator_loss: 1.10009 Generator_loss: 0.982093 
[INFO] 2021-01-02 03:14:17 > Step:   43500 Progress: 43.5% Elapsed: 18:18:41 temperature: no ada_p: No Discriminator_loss: 1.14218 Generator_loss: 1.30044 
[INFO] 2021-01-02 03:16:45 > Step:   43600 Progress: 43.6% Elapsed: 18:21:10 temperature: no ada_p: No Discriminator_loss: 1.45252 Generator_loss: -0.678366 
[INFO] 2021-01-02 03:19:14 > Step:   43700 Progress: 43.7% Elapsed: 18:23:38 temperature: no ada_p: No Discriminator_loss: 1.72192 Generator_loss: 0.0567256 
[INFO] 2021-01-02 03:21:43 > Step:   43800 Progress: 43.8% Elapsed: 18:26:07 temperature: no ada_p: No Discriminator_loss: 1.43046 Generator_loss: 0.996037 
[INFO] 2021-01-02 03:24:11 > Step:   43900 Progress: 43.9% Elapsed: 18:28:35 temperature: no ada_p: No Discriminator_loss: 1.09749 Generator_loss: -0.388881 
[INFO] 2021-01-02 03:26:39 > Step:   44000 Progress: 44.0% Elapsed: 18:31:03 temperature: no ada_p: No Discriminator_loss: 1.18758 Generator_loss: 0.25839 
[INFO] 2021-01-02 03:26:39 > Start Evaluation (44000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 03:26:39 > Calculating FID Score....
[INFO] 2021-01-02 03:26:55 > Calculating Inception Score....
[INFO] 2021-01-02 03:27:01 > Calculate F_beta Score....
[INFO] 2021-01-02 03:27:22 > Calculate Accuracies....
[INFO] 2021-01-02 03:27:26 > Calculate Accuracies....
[INFO] 2021-01-02 03:27:28 > F_8 score (Step: 44000, Using valid images): 0.9256264237410617
[INFO] 2021-01-02 03:27:28 > F_1/8 score (Step: 44000, Using valid images): 0.9695833554587847
[INFO] 2021-01-02 03:27:28 > FID score (Step: 44000, Using valid moments): 24.12498105516397
[INFO] 2021-01-02 03:27:28 > Inception score (Step: 44000, 10000 generated images): 13.939194679260254
[INFO] 2021-01-02 03:27:28 > Best FID score (Step: 44000, Using valid moments): 24.12498105516397
[INFO] 2021-01-02 03:27:41 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 03:30:10 > Step:   44100 Progress: 44.1% Elapsed: 18:34:34 temperature: no ada_p: No Discriminator_loss: 1.05541 Generator_loss: 0.705544 
[INFO] 2021-01-02 03:32:39 > Step:   44200 Progress: 44.2% Elapsed: 18:37:03 temperature: no ada_p: No Discriminator_loss: 1.32423 Generator_loss: -0.189385 
[INFO] 2021-01-02 03:35:07 > Step:   44300 Progress: 44.3% Elapsed: 18:39:31 temperature: no ada_p: No Discriminator_loss: 1.47134 Generator_loss: 0.576149 
[INFO] 2021-01-02 03:37:35 > Step:   44400 Progress: 44.4% Elapsed: 18:42:00 temperature: no ada_p: No Discriminator_loss: 1.31509 Generator_loss: 1.17207 
[INFO] 2021-01-02 03:40:04 > Step:   44500 Progress: 44.5% Elapsed: 18:44:28 temperature: no ada_p: No Discriminator_loss: 1.24421 Generator_loss: -0.117114 
[INFO] 2021-01-02 03:42:32 > Step:   44600 Progress: 44.6% Elapsed: 18:46:56 temperature: no ada_p: No Discriminator_loss: 1.26923 Generator_loss: 1.33258 
[INFO] 2021-01-02 03:45:01 > Step:   44700 Progress: 44.7% Elapsed: 18:49:25 temperature: no ada_p: No Discriminator_loss: 1.23359 Generator_loss: 1.19383 
[INFO] 2021-01-02 03:47:29 > Step:   44800 Progress: 44.8% Elapsed: 18:51:53 temperature: no ada_p: No Discriminator_loss: 1.3923 Generator_loss: -0.367797 
[INFO] 2021-01-02 03:49:58 > Step:   44900 Progress: 44.9% Elapsed: 18:54:22 temperature: no ada_p: No Discriminator_loss: 1.20749 Generator_loss: 0.876605 
[INFO] 2021-01-02 03:52:26 > Step:   45000 Progress: 45.0% Elapsed: 18:56:50 temperature: no ada_p: No Discriminator_loss: 1.1439 Generator_loss: 1.16678 
[INFO] 2021-01-02 03:54:55 > Step:   45100 Progress: 45.1% Elapsed: 18:59:19 temperature: no ada_p: No Discriminator_loss: 1.44542 Generator_loss: 0.958023 
[INFO] 2021-01-02 03:57:23 > Step:   45200 Progress: 45.2% Elapsed: 19:01:47 temperature: no ada_p: No Discriminator_loss: 1.25582 Generator_loss: 0.638375 
[INFO] 2021-01-02 03:59:53 > Step:   45300 Progress: 45.3% Elapsed: 19:04:17 temperature: no ada_p: No Discriminator_loss: 1.13552 Generator_loss: 1.42812 
[INFO] 2021-01-02 04:02:21 > Step:   45400 Progress: 45.4% Elapsed: 19:06:46 temperature: no ada_p: No Discriminator_loss: 1.0516 Generator_loss: 0.564135 
[INFO] 2021-01-02 04:04:50 > Step:   45500 Progress: 45.5% Elapsed: 19:09:14 temperature: no ada_p: No Discriminator_loss: 1.35707 Generator_loss: 0.888068 
[INFO] 2021-01-02 04:07:18 > Step:   45600 Progress: 45.6% Elapsed: 19:11:42 temperature: no ada_p: No Discriminator_loss: 1.21227 Generator_loss: -0.394564 
[INFO] 2021-01-02 04:09:47 > Step:   45700 Progress: 45.7% Elapsed: 19:14:11 temperature: no ada_p: No Discriminator_loss: 1.10124 Generator_loss: 1.30182 
[INFO] 2021-01-02 04:12:15 > Step:   45800 Progress: 45.8% Elapsed: 19:16:39 temperature: no ada_p: No Discriminator_loss: 1.42861 Generator_loss: 0.517724 
[INFO] 2021-01-02 04:14:44 > Step:   45900 Progress: 45.9% Elapsed: 19:19:08 temperature: no ada_p: No Discriminator_loss: 1.28812 Generator_loss: 0.224841 
[INFO] 2021-01-02 04:17:12 > Step:   46000 Progress: 46.0% Elapsed: 19:21:36 temperature: no ada_p: No Discriminator_loss: 1.28365 Generator_loss: 0.394174 
[INFO] 2021-01-02 04:17:12 > Start Evaluation (46000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 04:17:12 > Calculating FID Score....
[INFO] 2021-01-02 04:17:28 > Calculating Inception Score....
[INFO] 2021-01-02 04:17:34 > Calculate F_beta Score....
[INFO] 2021-01-02 04:17:57 > Calculate Accuracies....
[INFO] 2021-01-02 04:18:00 > Calculate Accuracies....
[INFO] 2021-01-02 04:18:02 > F_8 score (Step: 46000, Using valid images): 0.9227306579779826
[INFO] 2021-01-02 04:18:02 > F_1/8 score (Step: 46000, Using valid images): 0.9682989887719461
[INFO] 2021-01-02 04:18:02 > FID score (Step: 46000, Using valid moments): 23.718932454269577
[INFO] 2021-01-02 04:18:02 > Inception score (Step: 46000, 10000 generated images): 13.66597843170166
[INFO] 2021-01-02 04:18:02 > Best FID score (Step: 46000, Using valid moments): 23.718932454269577
[INFO] 2021-01-02 04:18:16 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 04:20:44 > Step:   46100 Progress: 46.1% Elapsed: 19:25:08 temperature: no ada_p: No Discriminator_loss: 1.33418 Generator_loss: 0.696174 
[INFO] 2021-01-02 04:23:13 > Step:   46200 Progress: 46.2% Elapsed: 19:27:37 temperature: no ada_p: No Discriminator_loss: 1.09927 Generator_loss: 0.36623 
[INFO] 2021-01-02 04:25:41 > Step:   46300 Progress: 46.3% Elapsed: 19:30:05 temperature: no ada_p: No Discriminator_loss: 1.315 Generator_loss: -0.319453 
[INFO] 2021-01-02 04:28:10 > Step:   46400 Progress: 46.4% Elapsed: 19:32:34 temperature: no ada_p: No Discriminator_loss: 1.22492 Generator_loss: 0.906836 
[INFO] 2021-01-02 04:30:38 > Step:   46500 Progress: 46.5% Elapsed: 19:35:02 temperature: no ada_p: No Discriminator_loss: 1.01622 Generator_loss: 0.579386 
[INFO] 2021-01-02 04:33:07 > Step:   46600 Progress: 46.6% Elapsed: 19:37:31 temperature: no ada_p: No Discriminator_loss: 1.20033 Generator_loss: 0.755113 
[INFO] 2021-01-02 04:35:35 > Step:   46700 Progress: 46.7% Elapsed: 19:39:59 temperature: no ada_p: No Discriminator_loss: 1.45831 Generator_loss: 0.940941 
[INFO] 2021-01-02 04:38:04 > Step:   46800 Progress: 46.8% Elapsed: 19:42:28 temperature: no ada_p: No Discriminator_loss: 1.5045 Generator_loss: 0.747122 
[INFO] 2021-01-02 04:40:32 > Step:   46900 Progress: 46.9% Elapsed: 19:44:56 temperature: no ada_p: No Discriminator_loss: 1.68487 Generator_loss: 0.0694472 
[INFO] 2021-01-02 04:43:01 > Step:   47000 Progress: 47.0% Elapsed: 19:47:25 temperature: no ada_p: No Discriminator_loss: 1.13211 Generator_loss: 0.713104 
[INFO] 2021-01-02 04:45:29 > Step:   47100 Progress: 47.1% Elapsed: 19:49:53 temperature: no ada_p: No Discriminator_loss: 1.51631 Generator_loss: 0.328043 
[INFO] 2021-01-02 04:47:58 > Step:   47200 Progress: 47.2% Elapsed: 19:52:22 temperature: no ada_p: No Discriminator_loss: 1.26396 Generator_loss: -0.211237 
[INFO] 2021-01-02 04:50:26 > Step:   47300 Progress: 47.3% Elapsed: 19:54:50 temperature: no ada_p: No Discriminator_loss: 1.20454 Generator_loss: -0.234615 
[INFO] 2021-01-02 04:52:55 > Step:   47400 Progress: 47.4% Elapsed: 19:57:19 temperature: no ada_p: No Discriminator_loss: 1.44722 Generator_loss: 0.944429 
[INFO] 2021-01-02 04:55:23 > Step:   47500 Progress: 47.5% Elapsed: 19:59:47 temperature: no ada_p: No Discriminator_loss: 1.0152 Generator_loss: 0.492806 
[INFO] 2021-01-02 04:57:52 > Step:   47600 Progress: 47.6% Elapsed: 20:02:16 temperature: no ada_p: No Discriminator_loss: 1.24181 Generator_loss: 0.434142 
[INFO] 2021-01-02 05:00:20 > Step:   47700 Progress: 47.7% Elapsed: 20:04:44 temperature: no ada_p: No Discriminator_loss: 1.02072 Generator_loss: 0.718979 
[INFO] 2021-01-02 05:02:48 > Step:   47800 Progress: 47.8% Elapsed: 20:07:12 temperature: no ada_p: No Discriminator_loss: 1.17081 Generator_loss: 0.34863 
[INFO] 2021-01-02 05:05:17 > Step:   47900 Progress: 47.9% Elapsed: 20:09:41 temperature: no ada_p: No Discriminator_loss: 1.28126 Generator_loss: -0.403207 
[INFO] 2021-01-02 05:07:46 > Step:   48000 Progress: 48.0% Elapsed: 20:12:10 temperature: no ada_p: No Discriminator_loss: 1.20837 Generator_loss: 0.844214 
[INFO] 2021-01-02 05:07:46 > Start Evaluation (48000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 05:07:46 > Calculating FID Score....
[INFO] 2021-01-02 05:08:02 > Calculating Inception Score....
[INFO] 2021-01-02 05:08:07 > Calculate F_beta Score....
[INFO] 2021-01-02 05:08:30 > Calculate Accuracies....
[INFO] 2021-01-02 05:08:33 > Calculate Accuracies....
[INFO] 2021-01-02 05:08:35 > F_8 score (Step: 48000, Using valid images): 0.9287353999927409
[INFO] 2021-01-02 05:08:35 > F_1/8 score (Step: 48000, Using valid images): 0.9683710739588295
[INFO] 2021-01-02 05:08:35 > FID score (Step: 48000, Using valid moments): 23.625902400732343
[INFO] 2021-01-02 05:08:35 > Inception score (Step: 48000, 10000 generated images): 14.394957542419434
[INFO] 2021-01-02 05:08:35 > Best FID score (Step: 48000, Using valid moments): 23.625902400732343
[INFO] 2021-01-02 05:08:48 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 05:11:17 > Step:   48100 Progress: 48.1% Elapsed: 20:15:41 temperature: no ada_p: No Discriminator_loss: 1.32339 Generator_loss: 0.759484 
[INFO] 2021-01-02 05:13:45 > Step:   48200 Progress: 48.2% Elapsed: 20:18:09 temperature: no ada_p: No Discriminator_loss: 1.01389 Generator_loss: 0.914706 
[INFO] 2021-01-02 05:16:13 > Step:   48300 Progress: 48.3% Elapsed: 20:20:38 temperature: no ada_p: No Discriminator_loss: 1.56335 Generator_loss: 0.433412 
[INFO] 2021-01-02 05:18:42 > Step:   48400 Progress: 48.4% Elapsed: 20:23:06 temperature: no ada_p: No Discriminator_loss: 1.16822 Generator_loss: 0.189249 
[INFO] 2021-01-02 05:21:11 > Step:   48500 Progress: 48.5% Elapsed: 20:25:35 temperature: no ada_p: No Discriminator_loss: 1.65722 Generator_loss: 0.375332 
[INFO] 2021-01-02 05:23:40 > Step:   48600 Progress: 48.6% Elapsed: 20:28:04 temperature: no ada_p: No Discriminator_loss: 1.45554 Generator_loss: 0.691533 
[INFO] 2021-01-02 05:26:08 > Step:   48700 Progress: 48.7% Elapsed: 20:30:33 temperature: no ada_p: No Discriminator_loss: 1.21602 Generator_loss: -0.125953 
[INFO] 2021-01-02 05:28:37 > Step:   48800 Progress: 48.8% Elapsed: 20:33:01 temperature: no ada_p: No Discriminator_loss: 1.08173 Generator_loss: 1.12622 
[INFO] 2021-01-02 05:31:06 > Step:   48900 Progress: 48.9% Elapsed: 20:35:30 temperature: no ada_p: No Discriminator_loss: 1.17939 Generator_loss: 0.655913 
[INFO] 2021-01-02 05:33:34 > Step:   49000 Progress: 49.0% Elapsed: 20:37:58 temperature: no ada_p: No Discriminator_loss: 1.23915 Generator_loss: -0.390427 
[INFO] 2021-01-02 05:36:03 > Step:   49100 Progress: 49.1% Elapsed: 20:40:27 temperature: no ada_p: No Discriminator_loss: 1.14042 Generator_loss: 1.43278 
[INFO] 2021-01-02 05:38:32 > Step:   49200 Progress: 49.2% Elapsed: 20:42:56 temperature: no ada_p: No Discriminator_loss: 0.920261 Generator_loss: 1.70248 
[INFO] 2021-01-02 05:41:00 > Step:   49300 Progress: 49.3% Elapsed: 20:45:24 temperature: no ada_p: No Discriminator_loss: 1.55554 Generator_loss: 0.491231 
[INFO] 2021-01-02 05:43:28 > Step:   49400 Progress: 49.4% Elapsed: 20:47:53 temperature: no ada_p: No Discriminator_loss: 1.20561 Generator_loss: 0.16926 
[INFO] 2021-01-02 05:45:57 > Step:   49500 Progress: 49.5% Elapsed: 20:50:21 temperature: no ada_p: No Discriminator_loss: 1.31222 Generator_loss: 0.84962 
[INFO] 2021-01-02 05:48:25 > Step:   49600 Progress: 49.6% Elapsed: 20:52:49 temperature: no ada_p: No Discriminator_loss: 1.49284 Generator_loss: 0.371696 
[INFO] 2021-01-02 05:50:54 > Step:   49700 Progress: 49.7% Elapsed: 20:55:18 temperature: no ada_p: No Discriminator_loss: 1.36569 Generator_loss: 0.719291 
[INFO] 2021-01-02 05:53:22 > Step:   49800 Progress: 49.8% Elapsed: 20:57:46 temperature: no ada_p: No Discriminator_loss: 1.30979 Generator_loss: -0.58124 
[INFO] 2021-01-02 05:55:50 > Step:   49900 Progress: 49.9% Elapsed: 21:00:14 temperature: no ada_p: No Discriminator_loss: 1.2775 Generator_loss: 0.820787 
[INFO] 2021-01-02 05:58:19 > Step:   50000 Progress: 50.0% Elapsed: 21:02:43 temperature: no ada_p: No Discriminator_loss: 0.961256 Generator_loss: 0.635721 
[INFO] 2021-01-02 05:58:19 > Start Evaluation (50000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 05:58:19 > Calculating FID Score....
[INFO] 2021-01-02 05:58:35 > Calculating Inception Score....
[INFO] 2021-01-02 05:58:41 > Calculate F_beta Score....
[INFO] 2021-01-02 05:59:02 > Calculate Accuracies....
[INFO] 2021-01-02 05:59:06 > Calculate Accuracies....
[INFO] 2021-01-02 05:59:08 > F_8 score (Step: 50000, Using valid images): 0.9198999190804155
[INFO] 2021-01-02 05:59:08 > F_1/8 score (Step: 50000, Using valid images): 0.9717059588453241
[INFO] 2021-01-02 05:59:08 > FID score (Step: 50000, Using valid moments): 23.058619901256066
[INFO] 2021-01-02 05:59:08 > Inception score (Step: 50000, 10000 generated images): 14.428370475769043
[INFO] 2021-01-02 05:59:08 > Best FID score (Step: 50000, Using valid moments): 23.058619901256066
[INFO] 2021-01-02 05:59:21 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 06:01:50 > Step:   50100 Progress: 50.1% Elapsed: 21:06:14 temperature: no ada_p: No Discriminator_loss: 0.955618 Generator_loss: 0.660965 
[INFO] 2021-01-02 06:04:18 > Step:   50200 Progress: 50.2% Elapsed: 21:08:43 temperature: no ada_p: No Discriminator_loss: 1.00097 Generator_loss: 1.33502 
[INFO] 2021-01-02 06:06:47 > Step:   50300 Progress: 50.3% Elapsed: 21:11:11 temperature: no ada_p: No Discriminator_loss: 1.29362 Generator_loss: -0.353632 
[INFO] 2021-01-02 06:09:15 > Step:   50400 Progress: 50.4% Elapsed: 21:13:39 temperature: no ada_p: No Discriminator_loss: 1.18148 Generator_loss: 1.50442 
[INFO] 2021-01-02 06:11:44 > Step:   50500 Progress: 50.5% Elapsed: 21:16:08 temperature: no ada_p: No Discriminator_loss: 1.51386 Generator_loss: 0.477309 
[INFO] 2021-01-02 06:14:12 > Step:   50600 Progress: 50.6% Elapsed: 21:18:36 temperature: no ada_p: No Discriminator_loss: 1.13448 Generator_loss: 0.762987 
[INFO] 2021-01-02 06:16:41 > Step:   50700 Progress: 50.7% Elapsed: 21:21:05 temperature: no ada_p: No Discriminator_loss: 1.36988 Generator_loss: 0.883536 
[INFO] 2021-01-02 06:19:09 > Step:   50800 Progress: 50.8% Elapsed: 21:23:33 temperature: no ada_p: No Discriminator_loss: 1.11678 Generator_loss: 0.0311085 
[INFO] 2021-01-02 06:21:38 > Step:   50900 Progress: 50.9% Elapsed: 21:26:02 temperature: no ada_p: No Discriminator_loss: 1.07324 Generator_loss: -0.0654868 
[INFO] 2021-01-02 06:24:06 > Step:   51000 Progress: 51.0% Elapsed: 21:28:30 temperature: no ada_p: No Discriminator_loss: 1.07871 Generator_loss: 0.836245 
[INFO] 2021-01-02 06:26:35 > Step:   51100 Progress: 51.1% Elapsed: 21:30:59 temperature: no ada_p: No Discriminator_loss: 1.10868 Generator_loss: 0.118064 
[INFO] 2021-01-02 06:29:03 > Step:   51200 Progress: 51.2% Elapsed: 21:33:27 temperature: no ada_p: No Discriminator_loss: 1.48704 Generator_loss: 0.325865 
[INFO] 2021-01-02 06:31:32 > Step:   51300 Progress: 51.3% Elapsed: 21:35:56 temperature: no ada_p: No Discriminator_loss: 1.16985 Generator_loss: 0.926348 
[INFO] 2021-01-02 06:34:00 > Step:   51400 Progress: 51.4% Elapsed: 21:38:24 temperature: no ada_p: No Discriminator_loss: 1.42487 Generator_loss: 0.660954 
[INFO] 2021-01-02 06:36:29 > Step:   51500 Progress: 51.5% Elapsed: 21:40:53 temperature: no ada_p: No Discriminator_loss: 1.01758 Generator_loss: 0.23054 
[INFO] 2021-01-02 06:38:57 > Step:   51600 Progress: 51.6% Elapsed: 21:43:21 temperature: no ada_p: No Discriminator_loss: 1.22663 Generator_loss: 1.01533 
[INFO] 2021-01-02 06:41:25 > Step:   51700 Progress: 51.7% Elapsed: 21:45:50 temperature: no ada_p: No Discriminator_loss: 1.19746 Generator_loss: -0.318099 
[INFO] 2021-01-02 06:43:55 > Step:   51800 Progress: 51.8% Elapsed: 21:48:19 temperature: no ada_p: No Discriminator_loss: 1.31226 Generator_loss: 0.96547 
[INFO] 2021-01-02 06:46:23 > Step:   51900 Progress: 51.9% Elapsed: 21:50:48 temperature: no ada_p: No Discriminator_loss: 1.12041 Generator_loss: 0.183819 
[INFO] 2021-01-02 06:48:52 > Step:   52000 Progress: 52.0% Elapsed: 21:53:16 temperature: no ada_p: No Discriminator_loss: 1.04017 Generator_loss: 0.886965 
[INFO] 2021-01-02 06:48:52 > Start Evaluation (52000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 06:48:52 > Calculating FID Score....
[INFO] 2021-01-02 06:49:08 > Calculating Inception Score....
[INFO] 2021-01-02 06:49:14 > Calculate F_beta Score....
[INFO] 2021-01-02 06:49:35 > Calculate Accuracies....
[INFO] 2021-01-02 06:49:39 > Calculate Accuracies....
[INFO] 2021-01-02 06:49:41 > F_8 score (Step: 52000, Using valid images): 0.9275372799108043
[INFO] 2021-01-02 06:49:41 > F_1/8 score (Step: 52000, Using valid images): 0.9637406979778533
[INFO] 2021-01-02 06:49:41 > FID score (Step: 52000, Using valid moments): 22.89457830606392
[INFO] 2021-01-02 06:49:41 > Inception score (Step: 52000, 10000 generated images): 14.311234474182129
[INFO] 2021-01-02 06:49:41 > Best FID score (Step: 52000, Using valid moments): 22.89457830606392
[INFO] 2021-01-02 06:49:55 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 06:52:23 > Step:   52100 Progress: 52.1% Elapsed: 21:56:48 temperature: no ada_p: No Discriminator_loss: 1.08675 Generator_loss: 1.30201 
[INFO] 2021-01-02 06:54:52 > Step:   52200 Progress: 52.2% Elapsed: 21:59:16 temperature: no ada_p: No Discriminator_loss: 1.16025 Generator_loss: -0.323432 
[INFO] 2021-01-02 06:57:21 > Step:   52300 Progress: 52.3% Elapsed: 22:01:45 temperature: no ada_p: No Discriminator_loss: 1.1962 Generator_loss: 0.920286 
[INFO] 2021-01-02 06:59:49 > Step:   52400 Progress: 52.4% Elapsed: 22:04:13 temperature: no ada_p: No Discriminator_loss: 1.10896 Generator_loss: 1.53008 
[INFO] 2021-01-02 07:02:18 > Step:   52500 Progress: 52.5% Elapsed: 22:06:42 temperature: no ada_p: No Discriminator_loss: 0.939668 Generator_loss: 0.777688 
[INFO] 2021-01-02 07:04:47 > Step:   52600 Progress: 52.6% Elapsed: 22:09:11 temperature: no ada_p: No Discriminator_loss: 0.94736 Generator_loss: 1.29924 
[INFO] 2021-01-02 07:07:15 > Step:   52700 Progress: 52.7% Elapsed: 22:11:39 temperature: no ada_p: No Discriminator_loss: 1.0941 Generator_loss: 0.157391 
[INFO] 2021-01-02 07:09:44 > Step:   52800 Progress: 52.8% Elapsed: 22:14:08 temperature: no ada_p: No Discriminator_loss: 1.36572 Generator_loss: 0.547478 
[INFO] 2021-01-02 07:12:12 > Step:   52900 Progress: 52.9% Elapsed: 22:16:36 temperature: no ada_p: No Discriminator_loss: 1.17643 Generator_loss: 0.575068 
[INFO] 2021-01-02 07:14:41 > Step:   53000 Progress: 53.0% Elapsed: 22:19:05 temperature: no ada_p: No Discriminator_loss: 1.08994 Generator_loss: 0.32847 
[INFO] 2021-01-02 07:17:09 > Step:   53100 Progress: 53.1% Elapsed: 22:21:33 temperature: no ada_p: No Discriminator_loss: 1.12541 Generator_loss: -0.220262 
[INFO] 2021-01-02 07:19:37 > Step:   53200 Progress: 53.2% Elapsed: 22:24:01 temperature: no ada_p: No Discriminator_loss: 1.48666 Generator_loss: 0.384786 
[INFO] 2021-01-02 07:22:06 > Step:   53300 Progress: 53.3% Elapsed: 22:26:30 temperature: no ada_p: No Discriminator_loss: 1.33114 Generator_loss: 0.99364 
[INFO] 2021-01-02 07:24:34 > Step:   53400 Progress: 53.4% Elapsed: 22:28:58 temperature: no ada_p: No Discriminator_loss: 1.25861 Generator_loss: -0.294562 
[INFO] 2021-01-02 07:27:03 > Step:   53500 Progress: 53.5% Elapsed: 22:31:27 temperature: no ada_p: No Discriminator_loss: 1.0221 Generator_loss: 0.321163 
[INFO] 2021-01-02 07:29:31 > Step:   53600 Progress: 53.6% Elapsed: 22:33:55 temperature: no ada_p: No Discriminator_loss: 1.42075 Generator_loss: 0.685435 
[INFO] 2021-01-02 07:32:00 > Step:   53700 Progress: 53.7% Elapsed: 22:36:24 temperature: no ada_p: No Discriminator_loss: 1.14683 Generator_loss: 0.487018 
[INFO] 2021-01-02 07:34:28 > Step:   53800 Progress: 53.8% Elapsed: 22:38:52 temperature: no ada_p: No Discriminator_loss: 1.20137 Generator_loss: -0.256651 
[INFO] 2021-01-02 07:36:56 > Step:   53900 Progress: 53.9% Elapsed: 22:41:21 temperature: no ada_p: No Discriminator_loss: 1.09818 Generator_loss: -0.0372968 
[INFO] 2021-01-02 07:39:25 > Step:   54000 Progress: 54.0% Elapsed: 22:43:49 temperature: no ada_p: No Discriminator_loss: 1.1648 Generator_loss: 0.881007 
[INFO] 2021-01-02 07:39:25 > Start Evaluation (54000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 07:39:25 > Calculating FID Score....
[INFO] 2021-01-02 07:39:41 > Calculating Inception Score....
[INFO] 2021-01-02 07:39:47 > Calculate F_beta Score....
[INFO] 2021-01-02 07:40:08 > Calculate Accuracies....
[INFO] 2021-01-02 07:40:12 > Calculate Accuracies....
[INFO] 2021-01-02 07:40:14 > F_8 score (Step: 54000, Using valid images): 0.9327076729468979
[INFO] 2021-01-02 07:40:14 > F_1/8 score (Step: 54000, Using valid images): 0.9700263885962608
[INFO] 2021-01-02 07:40:14 > FID score (Step: 54000, Using valid moments): 22.677799725521197
[INFO] 2021-01-02 07:40:14 > Inception score (Step: 54000, 10000 generated images): 14.512224197387695
[INFO] 2021-01-02 07:40:14 > Best FID score (Step: 54000, Using valid moments): 22.677799725521197
[INFO] 2021-01-02 07:40:28 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 07:42:56 > Step:   54100 Progress: 54.1% Elapsed: 22:47:20 temperature: no ada_p: No Discriminator_loss: 1.64063 Generator_loss: 0.190141 
[INFO] 2021-01-02 07:45:25 > Step:   54200 Progress: 54.2% Elapsed: 22:49:49 temperature: no ada_p: No Discriminator_loss: 1.18465 Generator_loss: 0.828105 
[INFO] 2021-01-02 07:47:53 > Step:   54300 Progress: 54.3% Elapsed: 22:52:17 temperature: no ada_p: No Discriminator_loss: 1.09066 Generator_loss: 0.965776 
[INFO] 2021-01-02 07:50:22 > Step:   54400 Progress: 54.4% Elapsed: 22:54:46 temperature: no ada_p: No Discriminator_loss: 1.15893 Generator_loss: 1.41507 
[INFO] 2021-01-02 07:52:50 > Step:   54500 Progress: 54.5% Elapsed: 22:57:14 temperature: no ada_p: No Discriminator_loss: 1.0611 Generator_loss: 0.205099 
[INFO] 2021-01-02 07:55:19 > Step:   54600 Progress: 54.6% Elapsed: 22:59:43 temperature: no ada_p: No Discriminator_loss: 1.20291 Generator_loss: 0.841987 
[INFO] 2021-01-02 07:57:47 > Step:   54700 Progress: 54.7% Elapsed: 23:02:11 temperature: no ada_p: No Discriminator_loss: 1.02089 Generator_loss: 1.58883 
[INFO] 2021-01-02 08:00:16 > Step:   54800 Progress: 54.8% Elapsed: 23:04:40 temperature: no ada_p: No Discriminator_loss: 1.04875 Generator_loss: -0.0797707 
[INFO] 2021-01-02 08:02:45 > Step:   54900 Progress: 54.9% Elapsed: 23:07:09 temperature: no ada_p: No Discriminator_loss: 1.03657 Generator_loss: 0.195773 
[INFO] 2021-01-02 08:05:14 > Step:   55000 Progress: 55.0% Elapsed: 23:09:38 temperature: no ada_p: No Discriminator_loss: 0.966749 Generator_loss: 1.45815 
[INFO] 2021-01-02 08:07:42 > Step:   55100 Progress: 55.1% Elapsed: 23:12:07 temperature: no ada_p: No Discriminator_loss: 1.06935 Generator_loss: -0.0650229 
[INFO] 2021-01-02 08:10:11 > Step:   55200 Progress: 55.2% Elapsed: 23:14:35 temperature: no ada_p: No Discriminator_loss: 1.18409 Generator_loss: 0.683253 
[INFO] 2021-01-02 08:12:40 > Step:   55300 Progress: 55.3% Elapsed: 23:17:04 temperature: no ada_p: No Discriminator_loss: 1.36575 Generator_loss: 0.814653 
[INFO] 2021-01-02 08:15:08 > Step:   55400 Progress: 55.4% Elapsed: 23:19:32 temperature: no ada_p: No Discriminator_loss: 0.911124 Generator_loss: 1.25268 
[INFO] 2021-01-02 08:17:37 > Step:   55500 Progress: 55.5% Elapsed: 23:22:01 temperature: no ada_p: No Discriminator_loss: 1.2703 Generator_loss: 0.715598 
[INFO] 2021-01-02 08:20:05 > Step:   55600 Progress: 55.6% Elapsed: 23:24:29 temperature: no ada_p: No Discriminator_loss: 1.25242 Generator_loss: 1.21855 
[INFO] 2021-01-02 08:22:34 > Step:   55700 Progress: 55.7% Elapsed: 23:26:58 temperature: no ada_p: No Discriminator_loss: 1.05953 Generator_loss: 0.684527 
[INFO] 2021-01-02 08:25:02 > Step:   55800 Progress: 55.8% Elapsed: 23:29:26 temperature: no ada_p: No Discriminator_loss: 0.953918 Generator_loss: 1.38655 
[INFO] 2021-01-02 08:27:31 > Step:   55900 Progress: 55.9% Elapsed: 23:31:55 temperature: no ada_p: No Discriminator_loss: 1.0423 Generator_loss: -0.0477941 
[INFO] 2021-01-02 08:29:59 > Step:   56000 Progress: 56.0% Elapsed: 23:34:23 temperature: no ada_p: No Discriminator_loss: 1.40163 Generator_loss: 0.624857 
[INFO] 2021-01-02 08:29:59 > Start Evaluation (56000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 08:29:59 > Calculating FID Score....
[INFO] 2021-01-02 08:30:16 > Calculating Inception Score....
[INFO] 2021-01-02 08:30:21 > Calculate F_beta Score....
[INFO] 2021-01-02 08:30:44 > Calculate Accuracies....
[INFO] 2021-01-02 08:30:48 > Calculate Accuracies....
[INFO] 2021-01-02 08:30:50 > F_8 score (Step: 56000, Using valid images): 0.9329120358863956
[INFO] 2021-01-02 08:30:50 > F_1/8 score (Step: 56000, Using valid images): 0.9670819564101718
[INFO] 2021-01-02 08:30:50 > FID score (Step: 56000, Using valid moments): 22.733338243804496
[INFO] 2021-01-02 08:30:50 > Inception score (Step: 56000, 10000 generated images): 14.320186614990234
[INFO] 2021-01-02 08:30:50 > Best FID score (Step: 54000, Using valid moments): 22.677799725521197
[INFO] 2021-01-02 08:30:57 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 08:33:25 > Step:   56100 Progress: 56.1% Elapsed: 23:37:49 temperature: no ada_p: No Discriminator_loss: 1.213 Generator_loss: 1.11157 
[INFO] 2021-01-02 08:35:54 > Step:   56200 Progress: 56.2% Elapsed: 23:40:18 temperature: no ada_p: No Discriminator_loss: 0.983516 Generator_loss: 0.017806 
[INFO] 2021-01-02 08:38:22 > Step:   56300 Progress: 56.3% Elapsed: 23:42:47 temperature: no ada_p: No Discriminator_loss: 1.11251 Generator_loss: 0.747002 
[INFO] 2021-01-02 08:40:51 > Step:   56400 Progress: 56.4% Elapsed: 23:45:15 temperature: no ada_p: No Discriminator_loss: 1.13905 Generator_loss: 0.075519 
[INFO] 2021-01-02 08:43:19 > Step:   56500 Progress: 56.5% Elapsed: 23:47:43 temperature: no ada_p: No Discriminator_loss: 1.1068 Generator_loss: 1.51809 
[INFO] 2021-01-02 08:45:48 > Step:   56600 Progress: 56.6% Elapsed: 23:50:12 temperature: no ada_p: No Discriminator_loss: 1.09846 Generator_loss: 1.47179 
[INFO] 2021-01-02 08:48:16 > Step:   56700 Progress: 56.7% Elapsed: 23:52:40 temperature: no ada_p: No Discriminator_loss: 1.02624 Generator_loss: 0.967845 
[INFO] 2021-01-02 08:50:45 > Step:   56800 Progress: 56.8% Elapsed: 23:55:09 temperature: no ada_p: No Discriminator_loss: 1.02926 Generator_loss: 0.863142 
[INFO] 2021-01-02 08:53:13 > Step:   56900 Progress: 56.9% Elapsed: 23:57:37 temperature: no ada_p: No Discriminator_loss: 0.969513 Generator_loss: 1.51029 
[INFO] 2021-01-02 08:55:41 > Step:   57000 Progress: 57.0% Elapsed: 1 day, 0:00:05 temperature: no ada_p: No Discriminator_loss: 0.960172 Generator_loss: 0.851282 
[INFO] 2021-01-02 08:58:10 > Step:   57100 Progress: 57.1% Elapsed: 1 day, 0:02:34 temperature: no ada_p: No Discriminator_loss: 1.15209 Generator_loss: -0.0616885 
[INFO] 2021-01-02 09:00:38 > Step:   57200 Progress: 57.2% Elapsed: 1 day, 0:05:02 temperature: no ada_p: No Discriminator_loss: 1.04592 Generator_loss: 0.800651 
[INFO] 2021-01-02 09:03:07 > Step:   57300 Progress: 57.3% Elapsed: 1 day, 0:07:31 temperature: no ada_p: No Discriminator_loss: 0.987399 Generator_loss: 0.875586 
[INFO] 2021-01-02 09:05:35 > Step:   57400 Progress: 57.4% Elapsed: 1 day, 0:09:59 temperature: no ada_p: No Discriminator_loss: 1.23619 Generator_loss: 1.07867 
[INFO] 2021-01-02 09:08:03 > Step:   57500 Progress: 57.5% Elapsed: 1 day, 0:12:27 temperature: no ada_p: No Discriminator_loss: 1.08554 Generator_loss: -0.211611 
[INFO] 2021-01-02 09:10:32 > Step:   57600 Progress: 57.6% Elapsed: 1 day, 0:14:56 temperature: no ada_p: No Discriminator_loss: 1.04853 Generator_loss: 0.435157 
[INFO] 2021-01-02 09:13:00 > Step:   57700 Progress: 57.7% Elapsed: 1 day, 0:17:24 temperature: no ada_p: No Discriminator_loss: 1.29281 Generator_loss: 0.998934 
[INFO] 2021-01-02 09:15:29 > Step:   57800 Progress: 57.8% Elapsed: 1 day, 0:19:53 temperature: no ada_p: No Discriminator_loss: 1.03074 Generator_loss: 0.283408 
[INFO] 2021-01-02 09:17:57 > Step:   57900 Progress: 57.9% Elapsed: 1 day, 0:22:22 temperature: no ada_p: No Discriminator_loss: 1.25047 Generator_loss: -0.17118 
[INFO] 2021-01-02 09:20:26 > Step:   58000 Progress: 58.0% Elapsed: 1 day, 0:24:50 temperature: no ada_p: No Discriminator_loss: 0.965535 Generator_loss: 1.37523 
[INFO] 2021-01-02 09:20:26 > Start Evaluation (58000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 09:20:26 > Calculating FID Score....
[INFO] 2021-01-02 09:20:43 > Calculating Inception Score....
[INFO] 2021-01-02 09:20:48 > Calculate F_beta Score....
[INFO] 2021-01-02 09:21:10 > Calculate Accuracies....
[INFO] 2021-01-02 09:21:14 > Calculate Accuracies....
[INFO] 2021-01-02 09:21:16 > F_8 score (Step: 58000, Using valid images): 0.9436839923554512
[INFO] 2021-01-02 09:21:16 > F_1/8 score (Step: 58000, Using valid images): 0.9712398421929306
[INFO] 2021-01-02 09:21:16 > FID score (Step: 58000, Using valid moments): 22.296476520013186
[INFO] 2021-01-02 09:21:16 > Inception score (Step: 58000, 10000 generated images): 14.430505752563477
[INFO] 2021-01-02 09:21:16 > Best FID score (Step: 58000, Using valid moments): 22.296476520013186
[INFO] 2021-01-02 09:21:30 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 09:23:58 > Step:   58100 Progress: 58.1% Elapsed: 1 day, 0:28:23 temperature: no ada_p: No Discriminator_loss: 1.14039 Generator_loss: -0.0985485 
[INFO] 2021-01-02 09:26:28 > Step:   58200 Progress: 58.2% Elapsed: 1 day, 0:30:52 temperature: no ada_p: No Discriminator_loss: 1.18751 Generator_loss: 0.686894 
[INFO] 2021-01-02 09:28:58 > Step:   58300 Progress: 58.3% Elapsed: 1 day, 0:33:22 temperature: no ada_p: No Discriminator_loss: 1.75315 Generator_loss: 0.0584678 
[INFO] 2021-01-02 09:31:26 > Step:   58400 Progress: 58.4% Elapsed: 1 day, 0:35:51 temperature: no ada_p: No Discriminator_loss: 1.05271 Generator_loss: 0.236724 
[INFO] 2021-01-02 09:33:55 > Step:   58500 Progress: 58.5% Elapsed: 1 day, 0:38:19 temperature: no ada_p: No Discriminator_loss: 1.05716 Generator_loss: 0.350957 
[INFO] 2021-01-02 09:36:23 > Step:   58600 Progress: 58.6% Elapsed: 1 day, 0:40:47 temperature: no ada_p: No Discriminator_loss: 1.15424 Generator_loss: 0.803448 
[INFO] 2021-01-02 09:38:52 > Step:   58700 Progress: 58.7% Elapsed: 1 day, 0:43:16 temperature: no ada_p: No Discriminator_loss: 1.00594 Generator_loss: -0.0672392 
[INFO] 2021-01-02 09:41:20 > Step:   58800 Progress: 58.8% Elapsed: 1 day, 0:45:44 temperature: no ada_p: No Discriminator_loss: 1.41078 Generator_loss: 0.624335 
[INFO] 2021-01-02 09:43:49 > Step:   58900 Progress: 58.9% Elapsed: 1 day, 0:48:13 temperature: no ada_p: No Discriminator_loss: 1.326 Generator_loss: 0.870265 
[INFO] 2021-01-02 09:46:18 > Step:   59000 Progress: 59.0% Elapsed: 1 day, 0:50:42 temperature: no ada_p: No Discriminator_loss: 0.898675 Generator_loss: 0.821365 
[INFO] 2021-01-02 09:48:47 > Step:   59100 Progress: 59.1% Elapsed: 1 day, 0:53:11 temperature: no ada_p: No Discriminator_loss: 0.97492 Generator_loss: 0.387245 
[INFO] 2021-01-02 09:52:17 > Step:   59200 Progress: 59.2% Elapsed: 1 day, 0:56:41 temperature: no ada_p: No Discriminator_loss: 0.867042 Generator_loss: 1.2707 
[INFO] 2021-01-02 09:55:51 > Step:   59300 Progress: 59.3% Elapsed: 1 day, 1:00:16 temperature: no ada_p: No Discriminator_loss: 0.900852 Generator_loss: 0.634635 
[INFO] 2021-01-02 10:00:51 > Step:   59400 Progress: 59.4% Elapsed: 1 day, 1:05:15 temperature: no ada_p: No Discriminator_loss: 1.34754 Generator_loss: 0.676118 
[INFO] 2021-01-02 10:05:49 > Step:   59500 Progress: 59.5% Elapsed: 1 day, 1:10:13 temperature: no ada_p: No Discriminator_loss: 1.41323 Generator_loss: 0.780924 
[INFO] 2021-01-02 10:10:49 > Step:   59600 Progress: 59.6% Elapsed: 1 day, 1:15:13 temperature: no ada_p: No Discriminator_loss: 1.16874 Generator_loss: -0.172995 
[INFO] 2021-01-02 10:15:48 > Step:   59700 Progress: 59.7% Elapsed: 1 day, 1:20:12 temperature: no ada_p: No Discriminator_loss: 0.929759 Generator_loss: 1.04371 
[INFO] 2021-01-02 10:20:48 > Step:   59800 Progress: 59.8% Elapsed: 1 day, 1:25:12 temperature: no ada_p: No Discriminator_loss: 1.1187 Generator_loss: 0.934169 
[INFO] 2021-01-02 10:25:48 > Step:   59900 Progress: 59.9% Elapsed: 1 day, 1:30:12 temperature: no ada_p: No Discriminator_loss: 0.963878 Generator_loss: 0.404821 
[INFO] 2021-01-02 10:30:48 > Step:   60000 Progress: 60.0% Elapsed: 1 day, 1:35:12 temperature: no ada_p: No Discriminator_loss: 0.847117 Generator_loss: 1.69858 
[INFO] 2021-01-02 10:30:48 > Start Evaluation (60000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 10:30:48 > Calculating FID Score....
[INFO] 2021-01-02 10:31:10 > Calculating Inception Score....
[INFO] 2021-01-02 10:31:22 > Calculate F_beta Score....
[INFO] 2021-01-02 10:31:56 > Calculate Accuracies....
[INFO] 2021-01-02 10:32:03 > Calculate Accuracies....
[INFO] 2021-01-02 10:32:05 > F_8 score (Step: 60000, Using valid images): 0.9316232675027487
[INFO] 2021-01-02 10:32:05 > F_1/8 score (Step: 60000, Using valid images): 0.9708063070618178
[INFO] 2021-01-02 10:32:05 > FID score (Step: 60000, Using valid moments): 22.26214137495913
[INFO] 2021-01-02 10:32:05 > Inception score (Step: 60000, 10000 generated images): 14.605283737182617
[INFO] 2021-01-02 10:32:05 > Best FID score (Step: 60000, Using valid moments): 22.26214137495913
[INFO] 2021-01-02 10:32:18 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 10:37:17 > Step:   60100 Progress: 60.1% Elapsed: 1 day, 1:41:42 temperature: no ada_p: No Discriminator_loss: 1.09475 Generator_loss: 0.810005 
[INFO] 2021-01-02 10:42:17 > Step:   60200 Progress: 60.2% Elapsed: 1 day, 1:46:42 temperature: no ada_p: No Discriminator_loss: 0.961729 Generator_loss: 1.28928 
[INFO] 2021-01-02 10:47:18 > Step:   60300 Progress: 60.3% Elapsed: 1 day, 1:51:42 temperature: no ada_p: No Discriminator_loss: 1.4168 Generator_loss: 0.564638 
[INFO] 2021-01-02 10:52:17 > Step:   60400 Progress: 60.4% Elapsed: 1 day, 1:56:41 temperature: no ada_p: No Discriminator_loss: 0.984064 Generator_loss: 0.692281 
[INFO] 2021-01-02 10:57:17 > Step:   60500 Progress: 60.5% Elapsed: 1 day, 2:01:41 temperature: no ada_p: No Discriminator_loss: 1.05983 Generator_loss: -0.238505 
[INFO] 2021-01-02 11:02:16 > Step:   60600 Progress: 60.6% Elapsed: 1 day, 2:06:40 temperature: no ada_p: No Discriminator_loss: 0.944825 Generator_loss: 1.26855 
[INFO] 2021-01-02 11:07:17 > Step:   60700 Progress: 60.7% Elapsed: 1 day, 2:11:41 temperature: no ada_p: No Discriminator_loss: 1.01159 Generator_loss: 0.55787 
[INFO] 2021-01-02 11:12:15 > Step:   60800 Progress: 60.8% Elapsed: 1 day, 2:16:40 temperature: no ada_p: No Discriminator_loss: 1.0569 Generator_loss: -0.0213081 
[INFO] 2021-01-02 11:17:15 > Step:   60900 Progress: 60.9% Elapsed: 1 day, 2:21:39 temperature: no ada_p: No Discriminator_loss: 0.980141 Generator_loss: 0.329314 
[INFO] 2021-01-02 11:22:14 > Step:   61000 Progress: 61.0% Elapsed: 1 day, 2:26:38 temperature: no ada_p: No Discriminator_loss: 1.0163 Generator_loss: 0.759669 
[INFO] 2021-01-02 11:27:15 > Step:   61100 Progress: 61.1% Elapsed: 1 day, 2:31:39 temperature: no ada_p: No Discriminator_loss: 0.940668 Generator_loss: 0.424856 
[INFO] 2021-01-02 11:32:14 > Step:   61200 Progress: 61.2% Elapsed: 1 day, 2:36:39 temperature: no ada_p: No Discriminator_loss: 0.881749 Generator_loss: 0.832766 
[INFO] 2021-01-02 11:37:13 > Step:   61300 Progress: 61.3% Elapsed: 1 day, 2:41:37 temperature: no ada_p: No Discriminator_loss: 0.982136 Generator_loss: 1.64855 
[INFO] 2021-01-02 11:42:13 > Step:   61400 Progress: 61.4% Elapsed: 1 day, 2:46:37 temperature: no ada_p: No Discriminator_loss: 1.24553 Generator_loss: 1.18616 
[INFO] 2021-01-02 11:47:15 > Step:   61500 Progress: 61.5% Elapsed: 1 day, 2:51:40 temperature: no ada_p: No Discriminator_loss: 1.03175 Generator_loss: 0.227886 
[INFO] 2021-01-02 11:52:15 > Step:   61600 Progress: 61.6% Elapsed: 1 day, 2:56:39 temperature: no ada_p: No Discriminator_loss: 1.12539 Generator_loss: -0.125048 
[INFO] 2021-01-02 11:57:12 > Step:   61700 Progress: 61.7% Elapsed: 1 day, 3:01:37 temperature: no ada_p: No Discriminator_loss: 1.11667 Generator_loss: -0.280422 
[INFO] 2021-01-02 12:02:11 > Step:   61800 Progress: 61.8% Elapsed: 1 day, 3:06:35 temperature: no ada_p: No Discriminator_loss: 0.817625 Generator_loss: 0.948931 
[INFO] 2021-01-02 12:07:11 > Step:   61900 Progress: 61.9% Elapsed: 1 day, 3:11:36 temperature: no ada_p: No Discriminator_loss: 0.993698 Generator_loss: 0.942967 
[INFO] 2021-01-02 12:12:10 > Step:   62000 Progress: 62.0% Elapsed: 1 day, 3:16:34 temperature: no ada_p: No Discriminator_loss: 1.09938 Generator_loss: 1.29126 
[INFO] 2021-01-02 12:12:10 > Start Evaluation (62000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 12:12:10 > Calculating FID Score....
[INFO] 2021-01-02 12:12:32 > Calculating Inception Score....
[INFO] 2021-01-02 12:12:44 > Calculate F_beta Score....
[INFO] 2021-01-02 12:13:14 > Calculate Accuracies....
[INFO] 2021-01-02 12:13:20 > Calculate Accuracies....
[INFO] 2021-01-02 12:13:22 > F_8 score (Step: 62000, Using valid images): 0.9329932335610807
[INFO] 2021-01-02 12:13:22 > F_1/8 score (Step: 62000, Using valid images): 0.9752138571293112
[INFO] 2021-01-02 12:13:22 > FID score (Step: 62000, Using valid moments): 22.27451840283993
[INFO] 2021-01-02 12:13:22 > Inception score (Step: 62000, 10000 generated images): 14.562332153320312
[INFO] 2021-01-02 12:13:22 > Best FID score (Step: 60000, Using valid moments): 22.26214137495913
[INFO] 2021-01-02 12:13:30 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 12:18:32 > Step:   62100 Progress: 62.1% Elapsed: 1 day, 3:22:56 temperature: no ada_p: No Discriminator_loss: 0.807143 Generator_loss: 1.58592 
[INFO] 2021-01-02 12:23:31 > Step:   62200 Progress: 62.2% Elapsed: 1 day, 3:27:55 temperature: no ada_p: No Discriminator_loss: 1.27025 Generator_loss: 0.907069 
[INFO] 2021-01-02 12:28:30 > Step:   62300 Progress: 62.3% Elapsed: 1 day, 3:32:55 temperature: no ada_p: No Discriminator_loss: 1.03321 Generator_loss: -0.081999 
[INFO] 2021-01-02 12:33:31 > Step:   62400 Progress: 62.4% Elapsed: 1 day, 3:37:55 temperature: no ada_p: No Discriminator_loss: 1.17942 Generator_loss: 0.799537 
[INFO] 2021-01-02 12:38:31 > Step:   62500 Progress: 62.5% Elapsed: 1 day, 3:42:55 temperature: no ada_p: No Discriminator_loss: 0.914291 Generator_loss: -0.00581207 
[INFO] 2021-01-02 12:43:30 > Step:   62600 Progress: 62.6% Elapsed: 1 day, 3:47:55 temperature: no ada_p: No Discriminator_loss: 1.14363 Generator_loss: 1.27943 
[INFO] 2021-01-02 12:48:31 > Step:   62700 Progress: 62.7% Elapsed: 1 day, 3:52:56 temperature: no ada_p: No Discriminator_loss: 0.945549 Generator_loss: 0.236998 
[INFO] 2021-01-02 12:53:31 > Step:   62800 Progress: 62.8% Elapsed: 1 day, 3:57:56 temperature: no ada_p: No Discriminator_loss: 0.90169 Generator_loss: 0.76949 
[INFO] 2021-01-02 12:58:32 > Step:   62900 Progress: 62.9% Elapsed: 1 day, 4:02:57 temperature: no ada_p: No Discriminator_loss: 1.08581 Generator_loss: 1.3451 
[INFO] 2021-01-02 13:03:33 > Step:   63000 Progress: 63.0% Elapsed: 1 day, 4:07:57 temperature: no ada_p: No Discriminator_loss: 1.41389 Generator_loss: 0.511574 
[INFO] 2021-01-02 13:08:32 > Step:   63100 Progress: 63.1% Elapsed: 1 day, 4:12:56 temperature: no ada_p: No Discriminator_loss: 0.989404 Generator_loss: 0.265445 
[INFO] 2021-01-02 13:13:31 > Step:   63200 Progress: 63.2% Elapsed: 1 day, 4:17:55 temperature: no ada_p: No Discriminator_loss: 0.945989 Generator_loss: 0.737671 
[INFO] 2021-01-02 13:18:32 > Step:   63300 Progress: 63.3% Elapsed: 1 day, 4:22:56 temperature: no ada_p: No Discriminator_loss: 0.867894 Generator_loss: 1.15733 
[INFO] 2021-01-02 13:23:33 > Step:   63400 Progress: 63.4% Elapsed: 1 day, 4:27:57 temperature: no ada_p: No Discriminator_loss: 1.36169 Generator_loss: 0.61529 
[INFO] 2021-01-02 13:28:32 > Step:   63500 Progress: 63.5% Elapsed: 1 day, 4:32:56 temperature: no ada_p: No Discriminator_loss: 0.967902 Generator_loss: 1.5395 
[INFO] 2021-01-02 13:33:33 > Step:   63600 Progress: 63.6% Elapsed: 1 day, 4:37:57 temperature: no ada_p: No Discriminator_loss: 1.09708 Generator_loss: 1.15719 
[INFO] 2021-01-02 13:38:34 > Step:   63700 Progress: 63.7% Elapsed: 1 day, 4:42:58 temperature: no ada_p: No Discriminator_loss: 1.15132 Generator_loss: 0.776566 
[INFO] 2021-01-02 13:43:33 > Step:   63800 Progress: 63.8% Elapsed: 1 day, 4:47:57 temperature: no ada_p: No Discriminator_loss: 0.903912 Generator_loss: 0.626101 
[INFO] 2021-01-02 13:48:31 > Step:   63900 Progress: 63.9% Elapsed: 1 day, 4:52:55 temperature: no ada_p: No Discriminator_loss: 0.882005 Generator_loss: 0.482315 
[INFO] 2021-01-02 13:53:31 > Step:   64000 Progress: 64.0% Elapsed: 1 day, 4:57:55 temperature: no ada_p: No Discriminator_loss: 1.01191 Generator_loss: 1.01482 
[INFO] 2021-01-02 13:53:31 > Start Evaluation (64000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 13:53:31 > Calculating FID Score....
[INFO] 2021-01-02 13:53:53 > Calculating Inception Score....
[INFO] 2021-01-02 13:54:04 > Calculate F_beta Score....
[INFO] 2021-01-02 13:54:35 > Calculate Accuracies....
[INFO] 2021-01-02 13:54:41 > Calculate Accuracies....
[INFO] 2021-01-02 13:54:43 > F_8 score (Step: 64000, Using valid images): 0.9345012827366999
[INFO] 2021-01-02 13:54:43 > F_1/8 score (Step: 64000, Using valid images): 0.9672376887576986
[INFO] 2021-01-02 13:54:43 > FID score (Step: 64000, Using valid moments): 22.168398935211485
[INFO] 2021-01-02 13:54:43 > Inception score (Step: 64000, 10000 generated images): 14.627057075500488
[INFO] 2021-01-02 13:54:43 > Best FID score (Step: 64000, Using valid moments): 22.168398935211485
[INFO] 2021-01-02 13:54:57 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 13:59:56 > Step:   64100 Progress: 64.1% Elapsed: 1 day, 5:04:20 temperature: no ada_p: No Discriminator_loss: 1.10088 Generator_loss: -0.176509 
[INFO] 2021-01-02 14:04:55 > Step:   64200 Progress: 64.2% Elapsed: 1 day, 5:09:19 temperature: no ada_p: No Discriminator_loss: 1.15444 Generator_loss: 0.915069 
[INFO] 2021-01-02 14:09:56 > Step:   64300 Progress: 64.3% Elapsed: 1 day, 5:14:20 temperature: no ada_p: No Discriminator_loss: 0.847877 Generator_loss: 0.915713 
[INFO] 2021-01-02 14:14:55 > Step:   64400 Progress: 64.4% Elapsed: 1 day, 5:19:19 temperature: no ada_p: No Discriminator_loss: 0.821217 Generator_loss: 0.616388 
[INFO] 2021-01-02 14:19:56 > Step:   64500 Progress: 64.5% Elapsed: 1 day, 5:24:20 temperature: no ada_p: No Discriminator_loss: 0.955965 Generator_loss: 1.29554 
[INFO] 2021-01-02 14:24:56 > Step:   64600 Progress: 64.6% Elapsed: 1 day, 5:29:20 temperature: no ada_p: No Discriminator_loss: 1.17307 Generator_loss: 1.08057 
[INFO] 2021-01-02 14:29:58 > Step:   64700 Progress: 64.7% Elapsed: 1 day, 5:34:22 temperature: no ada_p: No Discriminator_loss: 1.07348 Generator_loss: -0.0106204 
[INFO] 2021-01-02 14:34:58 > Step:   64800 Progress: 64.8% Elapsed: 1 day, 5:39:23 temperature: no ada_p: No Discriminator_loss: 0.985116 Generator_loss: 0.399783 
[INFO] 2021-01-02 14:39:58 > Step:   64900 Progress: 64.9% Elapsed: 1 day, 5:44:22 temperature: no ada_p: No Discriminator_loss: 1.31302 Generator_loss: 0.605915 
[INFO] 2021-01-02 14:44:59 > Step:   65000 Progress: 65.0% Elapsed: 1 day, 5:49:23 temperature: no ada_p: No Discriminator_loss: 0.884047 Generator_loss: 0.131769 
[INFO] 2021-01-02 14:49:59 > Step:   65100 Progress: 65.1% Elapsed: 1 day, 5:54:23 temperature: no ada_p: No Discriminator_loss: 1.10272 Generator_loss: 0.824419 
[INFO] 2021-01-02 14:54:59 > Step:   65200 Progress: 65.2% Elapsed: 1 day, 5:59:23 temperature: no ada_p: No Discriminator_loss: 1.14156 Generator_loss: 0.0126721 
[INFO] 2021-01-02 14:59:57 > Step:   65300 Progress: 65.3% Elapsed: 1 day, 6:04:21 temperature: no ada_p: No Discriminator_loss: 0.757462 Generator_loss: 1.30743 
[INFO] 2021-01-02 15:04:58 > Step:   65400 Progress: 65.4% Elapsed: 1 day, 6:09:22 temperature: no ada_p: No Discriminator_loss: 1.26608 Generator_loss: 0.500736 
[INFO] 2021-01-02 15:09:58 > Step:   65500 Progress: 65.5% Elapsed: 1 day, 6:14:22 temperature: no ada_p: No Discriminator_loss: 1.04679 Generator_loss: -0.00871737 
[INFO] 2021-01-02 15:14:58 > Step:   65600 Progress: 65.6% Elapsed: 1 day, 6:19:22 temperature: no ada_p: No Discriminator_loss: 1.00389 Generator_loss: 0.778872 
[INFO] 2021-01-02 15:19:58 > Step:   65700 Progress: 65.7% Elapsed: 1 day, 6:24:23 temperature: no ada_p: No Discriminator_loss: 1.1331 Generator_loss: 1.1452 
[INFO] 2021-01-02 15:24:59 > Step:   65800 Progress: 65.8% Elapsed: 1 day, 6:29:23 temperature: no ada_p: No Discriminator_loss: 1.33831 Generator_loss: 0.694393 
[INFO] 2021-01-02 15:29:58 > Step:   65900 Progress: 65.9% Elapsed: 1 day, 6:34:22 temperature: no ada_p: No Discriminator_loss: 0.956778 Generator_loss: 0.472594 
[INFO] 2021-01-02 15:34:57 > Step:   66000 Progress: 66.0% Elapsed: 1 day, 6:39:22 temperature: no ada_p: No Discriminator_loss: 0.883992 Generator_loss: 1.02927 
[INFO] 2021-01-02 15:34:57 > Start Evaluation (66000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 15:34:57 > Calculating FID Score....
[INFO] 2021-01-02 15:35:19 > Calculating Inception Score....
[INFO] 2021-01-02 15:35:30 > Calculate F_beta Score....
[INFO] 2021-01-02 15:36:02 > Calculate Accuracies....
[INFO] 2021-01-02 15:36:08 > Calculate Accuracies....
[INFO] 2021-01-02 15:36:10 > F_8 score (Step: 66000, Using valid images): 0.940857929807631
[INFO] 2021-01-02 15:36:10 > F_1/8 score (Step: 66000, Using valid images): 0.9653849984910675
[INFO] 2021-01-02 15:36:10 > FID score (Step: 66000, Using valid moments): 22.085408368419394
[INFO] 2021-01-02 15:36:10 > Inception score (Step: 66000, 10000 generated images): 14.86783218383789
[INFO] 2021-01-02 15:36:10 > Best FID score (Step: 66000, Using valid moments): 22.085408368419394
[INFO] 2021-01-02 15:36:24 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 15:41:23 > Step:   66100 Progress: 66.1% Elapsed: 1 day, 6:45:47 temperature: no ada_p: No Discriminator_loss: 0.980428 Generator_loss: 1.35923 
[INFO] 2021-01-02 15:46:24 > Step:   66200 Progress: 66.2% Elapsed: 1 day, 6:50:48 temperature: no ada_p: No Discriminator_loss: 0.974222 Generator_loss: 0.427682 
[INFO] 2021-01-02 15:51:24 > Step:   66300 Progress: 66.3% Elapsed: 1 day, 6:55:49 temperature: no ada_p: No Discriminator_loss: 0.973085 Generator_loss: 0.298833 
[INFO] 2021-01-02 15:56:24 > Step:   66400 Progress: 66.4% Elapsed: 1 day, 7:00:48 temperature: no ada_p: No Discriminator_loss: 1.21831 Generator_loss: 0.830812 
[INFO] 2021-01-02 16:01:23 > Step:   66500 Progress: 66.5% Elapsed: 1 day, 7:05:47 temperature: no ada_p: No Discriminator_loss: 0.910169 Generator_loss: 0.428451 
[INFO] 2021-01-02 16:06:22 > Step:   66600 Progress: 66.6% Elapsed: 1 day, 7:10:46 temperature: no ada_p: No Discriminator_loss: 0.819847 Generator_loss: 0.970946 
[INFO] 2021-01-02 16:11:21 > Step:   66700 Progress: 66.7% Elapsed: 1 day, 7:15:45 temperature: no ada_p: No Discriminator_loss: 0.991352 Generator_loss: 0.126377 
[INFO] 2021-01-02 16:16:20 > Step:   66800 Progress: 66.8% Elapsed: 1 day, 7:20:44 temperature: no ada_p: No Discriminator_loss: 0.82715 Generator_loss: 1.0943 
[INFO] 2021-01-02 16:21:20 > Step:   66900 Progress: 66.9% Elapsed: 1 day, 7:25:44 temperature: no ada_p: No Discriminator_loss: 0.852524 Generator_loss: 0.419477 
[INFO] 2021-01-02 16:26:19 > Step:   67000 Progress: 67.0% Elapsed: 1 day, 7:30:43 temperature: no ada_p: No Discriminator_loss: 1.0342 Generator_loss: 0.87402 
[INFO] 2021-01-02 16:31:19 > Step:   67100 Progress: 67.1% Elapsed: 1 day, 7:35:43 temperature: no ada_p: No Discriminator_loss: 0.996942 Generator_loss: 0.592828 
[INFO] 2021-01-02 16:36:18 > Step:   67200 Progress: 67.2% Elapsed: 1 day, 7:40:42 temperature: no ada_p: No Discriminator_loss: 0.962999 Generator_loss: 0.860257 
[INFO] 2021-01-02 16:41:17 > Step:   67300 Progress: 67.3% Elapsed: 1 day, 7:45:41 temperature: no ada_p: No Discriminator_loss: 0.92359 Generator_loss: 0.829347 
[INFO] 2021-01-02 16:46:17 > Step:   67400 Progress: 67.4% Elapsed: 1 day, 7:50:41 temperature: no ada_p: No Discriminator_loss: 0.966279 Generator_loss: 0.484957 
[INFO] 2021-01-02 16:51:16 > Step:   67500 Progress: 67.5% Elapsed: 1 day, 7:55:40 temperature: no ada_p: No Discriminator_loss: 0.873003 Generator_loss: 0.187547 
[INFO] 2021-01-02 16:56:15 > Step:   67600 Progress: 67.6% Elapsed: 1 day, 8:00:39 temperature: no ada_p: No Discriminator_loss: 0.994293 Generator_loss: 0.963521 
[INFO] 2021-01-02 17:01:16 > Step:   67700 Progress: 67.7% Elapsed: 1 day, 8:05:40 temperature: no ada_p: No Discriminator_loss: 1.05592 Generator_loss: 1.18164 
[INFO] 2021-01-02 17:06:09 > Step:   67800 Progress: 67.8% Elapsed: 1 day, 8:10:33 temperature: no ada_p: No Discriminator_loss: 1.00856 Generator_loss: 0.238209 
[INFO] 2021-01-02 17:08:41 > Step:   67900 Progress: 67.9% Elapsed: 1 day, 8:13:05 temperature: no ada_p: No Discriminator_loss: 0.950305 Generator_loss: 0.0879688 
[INFO] 2021-01-02 17:11:11 > Step:   68000 Progress: 68.0% Elapsed: 1 day, 8:15:35 temperature: no ada_p: No Discriminator_loss: 0.813527 Generator_loss: 1.21727 
[INFO] 2021-01-02 17:11:11 > Start Evaluation (68000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 17:11:11 > Calculating FID Score....
[INFO] 2021-01-02 17:11:27 > Calculating Inception Score....
[INFO] 2021-01-02 17:11:32 > Calculate F_beta Score....
[INFO] 2021-01-02 17:11:55 > Calculate Accuracies....
[INFO] 2021-01-02 17:11:59 > Calculate Accuracies....
[INFO] 2021-01-02 17:12:01 > F_8 score (Step: 68000, Using valid images): 0.9369820091114458
[INFO] 2021-01-02 17:12:01 > F_1/8 score (Step: 68000, Using valid images): 0.9734678270192636
[INFO] 2021-01-02 17:12:01 > FID score (Step: 68000, Using valid moments): 22.109042242664316
[INFO] 2021-01-02 17:12:01 > Inception score (Step: 68000, 10000 generated images): 14.782605171203613
[INFO] 2021-01-02 17:12:01 > Best FID score (Step: 66000, Using valid moments): 22.085408368419394
[INFO] 2021-01-02 17:12:08 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 17:14:36 > Step:   68100 Progress: 68.1% Elapsed: 1 day, 8:19:00 temperature: no ada_p: No Discriminator_loss: 1.01481 Generator_loss: 1.40678 
[INFO] 2021-01-02 17:17:04 > Step:   68200 Progress: 68.2% Elapsed: 1 day, 8:21:28 temperature: no ada_p: No Discriminator_loss: 0.862593 Generator_loss: 0.959175 
[INFO] 2021-01-02 17:19:33 > Step:   68300 Progress: 68.3% Elapsed: 1 day, 8:23:57 temperature: no ada_p: No Discriminator_loss: 1.0104 Generator_loss: 0.298549 
[INFO] 2021-01-02 17:22:01 > Step:   68400 Progress: 68.4% Elapsed: 1 day, 8:26:25 temperature: no ada_p: No Discriminator_loss: 0.929161 Generator_loss: 0.755123 
[INFO] 2021-01-02 17:24:30 > Step:   68500 Progress: 68.5% Elapsed: 1 day, 8:28:54 temperature: no ada_p: No Discriminator_loss: 1.1711 Generator_loss: 0.857824 
[INFO] 2021-01-02 17:26:58 > Step:   68600 Progress: 68.6% Elapsed: 1 day, 8:31:22 temperature: no ada_p: No Discriminator_loss: 0.929836 Generator_loss: 0.16961 
[INFO] 2021-01-02 17:29:27 > Step:   68700 Progress: 68.7% Elapsed: 1 day, 8:33:51 temperature: no ada_p: No Discriminator_loss: 0.982228 Generator_loss: 0.130881 
[INFO] 2021-01-02 17:31:55 > Step:   68800 Progress: 68.8% Elapsed: 1 day, 8:36:19 temperature: no ada_p: No Discriminator_loss: 0.836319 Generator_loss: 1.14749 
[INFO] 2021-01-02 17:34:24 > Step:   68900 Progress: 68.9% Elapsed: 1 day, 8:38:48 temperature: no ada_p: No Discriminator_loss: 0.843931 Generator_loss: 1.61688 
[INFO] 2021-01-02 17:36:52 > Step:   69000 Progress: 69.0% Elapsed: 1 day, 8:41:17 temperature: no ada_p: No Discriminator_loss: 1.10359 Generator_loss: 1.21497 
[INFO] 2021-01-02 17:39:21 > Step:   69100 Progress: 69.1% Elapsed: 1 day, 8:43:45 temperature: no ada_p: No Discriminator_loss: 1.31861 Generator_loss: 0.60053 
[INFO] 2021-01-02 17:41:50 > Step:   69200 Progress: 69.2% Elapsed: 1 day, 8:46:14 temperature: no ada_p: No Discriminator_loss: 0.838181 Generator_loss: 0.88271 
[INFO] 2021-01-02 17:44:18 > Step:   69300 Progress: 69.3% Elapsed: 1 day, 8:48:43 temperature: no ada_p: No Discriminator_loss: 0.937949 Generator_loss: 1.52948 
[INFO] 2021-01-02 17:46:47 > Step:   69400 Progress: 69.4% Elapsed: 1 day, 8:51:11 temperature: no ada_p: No Discriminator_loss: 1.12824 Generator_loss: 1.15942 
[INFO] 2021-01-02 17:49:15 > Step:   69500 Progress: 69.5% Elapsed: 1 day, 8:53:39 temperature: no ada_p: No Discriminator_loss: 0.998209 Generator_loss: 0.732791 
[INFO] 2021-01-02 17:51:44 > Step:   69600 Progress: 69.6% Elapsed: 1 day, 8:56:08 temperature: no ada_p: No Discriminator_loss: 1.09833 Generator_loss: 1.26873 
[INFO] 2021-01-02 17:54:12 > Step:   69700 Progress: 69.7% Elapsed: 1 day, 8:58:36 temperature: no ada_p: No Discriminator_loss: 0.97177 Generator_loss: 0.0318378 
[INFO] 2021-01-02 17:56:41 > Step:   69800 Progress: 69.8% Elapsed: 1 day, 9:01:05 temperature: no ada_p: No Discriminator_loss: 0.787297 Generator_loss: 0.905769 
[INFO] 2021-01-02 17:59:09 > Step:   69900 Progress: 69.9% Elapsed: 1 day, 9:03:33 temperature: no ada_p: No Discriminator_loss: 0.84887 Generator_loss: 0.891794 
[INFO] 2021-01-02 18:01:38 > Step:   70000 Progress: 70.0% Elapsed: 1 day, 9:06:02 temperature: no ada_p: No Discriminator_loss: 0.949005 Generator_loss: 0.273896 
[INFO] 2021-01-02 18:01:38 > Start Evaluation (70000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 18:01:38 > Calculating FID Score....
[INFO] 2021-01-02 18:01:54 > Calculating Inception Score....
[INFO] 2021-01-02 18:02:00 > Calculate F_beta Score....
[INFO] 2021-01-02 18:02:21 > Calculate Accuracies....
[INFO] 2021-01-02 18:02:25 > Calculate Accuracies....
[INFO] 2021-01-02 18:02:26 > F_8 score (Step: 70000, Using valid images): 0.9380689990752406
[INFO] 2021-01-02 18:02:26 > F_1/8 score (Step: 70000, Using valid images): 0.9692275578141429
[INFO] 2021-01-02 18:02:26 > FID score (Step: 70000, Using valid moments): 21.753436149633785
[INFO] 2021-01-02 18:02:26 > Inception score (Step: 70000, 10000 generated images): 14.841591835021973
[INFO] 2021-01-02 18:02:26 > Best FID score (Step: 70000, Using valid moments): 21.753436149633785
[INFO] 2021-01-02 18:02:40 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 18:05:09 > Step:   70100 Progress: 70.1% Elapsed: 1 day, 9:09:33 temperature: no ada_p: No Discriminator_loss: 0.778469 Generator_loss: 0.931749 
[INFO] 2021-01-02 18:07:37 > Step:   70200 Progress: 70.2% Elapsed: 1 day, 9:12:01 temperature: no ada_p: No Discriminator_loss: 1.07415 Generator_loss: 1.24519 
[INFO] 2021-01-02 18:10:05 > Step:   70300 Progress: 70.3% Elapsed: 1 day, 9:14:29 temperature: no ada_p: No Discriminator_loss: 1.11577 Generator_loss: 1.221 
[INFO] 2021-01-02 18:12:34 > Step:   70400 Progress: 70.4% Elapsed: 1 day, 9:16:58 temperature: no ada_p: No Discriminator_loss: 0.945657 Generator_loss: 1.40149 
[INFO] 2021-01-02 18:15:02 > Step:   70500 Progress: 70.5% Elapsed: 1 day, 9:19:26 temperature: no ada_p: No Discriminator_loss: 1.26574 Generator_loss: 0.746226 
[INFO] 2021-01-02 18:17:31 > Step:   70600 Progress: 70.6% Elapsed: 1 day, 9:21:55 temperature: no ada_p: No Discriminator_loss: 0.803519 Generator_loss: 0.602823 
[INFO] 2021-01-02 18:19:59 > Step:   70700 Progress: 70.7% Elapsed: 1 day, 9:24:24 temperature: no ada_p: No Discriminator_loss: 1.05741 Generator_loss: 0.893328 
[INFO] 2021-01-02 18:22:28 > Step:   70800 Progress: 70.8% Elapsed: 1 day, 9:26:52 temperature: no ada_p: No Discriminator_loss: 0.812274 Generator_loss: 0.982704 
[INFO] 2021-01-02 18:24:57 > Step:   70900 Progress: 70.9% Elapsed: 1 day, 9:29:21 temperature: no ada_p: No Discriminator_loss: 0.756639 Generator_loss: 0.618946 
[INFO] 2021-01-02 18:27:25 > Step:   71000 Progress: 71.0% Elapsed: 1 day, 9:31:49 temperature: no ada_p: No Discriminator_loss: 1.37528 Generator_loss: 0.501478 
[INFO] 2021-01-02 18:29:54 > Step:   71100 Progress: 71.1% Elapsed: 1 day, 9:34:18 temperature: no ada_p: No Discriminator_loss: 0.845636 Generator_loss: 0.592052 
[INFO] 2021-01-02 18:32:23 > Step:   71200 Progress: 71.2% Elapsed: 1 day, 9:36:47 temperature: no ada_p: No Discriminator_loss: 0.744211 Generator_loss: 0.823461 
[INFO] 2021-01-02 18:34:52 > Step:   71300 Progress: 71.3% Elapsed: 1 day, 9:39:16 temperature: no ada_p: No Discriminator_loss: 0.988732 Generator_loss: 0.832693 
[INFO] 2021-01-02 18:37:21 > Step:   71400 Progress: 71.4% Elapsed: 1 day, 9:41:45 temperature: no ada_p: No Discriminator_loss: 0.915594 Generator_loss: 0.321099 
[INFO] 2021-01-02 18:39:49 > Step:   71500 Progress: 71.5% Elapsed: 1 day, 9:44:14 temperature: no ada_p: No Discriminator_loss: 0.861945 Generator_loss: 0.757487 
[INFO] 2021-01-02 18:42:18 > Step:   71600 Progress: 71.6% Elapsed: 1 day, 9:46:42 temperature: no ada_p: No Discriminator_loss: 0.760593 Generator_loss: 1.13552 
[INFO] 2021-01-02 18:44:46 > Step:   71700 Progress: 71.7% Elapsed: 1 day, 9:49:10 temperature: no ada_p: No Discriminator_loss: 1.0567 Generator_loss: 1.47032 
[INFO] 2021-01-02 18:47:15 > Step:   71800 Progress: 71.8% Elapsed: 1 day, 9:51:39 temperature: no ada_p: No Discriminator_loss: 0.981966 Generator_loss: 1.41729 
[INFO] 2021-01-02 18:49:43 > Step:   71900 Progress: 71.9% Elapsed: 1 day, 9:54:07 temperature: no ada_p: No Discriminator_loss: 0.975849 Generator_loss: 1.36696 
[INFO] 2021-01-02 18:52:12 > Step:   72000 Progress: 72.0% Elapsed: 1 day, 9:56:36 temperature: no ada_p: No Discriminator_loss: 0.855171 Generator_loss: 0.889424 
[INFO] 2021-01-02 18:52:12 > Start Evaluation (72000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 18:52:12 > Calculating FID Score....
[INFO] 2021-01-02 18:52:28 > Calculating Inception Score....
[INFO] 2021-01-02 18:52:33 > Calculate F_beta Score....
[INFO] 2021-01-02 18:52:55 > Calculate Accuracies....
[INFO] 2021-01-02 18:52:59 > Calculate Accuracies....
[INFO] 2021-01-02 18:53:01 > F_8 score (Step: 72000, Using valid images): 0.9367684549972701
[INFO] 2021-01-02 18:53:01 > F_1/8 score (Step: 72000, Using valid images): 0.9722582329673585
[INFO] 2021-01-02 18:53:01 > FID score (Step: 72000, Using valid moments): 21.85201068107864
[INFO] 2021-01-02 18:53:01 > Inception score (Step: 72000, 10000 generated images): 14.994422912597656
[INFO] 2021-01-02 18:53:01 > Best FID score (Step: 70000, Using valid moments): 21.753436149633785
[INFO] 2021-01-02 18:53:08 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 18:55:36 > Step:   72100 Progress: 72.1% Elapsed: 1 day, 10:00:00 temperature: no ada_p: No Discriminator_loss: 0.83239 Generator_loss: -0.121963 
[INFO] 2021-01-02 18:58:04 > Step:   72200 Progress: 72.2% Elapsed: 1 day, 10:02:28 temperature: no ada_p: No Discriminator_loss: 0.982048 Generator_loss: 1.52815 
[INFO] 2021-01-02 19:00:33 > Step:   72300 Progress: 72.3% Elapsed: 1 day, 10:04:57 temperature: no ada_p: No Discriminator_loss: 0.80005 Generator_loss: 1.03269 
[INFO] 2021-01-02 19:03:01 > Step:   72400 Progress: 72.4% Elapsed: 1 day, 10:07:26 temperature: no ada_p: No Discriminator_loss: 0.761087 Generator_loss: 0.625193 
[INFO] 2021-01-02 19:05:30 > Step:   72500 Progress: 72.5% Elapsed: 1 day, 10:09:54 temperature: no ada_p: No Discriminator_loss: 1.00967 Generator_loss: 1.3377 
[INFO] 2021-01-02 19:07:58 > Step:   72600 Progress: 72.6% Elapsed: 1 day, 10:12:23 temperature: no ada_p: No Discriminator_loss: 0.91704 Generator_loss: 1.57919 
[INFO] 2021-01-02 19:10:27 > Step:   72700 Progress: 72.7% Elapsed: 1 day, 10:14:51 temperature: no ada_p: No Discriminator_loss: 1.62752 Generator_loss: 0.0701666 
[INFO] 2021-01-02 19:12:56 > Step:   72800 Progress: 72.8% Elapsed: 1 day, 10:17:20 temperature: no ada_p: No Discriminator_loss: 0.971658 Generator_loss: 1.49879 
[INFO] 2021-01-02 19:15:24 > Step:   72900 Progress: 72.9% Elapsed: 1 day, 10:19:48 temperature: no ada_p: No Discriminator_loss: 1.54354 Generator_loss: 0.0759567 
[INFO] 2021-01-02 19:17:53 > Step:   73000 Progress: 73.0% Elapsed: 1 day, 10:22:17 temperature: no ada_p: No Discriminator_loss: 0.874125 Generator_loss: 0.654186 
[INFO] 2021-01-02 19:20:21 > Step:   73100 Progress: 73.1% Elapsed: 1 day, 10:24:45 temperature: no ada_p: No Discriminator_loss: 0.93931 Generator_loss: 0.825879 
[INFO] 2021-01-02 19:22:50 > Step:   73200 Progress: 73.2% Elapsed: 1 day, 10:27:14 temperature: no ada_p: No Discriminator_loss: 0.756727 Generator_loss: 1.46755 
[INFO] 2021-01-02 19:25:18 > Step:   73300 Progress: 73.3% Elapsed: 1 day, 10:29:42 temperature: no ada_p: No Discriminator_loss: 0.784854 Generator_loss: 0.83997 
[INFO] 2021-01-02 19:27:47 > Step:   73400 Progress: 73.4% Elapsed: 1 day, 10:32:11 temperature: no ada_p: No Discriminator_loss: 0.8929 Generator_loss: 1.37464 
[INFO] 2021-01-02 19:30:16 > Step:   73500 Progress: 73.5% Elapsed: 1 day, 10:34:40 temperature: no ada_p: No Discriminator_loss: 0.910226 Generator_loss: 0.825009 
[INFO] 2021-01-02 19:32:44 > Step:   73600 Progress: 73.6% Elapsed: 1 day, 10:37:08 temperature: no ada_p: No Discriminator_loss: 0.798002 Generator_loss: 1.40655 
[INFO] 2021-01-02 19:35:13 > Step:   73700 Progress: 73.7% Elapsed: 1 day, 10:39:37 temperature: no ada_p: No Discriminator_loss: 0.927769 Generator_loss: 0.103805 
[INFO] 2021-01-02 19:37:41 > Step:   73800 Progress: 73.8% Elapsed: 1 day, 10:42:05 temperature: no ada_p: No Discriminator_loss: 0.995699 Generator_loss: 0.952485 
[INFO] 2021-01-02 19:40:10 > Step:   73900 Progress: 73.9% Elapsed: 1 day, 10:44:34 temperature: no ada_p: No Discriminator_loss: 0.829244 Generator_loss: 1.37415 
[INFO] 2021-01-02 19:42:38 > Step:   74000 Progress: 74.0% Elapsed: 1 day, 10:47:02 temperature: no ada_p: No Discriminator_loss: 0.904182 Generator_loss: 0.119288 
[INFO] 2021-01-02 19:42:38 > Start Evaluation (74000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 19:42:38 > Calculating FID Score....
[INFO] 2021-01-02 19:42:54 > Calculating Inception Score....
[INFO] 2021-01-02 19:43:00 > Calculate F_beta Score....
[INFO] 2021-01-02 19:43:21 > Calculate Accuracies....
[INFO] 2021-01-02 19:43:25 > Calculate Accuracies....
[INFO] 2021-01-02 19:43:27 > F_8 score (Step: 74000, Using valid images): 0.9441146674830959
[INFO] 2021-01-02 19:43:27 > F_1/8 score (Step: 74000, Using valid images): 0.9701609890176736
[INFO] 2021-01-02 19:43:27 > FID score (Step: 74000, Using valid moments): 22.19700333209903
[INFO] 2021-01-02 19:43:27 > Inception score (Step: 74000, 10000 generated images): 14.839181900024414
[INFO] 2021-01-02 19:43:27 > Best FID score (Step: 70000, Using valid moments): 21.753436149633785
[INFO] 2021-01-02 19:43:34 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 19:46:02 > Step:   74100 Progress: 74.1% Elapsed: 1 day, 10:50:26 temperature: no ada_p: No Discriminator_loss: 0.824722 Generator_loss: 0.856032 
[INFO] 2021-01-02 19:48:31 > Step:   74200 Progress: 74.2% Elapsed: 1 day, 10:52:55 temperature: no ada_p: No Discriminator_loss: 1.38834 Generator_loss: 0.470318 
[INFO] 2021-01-02 19:50:59 > Step:   74300 Progress: 74.3% Elapsed: 1 day, 10:55:23 temperature: no ada_p: No Discriminator_loss: 1.20685 Generator_loss: 0.748616 
[INFO] 2021-01-02 19:53:29 > Step:   74400 Progress: 74.4% Elapsed: 1 day, 10:57:53 temperature: no ada_p: No Discriminator_loss: 0.813424 Generator_loss: 1.57484 
[INFO] 2021-01-02 19:55:57 > Step:   74500 Progress: 74.5% Elapsed: 1 day, 11:00:21 temperature: no ada_p: No Discriminator_loss: 0.918577 Generator_loss: 0.241318 
[INFO] 2021-01-02 19:58:26 > Step:   74600 Progress: 74.6% Elapsed: 1 day, 11:02:50 temperature: no ada_p: No Discriminator_loss: 0.744808 Generator_loss: 1.21082 
[INFO] 2021-01-02 20:00:54 > Step:   74700 Progress: 74.7% Elapsed: 1 day, 11:05:19 temperature: no ada_p: No Discriminator_loss: 0.94586 Generator_loss: 0.767406 
[INFO] 2021-01-02 20:03:23 > Step:   74800 Progress: 74.8% Elapsed: 1 day, 11:07:47 temperature: no ada_p: No Discriminator_loss: 0.713902 Generator_loss: 0.858245 
[INFO] 2021-01-02 20:05:51 > Step:   74900 Progress: 74.9% Elapsed: 1 day, 11:10:15 temperature: no ada_p: No Discriminator_loss: 0.864573 Generator_loss: 0.240584 
[INFO] 2021-01-02 20:08:20 > Step:   75000 Progress: 75.0% Elapsed: 1 day, 11:12:44 temperature: no ada_p: No Discriminator_loss: 1.15274 Generator_loss: 0.921702 
[INFO] 2021-01-02 20:10:48 > Step:   75100 Progress: 75.1% Elapsed: 1 day, 11:15:12 temperature: no ada_p: No Discriminator_loss: 1.09598 Generator_loss: -0.0828464 
[INFO] 2021-01-02 20:13:17 > Step:   75200 Progress: 75.2% Elapsed: 1 day, 11:17:41 temperature: no ada_p: No Discriminator_loss: 0.755875 Generator_loss: 0.714884 
[INFO] 2021-01-02 20:15:45 > Step:   75300 Progress: 75.3% Elapsed: 1 day, 11:20:09 temperature: no ada_p: No Discriminator_loss: 0.771567 Generator_loss: 0.834602 
[INFO] 2021-01-02 20:18:14 > Step:   75400 Progress: 75.4% Elapsed: 1 day, 11:22:38 temperature: no ada_p: No Discriminator_loss: 1.22857 Generator_loss: 0.817629 
[INFO] 2021-01-02 20:20:42 > Step:   75500 Progress: 75.5% Elapsed: 1 day, 11:25:06 temperature: no ada_p: No Discriminator_loss: 0.879815 Generator_loss: 0.503098 
[INFO] 2021-01-02 20:23:11 > Step:   75600 Progress: 75.6% Elapsed: 1 day, 11:27:35 temperature: no ada_p: No Discriminator_loss: 1.22066 Generator_loss: 0.591307 
[INFO] 2021-01-02 20:25:39 > Step:   75700 Progress: 75.7% Elapsed: 1 day, 11:30:03 temperature: no ada_p: No Discriminator_loss: 1.26872 Generator_loss: 0.611075 
[INFO] 2021-01-02 20:28:08 > Step:   75800 Progress: 75.8% Elapsed: 1 day, 11:32:32 temperature: no ada_p: No Discriminator_loss: 0.832676 Generator_loss: 0.431111 
[INFO] 2021-01-02 20:30:36 > Step:   75900 Progress: 75.9% Elapsed: 1 day, 11:35:00 temperature: no ada_p: No Discriminator_loss: 0.97355 Generator_loss: 1.31994 
[INFO] 2021-01-02 20:33:05 > Step:   76000 Progress: 76.0% Elapsed: 1 day, 11:37:29 temperature: no ada_p: No Discriminator_loss: 0.963447 Generator_loss: 1.05044 
[INFO] 2021-01-02 20:33:05 > Start Evaluation (76000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 20:33:05 > Calculating FID Score....
[INFO] 2021-01-02 20:33:21 > Calculating Inception Score....
[INFO] 2021-01-02 20:33:27 > Calculate F_beta Score....
[INFO] 2021-01-02 20:33:48 > Calculate Accuracies....
[INFO] 2021-01-02 20:33:52 > Calculate Accuracies....
[INFO] 2021-01-02 20:33:53 > F_8 score (Step: 76000, Using valid images): 0.9402132111468796
[INFO] 2021-01-02 20:33:53 > F_1/8 score (Step: 76000, Using valid images): 0.9728595611314387
[INFO] 2021-01-02 20:33:53 > FID score (Step: 76000, Using valid moments): 22.100340906497195
[INFO] 2021-01-02 20:33:53 > Inception score (Step: 76000, 10000 generated images): 14.836023330688477
[INFO] 2021-01-02 20:33:53 > Best FID score (Step: 70000, Using valid moments): 21.753436149633785
[INFO] 2021-01-02 20:34:00 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 20:36:29 > Step:   76100 Progress: 76.1% Elapsed: 1 day, 11:40:53 temperature: no ada_p: No Discriminator_loss: 0.880748 Generator_loss: 0.28371 
[INFO] 2021-01-02 20:38:58 > Step:   76200 Progress: 76.2% Elapsed: 1 day, 11:43:22 temperature: no ada_p: No Discriminator_loss: 1.16138 Generator_loss: -0.116662 
[INFO] 2021-01-02 20:41:26 > Step:   76300 Progress: 76.3% Elapsed: 1 day, 11:45:50 temperature: no ada_p: No Discriminator_loss: 0.819434 Generator_loss: 0.00145043 
[INFO] 2021-01-02 20:43:54 > Step:   76400 Progress: 76.4% Elapsed: 1 day, 11:48:19 temperature: no ada_p: No Discriminator_loss: 1.18811 Generator_loss: 0.80988 
[INFO] 2021-01-02 20:46:23 > Step:   76500 Progress: 76.5% Elapsed: 1 day, 11:50:47 temperature: no ada_p: No Discriminator_loss: 0.838605 Generator_loss: 0.536137 
[INFO] 2021-01-02 20:48:51 > Step:   76600 Progress: 76.6% Elapsed: 1 day, 11:53:15 temperature: no ada_p: No Discriminator_loss: 0.978067 Generator_loss: 1.47756 
[INFO] 2021-01-02 20:51:20 > Step:   76700 Progress: 76.7% Elapsed: 1 day, 11:55:44 temperature: no ada_p: No Discriminator_loss: 0.855223 Generator_loss: 1.6446 
[INFO] 2021-01-02 20:53:49 > Step:   76800 Progress: 76.8% Elapsed: 1 day, 11:58:13 temperature: no ada_p: No Discriminator_loss: 0.913681 Generator_loss: 0.122924 
[INFO] 2021-01-02 20:56:17 > Step:   76900 Progress: 76.9% Elapsed: 1 day, 12:00:41 temperature: no ada_p: No Discriminator_loss: 0.811862 Generator_loss: 1.43582 
[INFO] 2021-01-02 20:58:46 > Step:   77000 Progress: 77.0% Elapsed: 1 day, 12:03:10 temperature: no ada_p: No Discriminator_loss: 1.05588 Generator_loss: 1.20017 
[INFO] 2021-01-02 21:01:14 > Step:   77100 Progress: 77.1% Elapsed: 1 day, 12:05:38 temperature: no ada_p: No Discriminator_loss: 0.881696 Generator_loss: 0.14194 
[INFO] 2021-01-02 21:03:43 > Step:   77200 Progress: 77.2% Elapsed: 1 day, 12:08:07 temperature: no ada_p: No Discriminator_loss: 0.842775 Generator_loss: 0.618581 
[INFO] 2021-01-02 21:06:11 > Step:   77300 Progress: 77.3% Elapsed: 1 day, 12:10:35 temperature: no ada_p: No Discriminator_loss: 0.797155 Generator_loss: 1.40531 
[INFO] 2021-01-02 21:08:40 > Step:   77400 Progress: 77.4% Elapsed: 1 day, 12:13:04 temperature: no ada_p: No Discriminator_loss: 0.764044 Generator_loss: 1.32545 
[INFO] 2021-01-02 21:11:08 > Step:   77500 Progress: 77.5% Elapsed: 1 day, 12:15:32 temperature: no ada_p: No Discriminator_loss: 0.873714 Generator_loss: 0.122587 
[INFO] 2021-01-02 21:13:37 > Step:   77600 Progress: 77.6% Elapsed: 1 day, 12:18:01 temperature: no ada_p: No Discriminator_loss: 0.941934 Generator_loss: 0.11123 
[INFO] 2021-01-02 21:16:06 > Step:   77700 Progress: 77.7% Elapsed: 1 day, 12:20:30 temperature: no ada_p: No Discriminator_loss: 0.858452 Generator_loss: 0.502289 
[INFO] 2021-01-02 21:18:34 > Step:   77800 Progress: 77.8% Elapsed: 1 day, 12:22:59 temperature: no ada_p: No Discriminator_loss: 1.02212 Generator_loss: 1.31177 
[INFO] 2021-01-02 21:21:03 > Step:   77900 Progress: 77.9% Elapsed: 1 day, 12:25:27 temperature: no ada_p: No Discriminator_loss: 0.825285 Generator_loss: 0.514118 
[INFO] 2021-01-02 21:23:31 > Step:   78000 Progress: 78.0% Elapsed: 1 day, 12:27:56 temperature: no ada_p: No Discriminator_loss: 0.866532 Generator_loss: 1.68764 
[INFO] 2021-01-02 21:23:31 > Start Evaluation (78000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 21:23:31 > Calculating FID Score....
[INFO] 2021-01-02 21:23:48 > Calculating Inception Score....
[INFO] 2021-01-02 21:23:54 > Calculate F_beta Score....
[INFO] 2021-01-02 21:24:16 > Calculate Accuracies....
[INFO] 2021-01-02 21:24:19 > Calculate Accuracies....
[INFO] 2021-01-02 21:24:21 > F_8 score (Step: 78000, Using valid images): 0.944958528355253
[INFO] 2021-01-02 21:24:21 > F_1/8 score (Step: 78000, Using valid images): 0.9708905833696344
[INFO] 2021-01-02 21:24:21 > FID score (Step: 78000, Using valid moments): 22.080250090166203
[INFO] 2021-01-02 21:24:21 > Inception score (Step: 78000, 10000 generated images): 14.80103874206543
[INFO] 2021-01-02 21:24:21 > Best FID score (Step: 70000, Using valid moments): 21.753436149633785
[INFO] 2021-01-02 21:24:28 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 21:26:57 > Step:   78100 Progress: 78.1% Elapsed: 1 day, 12:31:21 temperature: no ada_p: No Discriminator_loss: 0.861615 Generator_loss: 0.342481 
[INFO] 2021-01-02 21:29:25 > Step:   78200 Progress: 78.2% Elapsed: 1 day, 12:33:49 temperature: no ada_p: No Discriminator_loss: 1.10634 Generator_loss: 0.880324 
[INFO] 2021-01-02 21:31:54 > Step:   78300 Progress: 78.3% Elapsed: 1 day, 12:36:18 temperature: no ada_p: No Discriminator_loss: 0.989811 Generator_loss: 1.38057 
[INFO] 2021-01-02 21:34:22 > Step:   78400 Progress: 78.4% Elapsed: 1 day, 12:38:46 temperature: no ada_p: No Discriminator_loss: 0.739264 Generator_loss: 1.45118 
[INFO] 2021-01-02 21:36:51 > Step:   78500 Progress: 78.5% Elapsed: 1 day, 12:41:15 temperature: no ada_p: No Discriminator_loss: 1.04709 Generator_loss: -0.0724089 
[INFO] 2021-01-02 21:39:19 > Step:   78600 Progress: 78.6% Elapsed: 1 day, 12:43:44 temperature: no ada_p: No Discriminator_loss: 0.792901 Generator_loss: 0.59521 
[INFO] 2021-01-02 21:41:48 > Step:   78700 Progress: 78.7% Elapsed: 1 day, 12:46:12 temperature: no ada_p: No Discriminator_loss: 0.941311 Generator_loss: 1.47039 
[INFO] 2021-01-02 21:44:16 > Step:   78800 Progress: 78.8% Elapsed: 1 day, 12:48:40 temperature: no ada_p: No Discriminator_loss: 0.830704 Generator_loss: 0.828921 
[INFO] 2021-01-02 21:46:45 > Step:   78900 Progress: 78.9% Elapsed: 1 day, 12:51:09 temperature: no ada_p: No Discriminator_loss: 1.15782 Generator_loss: 0.911008 
[INFO] 2021-01-02 21:49:14 > Step:   79000 Progress: 79.0% Elapsed: 1 day, 12:53:38 temperature: no ada_p: No Discriminator_loss: 1.00141 Generator_loss: 1.19403 
[INFO] 2021-01-02 21:51:42 > Step:   79100 Progress: 79.1% Elapsed: 1 day, 12:56:06 temperature: no ada_p: No Discriminator_loss: 0.84682 Generator_loss: 0.661217 
[INFO] 2021-01-02 21:54:11 > Step:   79200 Progress: 79.2% Elapsed: 1 day, 12:58:35 temperature: no ada_p: No Discriminator_loss: 0.955459 Generator_loss: 1.28939 
[INFO] 2021-01-02 21:56:39 > Step:   79300 Progress: 79.3% Elapsed: 1 day, 13:01:04 temperature: no ada_p: No Discriminator_loss: 0.876279 Generator_loss: 0.807949 
[INFO] 2021-01-02 21:59:08 > Step:   79400 Progress: 79.4% Elapsed: 1 day, 13:03:32 temperature: no ada_p: No Discriminator_loss: 0.888133 Generator_loss: 0.222827 
[INFO] 2021-01-02 22:01:37 > Step:   79500 Progress: 79.5% Elapsed: 1 day, 13:06:01 temperature: no ada_p: No Discriminator_loss: 0.947434 Generator_loss: 1.3176 
[INFO] 2021-01-02 22:04:05 > Step:   79600 Progress: 79.6% Elapsed: 1 day, 13:08:29 temperature: no ada_p: No Discriminator_loss: 0.827061 Generator_loss: 0.256782 
[INFO] 2021-01-02 22:06:34 > Step:   79700 Progress: 79.7% Elapsed: 1 day, 13:10:58 temperature: no ada_p: No Discriminator_loss: 0.929453 Generator_loss: 1.35033 
[INFO] 2021-01-02 22:09:02 > Step:   79800 Progress: 79.8% Elapsed: 1 day, 13:13:26 temperature: no ada_p: No Discriminator_loss: 0.918917 Generator_loss: 0.796899 
[INFO] 2021-01-02 22:11:30 > Step:   79900 Progress: 79.9% Elapsed: 1 day, 13:15:55 temperature: no ada_p: No Discriminator_loss: 0.806278 Generator_loss: 0.246007 
[INFO] 2021-01-02 22:13:59 > Step:   80000 Progress: 80.0% Elapsed: 1 day, 13:18:23 temperature: no ada_p: No Discriminator_loss: 0.871007 Generator_loss: 0.623814 
[INFO] 2021-01-02 22:13:59 > Start Evaluation (80000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 22:13:59 > Calculating FID Score....
[INFO] 2021-01-02 22:14:16 > Calculating Inception Score....
[INFO] 2021-01-02 22:14:21 > Calculate F_beta Score....
[INFO] 2021-01-02 22:14:43 > Calculate Accuracies....
[INFO] 2021-01-02 22:14:47 > Calculate Accuracies....
[INFO] 2021-01-02 22:14:48 > F_8 score (Step: 80000, Using valid images): 0.9358189103123963
[INFO] 2021-01-02 22:14:48 > F_1/8 score (Step: 80000, Using valid images): 0.969138570822304
[INFO] 2021-01-02 22:14:48 > FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-02 22:14:48 > Inception score (Step: 80000, 10000 generated images): 14.887592315673828
[INFO] 2021-01-02 22:14:48 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-02 22:15:03 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 22:17:32 > Step:   80100 Progress: 80.1% Elapsed: 1 day, 13:21:56 temperature: no ada_p: No Discriminator_loss: 0.814284 Generator_loss: 1.63564 
[INFO] 2021-01-02 22:20:00 > Step:   80200 Progress: 80.2% Elapsed: 1 day, 13:24:24 temperature: no ada_p: No Discriminator_loss: 0.803166 Generator_loss: 0.157187 
[INFO] 2021-01-02 22:22:29 > Step:   80300 Progress: 80.3% Elapsed: 1 day, 13:26:53 temperature: no ada_p: No Discriminator_loss: 1.18867 Generator_loss: -0.140769 
[INFO] 2021-01-02 22:24:57 > Step:   80400 Progress: 80.4% Elapsed: 1 day, 13:29:21 temperature: no ada_p: No Discriminator_loss: 0.757701 Generator_loss: 0.772651 
[INFO] 2021-01-02 22:27:25 > Step:   80500 Progress: 80.5% Elapsed: 1 day, 13:31:50 temperature: no ada_p: No Discriminator_loss: 0.791589 Generator_loss: 0.425288 
[INFO] 2021-01-02 22:29:54 > Step:   80600 Progress: 80.6% Elapsed: 1 day, 13:34:18 temperature: no ada_p: No Discriminator_loss: 0.826616 Generator_loss: 1.47882 
[INFO] 2021-01-02 22:32:23 > Step:   80700 Progress: 80.7% Elapsed: 1 day, 13:36:47 temperature: no ada_p: No Discriminator_loss: 0.825685 Generator_loss: 0.668981 
[INFO] 2021-01-02 22:34:51 > Step:   80800 Progress: 80.8% Elapsed: 1 day, 13:39:15 temperature: no ada_p: No Discriminator_loss: 0.886786 Generator_loss: 0.265825 
[INFO] 2021-01-02 22:37:21 > Step:   80900 Progress: 80.9% Elapsed: 1 day, 13:41:45 temperature: no ada_p: No Discriminator_loss: 0.848202 Generator_loss: 0.161392 
[INFO] 2021-01-02 22:39:49 > Step:   81000 Progress: 81.0% Elapsed: 1 day, 13:44:13 temperature: no ada_p: No Discriminator_loss: 1.36451 Generator_loss: 0.590504 
[INFO] 2021-01-02 22:42:18 > Step:   81100 Progress: 81.1% Elapsed: 1 day, 13:46:42 temperature: no ada_p: No Discriminator_loss: 0.74207 Generator_loss: 1.4067 
[INFO] 2021-01-02 22:44:46 > Step:   81200 Progress: 81.2% Elapsed: 1 day, 13:49:10 temperature: no ada_p: No Discriminator_loss: 0.808031 Generator_loss: 0.387893 
[INFO] 2021-01-02 22:47:15 > Step:   81300 Progress: 81.3% Elapsed: 1 day, 13:51:39 temperature: no ada_p: No Discriminator_loss: 0.829073 Generator_loss: 0.187845 
[INFO] 2021-01-02 22:49:43 > Step:   81400 Progress: 81.4% Elapsed: 1 day, 13:54:08 temperature: no ada_p: No Discriminator_loss: 0.695203 Generator_loss: 1.2416 
[INFO] 2021-01-02 22:52:12 > Step:   81500 Progress: 81.5% Elapsed: 1 day, 13:56:36 temperature: no ada_p: No Discriminator_loss: 0.848079 Generator_loss: 1.59928 
[INFO] 2021-01-02 22:54:41 > Step:   81600 Progress: 81.6% Elapsed: 1 day, 13:59:05 temperature: no ada_p: No Discriminator_loss: 1.09051 Generator_loss: 0.979518 
[INFO] 2021-01-02 22:57:09 > Step:   81700 Progress: 81.7% Elapsed: 1 day, 14:01:33 temperature: no ada_p: No Discriminator_loss: 0.696754 Generator_loss: 0.902472 
[INFO] 2021-01-02 22:59:38 > Step:   81800 Progress: 81.8% Elapsed: 1 day, 14:04:02 temperature: no ada_p: No Discriminator_loss: 0.792277 Generator_loss: 0.347233 
[INFO] 2021-01-02 23:02:07 > Step:   81900 Progress: 81.9% Elapsed: 1 day, 14:06:31 temperature: no ada_p: No Discriminator_loss: 0.759611 Generator_loss: 0.978291 
[INFO] 2021-01-02 23:04:35 > Step:   82000 Progress: 82.0% Elapsed: 1 day, 14:08:59 temperature: no ada_p: No Discriminator_loss: 0.8194 Generator_loss: 0.305896 
[INFO] 2021-01-02 23:04:35 > Start Evaluation (82000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 23:04:35 > Calculating FID Score....
[INFO] 2021-01-02 23:04:52 > Calculating Inception Score....
[INFO] 2021-01-02 23:04:58 > Calculate F_beta Score....
[INFO] 2021-01-02 23:05:20 > Calculate Accuracies....
[INFO] 2021-01-02 23:05:24 > Calculate Accuracies....
[INFO] 2021-01-02 23:05:25 > F_8 score (Step: 82000, Using valid images): 0.9415823992545441
[INFO] 2021-01-02 23:05:25 > F_1/8 score (Step: 82000, Using valid images): 0.9678868001652344
[INFO] 2021-01-02 23:05:25 > FID score (Step: 82000, Using valid moments): 21.82538429804663
[INFO] 2021-01-02 23:05:25 > Inception score (Step: 82000, 10000 generated images): 15.212191581726074
[INFO] 2021-01-02 23:05:25 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-02 23:05:32 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 23:08:01 > Step:   82100 Progress: 82.1% Elapsed: 1 day, 14:12:25 temperature: no ada_p: No Discriminator_loss: 0.793592 Generator_loss: 0.34916 
[INFO] 2021-01-02 23:10:30 > Step:   82200 Progress: 82.2% Elapsed: 1 day, 14:14:54 temperature: no ada_p: No Discriminator_loss: 0.73266 Generator_loss: 1.56517 
[INFO] 2021-01-02 23:12:58 > Step:   82300 Progress: 82.3% Elapsed: 1 day, 14:17:22 temperature: no ada_p: No Discriminator_loss: 0.929254 Generator_loss: 1.40062 
[INFO] 2021-01-02 23:15:27 > Step:   82400 Progress: 82.4% Elapsed: 1 day, 14:19:51 temperature: no ada_p: No Discriminator_loss: 0.762901 Generator_loss: 0.865969 
[INFO] 2021-01-02 23:17:55 > Step:   82500 Progress: 82.5% Elapsed: 1 day, 14:22:19 temperature: no ada_p: No Discriminator_loss: 0.743306 Generator_loss: 0.850242 
[INFO] 2021-01-02 23:20:24 > Step:   82600 Progress: 82.6% Elapsed: 1 day, 14:24:48 temperature: no ada_p: No Discriminator_loss: 0.765292 Generator_loss: 0.242233 
[INFO] 2021-01-02 23:22:52 > Step:   82700 Progress: 82.7% Elapsed: 1 day, 14:27:16 temperature: no ada_p: No Discriminator_loss: 1.13677 Generator_loss: 0.953902 
[INFO] 2021-01-02 23:25:21 > Step:   82800 Progress: 82.8% Elapsed: 1 day, 14:29:45 temperature: no ada_p: No Discriminator_loss: 0.783512 Generator_loss: 1.17498 
[INFO] 2021-01-02 23:27:49 > Step:   82900 Progress: 82.9% Elapsed: 1 day, 14:32:13 temperature: no ada_p: No Discriminator_loss: 0.771926 Generator_loss: 0.57547 
[INFO] 2021-01-02 23:30:18 > Step:   83000 Progress: 83.0% Elapsed: 1 day, 14:34:42 temperature: no ada_p: No Discriminator_loss: 0.910617 Generator_loss: 0.927082 
[INFO] 2021-01-02 23:32:46 > Step:   83100 Progress: 83.1% Elapsed: 1 day, 14:37:10 temperature: no ada_p: No Discriminator_loss: 0.817854 Generator_loss: 1.19761 
[INFO] 2021-01-02 23:35:14 > Step:   83200 Progress: 83.2% Elapsed: 1 day, 14:39:38 temperature: no ada_p: No Discriminator_loss: 1.02156 Generator_loss: 1.11878 
[INFO] 2021-01-02 23:37:43 > Step:   83300 Progress: 83.3% Elapsed: 1 day, 14:42:07 temperature: no ada_p: No Discriminator_loss: 0.742488 Generator_loss: 1.46517 
[INFO] 2021-01-02 23:40:11 > Step:   83400 Progress: 83.4% Elapsed: 1 day, 14:44:35 temperature: no ada_p: No Discriminator_loss: 0.797726 Generator_loss: 0.366135 
[INFO] 2021-01-02 23:42:40 > Step:   83500 Progress: 83.5% Elapsed: 1 day, 14:47:04 temperature: no ada_p: No Discriminator_loss: 0.694622 Generator_loss: 1.07754 
[INFO] 2021-01-02 23:45:08 > Step:   83600 Progress: 83.6% Elapsed: 1 day, 14:49:32 temperature: no ada_p: No Discriminator_loss: 0.832441 Generator_loss: 1.01294 
[INFO] 2021-01-02 23:47:37 > Step:   83700 Progress: 83.7% Elapsed: 1 day, 14:52:01 temperature: no ada_p: No Discriminator_loss: 0.822732 Generator_loss: 0.259481 
[INFO] 2021-01-02 23:50:05 > Step:   83800 Progress: 83.8% Elapsed: 1 day, 14:54:29 temperature: no ada_p: No Discriminator_loss: 0.812224 Generator_loss: 0.473532 
[INFO] 2021-01-02 23:52:34 > Step:   83900 Progress: 83.9% Elapsed: 1 day, 14:56:58 temperature: no ada_p: No Discriminator_loss: 0.889199 Generator_loss: 1.3014 
[INFO] 2021-01-02 23:55:02 > Step:   84000 Progress: 84.0% Elapsed: 1 day, 14:59:26 temperature: no ada_p: No Discriminator_loss: 0.867558 Generator_loss: 0.126505 
[INFO] 2021-01-02 23:55:02 > Start Evaluation (84000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 23:55:02 > Calculating FID Score....
[INFO] 2021-01-02 23:55:18 > Calculating Inception Score....
[INFO] 2021-01-02 23:55:24 > Calculate F_beta Score....
[INFO] 2021-01-02 23:55:46 > Calculate Accuracies....
[INFO] 2021-01-02 23:55:49 > Calculate Accuracies....
[INFO] 2021-01-02 23:55:51 > F_8 score (Step: 84000, Using valid images): 0.9417864403965045
[INFO] 2021-01-02 23:55:51 > F_1/8 score (Step: 84000, Using valid images): 0.9647876772162224
[INFO] 2021-01-02 23:55:51 > FID score (Step: 84000, Using valid moments): 21.840376697509498
[INFO] 2021-01-02 23:55:51 > Inception score (Step: 84000, 10000 generated images): 14.999983787536621
[INFO] 2021-01-02 23:55:51 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-02 23:55:58 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-02 23:58:27 > Step:   84100 Progress: 84.1% Elapsed: 1 day, 15:02:52 temperature: no ada_p: No Discriminator_loss: 0.744991 Generator_loss: 0.103597 
[INFO] 2021-01-03 00:00:56 > Step:   84200 Progress: 84.2% Elapsed: 1 day, 15:05:20 temperature: no ada_p: No Discriminator_loss: 0.672352 Generator_loss: 0.819092 
[INFO] 2021-01-03 00:03:24 > Step:   84300 Progress: 84.3% Elapsed: 1 day, 15:07:49 temperature: no ada_p: No Discriminator_loss: 0.81454 Generator_loss: 0.361669 
[INFO] 2021-01-03 00:05:53 > Step:   84400 Progress: 84.4% Elapsed: 1 day, 15:10:17 temperature: no ada_p: No Discriminator_loss: 0.821824 Generator_loss: 1.40891 
[INFO] 2021-01-03 00:08:21 > Step:   84500 Progress: 84.5% Elapsed: 1 day, 15:12:46 temperature: no ada_p: No Discriminator_loss: 0.771713 Generator_loss: 1.44584 
[INFO] 2021-01-03 00:10:50 > Step:   84600 Progress: 84.6% Elapsed: 1 day, 15:15:14 temperature: no ada_p: No Discriminator_loss: 0.803857 Generator_loss: 1.48627 
[INFO] 2021-01-03 00:13:18 > Step:   84700 Progress: 84.7% Elapsed: 1 day, 15:17:43 temperature: no ada_p: No Discriminator_loss: 0.707455 Generator_loss: 1.04843 
[INFO] 2021-01-03 00:15:47 > Step:   84800 Progress: 84.8% Elapsed: 1 day, 15:20:11 temperature: no ada_p: No Discriminator_loss: 0.717515 Generator_loss: 1.31059 
[INFO] 2021-01-03 00:18:15 > Step:   84900 Progress: 84.9% Elapsed: 1 day, 15:22:39 temperature: no ada_p: No Discriminator_loss: 0.894987 Generator_loss: 1.4714 
[INFO] 2021-01-03 00:20:44 > Step:   85000 Progress: 85.0% Elapsed: 1 day, 15:25:08 temperature: no ada_p: No Discriminator_loss: 0.76781 Generator_loss: 1.25576 
[INFO] 2021-01-03 00:23:12 > Step:   85100 Progress: 85.1% Elapsed: 1 day, 15:27:36 temperature: no ada_p: No Discriminator_loss: 0.785383 Generator_loss: 0.710819 
[INFO] 2021-01-03 00:25:40 > Step:   85200 Progress: 85.2% Elapsed: 1 day, 15:30:04 temperature: no ada_p: No Discriminator_loss: 0.849178 Generator_loss: 0.786316 
[INFO] 2021-01-03 00:28:08 > Step:   85300 Progress: 85.3% Elapsed: 1 day, 15:32:32 temperature: no ada_p: No Discriminator_loss: 0.897416 Generator_loss: 1.41206 
[INFO] 2021-01-03 00:30:36 > Step:   85400 Progress: 85.4% Elapsed: 1 day, 15:35:00 temperature: no ada_p: No Discriminator_loss: 0.715733 Generator_loss: 0.605743 
[INFO] 2021-01-03 00:33:04 > Step:   85500 Progress: 85.5% Elapsed: 1 day, 15:37:28 temperature: no ada_p: No Discriminator_loss: 0.807746 Generator_loss: 1.29105 
[INFO] 2021-01-03 00:35:32 > Step:   85600 Progress: 85.6% Elapsed: 1 day, 15:39:57 temperature: no ada_p: No Discriminator_loss: 0.771292 Generator_loss: 1.82062 
[INFO] 2021-01-03 00:38:01 > Step:   85700 Progress: 85.7% Elapsed: 1 day, 15:42:25 temperature: no ada_p: No Discriminator_loss: 0.772071 Generator_loss: 1.25023 
[INFO] 2021-01-03 00:40:29 > Step:   85800 Progress: 85.8% Elapsed: 1 day, 15:44:53 temperature: no ada_p: No Discriminator_loss: 0.951712 Generator_loss: 1.36997 
[INFO] 2021-01-03 00:42:57 > Step:   85900 Progress: 85.9% Elapsed: 1 day, 15:47:21 temperature: no ada_p: No Discriminator_loss: 0.773817 Generator_loss: 0.595474 
[INFO] 2021-01-03 00:45:25 > Step:   86000 Progress: 86.0% Elapsed: 1 day, 15:49:49 temperature: no ada_p: No Discriminator_loss: 0.865731 Generator_loss: 0.0705639 
[INFO] 2021-01-03 00:45:25 > Start Evaluation (86000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 00:45:25 > Calculating FID Score....
[INFO] 2021-01-03 00:45:41 > Calculating Inception Score....
[INFO] 2021-01-03 00:45:47 > Calculate F_beta Score....
[INFO] 2021-01-03 00:46:08 > Calculate Accuracies....
[INFO] 2021-01-03 00:46:12 > Calculate Accuracies....
[INFO] 2021-01-03 00:46:13 > F_8 score (Step: 86000, Using valid images): 0.944381129319122
[INFO] 2021-01-03 00:46:13 > F_1/8 score (Step: 86000, Using valid images): 0.9729793578722697
[INFO] 2021-01-03 00:46:13 > FID score (Step: 86000, Using valid moments): 21.988997443170547
[INFO] 2021-01-03 00:46:13 > Inception score (Step: 86000, 10000 generated images): 15.11553955078125
[INFO] 2021-01-03 00:46:13 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-03 00:46:20 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 00:48:48 > Step:   86100 Progress: 86.1% Elapsed: 1 day, 15:53:12 temperature: no ada_p: No Discriminator_loss: 0.979634 Generator_loss: 1.14286 
[INFO] 2021-01-03 00:51:16 > Step:   86200 Progress: 86.2% Elapsed: 1 day, 15:55:41 temperature: no ada_p: No Discriminator_loss: 1.00015 Generator_loss: 1.24524 
[INFO] 2021-01-03 00:53:45 > Step:   86300 Progress: 86.3% Elapsed: 1 day, 15:58:09 temperature: no ada_p: No Discriminator_loss: 0.887298 Generator_loss: 1.32663 
[INFO] 2021-01-03 00:56:13 > Step:   86400 Progress: 86.4% Elapsed: 1 day, 16:00:37 temperature: no ada_p: No Discriminator_loss: 0.772718 Generator_loss: 0.779329 
[INFO] 2021-01-03 00:58:41 > Step:   86500 Progress: 86.5% Elapsed: 1 day, 16:03:05 temperature: no ada_p: No Discriminator_loss: 1.01039 Generator_loss: 0.640364 
[INFO] 2021-01-03 01:01:09 > Step:   86600 Progress: 86.6% Elapsed: 1 day, 16:05:33 temperature: no ada_p: No Discriminator_loss: 0.868352 Generator_loss: 0.302219 
[INFO] 2021-01-03 01:03:37 > Step:   86700 Progress: 86.7% Elapsed: 1 day, 16:08:01 temperature: no ada_p: No Discriminator_loss: 0.706098 Generator_loss: 1.23548 
[INFO] 2021-01-03 01:06:05 > Step:   86800 Progress: 86.8% Elapsed: 1 day, 16:10:29 temperature: no ada_p: No Discriminator_loss: 0.667537 Generator_loss: 0.54999 
[INFO] 2021-01-03 01:08:33 > Step:   86900 Progress: 86.9% Elapsed: 1 day, 16:12:57 temperature: no ada_p: No Discriminator_loss: 0.718388 Generator_loss: 1.30553 
[INFO] 2021-01-03 01:11:01 > Step:   87000 Progress: 87.0% Elapsed: 1 day, 16:15:25 temperature: no ada_p: No Discriminator_loss: 0.70523 Generator_loss: 0.282431 
[INFO] 2021-01-03 01:13:29 > Step:   87100 Progress: 87.1% Elapsed: 1 day, 16:17:54 temperature: no ada_p: No Discriminator_loss: 0.776367 Generator_loss: 0.800165 
[INFO] 2021-01-03 01:15:58 > Step:   87200 Progress: 87.2% Elapsed: 1 day, 16:20:22 temperature: no ada_p: No Discriminator_loss: 0.941894 Generator_loss: 1.34507 
[INFO] 2021-01-03 01:18:25 > Step:   87300 Progress: 87.3% Elapsed: 1 day, 16:22:50 temperature: no ada_p: No Discriminator_loss: 0.774844 Generator_loss: 0.388034 
[INFO] 2021-01-03 01:20:55 > Step:   87400 Progress: 87.4% Elapsed: 1 day, 16:25:19 temperature: no ada_p: No Discriminator_loss: 0.703208 Generator_loss: 0.547942 
[INFO] 2021-01-03 01:23:23 > Step:   87500 Progress: 87.5% Elapsed: 1 day, 16:27:47 temperature: no ada_p: No Discriminator_loss: 0.662887 Generator_loss: 0.356383 
[INFO] 2021-01-03 01:25:51 > Step:   87600 Progress: 87.6% Elapsed: 1 day, 16:30:15 temperature: no ada_p: No Discriminator_loss: 0.718353 Generator_loss: 1.12173 
[INFO] 2021-01-03 01:28:19 > Step:   87700 Progress: 87.7% Elapsed: 1 day, 16:32:43 temperature: no ada_p: No Discriminator_loss: 0.743188 Generator_loss: 0.519467 
[INFO] 2021-01-03 01:30:47 > Step:   87800 Progress: 87.8% Elapsed: 1 day, 16:35:11 temperature: no ada_p: No Discriminator_loss: 0.759364 Generator_loss: 0.616896 
[INFO] 2021-01-03 01:33:15 > Step:   87900 Progress: 87.9% Elapsed: 1 day, 16:37:39 temperature: no ada_p: No Discriminator_loss: 0.647237 Generator_loss: 0.231913 
[INFO] 2021-01-03 01:35:43 > Step:   88000 Progress: 88.0% Elapsed: 1 day, 16:40:07 temperature: no ada_p: No Discriminator_loss: 0.956407 Generator_loss: 1.19418 
[INFO] 2021-01-03 01:35:43 > Start Evaluation (88000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 01:35:43 > Calculating FID Score....
[INFO] 2021-01-03 01:35:59 > Calculating Inception Score....
[INFO] 2021-01-03 01:36:05 > Calculate F_beta Score....
[INFO] 2021-01-03 01:36:26 > Calculate Accuracies....
[INFO] 2021-01-03 01:36:30 > Calculate Accuracies....
[INFO] 2021-01-03 01:36:31 > F_8 score (Step: 88000, Using valid images): 0.94423568063963
[INFO] 2021-01-03 01:36:31 > F_1/8 score (Step: 88000, Using valid images): 0.9636112200547083
[INFO] 2021-01-03 01:36:31 > FID score (Step: 88000, Using valid moments): 21.93257940830972
[INFO] 2021-01-03 01:36:31 > Inception score (Step: 88000, 10000 generated images): 15.276667594909668
[INFO] 2021-01-03 01:36:31 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-03 01:36:38 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 01:39:07 > Step:   88100 Progress: 88.1% Elapsed: 1 day, 16:43:31 temperature: no ada_p: No Discriminator_loss: 0.867939 Generator_loss: 1.35881 
[INFO] 2021-01-03 01:41:35 > Step:   88200 Progress: 88.2% Elapsed: 1 day, 16:45:59 temperature: no ada_p: No Discriminator_loss: 0.725206 Generator_loss: 0.723752 
[INFO] 2021-01-03 01:44:03 > Step:   88300 Progress: 88.3% Elapsed: 1 day, 16:48:27 temperature: no ada_p: No Discriminator_loss: 0.730638 Generator_loss: 1.22429 
[INFO] 2021-01-03 01:46:31 > Step:   88400 Progress: 88.4% Elapsed: 1 day, 16:50:55 temperature: no ada_p: No Discriminator_loss: 0.725664 Generator_loss: 1.0261 
[INFO] 2021-01-03 01:48:59 > Step:   88500 Progress: 88.5% Elapsed: 1 day, 16:53:23 temperature: no ada_p: No Discriminator_loss: 0.753599 Generator_loss: 0.477242 
[INFO] 2021-01-03 01:51:27 > Step:   88600 Progress: 88.6% Elapsed: 1 day, 16:55:51 temperature: no ada_p: No Discriminator_loss: 0.990819 Generator_loss: 1.36602 
[INFO] 2021-01-03 01:53:55 > Step:   88700 Progress: 88.7% Elapsed: 1 day, 16:58:19 temperature: no ada_p: No Discriminator_loss: 0.692135 Generator_loss: 0.638335 
[INFO] 2021-01-03 01:56:23 > Step:   88800 Progress: 88.8% Elapsed: 1 day, 17:00:47 temperature: no ada_p: No Discriminator_loss: 0.897642 Generator_loss: 1.14274 
[INFO] 2021-01-03 01:58:51 > Step:   88900 Progress: 88.9% Elapsed: 1 day, 17:03:15 temperature: no ada_p: No Discriminator_loss: 0.833926 Generator_loss: 1.40278 
[INFO] 2021-01-03 02:01:19 > Step:   89000 Progress: 89.0% Elapsed: 1 day, 17:05:43 temperature: no ada_p: No Discriminator_loss: 0.818927 Generator_loss: 1.52217 
[INFO] 2021-01-03 02:03:47 > Step:   89100 Progress: 89.1% Elapsed: 1 day, 17:08:11 temperature: no ada_p: No Discriminator_loss: 0.646854 Generator_loss: 1.25258 
[INFO] 2021-01-03 02:06:15 > Step:   89200 Progress: 89.2% Elapsed: 1 day, 17:10:39 temperature: no ada_p: No Discriminator_loss: 0.775183 Generator_loss: 0.565094 
[INFO] 2021-01-03 02:08:43 > Step:   89300 Progress: 89.3% Elapsed: 1 day, 17:13:08 temperature: no ada_p: No Discriminator_loss: 0.672767 Generator_loss: 0.726311 
[INFO] 2021-01-03 02:11:11 > Step:   89400 Progress: 89.4% Elapsed: 1 day, 17:15:36 temperature: no ada_p: No Discriminator_loss: 0.671715 Generator_loss: 1.20419 
[INFO] 2021-01-03 02:13:39 > Step:   89500 Progress: 89.5% Elapsed: 1 day, 17:18:04 temperature: no ada_p: No Discriminator_loss: 0.753871 Generator_loss: 0.753385 
[INFO] 2021-01-03 02:16:08 > Step:   89600 Progress: 89.6% Elapsed: 1 day, 17:20:32 temperature: no ada_p: No Discriminator_loss: 0.83847 Generator_loss: 1.48148 
[INFO] 2021-01-03 02:18:36 > Step:   89700 Progress: 89.7% Elapsed: 1 day, 17:23:00 temperature: no ada_p: No Discriminator_loss: 0.685552 Generator_loss: 1.43605 
[INFO] 2021-01-03 02:21:04 > Step:   89800 Progress: 89.8% Elapsed: 1 day, 17:25:28 temperature: no ada_p: No Discriminator_loss: 0.612893 Generator_loss: 1.0613 
[INFO] 2021-01-03 02:23:32 > Step:   89900 Progress: 89.9% Elapsed: 1 day, 17:27:56 temperature: no ada_p: No Discriminator_loss: 0.697191 Generator_loss: 0.660722 
[INFO] 2021-01-03 02:26:00 > Step:   90000 Progress: 90.0% Elapsed: 1 day, 17:30:24 temperature: no ada_p: No Discriminator_loss: 0.744506 Generator_loss: 0.506188 
[INFO] 2021-01-03 02:26:00 > Start Evaluation (90000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 02:26:00 > Calculating FID Score....
[INFO] 2021-01-03 02:26:16 > Calculating Inception Score....
[INFO] 2021-01-03 02:26:22 > Calculate F_beta Score....
[INFO] 2021-01-03 02:26:43 > Calculate Accuracies....
[INFO] 2021-01-03 02:26:47 > Calculate Accuracies....
[INFO] 2021-01-03 02:26:48 > F_8 score (Step: 90000, Using valid images): 0.9388911408543253
[INFO] 2021-01-03 02:26:48 > F_1/8 score (Step: 90000, Using valid images): 0.9715757312315604
[INFO] 2021-01-03 02:26:48 > FID score (Step: 90000, Using valid moments): 21.99426852936017
[INFO] 2021-01-03 02:26:48 > Inception score (Step: 90000, 10000 generated images): 15.33930778503418
[INFO] 2021-01-03 02:26:48 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-03 02:26:55 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 02:29:23 > Step:   90100 Progress: 90.1% Elapsed: 1 day, 17:33:47 temperature: no ada_p: No Discriminator_loss: 0.941999 Generator_loss: 1.26041 
[INFO] 2021-01-03 02:31:51 > Step:   90200 Progress: 90.2% Elapsed: 1 day, 17:36:16 temperature: no ada_p: No Discriminator_loss: 0.713242 Generator_loss: 1.6599 
[INFO] 2021-01-03 02:34:19 > Step:   90300 Progress: 90.3% Elapsed: 1 day, 17:38:44 temperature: no ada_p: No Discriminator_loss: 0.780998 Generator_loss: 1.01805 
[INFO] 2021-01-03 02:36:48 > Step:   90400 Progress: 90.4% Elapsed: 1 day, 17:41:12 temperature: no ada_p: No Discriminator_loss: 0.675781 Generator_loss: 0.533955 
[INFO] 2021-01-03 02:39:16 > Step:   90500 Progress: 90.5% Elapsed: 1 day, 17:43:40 temperature: no ada_p: No Discriminator_loss: 0.789304 Generator_loss: 0.522962 
[INFO] 2021-01-03 02:41:45 > Step:   90600 Progress: 90.6% Elapsed: 1 day, 17:46:09 temperature: no ada_p: No Discriminator_loss: 0.745393 Generator_loss: 0.846102 
[INFO] 2021-01-03 02:44:13 > Step:   90700 Progress: 90.7% Elapsed: 1 day, 17:48:37 temperature: no ada_p: No Discriminator_loss: 0.924806 Generator_loss: 1.25965 
[INFO] 2021-01-03 02:46:41 > Step:   90800 Progress: 90.8% Elapsed: 1 day, 17:51:05 temperature: no ada_p: No Discriminator_loss: 0.6493 Generator_loss: 0.669206 
[INFO] 2021-01-03 02:49:09 > Step:   90900 Progress: 90.9% Elapsed: 1 day, 17:53:33 temperature: no ada_p: No Discriminator_loss: 0.701659 Generator_loss: 0.673512 
[INFO] 2021-01-03 02:51:37 > Step:   91000 Progress: 91.0% Elapsed: 1 day, 17:56:01 temperature: no ada_p: No Discriminator_loss: 0.720758 Generator_loss: 0.5132 
[INFO] 2021-01-03 02:54:06 > Step:   91100 Progress: 91.1% Elapsed: 1 day, 17:58:30 temperature: no ada_p: No Discriminator_loss: 0.67927 Generator_loss: 1.84282 
[INFO] 2021-01-03 02:56:38 > Step:   91200 Progress: 91.2% Elapsed: 1 day, 18:01:02 temperature: no ada_p: No Discriminator_loss: 0.662869 Generator_loss: 1.11423 
[INFO] 2021-01-03 02:59:06 > Step:   91300 Progress: 91.3% Elapsed: 1 day, 18:03:31 temperature: no ada_p: No Discriminator_loss: 0.862516 Generator_loss: 1.33386 
[INFO] 2021-01-03 03:01:35 > Step:   91400 Progress: 91.4% Elapsed: 1 day, 18:05:59 temperature: no ada_p: No Discriminator_loss: 0.731902 Generator_loss: 0.334682 
[INFO] 2021-01-03 03:04:03 > Step:   91500 Progress: 91.5% Elapsed: 1 day, 18:08:27 temperature: no ada_p: No Discriminator_loss: 0.729173 Generator_loss: 0.734873 
[INFO] 2021-01-03 03:06:31 > Step:   91600 Progress: 91.6% Elapsed: 1 day, 18:10:55 temperature: no ada_p: No Discriminator_loss: 0.71864 Generator_loss: 0.541303 
[INFO] 2021-01-03 03:08:59 > Step:   91700 Progress: 91.7% Elapsed: 1 day, 18:13:23 temperature: no ada_p: No Discriminator_loss: 0.674033 Generator_loss: 0.657248 
[INFO] 2021-01-03 03:11:27 > Step:   91800 Progress: 91.8% Elapsed: 1 day, 18:15:51 temperature: no ada_p: No Discriminator_loss: 0.687053 Generator_loss: 1.05172 
[INFO] 2021-01-03 03:13:55 > Step:   91900 Progress: 91.9% Elapsed: 1 day, 18:18:19 temperature: no ada_p: No Discriminator_loss: 0.643335 Generator_loss: 0.681985 
[INFO] 2021-01-03 03:16:23 > Step:   92000 Progress: 92.0% Elapsed: 1 day, 18:20:48 temperature: no ada_p: No Discriminator_loss: 0.709571 Generator_loss: 0.625745 
[INFO] 2021-01-03 03:16:23 > Start Evaluation (92000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 03:16:23 > Calculating FID Score....
[INFO] 2021-01-03 03:16:39 > Calculating Inception Score....
[INFO] 2021-01-03 03:16:45 > Calculate F_beta Score....
[INFO] 2021-01-03 03:17:06 > Calculate Accuracies....
[INFO] 2021-01-03 03:17:10 > Calculate Accuracies....
[INFO] 2021-01-03 03:17:11 > F_8 score (Step: 92000, Using valid images): 0.947902946473827
[INFO] 2021-01-03 03:17:11 > F_1/8 score (Step: 92000, Using valid images): 0.9678001856573304
[INFO] 2021-01-03 03:17:11 > FID score (Step: 92000, Using valid moments): 21.818368479324477
[INFO] 2021-01-03 03:17:11 > Inception score (Step: 92000, 10000 generated images): 14.917054176330566
[INFO] 2021-01-03 03:17:11 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-03 03:17:18 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 03:19:46 > Step:   92100 Progress: 92.1% Elapsed: 1 day, 18:24:10 temperature: no ada_p: No Discriminator_loss: 0.723716 Generator_loss: 0.428024 
[INFO] 2021-01-03 03:22:14 > Step:   92200 Progress: 92.2% Elapsed: 1 day, 18:26:39 temperature: no ada_p: No Discriminator_loss: 0.78393 Generator_loss: 0.845597 
[INFO] 2021-01-03 03:24:54 > Step:   92300 Progress: 92.3% Elapsed: 1 day, 18:29:18 temperature: no ada_p: No Discriminator_loss: 0.642381 Generator_loss: 0.59061 
[INFO] 2021-01-03 03:27:22 > Step:   92400 Progress: 92.4% Elapsed: 1 day, 18:31:46 temperature: no ada_p: No Discriminator_loss: 0.671927 Generator_loss: 1.57359 
[INFO] 2021-01-03 03:29:51 > Step:   92500 Progress: 92.5% Elapsed: 1 day, 18:34:15 temperature: no ada_p: No Discriminator_loss: 0.700357 Generator_loss: 0.520921 
[INFO] 2021-01-03 03:32:19 > Step:   92600 Progress: 92.6% Elapsed: 1 day, 18:36:43 temperature: no ada_p: No Discriminator_loss: 0.793563 Generator_loss: 0.245029 
[INFO] 2021-01-03 03:34:47 > Step:   92700 Progress: 92.7% Elapsed: 1 day, 18:39:11 temperature: no ada_p: No Discriminator_loss: 0.999804 Generator_loss: 1.07012 
[INFO] 2021-01-03 03:37:15 > Step:   92800 Progress: 92.8% Elapsed: 1 day, 18:41:39 temperature: no ada_p: No Discriminator_loss: 0.677814 Generator_loss: 1.2109 
[INFO] 2021-01-03 03:39:55 > Step:   92900 Progress: 92.9% Elapsed: 1 day, 18:44:19 temperature: no ada_p: No Discriminator_loss: 0.91855 Generator_loss: 1.51863 
[INFO] 2021-01-03 03:42:23 > Step:   93000 Progress: 93.0% Elapsed: 1 day, 18:46:47 temperature: no ada_p: No Discriminator_loss: 0.81889 Generator_loss: 1.47486 
[INFO] 2021-01-03 03:44:51 > Step:   93100 Progress: 93.1% Elapsed: 1 day, 18:49:16 temperature: no ada_p: No Discriminator_loss: 0.75406 Generator_loss: 1.52235 
[INFO] 2021-01-03 03:47:19 > Step:   93200 Progress: 93.2% Elapsed: 1 day, 18:51:44 temperature: no ada_p: No Discriminator_loss: 0.67825 Generator_loss: 1.36281 
[INFO] 2021-01-03 03:49:48 > Step:   93300 Progress: 93.3% Elapsed: 1 day, 18:54:12 temperature: no ada_p: No Discriminator_loss: 0.706623 Generator_loss: 0.865975 
[INFO] 2021-01-03 03:52:16 > Step:   93400 Progress: 93.4% Elapsed: 1 day, 18:56:40 temperature: no ada_p: No Discriminator_loss: 0.672162 Generator_loss: 1.35586 
[INFO] 2021-01-03 03:54:44 > Step:   93500 Progress: 93.5% Elapsed: 1 day, 18:59:08 temperature: no ada_p: No Discriminator_loss: 0.73562 Generator_loss: 0.623957 
[INFO] 2021-01-03 03:57:12 > Step:   93600 Progress: 93.6% Elapsed: 1 day, 19:01:36 temperature: no ada_p: No Discriminator_loss: 0.861596 Generator_loss: 1.30383 
[INFO] 2021-01-03 03:59:40 > Step:   93700 Progress: 93.7% Elapsed: 1 day, 19:04:04 temperature: no ada_p: No Discriminator_loss: 0.709587 Generator_loss: 1.28712 
[INFO] 2021-01-03 04:02:10 > Step:   93800 Progress: 93.8% Elapsed: 1 day, 19:06:34 temperature: no ada_p: No Discriminator_loss: 0.66453 Generator_loss: 0.944275 
[INFO] 2021-01-03 04:04:38 > Step:   93900 Progress: 93.9% Elapsed: 1 day, 19:09:02 temperature: no ada_p: No Discriminator_loss: 0.613992 Generator_loss: 0.661204 
[INFO] 2021-01-03 04:07:06 > Step:   94000 Progress: 94.0% Elapsed: 1 day, 19:11:30 temperature: no ada_p: No Discriminator_loss: 1.12866 Generator_loss: 0.481689 
[INFO] 2021-01-03 04:07:06 > Start Evaluation (94000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 04:07:06 > Calculating FID Score....
[INFO] 2021-01-03 04:07:22 > Calculating Inception Score....
[INFO] 2021-01-03 04:07:28 > Calculate F_beta Score....
[INFO] 2021-01-03 04:07:49 > Calculate Accuracies....
[INFO] 2021-01-03 04:07:52 > Calculate Accuracies....
[INFO] 2021-01-03 04:07:54 > F_8 score (Step: 94000, Using valid images): 0.9410641658839448
[INFO] 2021-01-03 04:07:54 > F_1/8 score (Step: 94000, Using valid images): 0.9681052058536392
[INFO] 2021-01-03 04:07:54 > FID score (Step: 94000, Using valid moments): 22.053663244929453
[INFO] 2021-01-03 04:07:54 > Inception score (Step: 94000, 10000 generated images): 15.224454879760742
[INFO] 2021-01-03 04:07:54 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-03 04:08:01 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 04:10:45 > Step:   94100 Progress: 94.1% Elapsed: 1 day, 19:15:09 temperature: no ada_p: No Discriminator_loss: 0.648516 Generator_loss: 0.622473 
[INFO] 2021-01-03 04:15:44 > Step:   94200 Progress: 94.2% Elapsed: 1 day, 19:20:09 temperature: no ada_p: No Discriminator_loss: 0.695012 Generator_loss: 0.355422 
[INFO] 2021-01-03 04:20:43 > Step:   94300 Progress: 94.3% Elapsed: 1 day, 19:25:07 temperature: no ada_p: No Discriminator_loss: 1.12816 Generator_loss: 0.709597 
[INFO] 2021-01-03 04:25:43 > Step:   94400 Progress: 94.4% Elapsed: 1 day, 19:30:07 temperature: no ada_p: No Discriminator_loss: 0.706159 Generator_loss: 0.422144 
[INFO] 2021-01-03 04:30:43 > Step:   94500 Progress: 94.5% Elapsed: 1 day, 19:35:07 temperature: no ada_p: No Discriminator_loss: 0.586511 Generator_loss: 0.722935 
[INFO] 2021-01-03 04:35:43 > Step:   94600 Progress: 94.6% Elapsed: 1 day, 19:40:08 temperature: no ada_p: No Discriminator_loss: 0.591812 Generator_loss: 0.799016 
[INFO] 2021-01-03 04:40:43 > Step:   94700 Progress: 94.7% Elapsed: 1 day, 19:45:08 temperature: no ada_p: No Discriminator_loss: 0.72866 Generator_loss: 0.586474 
[INFO] 2021-01-03 04:45:44 > Step:   94800 Progress: 94.8% Elapsed: 1 day, 19:50:08 temperature: no ada_p: No Discriminator_loss: 0.654743 Generator_loss: 1.55488 
[INFO] 2021-01-03 04:50:45 > Step:   94900 Progress: 94.9% Elapsed: 1 day, 19:55:09 temperature: no ada_p: No Discriminator_loss: 0.960555 Generator_loss: 1.1501 
[INFO] 2021-01-03 04:55:46 > Step:   95000 Progress: 95.0% Elapsed: 1 day, 20:00:10 temperature: no ada_p: No Discriminator_loss: 0.735979 Generator_loss: 0.461659 
[INFO] 2021-01-03 05:00:46 > Step:   95100 Progress: 95.1% Elapsed: 1 day, 20:05:11 temperature: no ada_p: No Discriminator_loss: 0.684012 Generator_loss: 0.417566 
[INFO] 2021-01-03 05:05:47 > Step:   95200 Progress: 95.2% Elapsed: 1 day, 20:10:11 temperature: no ada_p: No Discriminator_loss: 0.835794 Generator_loss: 1.3958 
[INFO] 2021-01-03 05:10:47 > Step:   95300 Progress: 95.3% Elapsed: 1 day, 20:15:11 temperature: no ada_p: No Discriminator_loss: 0.703239 Generator_loss: 1.49492 
[INFO] 2021-01-03 05:15:47 > Step:   95400 Progress: 95.4% Elapsed: 1 day, 20:20:11 temperature: no ada_p: No Discriminator_loss: 0.670971 Generator_loss: 0.633996 
[INFO] 2021-01-03 05:20:47 > Step:   95500 Progress: 95.5% Elapsed: 1 day, 20:25:11 temperature: no ada_p: No Discriminator_loss: 0.654505 Generator_loss: 1.05945 
[INFO] 2021-01-03 05:25:47 > Step:   95600 Progress: 95.6% Elapsed: 1 day, 20:30:11 temperature: no ada_p: No Discriminator_loss: 0.684158 Generator_loss: 0.994751 
[INFO] 2021-01-03 05:30:46 > Step:   95700 Progress: 95.7% Elapsed: 1 day, 20:35:10 temperature: no ada_p: No Discriminator_loss: 0.694369 Generator_loss: 0.975454 
[INFO] 2021-01-03 05:35:45 > Step:   95800 Progress: 95.8% Elapsed: 1 day, 20:40:09 temperature: no ada_p: No Discriminator_loss: 0.709226 Generator_loss: 0.961084 
[INFO] 2021-01-03 05:40:45 > Step:   95900 Progress: 95.9% Elapsed: 1 day, 20:45:09 temperature: no ada_p: No Discriminator_loss: 0.962544 Generator_loss: 1.32542 
[INFO] 2021-01-03 05:45:45 > Step:   96000 Progress: 96.0% Elapsed: 1 day, 20:50:10 temperature: no ada_p: No Discriminator_loss: 0.705273 Generator_loss: 0.968274 
[INFO] 2021-01-03 05:45:45 > Start Evaluation (96000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 05:45:45 > Calculating FID Score....
[INFO] 2021-01-03 05:46:08 > Calculating Inception Score....
[INFO] 2021-01-03 05:46:19 > Calculate F_beta Score....
[INFO] 2021-01-03 05:46:49 > Calculate Accuracies....
[INFO] 2021-01-03 05:46:55 > Calculate Accuracies....
[INFO] 2021-01-03 05:46:57 > F_8 score (Step: 96000, Using valid images): 0.9428802772050998
[INFO] 2021-01-03 05:46:57 > F_1/8 score (Step: 96000, Using valid images): 0.9660948105431832
[INFO] 2021-01-03 05:46:57 > FID score (Step: 96000, Using valid moments): 21.854124221173834
[INFO] 2021-01-03 05:46:57 > Inception score (Step: 96000, 10000 generated images): 15.228611946105957
[INFO] 2021-01-03 05:46:57 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-03 05:47:04 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 05:52:04 > Step:   96100 Progress: 96.1% Elapsed: 1 day, 20:56:28 temperature: no ada_p: No Discriminator_loss: 0.626611 Generator_loss: 0.735373 
[INFO] 2021-01-03 05:57:03 > Step:   96200 Progress: 96.2% Elapsed: 1 day, 21:01:27 temperature: no ada_p: No Discriminator_loss: 0.75664 Generator_loss: 1.47095 
[INFO] 2021-01-03 06:02:04 > Step:   96300 Progress: 96.3% Elapsed: 1 day, 21:06:28 temperature: no ada_p: No Discriminator_loss: 0.737082 Generator_loss: 0.598455 
[INFO] 2021-01-03 06:07:04 > Step:   96400 Progress: 96.4% Elapsed: 1 day, 21:11:28 temperature: no ada_p: No Discriminator_loss: 0.939407 Generator_loss: 1.16784 
[INFO] 2021-01-03 06:12:04 > Step:   96500 Progress: 96.5% Elapsed: 1 day, 21:16:28 temperature: no ada_p: No Discriminator_loss: 0.826743 Generator_loss: 1.61985 
[INFO] 2021-01-03 06:17:04 > Step:   96600 Progress: 96.6% Elapsed: 1 day, 21:21:28 temperature: no ada_p: No Discriminator_loss: 0.710109 Generator_loss: 0.593644 
[INFO] 2021-01-03 06:22:04 > Step:   96700 Progress: 96.7% Elapsed: 1 day, 21:26:28 temperature: no ada_p: No Discriminator_loss: 0.883109 Generator_loss: 1.10382 
[INFO] 2021-01-03 06:27:03 > Step:   96800 Progress: 96.8% Elapsed: 1 day, 21:31:27 temperature: no ada_p: No Discriminator_loss: 0.70725 Generator_loss: 1.64495 
[INFO] 2021-01-03 06:32:03 > Step:   96900 Progress: 96.9% Elapsed: 1 day, 21:36:27 temperature: no ada_p: No Discriminator_loss: 0.724192 Generator_loss: 0.306867 
[INFO] 2021-01-03 06:37:05 > Step:   97000 Progress: 97.0% Elapsed: 1 day, 21:41:29 temperature: no ada_p: No Discriminator_loss: 0.637399 Generator_loss: 1.27519 
[INFO] 2021-01-03 06:42:06 > Step:   97100 Progress: 97.1% Elapsed: 1 day, 21:46:30 temperature: no ada_p: No Discriminator_loss: 0.623913 Generator_loss: 1.04625 
[INFO] 2021-01-03 06:47:06 > Step:   97200 Progress: 97.2% Elapsed: 1 day, 21:51:30 temperature: no ada_p: No Discriminator_loss: 0.698419 Generator_loss: 0.778903 
[INFO] 2021-01-03 06:52:07 > Step:   97300 Progress: 97.3% Elapsed: 1 day, 21:56:31 temperature: no ada_p: No Discriminator_loss: 0.748933 Generator_loss: 1.64391 
[INFO] 2021-01-03 06:57:07 > Step:   97400 Progress: 97.4% Elapsed: 1 day, 22:01:31 temperature: no ada_p: No Discriminator_loss: 0.75446 Generator_loss: 1.6152 
[INFO] 2021-01-03 07:02:06 > Step:   97500 Progress: 97.5% Elapsed: 1 day, 22:06:30 temperature: no ada_p: No Discriminator_loss: 0.682577 Generator_loss: 1.52835 
[INFO] 2021-01-03 07:07:08 > Step:   97600 Progress: 97.6% Elapsed: 1 day, 22:11:32 temperature: no ada_p: No Discriminator_loss: 0.6868 Generator_loss: 0.744751 
[INFO] 2021-01-03 07:12:08 > Step:   97700 Progress: 97.7% Elapsed: 1 day, 22:16:32 temperature: no ada_p: No Discriminator_loss: 0.658469 Generator_loss: 0.673234 
[INFO] 2021-01-03 07:17:09 > Step:   97800 Progress: 97.8% Elapsed: 1 day, 22:21:33 temperature: no ada_p: No Discriminator_loss: 0.94798 Generator_loss: 1.11922 
[INFO] 2021-01-03 07:22:10 > Step:   97900 Progress: 97.9% Elapsed: 1 day, 22:26:34 temperature: no ada_p: No Discriminator_loss: 0.892927 Generator_loss: 1.10554 
[INFO] 2021-01-03 07:27:10 > Step:   98000 Progress: 98.0% Elapsed: 1 day, 22:31:34 temperature: no ada_p: No Discriminator_loss: 0.660167 Generator_loss: 1.54992 
[INFO] 2021-01-03 07:27:10 > Start Evaluation (98000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 07:27:10 > Calculating FID Score....
[INFO] 2021-01-03 07:27:32 > Calculating Inception Score....
[INFO] 2021-01-03 07:27:43 > Calculate F_beta Score....
[INFO] 2021-01-03 07:28:15 > Calculate Accuracies....
[INFO] 2021-01-03 07:28:21 > Calculate Accuracies....
[INFO] 2021-01-03 07:28:23 > F_8 score (Step: 98000, Using valid images): 0.9434625034890283
[INFO] 2021-01-03 07:28:23 > F_1/8 score (Step: 98000, Using valid images): 0.9641381215901578
[INFO] 2021-01-03 07:28:23 > FID score (Step: 98000, Using valid moments): 22.143930320854906
[INFO] 2021-01-03 07:28:23 > Inception score (Step: 98000, 10000 generated images): 15.382593154907227
[INFO] 2021-01-03 07:28:23 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-03 07:28:30 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 07:33:29 > Step:   98100 Progress: 98.1% Elapsed: 1 day, 22:37:53 temperature: no ada_p: No Discriminator_loss: 0.85082 Generator_loss: 1.26427 
[INFO] 2021-01-03 07:38:29 > Step:   98200 Progress: 98.2% Elapsed: 1 day, 22:42:53 temperature: no ada_p: No Discriminator_loss: 0.705293 Generator_loss: 0.45813 
[INFO] 2021-01-03 07:43:30 > Step:   98300 Progress: 98.3% Elapsed: 1 day, 22:47:54 temperature: no ada_p: No Discriminator_loss: 0.69519 Generator_loss: 0.440883 
[INFO] 2021-01-03 07:48:30 > Step:   98400 Progress: 98.4% Elapsed: 1 day, 22:52:54 temperature: no ada_p: No Discriminator_loss: 0.69804 Generator_loss: 0.405139 
[INFO] 2021-01-03 07:51:22 > Step:   98500 Progress: 98.5% Elapsed: 1 day, 22:55:46 temperature: no ada_p: No Discriminator_loss: 0.642647 Generator_loss: 0.967293 
[INFO] 2021-01-03 07:53:50 > Step:   98600 Progress: 98.6% Elapsed: 1 day, 22:58:14 temperature: no ada_p: No Discriminator_loss: 0.677514 Generator_loss: 0.660426 
[INFO] 2021-01-03 07:56:19 > Step:   98700 Progress: 98.7% Elapsed: 1 day, 23:00:43 temperature: no ada_p: No Discriminator_loss: 0.650396 Generator_loss: 1.71343 
[INFO] 2021-01-03 07:58:47 > Step:   98800 Progress: 98.8% Elapsed: 1 day, 23:03:11 temperature: no ada_p: No Discriminator_loss: 0.901814 Generator_loss: 1.22867 
[INFO] 2021-01-03 08:01:15 > Step:   98900 Progress: 98.9% Elapsed: 1 day, 23:05:40 temperature: no ada_p: No Discriminator_loss: 0.677386 Generator_loss: 0.44505 
[INFO] 2021-01-03 08:03:48 > Step:   99000 Progress: 99.0% Elapsed: 1 day, 23:08:12 temperature: no ada_p: No Discriminator_loss: 0.589551 Generator_loss: 0.994048 
[INFO] 2021-01-03 08:06:16 > Step:   99100 Progress: 99.1% Elapsed: 1 day, 23:10:40 temperature: no ada_p: No Discriminator_loss: 0.784466 Generator_loss: 0.808399 
[INFO] 2021-01-03 08:08:49 > Step:   99200 Progress: 99.2% Elapsed: 1 day, 23:13:13 temperature: no ada_p: No Discriminator_loss: 0.679917 Generator_loss: 1.5746 
[INFO] 2021-01-03 08:11:17 > Step:   99300 Progress: 99.3% Elapsed: 1 day, 23:15:41 temperature: no ada_p: No Discriminator_loss: 0.686131 Generator_loss: 0.405155 
[INFO] 2021-01-03 08:13:45 > Step:   99400 Progress: 99.4% Elapsed: 1 day, 23:18:09 temperature: no ada_p: No Discriminator_loss: 0.720184 Generator_loss: 1.12191 
[INFO] 2021-01-03 08:16:13 > Step:   99500 Progress: 99.5% Elapsed: 1 day, 23:20:37 temperature: no ada_p: No Discriminator_loss: 0.793545 Generator_loss: 1.37519 
[INFO] 2021-01-03 08:18:41 > Step:   99600 Progress: 99.6% Elapsed: 1 day, 23:23:06 temperature: no ada_p: No Discriminator_loss: 0.644194 Generator_loss: 0.532296 
[INFO] 2021-01-03 08:21:09 > Step:   99700 Progress: 99.7% Elapsed: 1 day, 23:25:34 temperature: no ada_p: No Discriminator_loss: 0.655587 Generator_loss: 0.903303 
[INFO] 2021-01-03 08:23:37 > Step:   99800 Progress: 99.8% Elapsed: 1 day, 23:28:02 temperature: no ada_p: No Discriminator_loss: 0.698656 Generator_loss: 1.24027 
[INFO] 2021-01-03 08:26:05 > Step:   99900 Progress: 99.9% Elapsed: 1 day, 23:30:30 temperature: no ada_p: No Discriminator_loss: 0.616876 Generator_loss: 1.67856 
[INFO] 2021-01-03 08:28:34 > Step:  100000 Progress: 100.0% Elapsed: 1 day, 23:32:58 temperature: no ada_p: No Discriminator_loss: 0.706009 Generator_loss: 1.29115 
[INFO] 2021-01-03 08:28:34 > Start Evaluation (100000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 08:28:34 > Calculating FID Score....
[INFO] 2021-01-03 08:28:50 > Calculating Inception Score....
[INFO] 2021-01-03 08:28:55 > Calculate F_beta Score....
[INFO] 2021-01-03 08:29:17 > Calculate Accuracies....
[INFO] 2021-01-03 08:29:21 > Calculate Accuracies....
[INFO] 2021-01-03 08:29:23 > F_8 score (Step: 100000, Using valid images): 0.9455925999122353
[INFO] 2021-01-03 08:29:23 > F_1/8 score (Step: 100000, Using valid images): 0.9682957569149239
[INFO] 2021-01-03 08:29:23 > FID score (Step: 100000, Using valid moments): 22.264664388424762
[INFO] 2021-01-03 08:29:23 > Inception score (Step: 100000, 10000 generated images): 15.043946266174316
[INFO] 2021-01-03 08:29:23 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172
[INFO] 2021-01-03 08:29:29 > Save model to checkpoints/CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 08:29:31 > Start Evaluation (100000 Step): CRGAN(P)-train-2021_01_01_08_55_18
[INFO] 2021-01-03 08:29:31 > Calculating FID Score....
[INFO] 2021-01-03 08:29:47 > Calculating Inception Score....
[INFO] 2021-01-03 08:29:52 > Calculate F_beta Score....
[INFO] 2021-01-03 08:30:14 > Calculate Accuracies....
[INFO] 2021-01-03 08:30:17 > Calculate Accuracies....
[INFO] 2021-01-03 08:30:19 > F_8 score (Step: 100000, Using valid images): 0.9391536762568079
[INFO] 2021-01-03 08:30:19 > F_1/8 score (Step: 100000, Using valid images): 0.9688120426065864
[INFO] 2021-01-03 08:30:19 > FID score (Step: 100000, Using valid moments): 22.265209000033906
[INFO] 2021-01-03 08:30:19 > Inception score (Step: 100000, 10000 generated images): 15.42056655883789
[INFO] 2021-01-03 08:30:19 > Best FID score (Step: 80000, Using valid moments): 21.488267959398172