ICRGAN(C)-train-2020_12_04_13_53_13.log

[INFO] 2020-12-04 13:53:13 > Run name : ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-04 13:53:13 > {'config_path': './src/configs/CIFAR10/ICRGAN(C).json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': False, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'test'}
[INFO] 2020-12-04 13:53:13 > {'data_processing': {'dataset_name': 'cifar10', 'data_path': './data/cifar10', 'img_size': 32, 'num_classes': 10, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ContraGAN', 'pos_collected_numerator': True, 'hypersphere_dim': 512, 'nonlinear_embed': False, 'normalize_embed': True, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 2, 'attention_after_nth_dis_block': 1, 'z_dim': 80, 'shared_dim': 128, 'g_conv_dim': 96, 'd_conv_dim': 96, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 64, 'accumulation_steps': 1, 'd_lr': 0.0002, 'g_lr': 0.0002, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.5, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 5, 'total_step': 100000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 1.0, 'margin': 0.0, 'tempering_type': 'constant', 'tempering_step': 'N/A', 'start_temperature': 1.0, 'end_temperature': 1.0, 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': True, 'real_lambda': 10.0, 'fake_lambda': 10.0, 'zcr': True, 'gen_lambda': 0.5, 'dis_lambda': 20.0, 'sigma_noise': 0.05}, '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': 1000}}}
[INFO] 2020-12-04 13:53:13 > Load train datasets...
[INFO] 2020-12-04 13:53:13 > Train dataset size : 50000
[INFO] 2020-12-04 13:53:13 > Load test datasets...
[INFO] 2020-12-04 13:53:15 > Eval dataset size : 10000
[INFO] 2020-12-04 13:53:15 > Build model...
[INFO] 2020-12-04 13:53:15 > Modules are located on models.big_resnet.
[INFO] 2020-12-04 13:53:27 > Prepare EMA for G with decay of 0.9999.
[INFO] 2020-12-04 13:53:28 > Number of parameters: 9416196
[INFO] 2020-12-04 13:53:28 > Generator(
  (linear0): Linear(in_features=20, out_features=6144, bias=True)
  (shared): Embedding(10, 128)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(384, 384, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(384, 384, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(384, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(384, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(384, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(192, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (3): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(384, 384, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(384, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2020-12-04 13:53:28 > Number of parameters: 2517186
[INFO] 2020-12-04 13:53:28 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 192, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (activation): ReLU(inplace=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (1): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(192, 192, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d1): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=192, out_features=1, bias=True)
  (linear2): Linear(in_features=192, out_features=512, bias=True)
  (embedding): Embedding(10, 512)
)
[INFO] 2020-12-04 13:53:32 > Start training....
[INFO] 2020-12-04 13:59:37 > Step:     100 Progress: 0.1% Elapsed: 0:06:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.22769 Generator_loss: 2.1813 
[INFO] 2020-12-04 14:05:47 > Step:     200 Progress: 0.2% Elapsed: 0:12:15 temperature: 1.0 ada_p: No Discriminator_loss: 3.58961 Generator_loss: 2.25096 
[INFO] 2020-12-04 14:11:25 > Step:     300 Progress: 0.3% Elapsed: 0:17:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.40656 Generator_loss: 1.95411 
[INFO] 2020-12-04 14:17:11 > Step:     400 Progress: 0.4% Elapsed: 0:23:38 temperature: 1.0 ada_p: No Discriminator_loss: 3.37515 Generator_loss: 2.36887 
[INFO] 2020-12-04 14:22:37 > Step:     500 Progress: 0.5% Elapsed: 0:29:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.38482 Generator_loss: 2.3083 
[INFO] 2020-12-04 14:27:24 > Step:     600 Progress: 0.6% Elapsed: 0:33:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.30675 Generator_loss: 2.11195 
[INFO] 2020-12-04 14:32:24 > Step:     700 Progress: 0.7% Elapsed: 0:38:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.47851 Generator_loss: 1.6633 
[INFO] 2020-12-04 14:36:46 > Step:     800 Progress: 0.8% Elapsed: 0:43:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.49957 Generator_loss: 1.8145 
[INFO] 2020-12-04 14:41:58 > Step:     900 Progress: 0.9% Elapsed: 0:48:25 temperature: 1.0 ada_p: No Discriminator_loss: 3.39523 Generator_loss: 1.80893 
[INFO] 2020-12-04 14:48:05 > Step:    1000 Progress: 1.0% Elapsed: 0:54:32 temperature: 1.0 ada_p: No Discriminator_loss: 3.31851 Generator_loss: 1.64753 
[INFO] 2020-12-04 14:54:16 > Step:    1100 Progress: 1.1% Elapsed: 1:00:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.49054 Generator_loss: 2.06302 
[INFO] 2020-12-04 14:59:57 > Step:    1200 Progress: 1.2% Elapsed: 1:06:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.48902 Generator_loss: 1.88263 
[INFO] 2020-12-04 15:04:54 > Step:    1300 Progress: 1.3% Elapsed: 1:11:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.45626 Generator_loss: 1.73062 
[INFO] 2020-12-04 15:10:23 > Step:    1400 Progress: 1.4% Elapsed: 1:16:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.47296 Generator_loss: 2.34268 
[INFO] 2020-12-04 15:15:39 > Step:    1500 Progress: 1.5% Elapsed: 1:22:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.18867 Generator_loss: 1.93447 
[INFO] 2020-12-04 15:20:35 > Step:    1600 Progress: 1.6% Elapsed: 1:27:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.29159 Generator_loss: 1.75129 
[INFO] 2020-12-04 15:25:33 > Step:    1700 Progress: 1.7% Elapsed: 1:32:01 temperature: 1.0 ada_p: No Discriminator_loss: 3.44223 Generator_loss: 1.9483 
[INFO] 2020-12-04 15:31:46 > Step:    1800 Progress: 1.8% Elapsed: 1:38:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.11916 Generator_loss: 2.15359 
[INFO] 2020-12-04 15:37:51 > Step:    1900 Progress: 1.9% Elapsed: 1:44:18 temperature: 1.0 ada_p: No Discriminator_loss: 3.16025 Generator_loss: 1.81286 
[INFO] 2020-12-04 15:42:40 > Step:    2000 Progress: 2.0% Elapsed: 1:49:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.26257 Generator_loss: 1.97818 
[INFO] 2020-12-04 15:42:40 > Start Evaluation (2000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-04 15:42:40 > Calculating FID Score....
[INFO] 2020-12-04 15:43:32 > Calculating Inception Score....
[INFO] 2020-12-04 15:44:15 > Calculate F_beta Score....
[INFO] 2020-12-04 15:45:58 > Calculate Accuracies....
[INFO] 2020-12-04 15:46:21 > Calculate Accuracies....
[INFO] 2020-12-04 15:46:30 > F_8 score (Step: 2000, Using test images): 0.7252243354745384
[INFO] 2020-12-04 15:46:30 > F_1/8 score (Step: 2000, Using test images): 0.8959971890979518
[INFO] 2020-12-04 15:46:30 > FID score (Step: 2000, Using test moments): 51.80161863090507
[INFO] 2020-12-04 15:46:30 > Inception score (Step: 2000, 10000 generated images): 5.7466139793396
[INFO] 2020-12-04 15:46:30 > Best FID score (Step: 2000, Using test moments): 51.80161863090507
[INFO] 2020-12-04 15:46:32 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-04 15:51:36 > Step:    2100 Progress: 2.1% Elapsed: 1:58:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.1661 Generator_loss: 2.13789 
[INFO] 2020-12-04 15:56:47 > Step:    2200 Progress: 2.2% Elapsed: 2:03:14 temperature: 1.0 ada_p: No Discriminator_loss: 3.1452 Generator_loss: 1.80113 
[INFO] 2020-12-04 16:01:35 > Step:    2300 Progress: 2.3% Elapsed: 2:08:03 temperature: 1.0 ada_p: No Discriminator_loss: 3.38813 Generator_loss: 1.7808 
[INFO] 2020-12-04 16:06:35 > Step:    2400 Progress: 2.4% Elapsed: 2:13:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.25085 Generator_loss: 2.00418 
[INFO] 2020-12-04 16:10:52 > Step:    2500 Progress: 2.5% Elapsed: 2:17:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.22837 Generator_loss: 2.21799 
[INFO] 2020-12-04 16:15:49 > Step:    2600 Progress: 2.6% Elapsed: 2:22:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.22324 Generator_loss: 1.80063 
[INFO] 2020-12-04 16:21:42 > Step:    2700 Progress: 2.7% Elapsed: 2:28:09 temperature: 1.0 ada_p: No Discriminator_loss: 3.20815 Generator_loss: 2.16977 
[INFO] 2020-12-04 16:27:22 > Step:    2800 Progress: 2.8% Elapsed: 2:33:49 temperature: 1.0 ada_p: No Discriminator_loss: 3.22414 Generator_loss: 1.6831 
[INFO] 2020-12-04 16:32:54 > Step:    2900 Progress: 2.9% Elapsed: 2:39:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.26259 Generator_loss: 1.77167 
[INFO] 2020-12-04 16:38:10 > Step:    3000 Progress: 3.0% Elapsed: 2:44:38 temperature: 1.0 ada_p: No Discriminator_loss: 3.22368 Generator_loss: 2.06597 
[INFO] 2020-12-04 16:43:27 > Step:    3100 Progress: 3.1% Elapsed: 2:49:54 temperature: 1.0 ada_p: No Discriminator_loss: 3.05502 Generator_loss: 2.11203 
[INFO] 2020-12-04 16:48:15 > Step:    3200 Progress: 3.2% Elapsed: 2:54:42 temperature: 1.0 ada_p: No Discriminator_loss: 3.12272 Generator_loss: 1.90644 
[INFO] 2020-12-04 16:53:08 > Step:    3300 Progress: 3.3% Elapsed: 2:59:35 temperature: 1.0 ada_p: No Discriminator_loss: 3.20526 Generator_loss: 2.00997 
[INFO] 2020-12-04 16:57:15 > Step:    3400 Progress: 3.4% Elapsed: 3:03:42 temperature: 1.0 ada_p: No Discriminator_loss: 3.23204 Generator_loss: 1.6217 
[INFO] 2020-12-04 17:02:38 > Step:    3500 Progress: 3.5% Elapsed: 3:09:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.1391 Generator_loss: 1.9098 
[INFO] 2020-12-04 17:08:33 > Step:    3600 Progress: 3.6% Elapsed: 3:15:00 temperature: 1.0 ada_p: No Discriminator_loss: 3.17751 Generator_loss: 1.67803 
[INFO] 2020-12-04 17:13:54 > Step:    3700 Progress: 3.7% Elapsed: 3:20:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.42087 Generator_loss: 2.02634 
[INFO] 2020-12-04 17:19:30 > Step:    3800 Progress: 3.8% Elapsed: 3:25:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.19109 Generator_loss: 1.87017 
[INFO] 2020-12-04 17:25:04 > Step:    3900 Progress: 3.9% Elapsed: 3:31:31 temperature: 1.0 ada_p: No Discriminator_loss: 3.13283 Generator_loss: 1.94469 
[INFO] 2020-12-04 17:29:41 > Step:    4000 Progress: 4.0% Elapsed: 3:36:08 temperature: 1.0 ada_p: No Discriminator_loss: 3.18374 Generator_loss: 1.85695 
[INFO] 2020-12-04 17:29:41 > Start Evaluation (4000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-04 17:29:41 > Calculating FID Score....
[INFO] 2020-12-04 17:30:37 > Calculating Inception Score....
[INFO] 2020-12-04 17:31:22 > Calculate F_beta Score....
[INFO] 2020-12-04 17:33:12 > Calculate Accuracies....
[INFO] 2020-12-04 17:33:24 > Calculate Accuracies....
[INFO] 2020-12-04 17:33:27 > F_8 score (Step: 4000, Using test images): 0.7759707939940151
[INFO] 2020-12-04 17:33:27 > F_1/8 score (Step: 4000, Using test images): 0.8853342894231409
[INFO] 2020-12-04 17:33:27 > FID score (Step: 4000, Using test moments): 47.36640785800313
[INFO] 2020-12-04 17:33:27 > Inception score (Step: 4000, 10000 generated images): 6.305713653564453
[INFO] 2020-12-04 17:33:27 > Best FID score (Step: 4000, Using test moments): 47.36640785800313
[INFO] 2020-12-04 17:33:30 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-04 17:38:39 > Step:    4100 Progress: 4.1% Elapsed: 3:45:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.23392 Generator_loss: 1.81388 
[INFO] 2020-12-04 17:43:52 > Step:    4200 Progress: 4.2% Elapsed: 3:50:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.11584 Generator_loss: 1.85299 
[INFO] 2020-12-04 17:48:35 > Step:    4300 Progress: 4.3% Elapsed: 3:55:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.21802 Generator_loss: 2.26363 
[INFO] 2020-12-04 17:53:11 > Step:    4400 Progress: 4.4% Elapsed: 3:59:38 temperature: 1.0 ada_p: No Discriminator_loss: 3.085 Generator_loss: 1.89768 
[INFO] 2020-12-04 17:58:57 > Step:    4500 Progress: 4.5% Elapsed: 4:05:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.3654 Generator_loss: 1.95636 
[INFO] 2020-12-04 18:04:21 > Step:    4600 Progress: 4.6% Elapsed: 4:10:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.08677 Generator_loss: 1.60602 
[INFO] 2020-12-04 18:09:34 > Step:    4700 Progress: 4.7% Elapsed: 4:16:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.88512 Generator_loss: 1.99728 
[INFO] 2020-12-04 18:15:05 > Step:    4800 Progress: 4.8% Elapsed: 4:21:33 temperature: 1.0 ada_p: No Discriminator_loss: 3.18264 Generator_loss: 2.02348 
[INFO] 2020-12-04 18:20:14 > Step:    4900 Progress: 4.9% Elapsed: 4:26:42 temperature: 1.0 ada_p: No Discriminator_loss: 3.10133 Generator_loss: 1.75193 
[INFO] 2020-12-04 18:25:41 > Step:    5000 Progress: 5.0% Elapsed: 4:32:08 temperature: 1.0 ada_p: No Discriminator_loss: 3.22456 Generator_loss: 1.81329 
[INFO] 2020-12-04 18:30:39 > Step:    5100 Progress: 5.1% Elapsed: 4:37:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.9812 Generator_loss: 1.93148 
[INFO] 2020-12-04 18:35:04 > Step:    5200 Progress: 5.2% Elapsed: 4:41:31 temperature: 1.0 ada_p: No Discriminator_loss: 3.12839 Generator_loss: 1.71816 
[INFO] 2020-12-04 18:39:49 > Step:    5300 Progress: 5.3% Elapsed: 4:46:17 temperature: 1.0 ada_p: No Discriminator_loss: 3.20954 Generator_loss: 1.89066 
[INFO] 2020-12-04 18:43:44 > Step:    5400 Progress: 5.4% Elapsed: 4:50:11 temperature: 1.0 ada_p: No Discriminator_loss: 3.04341 Generator_loss: 1.85659 
[INFO] 2020-12-04 18:49:22 > Step:    5500 Progress: 5.5% Elapsed: 4:55:49 temperature: 1.0 ada_p: No Discriminator_loss: 3.28009 Generator_loss: 1.83175 
[INFO] 2020-12-04 18:55:41 > Step:    5600 Progress: 5.6% Elapsed: 5:02:09 temperature: 1.0 ada_p: No Discriminator_loss: 3.02407 Generator_loss: 1.97735 
[INFO] 2020-12-04 19:01:19 > Step:    5700 Progress: 5.7% Elapsed: 5:07:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.95493 Generator_loss: 2.10095 
[INFO] 2020-12-04 19:07:02 > Step:    5800 Progress: 5.8% Elapsed: 5:13:29 temperature: 1.0 ada_p: No Discriminator_loss: 3.1227 Generator_loss: 2.12017 
[INFO] 2020-12-04 19:11:59 > Step:    5900 Progress: 5.9% Elapsed: 5:18:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.18556 Generator_loss: 1.755 
[INFO] 2020-12-04 19:16:40 > Step:    6000 Progress: 6.0% Elapsed: 5:23:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.22907 Generator_loss: 1.83415 
[INFO] 2020-12-04 19:16:40 > Start Evaluation (6000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-04 19:16:40 > Calculating FID Score....
[INFO] 2020-12-04 19:17:31 > Calculating Inception Score....
[INFO] 2020-12-04 19:18:01 > Calculate F_beta Score....
[INFO] 2020-12-04 19:19:40 > Calculate Accuracies....
[INFO] 2020-12-04 19:19:55 > Calculate Accuracies....
[INFO] 2020-12-04 19:19:59 > F_8 score (Step: 6000, Using test images): 0.8176634955249618
[INFO] 2020-12-04 19:19:59 > F_1/8 score (Step: 6000, Using test images): 0.9105354258692749
[INFO] 2020-12-04 19:19:59 > FID score (Step: 6000, Using test moments): 42.59269277514295
[INFO] 2020-12-04 19:19:59 > Inception score (Step: 6000, 10000 generated images): 7.024619102478027
[INFO] 2020-12-04 19:19:59 > Best FID score (Step: 6000, Using test moments): 42.59269277514295
[INFO] 2020-12-04 19:20:00 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-04 19:24:46 > Step:    6100 Progress: 6.1% Elapsed: 5:31:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.86053 Generator_loss: 2.17302 
[INFO] 2020-12-04 19:29:40 > Step:    6200 Progress: 6.2% Elapsed: 5:36:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.02149 Generator_loss: 1.73231 
[INFO] 2020-12-04 19:34:08 > Step:    6300 Progress: 6.3% Elapsed: 5:40:35 temperature: 1.0 ada_p: No Discriminator_loss: 3.04506 Generator_loss: 2.05689 
[INFO] 2020-12-04 19:39:47 > Step:    6400 Progress: 6.4% Elapsed: 5:46:14 temperature: 1.0 ada_p: No Discriminator_loss: 3.04437 Generator_loss: 2.03665 
[INFO] 2020-12-04 19:45:34 > Step:    6500 Progress: 6.5% Elapsed: 5:52:01 temperature: 1.0 ada_p: No Discriminator_loss: 3.16742 Generator_loss: 1.73531 
[INFO] 2020-12-04 19:51:14 > Step:    6600 Progress: 6.6% Elapsed: 5:57:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.1225 Generator_loss: 1.63733 
[INFO] 2020-12-04 19:56:17 > Step:    6700 Progress: 6.7% Elapsed: 6:02:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.93839 Generator_loss: 1.82936 
[INFO] 2020-12-04 20:01:49 > Step:    6800 Progress: 6.8% Elapsed: 6:08:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.20843 Generator_loss: 1.71326 
[INFO] 2020-12-04 20:07:11 > Step:    6900 Progress: 6.9% Elapsed: 6:13:38 temperature: 1.0 ada_p: No Discriminator_loss: 3.09048 Generator_loss: 1.7678 
[INFO] 2020-12-04 20:12:21 > Step:    7000 Progress: 7.0% Elapsed: 6:18:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.21271 Generator_loss: 1.74219 
[INFO] 2020-12-04 20:17:30 > Step:    7100 Progress: 7.1% Elapsed: 6:23:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.90228 Generator_loss: 1.87538 
[INFO] 2020-12-04 20:21:45 > Step:    7200 Progress: 7.2% Elapsed: 6:28:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.98864 Generator_loss: 2.19993 
[INFO] 2020-12-04 20:27:27 > Step:    7300 Progress: 7.3% Elapsed: 6:33:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.99939 Generator_loss: 1.96126 
[INFO] 2020-12-04 20:33:03 > Step:    7400 Progress: 7.4% Elapsed: 6:39:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.00815 Generator_loss: 2.33222 
[INFO] 2020-12-04 20:38:52 > Step:    7500 Progress: 7.5% Elapsed: 6:45:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.07576 Generator_loss: 2.05801 
[INFO] 2020-12-04 20:44:31 > Step:    7600 Progress: 7.6% Elapsed: 6:50:59 temperature: 1.0 ada_p: No Discriminator_loss: 3.02969 Generator_loss: 1.89594 
[INFO] 2020-12-04 20:49:49 > Step:    7700 Progress: 7.7% Elapsed: 6:56:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.20364 Generator_loss: 1.87739 
[INFO] 2020-12-04 20:54:45 > Step:    7800 Progress: 7.8% Elapsed: 7:01:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.19454 Generator_loss: 1.71782 
[INFO] 2020-12-04 21:00:05 > Step:    7900 Progress: 7.9% Elapsed: 7:06:32 temperature: 1.0 ada_p: No Discriminator_loss: 3.04585 Generator_loss: 1.77315 
[INFO] 2020-12-04 21:04:39 > Step:    8000 Progress: 8.0% Elapsed: 7:11:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.06144 Generator_loss: 2.04793 
[INFO] 2020-12-04 21:04:39 > Start Evaluation (8000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-04 21:04:39 > Calculating FID Score....
[INFO] 2020-12-04 21:05:17 > Calculating Inception Score....
[INFO] 2020-12-04 21:05:58 > Calculate F_beta Score....
[INFO] 2020-12-04 21:07:22 > Calculate Accuracies....
[INFO] 2020-12-04 21:07:37 > Calculate Accuracies....
[INFO] 2020-12-04 21:07:40 > F_8 score (Step: 8000, Using test images): 0.8826072207398735
[INFO] 2020-12-04 21:07:40 > F_1/8 score (Step: 8000, Using test images): 0.9440627727895329
[INFO] 2020-12-04 21:07:40 > FID score (Step: 8000, Using test moments): 35.59462185849492
[INFO] 2020-12-04 21:07:40 > Inception score (Step: 8000, 10000 generated images): 7.692923545837402
[INFO] 2020-12-04 21:07:40 > Best FID score (Step: 8000, Using test moments): 35.59462185849492
[INFO] 2020-12-04 21:07:42 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-04 21:13:01 > Step:    8100 Progress: 8.1% Elapsed: 7:19:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.09735 Generator_loss: 1.784 
[INFO] 2020-12-04 21:18:51 > Step:    8200 Progress: 8.2% Elapsed: 7:25:18 temperature: 1.0 ada_p: No Discriminator_loss: 3.13231 Generator_loss: 2.13943 
[INFO] 2020-12-04 21:24:12 > Step:    8300 Progress: 8.3% Elapsed: 7:30:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.82762 Generator_loss: 1.75972 
[INFO] 2020-12-04 21:29:30 > Step:    8400 Progress: 8.4% Elapsed: 7:35:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.11181 Generator_loss: 1.83419 
[INFO] 2020-12-04 21:34:15 > Step:    8500 Progress: 8.5% Elapsed: 7:40:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.94867 Generator_loss: 1.89013 
[INFO] 2020-12-04 21:39:20 > Step:    8600 Progress: 8.6% Elapsed: 7:45:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.14402 Generator_loss: 1.8403 
[INFO] 2020-12-04 21:44:18 > Step:    8700 Progress: 8.7% Elapsed: 7:50:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.16297 Generator_loss: 1.82573 
[INFO] 2020-12-04 21:49:26 > Step:    8800 Progress: 8.8% Elapsed: 7:55:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.99583 Generator_loss: 2.1202 
[INFO] 2020-12-04 21:54:25 > Step:    8900 Progress: 8.9% Elapsed: 8:00:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.09416 Generator_loss: 1.81184 
[INFO] 2020-12-04 21:59:23 > Step:    9000 Progress: 9.0% Elapsed: 8:05:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.03025 Generator_loss: 2.04993 
[INFO] 2020-12-04 22:03:22 > Step:    9100 Progress: 9.1% Elapsed: 8:09:49 temperature: 1.0 ada_p: No Discriminator_loss: 3.25839 Generator_loss: 2.10715 
[INFO] 2020-12-04 22:09:08 > Step:    9200 Progress: 9.2% Elapsed: 8:15:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.87022 Generator_loss: 2.06055 
[INFO] 2020-12-04 22:15:14 > Step:    9300 Progress: 9.3% Elapsed: 8:21:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.16906 Generator_loss: 1.48688 
[INFO] 2020-12-04 22:20:40 > Step:    9400 Progress: 9.4% Elapsed: 8:27:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.12517 Generator_loss: 1.71757 
[INFO] 2020-12-04 22:25:55 > Step:    9500 Progress: 9.5% Elapsed: 8:32:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.0032 Generator_loss: 1.86898 
[INFO] 2020-12-04 22:31:24 > Step:    9600 Progress: 9.6% Elapsed: 8:37:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.14291 Generator_loss: 1.87017 
[INFO] 2020-12-04 22:36:12 > Step:    9700 Progress: 9.7% Elapsed: 8:42:39 temperature: 1.0 ada_p: No Discriminator_loss: 3.12574 Generator_loss: 1.81005 
[INFO] 2020-12-04 22:40:25 > Step:    9800 Progress: 9.8% Elapsed: 8:46:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.04561 Generator_loss: 1.94131 
[INFO] 2020-12-04 22:45:28 > Step:    9900 Progress: 9.9% Elapsed: 8:51:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.98213 Generator_loss: 1.87572 
[INFO] 2020-12-04 22:50:43 > Step:   10000 Progress: 10.0% Elapsed: 8:57:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.03577 Generator_loss: 1.83868 
[INFO] 2020-12-04 22:50:43 > Start Evaluation (10000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-04 22:50:43 > Calculating FID Score....
[INFO] 2020-12-04 22:51:30 > Calculating Inception Score....
[INFO] 2020-12-04 22:51:51 > Calculate F_beta Score....
[INFO] 2020-12-04 22:53:08 > Calculate Accuracies....
[INFO] 2020-12-04 22:53:19 > Calculate Accuracies....
[INFO] 2020-12-04 22:53:22 > F_8 score (Step: 10000, Using test images): 0.9336204291441864
[INFO] 2020-12-04 22:53:22 > F_1/8 score (Step: 10000, Using test images): 0.9588275626766288
[INFO] 2020-12-04 22:53:22 > FID score (Step: 10000, Using test moments): 28.602136962625764
[INFO] 2020-12-04 22:53:22 > Inception score (Step: 10000, 10000 generated images): 8.288593292236328
[INFO] 2020-12-04 22:53:22 > Best FID score (Step: 10000, Using test moments): 28.602136962625764
[INFO] 2020-12-04 22:53:24 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-04 22:58:20 > Step:   10100 Progress: 10.1% Elapsed: 9:04:47 temperature: 1.0 ada_p: No Discriminator_loss: 3.08455 Generator_loss: 1.63925 
[INFO] 2020-12-04 23:04:10 > Step:   10200 Progress: 10.2% Elapsed: 9:10:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.08629 Generator_loss: 1.7328 
[INFO] 2020-12-04 23:09:53 > Step:   10300 Progress: 10.3% Elapsed: 9:16:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.24302 Generator_loss: 2.19609 
[INFO] 2020-12-04 23:15:17 > Step:   10400 Progress: 10.4% Elapsed: 9:21:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.99582 Generator_loss: 2.11193 
[INFO] 2020-12-04 23:20:47 > Step:   10500 Progress: 10.5% Elapsed: 9:27:14 temperature: 1.0 ada_p: No Discriminator_loss: 3.07645 Generator_loss: 1.80332 
[INFO] 2020-12-04 23:26:23 > Step:   10600 Progress: 10.6% Elapsed: 9:32:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.01076 Generator_loss: 1.79354 
[INFO] 2020-12-04 23:30:51 > Step:   10700 Progress: 10.7% Elapsed: 9:37:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.99313 Generator_loss: 1.71822 
[INFO] 2020-12-04 23:35:42 > Step:   10800 Progress: 10.8% Elapsed: 9:42:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.93087 Generator_loss: 2.16972 
[INFO] 2020-12-04 23:40:39 > Step:   10900 Progress: 10.9% Elapsed: 9:47:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.02465 Generator_loss: 1.94244 
[INFO] 2020-12-04 23:44:50 > Step:   11000 Progress: 11.0% Elapsed: 9:51:17 temperature: 1.0 ada_p: No Discriminator_loss: 3.00479 Generator_loss: 1.78166 
[INFO] 2020-12-04 23:49:59 > Step:   11100 Progress: 11.1% Elapsed: 9:56:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.00609 Generator_loss: 1.90088 
[INFO] 2020-12-04 23:55:57 > Step:   11200 Progress: 11.2% Elapsed: 10:02:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.10508 Generator_loss: 1.86192 
[INFO] 2020-12-05 00:01:49 > Step:   11300 Progress: 11.3% Elapsed: 10:08:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.10522 Generator_loss: 1.76637 
[INFO] 2020-12-05 00:06:26 > Step:   11400 Progress: 11.4% Elapsed: 10:12:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.9053 Generator_loss: 2.03395 
[INFO] 2020-12-05 00:11:55 > Step:   11500 Progress: 11.5% Elapsed: 10:18:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.2297 Generator_loss: 1.81751 
[INFO] 2020-12-05 00:17:02 > Step:   11600 Progress: 11.6% Elapsed: 10:23:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.96532 Generator_loss: 1.69491 
[INFO] 2020-12-05 00:22:01 > Step:   11700 Progress: 11.7% Elapsed: 10:28:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.75421 Generator_loss: 1.99408 
[INFO] 2020-12-05 00:27:08 > Step:   11800 Progress: 11.8% Elapsed: 10:33:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.02166 Generator_loss: 2.04699 
[INFO] 2020-12-05 00:32:03 > Step:   11900 Progress: 11.9% Elapsed: 10:38:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.01184 Generator_loss: 1.92622 
[INFO] 2020-12-05 00:36:39 > Step:   12000 Progress: 12.0% Elapsed: 10:43:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.08014 Generator_loss: 1.88745 
[INFO] 2020-12-05 00:36:39 > Start Evaluation (12000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 00:36:39 > Calculating FID Score....
[INFO] 2020-12-05 00:37:42 > Calculating Inception Score....
[INFO] 2020-12-05 00:38:19 > Calculate F_beta Score....
[INFO] 2020-12-05 00:40:07 > Calculate Accuracies....
[INFO] 2020-12-05 00:40:30 > Calculate Accuracies....
[INFO] 2020-12-05 00:40:36 > F_8 score (Step: 12000, Using test images): 0.9460858327485813
[INFO] 2020-12-05 00:40:36 > F_1/8 score (Step: 12000, Using test images): 0.9723088161216947
[INFO] 2020-12-05 00:40:36 > FID score (Step: 12000, Using test moments): 23.502607691782885
[INFO] 2020-12-05 00:40:36 > Inception score (Step: 12000, 10000 generated images): 8.634069442749023
[INFO] 2020-12-05 00:40:36 > Best FID score (Step: 12000, Using test moments): 23.502607691782885
[INFO] 2020-12-05 00:40:38 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 00:46:00 > Step:   12100 Progress: 12.1% Elapsed: 10:52:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.01352 Generator_loss: 1.93922 
[INFO] 2020-12-05 00:51:19 > Step:   12200 Progress: 12.2% Elapsed: 10:57:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.13312 Generator_loss: 2.04116 
[INFO] 2020-12-05 00:56:28 > Step:   12300 Progress: 12.3% Elapsed: 11:02:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.82985 Generator_loss: 1.7556 
[INFO] 2020-12-05 01:02:01 > Step:   12400 Progress: 12.4% Elapsed: 11:08:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.88074 Generator_loss: 1.65853 
[INFO] 2020-12-05 01:07:17 > Step:   12500 Progress: 12.5% Elapsed: 11:13:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.10547 Generator_loss: 2.05409 
[INFO] 2020-12-05 01:12:29 > Step:   12600 Progress: 12.6% Elapsed: 11:18:56 temperature: 1.0 ada_p: No Discriminator_loss: 3.11818 Generator_loss: 2.0488 
[INFO] 2020-12-05 01:17:40 > Step:   12700 Progress: 12.7% Elapsed: 11:24:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.12171 Generator_loss: 1.85207 
[INFO] 2020-12-05 01:22:18 > Step:   12800 Progress: 12.8% Elapsed: 11:28:45 temperature: 1.0 ada_p: No Discriminator_loss: 3.08524 Generator_loss: 1.589 
[INFO] 2020-12-05 01:26:30 > Step:   12900 Progress: 12.9% Elapsed: 11:32:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.07635 Generator_loss: 1.92187 
[INFO] 2020-12-05 01:31:44 > Step:   13000 Progress: 13.0% Elapsed: 11:38:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.84936 Generator_loss: 2.50367 
[INFO] 2020-12-05 01:37:44 > Step:   13100 Progress: 13.1% Elapsed: 11:44:11 temperature: 1.0 ada_p: No Discriminator_loss: 3.14883 Generator_loss: 1.80374 
[INFO] 2020-12-05 01:43:21 > Step:   13200 Progress: 13.2% Elapsed: 11:49:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.05871 Generator_loss: 1.84251 
[INFO] 2020-12-05 01:48:46 > Step:   13300 Progress: 13.3% Elapsed: 11:55:14 temperature: 1.0 ada_p: No Discriminator_loss: 3.01554 Generator_loss: 1.92043 
[INFO] 2020-12-05 01:54:05 > Step:   13400 Progress: 13.4% Elapsed: 12:00:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.87589 Generator_loss: 1.54909 
[INFO] 2020-12-05 01:58:55 > Step:   13500 Progress: 13.5% Elapsed: 12:05:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.12791 Generator_loss: 1.84697 
[INFO] 2020-12-05 02:03:48 > Step:   13600 Progress: 13.6% Elapsed: 12:10:15 temperature: 1.0 ada_p: No Discriminator_loss: 3.05936 Generator_loss: 1.89722 
[INFO] 2020-12-05 02:09:06 > Step:   13700 Progress: 13.7% Elapsed: 12:15:34 temperature: 1.0 ada_p: No Discriminator_loss: 3.05556 Generator_loss: 2.01604 
[INFO] 2020-12-05 02:13:38 > Step:   13800 Progress: 13.8% Elapsed: 12:20:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.98387 Generator_loss: 2.00504 
[INFO] 2020-12-05 02:18:39 > Step:   13900 Progress: 13.9% Elapsed: 12:25:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.08573 Generator_loss: 2.00099 
[INFO] 2020-12-05 02:24:47 > Step:   14000 Progress: 14.0% Elapsed: 12:31:14 temperature: 1.0 ada_p: No Discriminator_loss: 3.02468 Generator_loss: 1.75989 
[INFO] 2020-12-05 02:24:47 > Start Evaluation (14000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 02:24:47 > Calculating FID Score....
[INFO] 2020-12-05 02:25:45 > Calculating Inception Score....
[INFO] 2020-12-05 02:26:11 > Calculate F_beta Score....
[INFO] 2020-12-05 02:28:06 > Calculate Accuracies....
[INFO] 2020-12-05 02:28:23 > Calculate Accuracies....
[INFO] 2020-12-05 02:28:26 > F_8 score (Step: 14000, Using test images): 0.9693584377043503
[INFO] 2020-12-05 02:28:26 > F_1/8 score (Step: 14000, Using test images): 0.9703954111535169
[INFO] 2020-12-05 02:28:26 > FID score (Step: 14000, Using test moments): 19.094384669854435
[INFO] 2020-12-05 02:28:26 > Inception score (Step: 14000, 10000 generated images): 8.991727828979492
[INFO] 2020-12-05 02:28:26 > Best FID score (Step: 14000, Using test moments): 19.094384669854435
[INFO] 2020-12-05 02:28:29 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 02:33:33 > Step:   14100 Progress: 14.1% Elapsed: 12:40:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.89855 Generator_loss: 1.83691 
[INFO] 2020-12-05 02:38:48 > Step:   14200 Progress: 14.2% Elapsed: 12:45:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.99358 Generator_loss: 1.54422 
[INFO] 2020-12-05 02:44:18 > Step:   14300 Progress: 14.3% Elapsed: 12:50:45 temperature: 1.0 ada_p: No Discriminator_loss: 3.11267 Generator_loss: 1.71058 
[INFO] 2020-12-05 02:49:33 > Step:   14400 Progress: 14.4% Elapsed: 12:56:00 temperature: 1.0 ada_p: No Discriminator_loss: 3.19433 Generator_loss: 1.8486 
[INFO] 2020-12-05 02:54:47 > Step:   14500 Progress: 14.5% Elapsed: 13:01:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.95715 Generator_loss: 1.6689 
[INFO] 2020-12-05 02:59:45 > Step:   14600 Progress: 14.6% Elapsed: 13:06:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.91697 Generator_loss: 1.40894 
[INFO] 2020-12-05 03:03:44 > Step:   14700 Progress: 14.7% Elapsed: 13:10:11 temperature: 1.0 ada_p: No Discriminator_loss: 3.04288 Generator_loss: 1.84721 
[INFO] 2020-12-05 03:08:14 > Step:   14800 Progress: 14.8% Elapsed: 13:14:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.939 Generator_loss: 2.15541 
[INFO] 2020-12-05 03:13:21 > Step:   14900 Progress: 14.9% Elapsed: 13:19:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.9531 Generator_loss: 1.97166 
[INFO] 2020-12-05 03:19:06 > Step:   15000 Progress: 15.0% Elapsed: 13:25:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.95126 Generator_loss: 1.98524 
[INFO] 2020-12-05 03:24:28 > Step:   15100 Progress: 15.1% Elapsed: 13:30:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.86175 Generator_loss: 2.03643 
[INFO] 2020-12-05 03:29:55 > Step:   15200 Progress: 15.2% Elapsed: 13:36:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.13126 Generator_loss: 1.9497 
[INFO] 2020-12-05 03:35:06 > Step:   15300 Progress: 15.3% Elapsed: 13:41:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.9113 Generator_loss: 2.15479 
[INFO] 2020-12-05 03:40:23 > Step:   15400 Progress: 15.4% Elapsed: 13:46:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.98434 Generator_loss: 2.02923 
[INFO] 2020-12-05 03:44:52 > Step:   15500 Progress: 15.5% Elapsed: 13:51:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.02195 Generator_loss: 1.88684 
[INFO] 2020-12-05 03:49:10 > Step:   15600 Progress: 15.6% Elapsed: 13:55:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.14568 Generator_loss: 1.70316 
[INFO] 2020-12-05 03:54:09 > Step:   15700 Progress: 15.7% Elapsed: 14:00:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.1209 Generator_loss: 1.89306 
[INFO] 2020-12-05 03:58:21 > Step:   15800 Progress: 15.8% Elapsed: 14:04:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.04941 Generator_loss: 2.09461 
[INFO] 2020-12-05 04:03:36 > Step:   15900 Progress: 15.9% Elapsed: 14:10:03 temperature: 1.0 ada_p: No Discriminator_loss: 3.0159 Generator_loss: 1.69722 
[INFO] 2020-12-05 04:09:10 > Step:   16000 Progress: 16.0% Elapsed: 14:15:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.99684 Generator_loss: 2.01358 
[INFO] 2020-12-05 04:09:10 > Start Evaluation (16000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 04:09:10 > Calculating FID Score....
[INFO] 2020-12-05 04:10:18 > Calculating Inception Score....
[INFO] 2020-12-05 04:11:02 > Calculate F_beta Score....
[INFO] 2020-12-05 04:12:50 > Calculate Accuracies....
[INFO] 2020-12-05 04:13:10 > Calculate Accuracies....
[INFO] 2020-12-05 04:13:20 > F_8 score (Step: 16000, Using test images): 0.9641337239253918
[INFO] 2020-12-05 04:13:20 > F_1/8 score (Step: 16000, Using test images): 0.9744174001669781
[INFO] 2020-12-05 04:13:20 > FID score (Step: 16000, Using test moments): 17.363177946562814
[INFO] 2020-12-05 04:13:20 > Inception score (Step: 16000, 10000 generated images): 8.96435260772705
[INFO] 2020-12-05 04:13:20 > Best FID score (Step: 16000, Using test moments): 17.363177946562814
[INFO] 2020-12-05 04:13:22 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 04:18:37 > Step:   16100 Progress: 16.1% Elapsed: 14:25:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.00254 Generator_loss: 1.82696 
[INFO] 2020-12-05 04:23:00 > Step:   16200 Progress: 16.2% Elapsed: 14:29:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.02853 Generator_loss: 1.81452 
[INFO] 2020-12-05 04:28:30 > Step:   16300 Progress: 16.3% Elapsed: 14:34:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.98444 Generator_loss: 1.94407 
[INFO] 2020-12-05 04:33:33 > Step:   16400 Progress: 16.4% Elapsed: 14:40:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.96749 Generator_loss: 1.99537 
[INFO] 2020-12-05 04:38:42 > Step:   16500 Progress: 16.5% Elapsed: 14:45:09 temperature: 1.0 ada_p: No Discriminator_loss: 3.00371 Generator_loss: 2.12723 
[INFO] 2020-12-05 04:43:51 > Step:   16600 Progress: 16.6% Elapsed: 14:50:18 temperature: 1.0 ada_p: No Discriminator_loss: 3.04059 Generator_loss: 1.97088 
[INFO] 2020-12-05 04:48:52 > Step:   16700 Progress: 16.7% Elapsed: 14:55:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.00895 Generator_loss: 2.03094 
[INFO] 2020-12-05 04:52:52 > Step:   16800 Progress: 16.8% Elapsed: 14:59:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.99451 Generator_loss: 1.88361 
[INFO] 2020-12-05 04:57:58 > Step:   16900 Progress: 16.9% Elapsed: 15:04:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.84052 Generator_loss: 1.91094 
[INFO] 2020-12-05 05:03:32 > Step:   17000 Progress: 17.0% Elapsed: 15:09:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.89434 Generator_loss: 2.00714 
[INFO] 2020-12-05 05:08:55 > Step:   17100 Progress: 17.1% Elapsed: 15:15:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.86848 Generator_loss: 1.99641 
[INFO] 2020-12-05 05:14:07 > Step:   17200 Progress: 17.2% Elapsed: 15:20:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.87835 Generator_loss: 1.71625 
[INFO] 2020-12-05 05:19:27 > Step:   17300 Progress: 17.3% Elapsed: 15:25:54 temperature: 1.0 ada_p: No Discriminator_loss: 3.07553 Generator_loss: 2.04668 
[INFO] 2020-12-05 05:24:46 > Step:   17400 Progress: 17.4% Elapsed: 15:31:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.08172 Generator_loss: 1.80278 
[INFO] 2020-12-05 05:29:36 > Step:   17500 Progress: 17.5% Elapsed: 15:36:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.99628 Generator_loss: 1.91412 
[INFO] 2020-12-05 05:34:06 > Step:   17600 Progress: 17.6% Elapsed: 15:40:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.93034 Generator_loss: 1.92654 
[INFO] 2020-12-05 05:38:52 > Step:   17700 Progress: 17.7% Elapsed: 15:45:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.07567 Generator_loss: 1.98853 
[INFO] 2020-12-05 05:42:54 > Step:   17800 Progress: 17.8% Elapsed: 15:49:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.08542 Generator_loss: 1.89459 
[INFO] 2020-12-05 05:48:27 > Step:   17900 Progress: 17.9% Elapsed: 15:54:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.10839 Generator_loss: 2.12002 
[INFO] 2020-12-05 05:54:11 > Step:   18000 Progress: 18.0% Elapsed: 16:00:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.88549 Generator_loss: 1.88911 
[INFO] 2020-12-05 05:54:11 > Start Evaluation (18000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 05:54:11 > Calculating FID Score....
[INFO] 2020-12-05 05:55:11 > Calculating Inception Score....
[INFO] 2020-12-05 05:55:32 > Calculate F_beta Score....
[INFO] 2020-12-05 05:57:27 > Calculate Accuracies....
[INFO] 2020-12-05 05:57:51 > Calculate Accuracies....
[INFO] 2020-12-05 05:57:55 > F_8 score (Step: 18000, Using test images): 0.9739230280878477
[INFO] 2020-12-05 05:57:55 > F_1/8 score (Step: 18000, Using test images): 0.9781237307451388
[INFO] 2020-12-05 05:57:55 > FID score (Step: 18000, Using test moments): 15.820779016763879
[INFO] 2020-12-05 05:57:55 > Inception score (Step: 18000, 10000 generated images): 9.354768753051758
[INFO] 2020-12-05 05:57:55 > Best FID score (Step: 18000, Using test moments): 15.820779016763879
[INFO] 2020-12-05 05:57:57 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 06:03:18 > Step:   18100 Progress: 18.1% Elapsed: 16:09:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.98321 Generator_loss: 2.03907 
[INFO] 2020-12-05 06:08:26 > Step:   18200 Progress: 18.2% Elapsed: 16:14:53 temperature: 1.0 ada_p: No Discriminator_loss: 3.07823 Generator_loss: 1.8489 
[INFO] 2020-12-05 06:13:05 > Step:   18300 Progress: 18.3% Elapsed: 16:19:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.94825 Generator_loss: 1.88632 
[INFO] 2020-12-05 06:18:02 > Step:   18400 Progress: 18.4% Elapsed: 16:24:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.94237 Generator_loss: 1.95596 
[INFO] 2020-12-05 06:23:09 > Step:   18500 Progress: 18.5% Elapsed: 16:29:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.97825 Generator_loss: 1.70166 
[INFO] 2020-12-05 06:28:01 > Step:   18600 Progress: 18.6% Elapsed: 16:34:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.80477 Generator_loss: 1.99388 
[INFO] 2020-12-05 06:32:26 > Step:   18700 Progress: 18.7% Elapsed: 16:38:53 temperature: 1.0 ada_p: No Discriminator_loss: 3.006 Generator_loss: 1.67757 
[INFO] 2020-12-05 06:36:44 > Step:   18800 Progress: 18.8% Elapsed: 16:43:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.99288 Generator_loss: 1.93701 
[INFO] 2020-12-05 06:41:52 > Step:   18900 Progress: 18.9% Elapsed: 16:48:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.05902 Generator_loss: 2.08098 
[INFO] 2020-12-05 06:47:31 > Step:   19000 Progress: 19.0% Elapsed: 16:53:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.99688 Generator_loss: 2.07514 
[INFO] 2020-12-05 06:52:52 > Step:   19100 Progress: 19.1% Elapsed: 16:59:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.0778 Generator_loss: 1.82381 
[INFO] 2020-12-05 06:58:07 > Step:   19200 Progress: 19.2% Elapsed: 17:04:34 temperature: 1.0 ada_p: No Discriminator_loss: 3.02824 Generator_loss: 1.73924 
[INFO] 2020-12-05 07:03:23 > Step:   19300 Progress: 19.3% Elapsed: 17:09:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.07027 Generator_loss: 1.5061 
[INFO] 2020-12-05 07:08:24 > Step:   19400 Progress: 19.4% Elapsed: 17:14:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.99093 Generator_loss: 1.87388 
[INFO] 2020-12-05 07:13:35 > Step:   19500 Progress: 19.5% Elapsed: 17:20:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.9921 Generator_loss: 1.6621 
[INFO] 2020-12-05 07:18:12 > Step:   19600 Progress: 19.6% Elapsed: 17:24:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.90742 Generator_loss: 1.65156 
[INFO] 2020-12-05 07:22:10 > Step:   19700 Progress: 19.7% Elapsed: 17:28:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.0091 Generator_loss: 1.63151 
[INFO] 2020-12-05 07:26:14 > Step:   19800 Progress: 19.8% Elapsed: 17:32:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.29261 Generator_loss: 1.80706 
[INFO] 2020-12-05 07:31:38 > Step:   19900 Progress: 19.9% Elapsed: 17:38:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.85774 Generator_loss: 1.78809 
[INFO] 2020-12-05 07:37:21 > Step:   20000 Progress: 20.0% Elapsed: 17:43:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.95869 Generator_loss: 1.95305 
[INFO] 2020-12-05 07:37:21 > Start Evaluation (20000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 07:37:21 > Calculating FID Score....
[INFO] 2020-12-05 07:38:25 > Calculating Inception Score....
[INFO] 2020-12-05 07:38:57 > Calculate F_beta Score....
[INFO] 2020-12-05 07:40:47 > Calculate Accuracies....
[INFO] 2020-12-05 07:41:02 > Calculate Accuracies....
[INFO] 2020-12-05 07:41:05 > F_8 score (Step: 20000, Using test images): 0.9707849122812204
[INFO] 2020-12-05 07:41:05 > F_1/8 score (Step: 20000, Using test images): 0.9748696215008817
[INFO] 2020-12-05 07:41:05 > FID score (Step: 20000, Using test moments): 14.40528550311302
[INFO] 2020-12-05 07:41:05 > Inception score (Step: 20000, 10000 generated images): 9.106986999511719
[INFO] 2020-12-05 07:41:05 > Best FID score (Step: 20000, Using test moments): 14.40528550311302
[INFO] 2020-12-05 07:41:08 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 07:46:26 > Step:   20100 Progress: 20.1% Elapsed: 17:52:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.91241 Generator_loss: 1.84644 
[INFO] 2020-12-05 07:51:45 > Step:   20200 Progress: 20.2% Elapsed: 17:58:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.95194 Generator_loss: 1.7593 
[INFO] 2020-12-05 07:55:56 > Step:   20300 Progress: 20.3% Elapsed: 18:02:23 temperature: 1.0 ada_p: No Discriminator_loss: 3.10183 Generator_loss: 1.81189 
[INFO] 2020-12-05 08:00:36 > Step:   20400 Progress: 20.4% Elapsed: 18:07:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.88581 Generator_loss: 1.73786 
[INFO] 2020-12-05 08:05:38 > Step:   20500 Progress: 20.5% Elapsed: 18:12:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.9471 Generator_loss: 2.09464 
[INFO] 2020-12-05 08:10:50 > Step:   20600 Progress: 20.6% Elapsed: 18:17:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.91326 Generator_loss: 1.77271 
[INFO] 2020-12-05 08:15:17 > Step:   20700 Progress: 20.7% Elapsed: 18:21:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.90633 Generator_loss: 2.06347 
[INFO] 2020-12-05 08:20:11 > Step:   20800 Progress: 20.8% Elapsed: 18:26:38 temperature: 1.0 ada_p: No Discriminator_loss: 3.02288 Generator_loss: 1.78367 
[INFO] 2020-12-05 08:25:50 > Step:   20900 Progress: 20.9% Elapsed: 18:32:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.89639 Generator_loss: 1.76438 
[INFO] 2020-12-05 08:30:30 > Step:   21000 Progress: 21.0% Elapsed: 18:36:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.96398 Generator_loss: 1.83371 
[INFO] 2020-12-05 08:35:49 > Step:   21100 Progress: 21.1% Elapsed: 18:42:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.84983 Generator_loss: 2.02085 
[INFO] 2020-12-05 08:40:57 > Step:   21200 Progress: 21.2% Elapsed: 18:47:25 temperature: 1.0 ada_p: No Discriminator_loss: 3.07391 Generator_loss: 1.83273 
[INFO] 2020-12-05 08:46:01 > Step:   21300 Progress: 21.3% Elapsed: 18:52:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.0317 Generator_loss: 1.96095 
[INFO] 2020-12-05 08:50:53 > Step:   21400 Progress: 21.4% Elapsed: 18:57:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.91843 Generator_loss: 1.97363 
[INFO] 2020-12-05 08:56:11 > Step:   21500 Progress: 21.5% Elapsed: 19:02:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.9581 Generator_loss: 1.93958 
[INFO] 2020-12-05 09:01:02 > Step:   21600 Progress: 21.6% Elapsed: 19:07:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.91954 Generator_loss: 2.05977 
[INFO] 2020-12-05 09:05:34 > Step:   21700 Progress: 21.7% Elapsed: 19:12:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.98896 Generator_loss: 1.63986 
[INFO] 2020-12-05 09:09:03 > Step:   21800 Progress: 21.8% Elapsed: 19:15:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.90883 Generator_loss: 1.78154 
[INFO] 2020-12-05 09:14:35 > Step:   21900 Progress: 21.9% Elapsed: 19:21:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.88247 Generator_loss: 2.01893 
[INFO] 2020-12-05 09:20:28 > Step:   22000 Progress: 22.0% Elapsed: 19:26:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.08287 Generator_loss: 1.79636 
[INFO] 2020-12-05 09:20:28 > Start Evaluation (22000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 09:20:28 > Calculating FID Score....
[INFO] 2020-12-05 09:21:26 > Calculating Inception Score....
[INFO] 2020-12-05 09:21:49 > Calculate F_beta Score....
[INFO] 2020-12-05 09:23:43 > Calculate Accuracies....
[INFO] 2020-12-05 09:24:08 > Calculate Accuracies....
[INFO] 2020-12-05 09:24:11 > F_8 score (Step: 22000, Using test images): 0.9763060878239618
[INFO] 2020-12-05 09:24:11 > F_1/8 score (Step: 22000, Using test images): 0.9778819039620312
[INFO] 2020-12-05 09:24:11 > FID score (Step: 22000, Using test moments): 13.92766149010123
[INFO] 2020-12-05 09:24:11 > Inception score (Step: 22000, 10000 generated images): 9.264080047607422
[INFO] 2020-12-05 09:24:11 > Best FID score (Step: 22000, Using test moments): 13.92766149010123
[INFO] 2020-12-05 09:24:14 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 09:29:35 > Step:   22100 Progress: 22.1% Elapsed: 19:36:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.98503 Generator_loss: 2.19568 
[INFO] 2020-12-05 09:34:48 > Step:   22200 Progress: 22.2% Elapsed: 19:41:15 temperature: 1.0 ada_p: No Discriminator_loss: 3.0302 Generator_loss: 2.09398 
[INFO] 2020-12-05 09:39:49 > Step:   22300 Progress: 22.3% Elapsed: 19:46:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.03185 Generator_loss: 1.82462 
[INFO] 2020-12-05 09:44:18 > Step:   22400 Progress: 22.4% Elapsed: 19:50:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.88845 Generator_loss: 2.09362 
[INFO] 2020-12-05 09:49:18 > Step:   22500 Progress: 22.5% Elapsed: 19:55:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.99549 Generator_loss: 2.01903 
[INFO] 2020-12-05 09:54:13 > Step:   22600 Progress: 22.6% Elapsed: 20:00:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.08168 Generator_loss: 2.01938 
[INFO] 2020-12-05 09:58:15 > Step:   22700 Progress: 22.7% Elapsed: 20:04:42 temperature: 1.0 ada_p: No Discriminator_loss: 3.14902 Generator_loss: 1.99655 
[INFO] 2020-12-05 10:03:40 > Step:   22800 Progress: 22.8% Elapsed: 20:10:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.87821 Generator_loss: 2.0457 
[INFO] 2020-12-05 10:09:21 > Step:   22900 Progress: 22.9% Elapsed: 20:15:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.03703 Generator_loss: 1.71272 
[INFO] 2020-12-05 10:15:00 > Step:   23000 Progress: 23.0% Elapsed: 20:21:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.0106 Generator_loss: 1.85729 
[INFO] 2020-12-05 10:19:36 > Step:   23100 Progress: 23.1% Elapsed: 20:26:03 temperature: 1.0 ada_p: No Discriminator_loss: 3.17972 Generator_loss: 2.11052 
[INFO] 2020-12-05 10:24:47 > Step:   23200 Progress: 23.2% Elapsed: 20:31:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.96031 Generator_loss: 1.97649 
[INFO] 2020-12-05 10:29:57 > Step:   23300 Progress: 23.3% Elapsed: 20:36:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.05212 Generator_loss: 2.0605 
[INFO] 2020-12-05 10:35:17 > Step:   23400 Progress: 23.4% Elapsed: 20:41:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.07778 Generator_loss: 2.06632 
[INFO] 2020-12-05 10:40:07 > Step:   23500 Progress: 23.5% Elapsed: 20:46:35 temperature: 1.0 ada_p: No Discriminator_loss: 3.04733 Generator_loss: 1.85758 
[INFO] 2020-12-05 10:45:03 > Step:   23600 Progress: 23.6% Elapsed: 20:51:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.01488 Generator_loss: 2.08373 
[INFO] 2020-12-05 10:49:07 > Step:   23700 Progress: 23.7% Elapsed: 20:55:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.92364 Generator_loss: 1.65251 
[INFO] 2020-12-05 10:53:41 > Step:   23800 Progress: 23.8% Elapsed: 21:00:08 temperature: 1.0 ada_p: No Discriminator_loss: 3.13596 Generator_loss: 1.91737 
[INFO] 2020-12-05 10:59:19 > Step:   23900 Progress: 23.9% Elapsed: 21:05:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.88456 Generator_loss: 2.15527 
[INFO] 2020-12-05 11:04:47 > Step:   24000 Progress: 24.0% Elapsed: 21:11:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.84688 Generator_loss: 2.11605 
[INFO] 2020-12-05 11:04:47 > Start Evaluation (24000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 11:04:47 > Calculating FID Score....
[INFO] 2020-12-05 11:05:53 > Calculating Inception Score....
[INFO] 2020-12-05 11:06:37 > Calculate F_beta Score....
[INFO] 2020-12-05 11:08:29 > Calculate Accuracies....
[INFO] 2020-12-05 11:08:53 > Calculate Accuracies....
[INFO] 2020-12-05 11:09:02 > F_8 score (Step: 24000, Using test images): 0.976426421123738
[INFO] 2020-12-05 11:09:02 > F_1/8 score (Step: 24000, Using test images): 0.9818784057985172
[INFO] 2020-12-05 11:09:02 > FID score (Step: 24000, Using test moments): 13.031903838835433
[INFO] 2020-12-05 11:09:02 > Inception score (Step: 24000, 10000 generated images): 9.292184829711914
[INFO] 2020-12-05 11:09:02 > Best FID score (Step: 24000, Using test moments): 13.031903838835433
[INFO] 2020-12-05 11:09:04 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 11:14:35 > Step:   24100 Progress: 24.1% Elapsed: 21:21:03 temperature: 1.0 ada_p: No Discriminator_loss: 3.00449 Generator_loss: 2.02319 
[INFO] 2020-12-05 11:19:55 > Step:   24200 Progress: 24.2% Elapsed: 21:26:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.94539 Generator_loss: 1.77919 
[INFO] 2020-12-05 11:24:47 > Step:   24300 Progress: 24.3% Elapsed: 21:31:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.84066 Generator_loss: 1.846 
[INFO] 2020-12-05 11:29:12 > Step:   24400 Progress: 24.4% Elapsed: 21:35:39 temperature: 1.0 ada_p: No Discriminator_loss: 3.02706 Generator_loss: 2.05032 
[INFO] 2020-12-05 11:34:29 > Step:   24500 Progress: 24.5% Elapsed: 21:40:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.92729 Generator_loss: 2.01609 
[INFO] 2020-12-05 11:38:55 > Step:   24600 Progress: 24.6% Elapsed: 21:45:23 temperature: 1.0 ada_p: No Discriminator_loss: 3.03039 Generator_loss: 1.77908 
[INFO] 2020-12-05 11:43:31 > Step:   24700 Progress: 24.7% Elapsed: 21:49:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.89907 Generator_loss: 1.85078 
[INFO] 2020-12-05 11:49:18 > Step:   24800 Progress: 24.8% Elapsed: 21:55:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.9045 Generator_loss: 1.8512 
[INFO] 2020-12-05 11:54:54 > Step:   24900 Progress: 24.9% Elapsed: 22:01:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.04966 Generator_loss: 1.95 
[INFO] 2020-12-05 12:00:21 > Step:   25000 Progress: 25.0% Elapsed: 22:06:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.05907 Generator_loss: 1.76854 
[INFO] 2020-12-05 12:04:57 > Step:   25100 Progress: 25.1% Elapsed: 22:11:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.0022 Generator_loss: 1.84914 
[INFO] 2020-12-05 12:09:31 > Step:   25200 Progress: 25.2% Elapsed: 22:15:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.99088 Generator_loss: 1.99069 
[INFO] 2020-12-05 12:12:45 > Step:   25300 Progress: 25.3% Elapsed: 22:19:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.89819 Generator_loss: 2.08562 
[INFO] 2020-12-05 12:16:02 > Step:   25400 Progress: 25.4% Elapsed: 22:22:29 temperature: 1.0 ada_p: No Discriminator_loss: 3.09222 Generator_loss: 2.0829 
[INFO] 2020-12-05 12:19:18 > Step:   25500 Progress: 25.5% Elapsed: 22:25:45 temperature: 1.0 ada_p: No Discriminator_loss: 3.07208 Generator_loss: 2.10512 
[INFO] 2020-12-05 12:22:30 > Step:   25600 Progress: 25.6% Elapsed: 22:28:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.10548 Generator_loss: 1.95704 
[INFO] 2020-12-05 12:25:46 > Step:   25700 Progress: 25.7% Elapsed: 22:32:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.78598 Generator_loss: 2.09715 
[INFO] 2020-12-05 12:29:04 > Step:   25800 Progress: 25.8% Elapsed: 22:35:31 temperature: 1.0 ada_p: No Discriminator_loss: 3.05244 Generator_loss: 1.75896 
[INFO] 2020-12-05 12:32:18 > Step:   25900 Progress: 25.9% Elapsed: 22:38:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.91149 Generator_loss: 1.94406 
[INFO] 2020-12-05 12:35:35 > Step:   26000 Progress: 26.0% Elapsed: 22:42:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.89443 Generator_loss: 2.07689 
[INFO] 2020-12-05 12:35:35 > Start Evaluation (26000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 12:35:35 > Calculating FID Score....
[INFO] 2020-12-05 12:36:17 > Calculating Inception Score....
[INFO] 2020-12-05 12:36:36 > Calculate F_beta Score....
[INFO] 2020-12-05 12:37:40 > Calculate Accuracies....
[INFO] 2020-12-05 12:37:50 > Calculate Accuracies....
[INFO] 2020-12-05 12:37:52 > F_8 score (Step: 26000, Using test images): 0.9774732971088647
[INFO] 2020-12-05 12:37:52 > F_1/8 score (Step: 26000, Using test images): 0.9824163764350605
[INFO] 2020-12-05 12:37:52 > FID score (Step: 26000, Using test moments): 12.753269432053457
[INFO] 2020-12-05 12:37:52 > Inception score (Step: 26000, 10000 generated images): 9.201994895935059
[INFO] 2020-12-05 12:37:52 > Best FID score (Step: 26000, Using test moments): 12.753269432053457
[INFO] 2020-12-05 12:37:54 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 12:40:37 > Step:   26100 Progress: 26.1% Elapsed: 22:47:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.98853 Generator_loss: 1.75935 
[INFO] 2020-12-05 12:43:52 > Step:   26200 Progress: 26.2% Elapsed: 22:50:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.97714 Generator_loss: 1.92497 
[INFO] 2020-12-05 12:46:48 > Step:   26300 Progress: 26.3% Elapsed: 22:53:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.90285 Generator_loss: 1.89252 
[INFO] 2020-12-05 12:50:03 > Step:   26400 Progress: 26.4% Elapsed: 22:56:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.03279 Generator_loss: 1.71461 
[INFO] 2020-12-05 12:53:18 > Step:   26500 Progress: 26.5% Elapsed: 22:59:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.95849 Generator_loss: 1.62668 
[INFO] 2020-12-05 12:56:37 > Step:   26600 Progress: 26.6% Elapsed: 23:03:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.96271 Generator_loss: 2.01972 
[INFO] 2020-12-05 12:59:53 > Step:   26700 Progress: 26.7% Elapsed: 23:06:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.93915 Generator_loss: 2.10359 
[INFO] 2020-12-05 13:03:12 > Step:   26800 Progress: 26.8% Elapsed: 23:09:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.9299 Generator_loss: 2.10668 
[INFO] 2020-12-05 13:06:27 > Step:   26900 Progress: 26.9% Elapsed: 23:12:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.89687 Generator_loss: 1.81841 
[INFO] 2020-12-05 13:09:42 > Step:   27000 Progress: 27.0% Elapsed: 23:16:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.95067 Generator_loss: 1.9671 
[INFO] 2020-12-05 13:12:25 > Step:   27100 Progress: 27.1% Elapsed: 23:18:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.91936 Generator_loss: 2.25257 
[INFO] 2020-12-05 13:15:12 > Step:   27200 Progress: 27.2% Elapsed: 23:21:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.98806 Generator_loss: 2.14337 
[INFO] 2020-12-05 13:18:27 > Step:   27300 Progress: 27.3% Elapsed: 23:24:54 temperature: 1.0 ada_p: No Discriminator_loss: 3.01987 Generator_loss: 2.05582 
[INFO] 2020-12-05 13:21:42 > Step:   27400 Progress: 27.4% Elapsed: 23:28:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.81762 Generator_loss: 2.07746 
[INFO] 2020-12-05 13:24:56 > Step:   27500 Progress: 27.5% Elapsed: 23:31:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.82284 Generator_loss: 1.96279 
[INFO] 2020-12-05 13:28:11 > Step:   27600 Progress: 27.6% Elapsed: 23:34:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.84621 Generator_loss: 1.78758 
[INFO] 2020-12-05 13:31:28 > Step:   27700 Progress: 27.7% Elapsed: 23:37:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.06286 Generator_loss: 2.0628 
[INFO] 2020-12-05 13:34:44 > Step:   27800 Progress: 27.8% Elapsed: 23:41:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.96057 Generator_loss: 2.01248 
[INFO] 2020-12-05 13:38:01 > Step:   27900 Progress: 27.9% Elapsed: 23:44:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.04897 Generator_loss: 2.13869 
[INFO] 2020-12-05 13:41:16 > Step:   28000 Progress: 28.0% Elapsed: 23:47:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.07362 Generator_loss: 1.8717 
[INFO] 2020-12-05 13:41:16 > Start Evaluation (28000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 13:41:16 > Calculating FID Score....
[INFO] 2020-12-05 13:41:59 > Calculating Inception Score....
[INFO] 2020-12-05 13:42:19 > Calculate F_beta Score....
[INFO] 2020-12-05 13:43:36 > Calculate Accuracies....
[INFO] 2020-12-05 13:43:50 > Calculate Accuracies....
[INFO] 2020-12-05 13:43:53 > F_8 score (Step: 28000, Using test images): 0.9803534522412158
[INFO] 2020-12-05 13:43:53 > F_1/8 score (Step: 28000, Using test images): 0.9807617435181089
[INFO] 2020-12-05 13:43:53 > FID score (Step: 28000, Using test moments): 12.54397309499251
[INFO] 2020-12-05 13:43:53 > Inception score (Step: 28000, 10000 generated images): 9.27214527130127
[INFO] 2020-12-05 13:43:53 > Best FID score (Step: 28000, Using test moments): 12.54397309499251
[INFO] 2020-12-05 13:43:55 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 13:46:43 > Step:   28100 Progress: 28.1% Elapsed: 23:53:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.03259 Generator_loss: 1.79283 
[INFO] 2020-12-05 13:49:07 > Step:   28200 Progress: 28.2% Elapsed: 23:55:34 temperature: 1.0 ada_p: No Discriminator_loss: 3.02021 Generator_loss: 1.98426 
[INFO] 2020-12-05 13:52:12 > Step:   28300 Progress: 28.3% Elapsed: 23:58:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.96402 Generator_loss: 1.99413 
[INFO] 2020-12-05 13:55:25 > Step:   28400 Progress: 28.4% Elapsed: 1 day, 0:01:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.90987 Generator_loss: 1.84999 
[INFO] 2020-12-05 13:58:42 > Step:   28500 Progress: 28.5% Elapsed: 1 day, 0:05:09 temperature: 1.0 ada_p: No Discriminator_loss: 3.03323 Generator_loss: 2.08649 
[INFO] 2020-12-05 14:01:57 > Step:   28600 Progress: 28.6% Elapsed: 1 day, 0:08:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.91068 Generator_loss: 1.82486 
[INFO] 2020-12-05 14:05:12 > Step:   28700 Progress: 28.7% Elapsed: 1 day, 0:11:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.75026 Generator_loss: 1.74391 
[INFO] 2020-12-05 14:08:27 > Step:   28800 Progress: 28.8% Elapsed: 1 day, 0:14:54 temperature: 1.0 ada_p: No Discriminator_loss: 3.07572 Generator_loss: 2.06278 
[INFO] 2020-12-05 14:11:45 > Step:   28900 Progress: 28.9% Elapsed: 1 day, 0:18:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.96858 Generator_loss: 2.15025 
[INFO] 2020-12-05 14:15:01 > Step:   29000 Progress: 29.0% Elapsed: 1 day, 0:21:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.97143 Generator_loss: 1.90471 
[INFO] 2020-12-05 14:18:16 > Step:   29100 Progress: 29.1% Elapsed: 1 day, 0:24:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.02342 Generator_loss: 1.98366 
[INFO] 2020-12-05 14:21:03 > Step:   29200 Progress: 29.2% Elapsed: 1 day, 0:27:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.04808 Generator_loss: 1.88086 
[INFO] 2020-12-05 14:23:50 > Step:   29300 Progress: 29.3% Elapsed: 1 day, 0:30:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.96828 Generator_loss: 2.18655 
[INFO] 2020-12-05 14:27:02 > Step:   29400 Progress: 29.4% Elapsed: 1 day, 0:33:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.95747 Generator_loss: 2.29099 
[INFO] 2020-12-05 14:30:16 > Step:   29500 Progress: 29.5% Elapsed: 1 day, 0:36:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.01165 Generator_loss: 2.04324 
[INFO] 2020-12-05 14:33:31 > Step:   29600 Progress: 29.6% Elapsed: 1 day, 0:39:58 temperature: 1.0 ada_p: No Discriminator_loss: 3.01131 Generator_loss: 1.98331 
[INFO] 2020-12-05 14:36:46 > Step:   29700 Progress: 29.7% Elapsed: 1 day, 0:43:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.96887 Generator_loss: 2.12108 
[INFO] 2020-12-05 14:39:59 > Step:   29800 Progress: 29.8% Elapsed: 1 day, 0:46:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.0947 Generator_loss: 1.79988 
[INFO] 2020-12-05 14:43:15 > Step:   29900 Progress: 29.9% Elapsed: 1 day, 0:49:42 temperature: 1.0 ada_p: No Discriminator_loss: 3.05463 Generator_loss: 2.21446 
[INFO] 2020-12-05 14:46:29 > Step:   30000 Progress: 30.0% Elapsed: 1 day, 0:52:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.97435 Generator_loss: 1.8864 
[INFO] 2020-12-05 14:46:29 > Start Evaluation (30000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 14:46:29 > Calculating FID Score....
[INFO] 2020-12-05 14:47:11 > Calculating Inception Score....
[INFO] 2020-12-05 14:47:31 > Calculate F_beta Score....
[INFO] 2020-12-05 14:48:51 > Calculate Accuracies....
[INFO] 2020-12-05 14:49:04 > Calculate Accuracies....
[INFO] 2020-12-05 14:49:08 > F_8 score (Step: 30000, Using test images): 0.9781900585835714
[INFO] 2020-12-05 14:49:08 > F_1/8 score (Step: 30000, Using test images): 0.9841622095697611
[INFO] 2020-12-05 14:49:08 > FID score (Step: 30000, Using test moments): 11.80001276369353
[INFO] 2020-12-05 14:49:08 > Inception score (Step: 30000, 10000 generated images): 9.500264167785645
[INFO] 2020-12-05 14:49:08 > Best FID score (Step: 30000, Using test moments): 11.80001276369353
[INFO] 2020-12-05 14:49:10 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 14:52:15 > Step:   30100 Progress: 30.1% Elapsed: 1 day, 0:58:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.89443 Generator_loss: 1.98533 
[INFO] 2020-12-05 14:54:58 > Step:   30200 Progress: 30.2% Elapsed: 1 day, 1:01:25 temperature: 1.0 ada_p: No Discriminator_loss: 3.03506 Generator_loss: 1.72927 
[INFO] 2020-12-05 14:57:40 > Step:   30300 Progress: 30.3% Elapsed: 1 day, 1:04:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.01706 Generator_loss: 1.86217 
[INFO] 2020-12-05 15:00:49 > Step:   30400 Progress: 30.4% Elapsed: 1 day, 1:07:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.79706 Generator_loss: 2.01176 
[INFO] 2020-12-05 15:04:04 > Step:   30500 Progress: 30.5% Elapsed: 1 day, 1:10:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.73471 Generator_loss: 2.02578 
[INFO] 2020-12-05 15:07:20 > Step:   30600 Progress: 30.6% Elapsed: 1 day, 1:13:47 temperature: 1.0 ada_p: No Discriminator_loss: 3.12745 Generator_loss: 1.9657 
[INFO] 2020-12-05 15:10:35 > Step:   30700 Progress: 30.7% Elapsed: 1 day, 1:17:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.84996 Generator_loss: 1.9857 
[INFO] 2020-12-05 15:13:51 > Step:   30800 Progress: 30.8% Elapsed: 1 day, 1:20:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.88793 Generator_loss: 1.86367 
[INFO] 2020-12-05 15:17:03 > Step:   30900 Progress: 30.9% Elapsed: 1 day, 1:23:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.05662 Generator_loss: 1.89683 
[INFO] 2020-12-05 15:20:20 > Step:   31000 Progress: 31.0% Elapsed: 1 day, 1:26:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.93 Generator_loss: 1.90388 
[INFO] 2020-12-05 15:23:34 > Step:   31100 Progress: 31.1% Elapsed: 1 day, 1:30:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.96941 Generator_loss: 2.05675 
[INFO] 2020-12-05 15:26:48 > Step:   31200 Progress: 31.2% Elapsed: 1 day, 1:33:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.81341 Generator_loss: 2.17977 
[INFO] 2020-12-05 15:29:48 > Step:   31300 Progress: 31.3% Elapsed: 1 day, 1:36:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.07063 Generator_loss: 2.15285 
[INFO] 2020-12-05 15:32:31 > Step:   31400 Progress: 31.4% Elapsed: 1 day, 1:38:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.91871 Generator_loss: 1.99046 
[INFO] 2020-12-05 15:35:36 > Step:   31500 Progress: 31.5% Elapsed: 1 day, 1:42:03 temperature: 1.0 ada_p: No Discriminator_loss: 3.06541 Generator_loss: 1.94051 
[INFO] 2020-12-05 15:38:48 > Step:   31600 Progress: 31.6% Elapsed: 1 day, 1:45:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.91966 Generator_loss: 1.95593 
[INFO] 2020-12-05 15:42:03 > Step:   31700 Progress: 31.7% Elapsed: 1 day, 1:48:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.99873 Generator_loss: 2.13056 
[INFO] 2020-12-05 15:45:17 > Step:   31800 Progress: 31.8% Elapsed: 1 day, 1:51:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.12286 Generator_loss: 2.09137 
[INFO] 2020-12-05 15:48:34 > Step:   31900 Progress: 31.9% Elapsed: 1 day, 1:55:01 temperature: 1.0 ada_p: No Discriminator_loss: 3.04162 Generator_loss: 2.20736 
[INFO] 2020-12-05 15:51:49 > Step:   32000 Progress: 32.0% Elapsed: 1 day, 1:58:17 temperature: 1.0 ada_p: No Discriminator_loss: 3.03134 Generator_loss: 1.81665 
[INFO] 2020-12-05 15:51:50 > Start Evaluation (32000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 15:51:50 > Calculating FID Score....
[INFO] 2020-12-05 15:52:34 > Calculating Inception Score....
[INFO] 2020-12-05 15:52:54 > Calculate F_beta Score....
[INFO] 2020-12-05 15:54:12 > Calculate Accuracies....
[INFO] 2020-12-05 15:54:24 > Calculate Accuracies....
[INFO] 2020-12-05 15:54:27 > F_8 score (Step: 32000, Using test images): 0.9744654037917226
[INFO] 2020-12-05 15:54:27 > F_1/8 score (Step: 32000, Using test images): 0.984048038763213
[INFO] 2020-12-05 15:54:27 > FID score (Step: 32000, Using test moments): 11.576281294740113
[INFO] 2020-12-05 15:54:27 > Inception score (Step: 32000, 10000 generated images): 9.481834411621094
[INFO] 2020-12-05 15:54:27 > Best FID score (Step: 32000, Using test moments): 11.576281294740113
[INFO] 2020-12-05 15:54:29 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 15:57:37 > Step:   32100 Progress: 32.1% Elapsed: 1 day, 2:04:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.93202 Generator_loss: 1.91474 
[INFO] 2020-12-05 16:00:54 > Step:   32200 Progress: 32.2% Elapsed: 1 day, 2:07:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.00988 Generator_loss: 1.75269 
[INFO] 2020-12-05 16:03:50 > Step:   32300 Progress: 32.3% Elapsed: 1 day, 2:10:17 temperature: 1.0 ada_p: No Discriminator_loss: 3.0355 Generator_loss: 1.87954 
[INFO] 2020-12-05 16:06:34 > Step:   32400 Progress: 32.4% Elapsed: 1 day, 2:13:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.98952 Generator_loss: 1.90594 
[INFO] 2020-12-05 16:09:40 > Step:   32500 Progress: 32.5% Elapsed: 1 day, 2:16:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.91933 Generator_loss: 2.10791 
[INFO] 2020-12-05 16:12:55 > Step:   32600 Progress: 32.6% Elapsed: 1 day, 2:19:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.01083 Generator_loss: 2.00418 
[INFO] 2020-12-05 16:16:11 > Step:   32700 Progress: 32.7% Elapsed: 1 day, 2:22:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.92464 Generator_loss: 1.6209 
[INFO] 2020-12-05 16:19:25 > Step:   32800 Progress: 32.8% Elapsed: 1 day, 2:25:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.87267 Generator_loss: 2.01676 
[INFO] 2020-12-05 16:22:43 > Step:   32900 Progress: 32.9% Elapsed: 1 day, 2:29:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.86878 Generator_loss: 1.81507 
[INFO] 2020-12-05 16:26:01 > Step:   33000 Progress: 33.0% Elapsed: 1 day, 2:32:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.85136 Generator_loss: 1.92481 
[INFO] 2020-12-05 16:29:13 > Step:   33100 Progress: 33.1% Elapsed: 1 day, 2:35:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.95062 Generator_loss: 2.2097 
[INFO] 2020-12-05 16:32:29 > Step:   33200 Progress: 33.2% Elapsed: 1 day, 2:38:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.92039 Generator_loss: 1.8965 
[INFO] 2020-12-05 16:35:46 > Step:   33300 Progress: 33.3% Elapsed: 1 day, 2:42:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.1041 Generator_loss: 1.68866 
[INFO] 2020-12-05 16:38:40 > Step:   33400 Progress: 33.4% Elapsed: 1 day, 2:45:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.98252 Generator_loss: 1.98554 
[INFO] 2020-12-05 16:41:29 > Step:   33500 Progress: 33.5% Elapsed: 1 day, 2:47:56 temperature: 1.0 ada_p: No Discriminator_loss: 3.15586 Generator_loss: 2.19747 
[INFO] 2020-12-05 16:44:35 > Step:   33600 Progress: 33.6% Elapsed: 1 day, 2:51:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.80265 Generator_loss: 2.17905 
[INFO] 2020-12-05 16:47:50 > Step:   33700 Progress: 33.7% Elapsed: 1 day, 2:54:17 temperature: 1.0 ada_p: No Discriminator_loss: 3.01004 Generator_loss: 2.11613 
[INFO] 2020-12-05 16:51:09 > Step:   33800 Progress: 33.8% Elapsed: 1 day, 2:57:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.06159 Generator_loss: 1.71469 
[INFO] 2020-12-05 16:54:26 > Step:   33900 Progress: 33.9% Elapsed: 1 day, 3:00:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.95308 Generator_loss: 2.0431 
[INFO] 2020-12-05 16:57:33 > Step:   34000 Progress: 34.0% Elapsed: 1 day, 3:04:00 temperature: 1.0 ada_p: No Discriminator_loss: 3.05478 Generator_loss: 2.13036 
[INFO] 2020-12-05 16:57:33 > Start Evaluation (34000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 16:57:33 > Calculating FID Score....
[INFO] 2020-12-05 16:58:13 > Calculating Inception Score....
[INFO] 2020-12-05 16:58:32 > Calculate F_beta Score....
[INFO] 2020-12-05 16:59:49 > Calculate Accuracies....
[INFO] 2020-12-05 17:00:02 > Calculate Accuracies....
[INFO] 2020-12-05 17:00:05 > F_8 score (Step: 34000, Using test images): 0.976005487648518
[INFO] 2020-12-05 17:00:05 > F_1/8 score (Step: 34000, Using test images): 0.9802026529871765
[INFO] 2020-12-05 17:00:05 > FID score (Step: 34000, Using test moments): 11.465993465195652
[INFO] 2020-12-05 17:00:05 > Inception score (Step: 34000, 10000 generated images): 9.411994934082031
[INFO] 2020-12-05 17:00:05 > Best FID score (Step: 34000, Using test moments): 11.465993465195652
[INFO] 2020-12-05 17:00:07 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 17:03:22 > Step:   34100 Progress: 34.1% Elapsed: 1 day, 3:09:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.80675 Generator_loss: 1.79988 
[INFO] 2020-12-05 17:06:36 > Step:   34200 Progress: 34.2% Elapsed: 1 day, 3:13:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.93806 Generator_loss: 2.0267 
[INFO] 2020-12-05 17:09:52 > Step:   34300 Progress: 34.3% Elapsed: 1 day, 3:16:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.95538 Generator_loss: 2.01507 
[INFO] 2020-12-05 17:12:48 > Step:   34400 Progress: 34.4% Elapsed: 1 day, 3:19:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.83768 Generator_loss: 1.72251 
[INFO] 2020-12-05 17:15:36 > Step:   34500 Progress: 34.5% Elapsed: 1 day, 3:22:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.88936 Generator_loss: 1.89294 
[INFO] 2020-12-05 17:18:37 > Step:   34600 Progress: 34.6% Elapsed: 1 day, 3:25:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.90523 Generator_loss: 2.01115 
[INFO] 2020-12-05 17:21:55 > Step:   34700 Progress: 34.7% Elapsed: 1 day, 3:28:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.98365 Generator_loss: 1.66817 
[INFO] 2020-12-05 17:25:09 > Step:   34800 Progress: 34.8% Elapsed: 1 day, 3:31:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.08172 Generator_loss: 2.02025 
[INFO] 2020-12-05 17:28:25 > Step:   34900 Progress: 34.9% Elapsed: 1 day, 3:34:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.04398 Generator_loss: 2.25208 
[INFO] 2020-12-05 17:31:41 > Step:   35000 Progress: 35.0% Elapsed: 1 day, 3:38:09 temperature: 1.0 ada_p: No Discriminator_loss: 3.09127 Generator_loss: 2.12012 
[INFO] 2020-12-05 17:34:56 > Step:   35100 Progress: 35.1% Elapsed: 1 day, 3:41:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.93319 Generator_loss: 2.02089 
[INFO] 2020-12-05 17:38:11 > Step:   35200 Progress: 35.2% Elapsed: 1 day, 3:44:38 temperature: 1.0 ada_p: No Discriminator_loss: 3.00136 Generator_loss: 1.92831 
[INFO] 2020-12-05 17:41:25 > Step:   35300 Progress: 35.3% Elapsed: 1 day, 3:47:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.11948 Generator_loss: 1.92126 
[INFO] 2020-12-05 17:44:40 > Step:   35400 Progress: 35.4% Elapsed: 1 day, 3:51:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.94021 Generator_loss: 2.06816 
[INFO] 2020-12-05 17:47:35 > Step:   35500 Progress: 35.5% Elapsed: 1 day, 3:54:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.92293 Generator_loss: 1.92738 
[INFO] 2020-12-05 17:50:25 > Step:   35600 Progress: 35.6% Elapsed: 1 day, 3:56:53 temperature: 1.0 ada_p: No Discriminator_loss: 3.1579 Generator_loss: 2.33914 
[INFO] 2020-12-05 17:53:28 > Step:   35700 Progress: 35.7% Elapsed: 1 day, 3:59:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.92608 Generator_loss: 2.1088 
[INFO] 2020-12-05 17:56:45 > Step:   35800 Progress: 35.8% Elapsed: 1 day, 4:03:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.01527 Generator_loss: 2.17266 
[INFO] 2020-12-05 17:59:50 > Step:   35900 Progress: 35.9% Elapsed: 1 day, 4:06:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.98392 Generator_loss: 1.98039 
[INFO] 2020-12-05 18:02:59 > Step:   36000 Progress: 36.0% Elapsed: 1 day, 4:09:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.77436 Generator_loss: 1.92264 
[INFO] 2020-12-05 18:02:59 > Start Evaluation (36000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 18:02:59 > Calculating FID Score....
[INFO] 2020-12-05 18:03:38 > Calculating Inception Score....
[INFO] 2020-12-05 18:03:59 > Calculate F_beta Score....
[INFO] 2020-12-05 18:05:20 > Calculate Accuracies....
[INFO] 2020-12-05 18:05:32 > Calculate Accuracies....
[INFO] 2020-12-05 18:05:36 > F_8 score (Step: 36000, Using test images): 0.9790595882760992
[INFO] 2020-12-05 18:05:36 > F_1/8 score (Step: 36000, Using test images): 0.9859630511963658
[INFO] 2020-12-05 18:05:36 > FID score (Step: 36000, Using test moments): 11.095881008107085
[INFO] 2020-12-05 18:05:36 > Inception score (Step: 36000, 10000 generated images): 9.564082145690918
[INFO] 2020-12-05 18:05:36 > Best FID score (Step: 36000, Using test moments): 11.095881008107085
[INFO] 2020-12-05 18:05:38 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 18:08:55 > Step:   36100 Progress: 36.1% Elapsed: 1 day, 4:15:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.06596 Generator_loss: 1.90825 
[INFO] 2020-12-05 18:12:10 > Step:   36200 Progress: 36.2% Elapsed: 1 day, 4:18:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.05562 Generator_loss: 2.03713 
[INFO] 2020-12-05 18:15:24 > Step:   36300 Progress: 36.3% Elapsed: 1 day, 4:21:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.96226 Generator_loss: 2.05803 
[INFO] 2020-12-05 18:18:40 > Step:   36400 Progress: 36.4% Elapsed: 1 day, 4:25:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.95617 Generator_loss: 2.11231 
[INFO] 2020-12-05 18:21:37 > Step:   36500 Progress: 36.5% Elapsed: 1 day, 4:28:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.05026 Generator_loss: 2.01004 
[INFO] 2020-12-05 18:24:26 > Step:   36600 Progress: 36.6% Elapsed: 1 day, 4:30:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.94757 Generator_loss: 2.07475 
[INFO] 2020-12-05 18:27:30 > Step:   36700 Progress: 36.7% Elapsed: 1 day, 4:33:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.15981 Generator_loss: 1.77366 
[INFO] 2020-12-05 18:30:44 > Step:   36800 Progress: 36.8% Elapsed: 1 day, 4:37:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.92079 Generator_loss: 2.05918 
[INFO] 2020-12-05 18:33:59 > Step:   36900 Progress: 36.9% Elapsed: 1 day, 4:40:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.11148 Generator_loss: 2.20158 
[INFO] 2020-12-05 18:37:13 > Step:   37000 Progress: 37.0% Elapsed: 1 day, 4:43:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.99223 Generator_loss: 2.07681 
[INFO] 2020-12-05 18:40:31 > Step:   37100 Progress: 37.1% Elapsed: 1 day, 4:46:58 temperature: 1.0 ada_p: No Discriminator_loss: 3.00987 Generator_loss: 2.00339 
[INFO] 2020-12-05 18:43:48 > Step:   37200 Progress: 37.2% Elapsed: 1 day, 4:50:15 temperature: 1.0 ada_p: No Discriminator_loss: 3.02442 Generator_loss: 1.87022 
[INFO] 2020-12-05 18:47:02 > Step:   37300 Progress: 37.3% Elapsed: 1 day, 4:53:29 temperature: 1.0 ada_p: No Discriminator_loss: 3.02075 Generator_loss: 1.79047 
[INFO] 2020-12-05 18:50:17 > Step:   37400 Progress: 37.4% Elapsed: 1 day, 4:56:45 temperature: 1.0 ada_p: No Discriminator_loss: 3.00678 Generator_loss: 2.18915 
[INFO] 2020-12-05 18:53:33 > Step:   37500 Progress: 37.5% Elapsed: 1 day, 5:00:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.96258 Generator_loss: 1.99503 
[INFO] 2020-12-05 18:56:32 > Step:   37600 Progress: 37.6% Elapsed: 1 day, 5:02:59 temperature: 1.0 ada_p: No Discriminator_loss: 3.04093 Generator_loss: 1.81636 
[INFO] 2020-12-05 18:59:17 > Step:   37700 Progress: 37.7% Elapsed: 1 day, 5:05:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.85855 Generator_loss: 1.89353 
[INFO] 2020-12-05 19:01:41 > Step:   37800 Progress: 37.8% Elapsed: 1 day, 5:08:08 temperature: 1.0 ada_p: No Discriminator_loss: 3.01084 Generator_loss: 2.08678 
[INFO] 2020-12-05 19:04:23 > Step:   37900 Progress: 37.9% Elapsed: 1 day, 5:10:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.05779 Generator_loss: 1.91911 
[INFO] 2020-12-05 19:07:10 > Step:   38000 Progress: 38.0% Elapsed: 1 day, 5:13:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.98742 Generator_loss: 1.83867 
[INFO] 2020-12-05 19:07:10 > Start Evaluation (38000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 19:07:10 > Calculating FID Score....
[INFO] 2020-12-05 19:07:49 > Calculating Inception Score....
[INFO] 2020-12-05 19:08:09 > Calculate F_beta Score....
[INFO] 2020-12-05 19:09:23 > Calculate Accuracies....
[INFO] 2020-12-05 19:09:34 > Calculate Accuracies....
[INFO] 2020-12-05 19:09:37 > F_8 score (Step: 38000, Using test images): 0.9758227163763306
[INFO] 2020-12-05 19:09:37 > F_1/8 score (Step: 38000, Using test images): 0.985847311690025
[INFO] 2020-12-05 19:09:37 > FID score (Step: 38000, Using test moments): 10.807580653045534
[INFO] 2020-12-05 19:09:37 > Inception score (Step: 38000, 10000 generated images): 9.533537864685059
[INFO] 2020-12-05 19:09:37 > Best FID score (Step: 38000, Using test moments): 10.807580653045534
[INFO] 2020-12-05 19:09:39 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 19:12:30 > Step:   38100 Progress: 38.1% Elapsed: 1 day, 5:18:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.91114 Generator_loss: 2.09865 
[INFO] 2020-12-05 19:15:22 > Step:   38200 Progress: 38.2% Elapsed: 1 day, 5:21:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.02968 Generator_loss: 1.92135 
[INFO] 2020-12-05 19:18:15 > Step:   38300 Progress: 38.3% Elapsed: 1 day, 5:24:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.99425 Generator_loss: 1.83087 
[INFO] 2020-12-05 19:21:07 > Step:   38400 Progress: 38.4% Elapsed: 1 day, 5:27:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.97651 Generator_loss: 1.90248 
[INFO] 2020-12-05 19:24:00 > Step:   38500 Progress: 38.5% Elapsed: 1 day, 5:30:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.05783 Generator_loss: 1.85826 
[INFO] 2020-12-05 19:26:40 > Step:   38600 Progress: 38.6% Elapsed: 1 day, 5:33:08 temperature: 1.0 ada_p: No Discriminator_loss: 3.11568 Generator_loss: 2.04228 
[INFO] 2020-12-05 19:29:09 > Step:   38700 Progress: 38.7% Elapsed: 1 day, 5:35:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.76597 Generator_loss: 2.08841 
[INFO] 2020-12-05 19:31:19 > Step:   38800 Progress: 38.8% Elapsed: 1 day, 5:37:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.86623 Generator_loss: 1.765 
[INFO] 2020-12-05 19:33:27 > Step:   38900 Progress: 38.9% Elapsed: 1 day, 5:39:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.87939 Generator_loss: 2.0143 
[INFO] 2020-12-05 19:35:31 > Step:   39000 Progress: 39.0% Elapsed: 1 day, 5:41:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.95904 Generator_loss: 1.96971 
[INFO] 2020-12-05 19:37:38 > Step:   39100 Progress: 39.1% Elapsed: 1 day, 5:44:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.0552 Generator_loss: 2.02011 
[INFO] 2020-12-05 19:39:46 > Step:   39200 Progress: 39.2% Elapsed: 1 day, 5:46:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.01673 Generator_loss: 2.03303 
[INFO] 2020-12-05 19:41:52 > Step:   39300 Progress: 39.3% Elapsed: 1 day, 5:48:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.02157 Generator_loss: 1.86863 
[INFO] 2020-12-05 19:43:56 > Step:   39400 Progress: 39.4% Elapsed: 1 day, 5:50:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.85233 Generator_loss: 1.98755 
[INFO] 2020-12-05 19:46:04 > Step:   39500 Progress: 39.5% Elapsed: 1 day, 5:52:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.97791 Generator_loss: 1.96824 
[INFO] 2020-12-05 19:48:10 > Step:   39600 Progress: 39.6% Elapsed: 1 day, 5:54:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.95522 Generator_loss: 1.91791 
[INFO] 2020-12-05 19:50:08 > Step:   39700 Progress: 39.7% Elapsed: 1 day, 5:56:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.98707 Generator_loss: 2.04091 
[INFO] 2020-12-05 19:52:09 > Step:   39800 Progress: 39.8% Elapsed: 1 day, 5:58:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.81438 Generator_loss: 1.86692 
[INFO] 2020-12-05 19:54:12 > Step:   39900 Progress: 39.9% Elapsed: 1 day, 6:00:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.9366 Generator_loss: 1.99451 
[INFO] 2020-12-05 19:56:21 > Step:   40000 Progress: 40.0% Elapsed: 1 day, 6:02:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.88577 Generator_loss: 1.86756 
[INFO] 2020-12-05 19:56:21 > Start Evaluation (40000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 19:56:21 > Calculating FID Score....
[INFO] 2020-12-05 19:56:54 > Calculating Inception Score....
[INFO] 2020-12-05 19:57:12 > Calculate F_beta Score....
[INFO] 2020-12-05 19:58:14 > Calculate Accuracies....
[INFO] 2020-12-05 19:58:22 > Calculate Accuracies....
[INFO] 2020-12-05 19:58:24 > F_8 score (Step: 40000, Using test images): 0.9756305846629509
[INFO] 2020-12-05 19:58:24 > F_1/8 score (Step: 40000, Using test images): 0.9878275501739084
[INFO] 2020-12-05 19:58:24 > FID score (Step: 40000, Using test moments): 10.4207109633345
[INFO] 2020-12-05 19:58:24 > Inception score (Step: 40000, 10000 generated images): 9.448500633239746
[INFO] 2020-12-05 19:58:24 > Best FID score (Step: 40000, Using test moments): 10.4207109633345
[INFO] 2020-12-05 19:58:25 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 20:00:32 > Step:   40100 Progress: 40.1% Elapsed: 1 day, 6:06:59 temperature: 1.0 ada_p: No Discriminator_loss: 3.10515 Generator_loss: 2.05263 
[INFO] 2020-12-05 20:02:38 > Step:   40200 Progress: 40.2% Elapsed: 1 day, 6:09:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.88202 Generator_loss: 1.82452 
[INFO] 2020-12-05 20:04:45 > Step:   40300 Progress: 40.3% Elapsed: 1 day, 6:11:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.89042 Generator_loss: 1.94568 
[INFO] 2020-12-05 20:06:53 > Step:   40400 Progress: 40.4% Elapsed: 1 day, 6:13:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.00073 Generator_loss: 1.99919 
[INFO] 2020-12-05 20:09:00 > Step:   40500 Progress: 40.5% Elapsed: 1 day, 6:15:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.00479 Generator_loss: 1.87019 
[INFO] 2020-12-05 20:11:05 > Step:   40600 Progress: 40.6% Elapsed: 1 day, 6:17:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.93846 Generator_loss: 1.90769 
[INFO] 2020-12-05 20:13:14 > Step:   40700 Progress: 40.7% Elapsed: 1 day, 6:19:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.01227 Generator_loss: 1.81318 
[INFO] 2020-12-05 20:15:20 > Step:   40800 Progress: 40.8% Elapsed: 1 day, 6:21:47 temperature: 1.0 ada_p: No Discriminator_loss: 3.07546 Generator_loss: 2.10626 
[INFO] 2020-12-05 20:17:24 > Step:   40900 Progress: 40.9% Elapsed: 1 day, 6:23:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.00742 Generator_loss: 2.07501 
[INFO] 2020-12-05 20:19:30 > Step:   41000 Progress: 41.0% Elapsed: 1 day, 6:25:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.93748 Generator_loss: 2.00582 
[INFO] 2020-12-05 20:21:34 > Step:   41100 Progress: 41.1% Elapsed: 1 day, 6:28:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.93151 Generator_loss: 2.04723 
[INFO] 2020-12-05 20:23:39 > Step:   41200 Progress: 41.2% Elapsed: 1 day, 6:30:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.94945 Generator_loss: 1.94135 
[INFO] 2020-12-05 20:25:43 > Step:   41300 Progress: 41.3% Elapsed: 1 day, 6:32:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.0588 Generator_loss: 1.75015 
[INFO] 2020-12-05 20:27:48 > Step:   41400 Progress: 41.4% Elapsed: 1 day, 6:34:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.94331 Generator_loss: 2.01299 
[INFO] 2020-12-05 20:29:49 > Step:   41500 Progress: 41.5% Elapsed: 1 day, 6:36:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.86214 Generator_loss: 1.89877 
[INFO] 2020-12-05 20:31:51 > Step:   41600 Progress: 41.6% Elapsed: 1 day, 6:38:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.99287 Generator_loss: 2.07253 
[INFO] 2020-12-05 20:33:51 > Step:   41700 Progress: 41.7% Elapsed: 1 day, 6:40:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.95226 Generator_loss: 1.90925 
[INFO] 2020-12-05 20:35:52 > Step:   41800 Progress: 41.8% Elapsed: 1 day, 6:42:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.96367 Generator_loss: 2.13014 
[INFO] 2020-12-05 20:37:56 > Step:   41900 Progress: 41.9% Elapsed: 1 day, 6:44:23 temperature: 1.0 ada_p: No Discriminator_loss: 3.00548 Generator_loss: 1.88614 
[INFO] 2020-12-05 20:40:00 > Step:   42000 Progress: 42.0% Elapsed: 1 day, 6:46:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.98949 Generator_loss: 1.99932 
[INFO] 2020-12-05 20:40:00 > Start Evaluation (42000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 20:40:00 > Calculating FID Score....
[INFO] 2020-12-05 20:40:33 > Calculating Inception Score....
[INFO] 2020-12-05 20:40:51 > Calculate F_beta Score....
[INFO] 2020-12-05 20:41:50 > Calculate Accuracies....
[INFO] 2020-12-05 20:41:58 > Calculate Accuracies....
[INFO] 2020-12-05 20:42:00 > F_8 score (Step: 42000, Using test images): 0.9765006359474798
[INFO] 2020-12-05 20:42:00 > F_1/8 score (Step: 42000, Using test images): 0.9871962776219559
[INFO] 2020-12-05 20:42:00 > FID score (Step: 42000, Using test moments): 10.328410610253513
[INFO] 2020-12-05 20:42:00 > Inception score (Step: 42000, 10000 generated images): 9.486421585083008
[INFO] 2020-12-05 20:42:00 > Best FID score (Step: 42000, Using test moments): 10.328410610253513
[INFO] 2020-12-05 20:42:01 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 20:44:10 > Step:   42100 Progress: 42.1% Elapsed: 1 day, 6:50:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.03066 Generator_loss: 1.94681 
[INFO] 2020-12-05 20:46:17 > Step:   42200 Progress: 42.2% Elapsed: 1 day, 6:52:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.87371 Generator_loss: 2.08183 
[INFO] 2020-12-05 20:48:24 > Step:   42300 Progress: 42.3% Elapsed: 1 day, 6:54:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.00219 Generator_loss: 1.97047 
[INFO] 2020-12-05 20:50:32 > Step:   42400 Progress: 42.4% Elapsed: 1 day, 6:56:59 temperature: 1.0 ada_p: No Discriminator_loss: 3.06805 Generator_loss: 1.84716 
[INFO] 2020-12-05 20:52:39 > Step:   42500 Progress: 42.5% Elapsed: 1 day, 6:59:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.01122 Generator_loss: 1.77814 
[INFO] 2020-12-05 20:54:46 > Step:   42600 Progress: 42.6% Elapsed: 1 day, 7:01:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.05591 Generator_loss: 2.0532 
[INFO] 2020-12-05 20:56:53 > Step:   42700 Progress: 42.7% Elapsed: 1 day, 7:03:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.09174 Generator_loss: 1.86201 
[INFO] 2020-12-05 20:59:00 > Step:   42800 Progress: 42.8% Elapsed: 1 day, 7:05:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.04657 Generator_loss: 2.02704 
[INFO] 2020-12-05 21:01:06 > Step:   42900 Progress: 42.9% Elapsed: 1 day, 7:07:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.96503 Generator_loss: 1.77883 
[INFO] 2020-12-05 21:03:12 > Step:   43000 Progress: 43.0% Elapsed: 1 day, 7:09:39 temperature: 1.0 ada_p: No Discriminator_loss: 3.13573 Generator_loss: 1.79695 
[INFO] 2020-12-05 21:05:19 > Step:   43100 Progress: 43.1% Elapsed: 1 day, 7:11:46 temperature: 1.0 ada_p: No Discriminator_loss: 2.98587 Generator_loss: 1.76804 
[INFO] 2020-12-05 21:07:27 > Step:   43200 Progress: 43.2% Elapsed: 1 day, 7:13:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.92783 Generator_loss: 2.01572 
[INFO] 2020-12-05 21:09:36 > Step:   43300 Progress: 43.3% Elapsed: 1 day, 7:16:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.90853 Generator_loss: 2.08898 
[INFO] 2020-12-05 21:11:35 > Step:   43400 Progress: 43.4% Elapsed: 1 day, 7:18:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.9009 Generator_loss: 1.83376 
[INFO] 2020-12-05 21:13:39 > Step:   43500 Progress: 43.5% Elapsed: 1 day, 7:20:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.97728 Generator_loss: 2.12939 
[INFO] 2020-12-05 21:15:39 > Step:   43600 Progress: 43.6% Elapsed: 1 day, 7:22:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.78965 Generator_loss: 2.14033 
[INFO] 2020-12-05 21:17:44 > Step:   43700 Progress: 43.7% Elapsed: 1 day, 7:24:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.96396 Generator_loss: 1.80057 
[INFO] 2020-12-05 21:19:50 > Step:   43800 Progress: 43.8% Elapsed: 1 day, 7:26:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.89782 Generator_loss: 1.994 
[INFO] 2020-12-05 21:21:56 > Step:   43900 Progress: 43.9% Elapsed: 1 day, 7:28:23 temperature: 1.0 ada_p: No Discriminator_loss: 3.06276 Generator_loss: 2.22205 
[INFO] 2020-12-05 21:23:58 > Step:   44000 Progress: 44.0% Elapsed: 1 day, 7:30:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.91671 Generator_loss: 2.00944 
[INFO] 2020-12-05 21:23:58 > Start Evaluation (44000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 21:23:58 > Calculating FID Score....
[INFO] 2020-12-05 21:24:31 > Calculating Inception Score....
[INFO] 2020-12-05 21:24:49 > Calculate F_beta Score....
[INFO] 2020-12-05 21:25:50 > Calculate Accuracies....
[INFO] 2020-12-05 21:25:58 > Calculate Accuracies....
[INFO] 2020-12-05 21:26:00 > F_8 score (Step: 44000, Using test images): 0.978440891125812
[INFO] 2020-12-05 21:26:00 > F_1/8 score (Step: 44000, Using test images): 0.9878719287161979
[INFO] 2020-12-05 21:26:00 > FID score (Step: 44000, Using test moments): 10.20507226526098
[INFO] 2020-12-05 21:26:00 > Inception score (Step: 44000, 10000 generated images): 9.650347709655762
[INFO] 2020-12-05 21:26:00 > Best FID score (Step: 44000, Using test moments): 10.20507226526098
[INFO] 2020-12-05 21:26:01 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 21:28:09 > Step:   44100 Progress: 44.1% Elapsed: 1 day, 7:34:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.02493 Generator_loss: 1.81325 
[INFO] 2020-12-05 21:30:15 > Step:   44200 Progress: 44.2% Elapsed: 1 day, 7:36:42 temperature: 1.0 ada_p: No Discriminator_loss: 3.07064 Generator_loss: 1.82681 
[INFO] 2020-12-05 21:32:22 > Step:   44300 Progress: 44.3% Elapsed: 1 day, 7:38:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.92339 Generator_loss: 1.99133 
[INFO] 2020-12-05 21:34:30 > Step:   44400 Progress: 44.4% Elapsed: 1 day, 7:40:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.91215 Generator_loss: 2.12126 
[INFO] 2020-12-05 21:36:37 > Step:   44500 Progress: 44.5% Elapsed: 1 day, 7:43:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.96967 Generator_loss: 1.92203 
[INFO] 2020-12-05 21:38:46 > Step:   44600 Progress: 44.6% Elapsed: 1 day, 7:45:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.00065 Generator_loss: 2.2232 
[INFO] 2020-12-05 21:40:54 > Step:   44700 Progress: 44.7% Elapsed: 1 day, 7:47:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.96143 Generator_loss: 1.93564 
[INFO] 2020-12-05 21:43:01 > Step:   44800 Progress: 44.8% Elapsed: 1 day, 7:49:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.99891 Generator_loss: 2.16671 
[INFO] 2020-12-05 21:45:08 > Step:   44900 Progress: 44.9% Elapsed: 1 day, 7:51:35 temperature: 1.0 ada_p: No Discriminator_loss: 3.01922 Generator_loss: 1.94558 
[INFO] 2020-12-05 21:47:15 > Step:   45000 Progress: 45.0% Elapsed: 1 day, 7:53:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.95251 Generator_loss: 2.15947 
[INFO] 2020-12-05 21:49:22 > Step:   45100 Progress: 45.1% Elapsed: 1 day, 7:55:49 temperature: 1.0 ada_p: No Discriminator_loss: 3.03201 Generator_loss: 2.0011 
[INFO] 2020-12-05 21:51:27 > Step:   45200 Progress: 45.2% Elapsed: 1 day, 7:57:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.95758 Generator_loss: 2.07236 
[INFO] 2020-12-05 21:53:25 > Step:   45300 Progress: 45.3% Elapsed: 1 day, 7:59:52 temperature: 1.0 ada_p: No Discriminator_loss: 2.93353 Generator_loss: 2.03916 
[INFO] 2020-12-05 21:55:29 > Step:   45400 Progress: 45.4% Elapsed: 1 day, 8:01:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.85883 Generator_loss: 1.86066 
[INFO] 2020-12-05 21:57:26 > Step:   45500 Progress: 45.5% Elapsed: 1 day, 8:03:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.88847 Generator_loss: 1.99647 
[INFO] 2020-12-05 21:59:28 > Step:   45600 Progress: 45.6% Elapsed: 1 day, 8:05:56 temperature: 1.0 ada_p: No Discriminator_loss: 3.03388 Generator_loss: 1.92334 
[INFO] 2020-12-05 22:01:33 > Step:   45700 Progress: 45.7% Elapsed: 1 day, 8:08:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.98798 Generator_loss: 1.91416 
[INFO] 2020-12-05 22:03:37 > Step:   45800 Progress: 45.8% Elapsed: 1 day, 8:10:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.01594 Generator_loss: 1.85032 
[INFO] 2020-12-05 22:05:42 > Step:   45900 Progress: 45.9% Elapsed: 1 day, 8:12:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.96182 Generator_loss: 2.0682 
[INFO] 2020-12-05 22:07:47 > Step:   46000 Progress: 46.0% Elapsed: 1 day, 8:14:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.9463 Generator_loss: 2.161 
[INFO] 2020-12-05 22:07:47 > Start Evaluation (46000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 22:07:47 > Calculating FID Score....
[INFO] 2020-12-05 22:08:21 > Calculating Inception Score....
[INFO] 2020-12-05 22:08:39 > Calculate F_beta Score....
[INFO] 2020-12-05 22:09:40 > Calculate Accuracies....
[INFO] 2020-12-05 22:09:48 > Calculate Accuracies....
[INFO] 2020-12-05 22:09:49 > F_8 score (Step: 46000, Using test images): 0.9804009429261398
[INFO] 2020-12-05 22:09:49 > F_1/8 score (Step: 46000, Using test images): 0.9909003443424339
[INFO] 2020-12-05 22:09:49 > FID score (Step: 46000, Using test moments): 10.053897314056485
[INFO] 2020-12-05 22:09:49 > Inception score (Step: 46000, 10000 generated images): 9.655491828918457
[INFO] 2020-12-05 22:09:49 > Best FID score (Step: 46000, Using test moments): 10.053897314056485
[INFO] 2020-12-05 22:09:51 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 22:11:58 > Step:   46100 Progress: 46.1% Elapsed: 1 day, 8:18:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.86952 Generator_loss: 1.88585 
[INFO] 2020-12-05 22:14:04 > Step:   46200 Progress: 46.2% Elapsed: 1 day, 8:20:31 temperature: 1.0 ada_p: No Discriminator_loss: 3.03521 Generator_loss: 1.96848 
[INFO] 2020-12-05 22:16:10 > Step:   46300 Progress: 46.3% Elapsed: 1 day, 8:22:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.96812 Generator_loss: 1.92275 
[INFO] 2020-12-05 22:18:17 > Step:   46400 Progress: 46.4% Elapsed: 1 day, 8:24:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.00494 Generator_loss: 2.08465 
[INFO] 2020-12-05 22:20:24 > Step:   46500 Progress: 46.5% Elapsed: 1 day, 8:26:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.98714 Generator_loss: 2.04774 
[INFO] 2020-12-05 22:22:31 > Step:   46600 Progress: 46.6% Elapsed: 1 day, 8:28:59 temperature: 1.0 ada_p: No Discriminator_loss: 3.15013 Generator_loss: 2.24387 
[INFO] 2020-12-05 22:24:39 > Step:   46700 Progress: 46.7% Elapsed: 1 day, 8:31:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.96281 Generator_loss: 1.90358 
[INFO] 2020-12-05 22:26:47 > Step:   46800 Progress: 46.8% Elapsed: 1 day, 8:33:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.86973 Generator_loss: 1.95078 
[INFO] 2020-12-05 22:28:55 > Step:   46900 Progress: 46.9% Elapsed: 1 day, 8:35:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.00514 Generator_loss: 2.1829 
[INFO] 2020-12-05 22:31:02 > Step:   47000 Progress: 47.0% Elapsed: 1 day, 8:37:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.9673 Generator_loss: 2.27959 
[INFO] 2020-12-05 22:33:05 > Step:   47100 Progress: 47.1% Elapsed: 1 day, 8:39:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.94434 Generator_loss: 1.99424 
[INFO] 2020-12-05 22:35:04 > Step:   47200 Progress: 47.2% Elapsed: 1 day, 8:41:32 temperature: 1.0 ada_p: No Discriminator_loss: 3.07165 Generator_loss: 1.87027 
[INFO] 2020-12-05 22:37:05 > Step:   47300 Progress: 47.3% Elapsed: 1 day, 8:43:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.93354 Generator_loss: 1.95833 
[INFO] 2020-12-05 22:39:03 > Step:   47400 Progress: 47.4% Elapsed: 1 day, 8:45:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.92439 Generator_loss: 2.14611 
[INFO] 2020-12-05 22:41:09 > Step:   47500 Progress: 47.5% Elapsed: 1 day, 8:47:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.02666 Generator_loss: 1.98223 
[INFO] 2020-12-05 22:43:14 > Step:   47600 Progress: 47.6% Elapsed: 1 day, 8:49:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.05055 Generator_loss: 2.12689 
[INFO] 2020-12-05 22:45:18 > Step:   47700 Progress: 47.7% Elapsed: 1 day, 8:51:45 temperature: 1.0 ada_p: No Discriminator_loss: 3.02363 Generator_loss: 1.95162 
[INFO] 2020-12-05 22:47:22 > Step:   47800 Progress: 47.8% Elapsed: 1 day, 8:53:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.05074 Generator_loss: 2.24201 
[INFO] 2020-12-05 22:49:27 > Step:   47900 Progress: 47.9% Elapsed: 1 day, 8:55:54 temperature: 1.0 ada_p: No Discriminator_loss: 3.08428 Generator_loss: 1.83763 
[INFO] 2020-12-05 22:51:32 > Step:   48000 Progress: 48.0% Elapsed: 1 day, 8:58:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.96609 Generator_loss: 1.90823 
[INFO] 2020-12-05 22:51:32 > Start Evaluation (48000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 22:51:32 > Calculating FID Score....
[INFO] 2020-12-05 22:52:06 > Calculating Inception Score....
[INFO] 2020-12-05 22:52:24 > Calculate F_beta Score....
[INFO] 2020-12-05 22:53:24 > Calculate Accuracies....
[INFO] 2020-12-05 22:53:32 > Calculate Accuracies....
[INFO] 2020-12-05 22:53:34 > F_8 score (Step: 48000, Using test images): 0.9791029073803986
[INFO] 2020-12-05 22:53:34 > F_1/8 score (Step: 48000, Using test images): 0.9906525453600512
[INFO] 2020-12-05 22:53:34 > FID score (Step: 48000, Using test moments): 9.861294587508155
[INFO] 2020-12-05 22:53:34 > Inception score (Step: 48000, 10000 generated images): 9.732390403747559
[INFO] 2020-12-05 22:53:34 > Best FID score (Step: 48000, Using test moments): 9.861294587508155
[INFO] 2020-12-05 22:53:35 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 22:55:43 > Step:   48100 Progress: 48.1% Elapsed: 1 day, 9:02:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.91657 Generator_loss: 2.13256 
[INFO] 2020-12-05 22:57:50 > Step:   48200 Progress: 48.2% Elapsed: 1 day, 9:04:17 temperature: 1.0 ada_p: No Discriminator_loss: 3.01198 Generator_loss: 1.89915 
[INFO] 2020-12-05 22:59:56 > Step:   48300 Progress: 48.3% Elapsed: 1 day, 9:06:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.05129 Generator_loss: 1.95368 
[INFO] 2020-12-05 23:02:02 > Step:   48400 Progress: 48.4% Elapsed: 1 day, 9:08:29 temperature: 1.0 ada_p: No Discriminator_loss: 2.8357 Generator_loss: 1.99751 
[INFO] 2020-12-05 23:04:10 > Step:   48500 Progress: 48.5% Elapsed: 1 day, 9:10:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.06498 Generator_loss: 1.83192 
[INFO] 2020-12-05 23:06:18 > Step:   48600 Progress: 48.6% Elapsed: 1 day, 9:12:45 temperature: 1.0 ada_p: No Discriminator_loss: 3.26082 Generator_loss: 1.92829 
[INFO] 2020-12-05 23:08:24 > Step:   48700 Progress: 48.7% Elapsed: 1 day, 9:14:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.13032 Generator_loss: 2.16126 
[INFO] 2020-12-05 23:10:31 > Step:   48800 Progress: 48.8% Elapsed: 1 day, 9:16:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.92397 Generator_loss: 1.97715 
[INFO] 2020-12-05 23:12:37 > Step:   48900 Progress: 48.9% Elapsed: 1 day, 9:19:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.94136 Generator_loss: 2.03309 
[INFO] 2020-12-05 23:14:37 > Step:   49000 Progress: 49.0% Elapsed: 1 day, 9:21:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.91627 Generator_loss: 2.22451 
[INFO] 2020-12-05 23:16:42 > Step:   49100 Progress: 49.1% Elapsed: 1 day, 9:23:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.04668 Generator_loss: 2.04634 
[INFO] 2020-12-05 23:18:45 > Step:   49200 Progress: 49.2% Elapsed: 1 day, 9:25:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.03556 Generator_loss: 1.93103 
[INFO] 2020-12-05 23:20:48 > Step:   49300 Progress: 49.3% Elapsed: 1 day, 9:27:15 temperature: 1.0 ada_p: No Discriminator_loss: 3.16586 Generator_loss: 2.08235 
[INFO] 2020-12-05 23:22:53 > Step:   49400 Progress: 49.4% Elapsed: 1 day, 9:29:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.19369 Generator_loss: 2.16143 
[INFO] 2020-12-05 23:24:59 > Step:   49500 Progress: 49.5% Elapsed: 1 day, 9:31:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.06122 Generator_loss: 2.17838 
[INFO] 2020-12-05 23:27:02 > Step:   49600 Progress: 49.6% Elapsed: 1 day, 9:33:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.03625 Generator_loss: 2.11427 
[INFO] 2020-12-05 23:29:09 > Step:   49700 Progress: 49.7% Elapsed: 1 day, 9:35:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.14522 Generator_loss: 2.10903 
[INFO] 2020-12-05 23:31:13 > Step:   49800 Progress: 49.8% Elapsed: 1 day, 9:37:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.97343 Generator_loss: 1.94509 
[INFO] 2020-12-05 23:33:20 > Step:   49900 Progress: 49.9% Elapsed: 1 day, 9:39:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.94807 Generator_loss: 2.11878 
[INFO] 2020-12-05 23:35:26 > Step:   50000 Progress: 50.0% Elapsed: 1 day, 9:41:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.96326 Generator_loss: 2.13332 
[INFO] 2020-12-05 23:35:26 > Start Evaluation (50000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 23:35:26 > Calculating FID Score....
[INFO] 2020-12-05 23:35:59 > Calculating Inception Score....
[INFO] 2020-12-05 23:36:18 > Calculate F_beta Score....
[INFO] 2020-12-05 23:37:18 > Calculate Accuracies....
[INFO] 2020-12-05 23:37:26 > Calculate Accuracies....
[INFO] 2020-12-05 23:37:27 > F_8 score (Step: 50000, Using test images): 0.9847075175215292
[INFO] 2020-12-05 23:37:27 > F_1/8 score (Step: 50000, Using test images): 0.9882361689403918
[INFO] 2020-12-05 23:37:27 > FID score (Step: 50000, Using test moments): 9.796250786264295
[INFO] 2020-12-05 23:37:27 > Inception score (Step: 50000, 10000 generated images): 9.668426513671875
[INFO] 2020-12-05 23:37:27 > Best FID score (Step: 50000, Using test moments): 9.796250786264295
[INFO] 2020-12-05 23:37:29 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-05 23:39:35 > Step:   50100 Progress: 50.1% Elapsed: 1 day, 9:46:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.93187 Generator_loss: 1.70834 
[INFO] 2020-12-05 23:41:42 > Step:   50200 Progress: 50.2% Elapsed: 1 day, 9:48:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.92922 Generator_loss: 2.03212 
[INFO] 2020-12-05 23:43:50 > Step:   50300 Progress: 50.3% Elapsed: 1 day, 9:50:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.84942 Generator_loss: 1.99446 
[INFO] 2020-12-05 23:45:56 > Step:   50400 Progress: 50.4% Elapsed: 1 day, 9:52:23 temperature: 1.0 ada_p: No Discriminator_loss: 3.0053 Generator_loss: 1.98635 
[INFO] 2020-12-05 23:48:04 > Step:   50500 Progress: 50.5% Elapsed: 1 day, 9:54:31 temperature: 1.0 ada_p: No Discriminator_loss: 3.00282 Generator_loss: 2.26064 
[INFO] 2020-12-05 23:50:09 > Step:   50600 Progress: 50.6% Elapsed: 1 day, 9:56:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.89458 Generator_loss: 1.98054 
[INFO] 2020-12-05 23:52:17 > Step:   50700 Progress: 50.7% Elapsed: 1 day, 9:58:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.89084 Generator_loss: 1.89942 
[INFO] 2020-12-05 23:54:24 > Step:   50800 Progress: 50.8% Elapsed: 1 day, 10:00:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.98938 Generator_loss: 2.22219 
[INFO] 2020-12-05 23:56:23 > Step:   50900 Progress: 50.9% Elapsed: 1 day, 10:02:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.10883 Generator_loss: 2.12501 
[INFO] 2020-12-05 23:58:28 > Step:   51000 Progress: 51.0% Elapsed: 1 day, 10:04:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.02048 Generator_loss: 2.15806 
[INFO] 2020-12-06 00:00:28 > Step:   51100 Progress: 51.1% Elapsed: 1 day, 10:06:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.0492 Generator_loss: 1.84547 
[INFO] 2020-12-06 00:02:30 > Step:   51200 Progress: 51.2% Elapsed: 1 day, 10:08:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.88726 Generator_loss: 1.98599 
[INFO] 2020-12-06 00:04:37 > Step:   51300 Progress: 51.3% Elapsed: 1 day, 10:11:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.06226 Generator_loss: 1.76495 
[INFO] 2020-12-06 00:06:43 > Step:   51400 Progress: 51.4% Elapsed: 1 day, 10:13:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.9286 Generator_loss: 2.02266 
[INFO] 2020-12-06 00:08:48 > Step:   51500 Progress: 51.5% Elapsed: 1 day, 10:15:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.91624 Generator_loss: 2.00493 
[INFO] 2020-12-06 00:10:55 > Step:   51600 Progress: 51.6% Elapsed: 1 day, 10:17:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.89958 Generator_loss: 1.8887 
[INFO] 2020-12-06 00:12:59 > Step:   51700 Progress: 51.7% Elapsed: 1 day, 10:19:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.07442 Generator_loss: 1.83371 
[INFO] 2020-12-06 00:15:05 > Step:   51800 Progress: 51.8% Elapsed: 1 day, 10:21:33 temperature: 1.0 ada_p: No Discriminator_loss: 3.16926 Generator_loss: 2.11838 
[INFO] 2020-12-06 00:17:11 > Step:   51900 Progress: 51.9% Elapsed: 1 day, 10:23:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.94596 Generator_loss: 1.79485 
[INFO] 2020-12-06 00:19:16 > Step:   52000 Progress: 52.0% Elapsed: 1 day, 10:25:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.98317 Generator_loss: 2.05912 
[INFO] 2020-12-06 00:19:16 > Start Evaluation (52000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 00:19:16 > Calculating FID Score....
[INFO] 2020-12-06 00:19:50 > Calculating Inception Score....
[INFO] 2020-12-06 00:20:08 > Calculate F_beta Score....
[INFO] 2020-12-06 00:21:08 > Calculate Accuracies....
[INFO] 2020-12-06 00:21:16 > Calculate Accuracies....
[INFO] 2020-12-06 00:21:17 > F_8 score (Step: 52000, Using test images): 0.9837800682145796
[INFO] 2020-12-06 00:21:17 > F_1/8 score (Step: 52000, Using test images): 0.992134373214497
[INFO] 2020-12-06 00:21:17 > FID score (Step: 52000, Using test moments): 9.374476129830612
[INFO] 2020-12-06 00:21:17 > Inception score (Step: 52000, 10000 generated images): 9.645450592041016
[INFO] 2020-12-06 00:21:17 > Best FID score (Step: 52000, Using test moments): 9.374476129830612
[INFO] 2020-12-06 00:21:19 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 00:23:28 > Step:   52100 Progress: 52.1% Elapsed: 1 day, 10:29:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.87461 Generator_loss: 2.14724 
[INFO] 2020-12-06 00:25:35 > Step:   52200 Progress: 52.2% Elapsed: 1 day, 10:32:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.95795 Generator_loss: 2.18593 
[INFO] 2020-12-06 00:27:42 > Step:   52300 Progress: 52.3% Elapsed: 1 day, 10:34:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.94018 Generator_loss: 2.03764 
[INFO] 2020-12-06 00:29:50 > Step:   52400 Progress: 52.4% Elapsed: 1 day, 10:36:17 temperature: 1.0 ada_p: No Discriminator_loss: 3.01844 Generator_loss: 2.06898 
[INFO] 2020-12-06 00:31:56 > Step:   52500 Progress: 52.5% Elapsed: 1 day, 10:38:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.98435 Generator_loss: 2.01992 
[INFO] 2020-12-06 00:34:01 > Step:   52600 Progress: 52.6% Elapsed: 1 day, 10:40:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.04329 Generator_loss: 2.11074 
[INFO] 2020-12-06 00:36:05 > Step:   52700 Progress: 52.7% Elapsed: 1 day, 10:42:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.89891 Generator_loss: 1.95592 
[INFO] 2020-12-06 00:38:04 > Step:   52800 Progress: 52.8% Elapsed: 1 day, 10:44:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.9299 Generator_loss: 2.11251 
[INFO] 2020-12-06 00:40:08 > Step:   52900 Progress: 52.9% Elapsed: 1 day, 10:46:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.99785 Generator_loss: 2.00976 
[INFO] 2020-12-06 00:42:06 > Step:   53000 Progress: 53.0% Elapsed: 1 day, 10:48:34 temperature: 1.0 ada_p: No Discriminator_loss: 3.03623 Generator_loss: 1.99677 
[INFO] 2020-12-06 00:44:12 > Step:   53100 Progress: 53.1% Elapsed: 1 day, 10:50:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.99254 Generator_loss: 1.93764 
[INFO] 2020-12-06 00:46:18 > Step:   53200 Progress: 53.2% Elapsed: 1 day, 10:52:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.97621 Generator_loss: 2.00962 
[INFO] 2020-12-06 00:48:24 > Step:   53300 Progress: 53.3% Elapsed: 1 day, 10:54:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.78623 Generator_loss: 1.97154 
[INFO] 2020-12-06 00:50:28 > Step:   53400 Progress: 53.4% Elapsed: 1 day, 10:56:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.9814 Generator_loss: 1.96311 
[INFO] 2020-12-06 00:52:33 > Step:   53500 Progress: 53.5% Elapsed: 1 day, 10:59:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.97435 Generator_loss: 2.05871 
[INFO] 2020-12-06 00:54:38 > Step:   53600 Progress: 53.6% Elapsed: 1 day, 11:01:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.8558 Generator_loss: 1.9293 
[INFO] 2020-12-06 00:56:44 > Step:   53700 Progress: 53.7% Elapsed: 1 day, 11:03:11 temperature: 1.0 ada_p: No Discriminator_loss: 3.12285 Generator_loss: 1.90937 
[INFO] 2020-12-06 00:58:51 > Step:   53800 Progress: 53.8% Elapsed: 1 day, 11:05:18 temperature: 1.0 ada_p: No Discriminator_loss: 3.06995 Generator_loss: 1.82128 
[INFO] 2020-12-06 01:00:58 > Step:   53900 Progress: 53.9% Elapsed: 1 day, 11:07:25 temperature: 1.0 ada_p: No Discriminator_loss: 2.90093 Generator_loss: 1.99373 
[INFO] 2020-12-06 01:03:05 > Step:   54000 Progress: 54.0% Elapsed: 1 day, 11:09:32 temperature: 1.0 ada_p: No Discriminator_loss: 3.11287 Generator_loss: 1.90557 
[INFO] 2020-12-06 01:03:05 > Start Evaluation (54000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 01:03:05 > Calculating FID Score....
[INFO] 2020-12-06 01:03:39 > Calculating Inception Score....
[INFO] 2020-12-06 01:03:57 > Calculate F_beta Score....
[INFO] 2020-12-06 01:04:58 > Calculate Accuracies....
[INFO] 2020-12-06 01:05:06 > Calculate Accuracies....
[INFO] 2020-12-06 01:05:08 > F_8 score (Step: 54000, Using test images): 0.9835778282075593
[INFO] 2020-12-06 01:05:08 > F_1/8 score (Step: 54000, Using test images): 0.9909966975106157
[INFO] 2020-12-06 01:05:08 > FID score (Step: 54000, Using test moments): 9.3234410106744
[INFO] 2020-12-06 01:05:08 > Inception score (Step: 54000, 10000 generated images): 9.72150707244873
[INFO] 2020-12-06 01:05:08 > Best FID score (Step: 54000, Using test moments): 9.3234410106744
[INFO] 2020-12-06 01:05:09 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 01:07:16 > Step:   54100 Progress: 54.1% Elapsed: 1 day, 11:13:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.0726 Generator_loss: 2.05699 
[INFO] 2020-12-06 01:09:22 > Step:   54200 Progress: 54.2% Elapsed: 1 day, 11:15:49 temperature: 1.0 ada_p: No Discriminator_loss: 3.05294 Generator_loss: 1.9512 
[INFO] 2020-12-06 01:11:28 > Step:   54300 Progress: 54.3% Elapsed: 1 day, 11:17:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.95998 Generator_loss: 1.95795 
[INFO] 2020-12-06 01:13:36 > Step:   54400 Progress: 54.4% Elapsed: 1 day, 11:20:03 temperature: 1.0 ada_p: No Discriminator_loss: 3.00212 Generator_loss: 2.03131 
[INFO] 2020-12-06 01:15:42 > Step:   54500 Progress: 54.5% Elapsed: 1 day, 11:22:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.00018 Generator_loss: 1.87276 
[INFO] 2020-12-06 01:17:44 > Step:   54600 Progress: 54.6% Elapsed: 1 day, 11:24:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.97977 Generator_loss: 1.6863 
[INFO] 2020-12-06 01:19:49 > Step:   54700 Progress: 54.7% Elapsed: 1 day, 11:26:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.00053 Generator_loss: 2.06775 
[INFO] 2020-12-06 01:21:53 > Step:   54800 Progress: 54.8% Elapsed: 1 day, 11:28:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.06473 Generator_loss: 1.87462 
[INFO] 2020-12-06 01:23:51 > Step:   54900 Progress: 54.9% Elapsed: 1 day, 11:30:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.95061 Generator_loss: 1.8581 
[INFO] 2020-12-06 01:25:55 > Step:   55000 Progress: 55.0% Elapsed: 1 day, 11:32:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.01401 Generator_loss: 2.01982 
[INFO] 2020-12-06 01:28:00 > Step:   55100 Progress: 55.1% Elapsed: 1 day, 11:34:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.01874 Generator_loss: 1.80751 
[INFO] 2020-12-06 01:30:05 > Step:   55200 Progress: 55.2% Elapsed: 1 day, 11:36:32 temperature: 1.0 ada_p: No Discriminator_loss: 3.00425 Generator_loss: 1.75357 
[INFO] 2020-12-06 01:32:10 > Step:   55300 Progress: 55.3% Elapsed: 1 day, 11:38:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.98345 Generator_loss: 1.9246 
[INFO] 2020-12-06 01:34:15 > Step:   55400 Progress: 55.4% Elapsed: 1 day, 11:40:42 temperature: 1.0 ada_p: No Discriminator_loss: 3.08674 Generator_loss: 1.97921 
[INFO] 2020-12-06 01:36:19 > Step:   55500 Progress: 55.5% Elapsed: 1 day, 11:42:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.0998 Generator_loss: 1.97805 
[INFO] 2020-12-06 01:38:25 > Step:   55600 Progress: 55.6% Elapsed: 1 day, 11:44:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.00541 Generator_loss: 1.9817 
[INFO] 2020-12-06 01:40:31 > Step:   55700 Progress: 55.7% Elapsed: 1 day, 11:46:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.90816 Generator_loss: 1.97431 
[INFO] 2020-12-06 01:42:38 > Step:   55800 Progress: 55.8% Elapsed: 1 day, 11:49:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.05399 Generator_loss: 1.94329 
[INFO] 2020-12-06 01:44:42 > Step:   55900 Progress: 55.9% Elapsed: 1 day, 11:51:09 temperature: 1.0 ada_p: No Discriminator_loss: 3.09657 Generator_loss: 1.95669 
[INFO] 2020-12-06 01:46:49 > Step:   56000 Progress: 56.0% Elapsed: 1 day, 11:53:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.97125 Generator_loss: 1.97501 
[INFO] 2020-12-06 01:46:49 > Start Evaluation (56000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 01:46:49 > Calculating FID Score....
[INFO] 2020-12-06 01:47:22 > Calculating Inception Score....
[INFO] 2020-12-06 01:47:40 > Calculate F_beta Score....
[INFO] 2020-12-06 01:48:42 > Calculate Accuracies....
[INFO] 2020-12-06 01:48:50 > Calculate Accuracies....
[INFO] 2020-12-06 01:48:52 > F_8 score (Step: 56000, Using test images): 0.9846508588945803
[INFO] 2020-12-06 01:48:52 > F_1/8 score (Step: 56000, Using test images): 0.9929299174970396
[INFO] 2020-12-06 01:48:52 > FID score (Step: 56000, Using test moments): 9.258206061723058
[INFO] 2020-12-06 01:48:52 > Inception score (Step: 56000, 10000 generated images): 9.77237319946289
[INFO] 2020-12-06 01:48:52 > Best FID score (Step: 56000, Using test moments): 9.258206061723058
[INFO] 2020-12-06 01:48:53 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 01:51:01 > Step:   56100 Progress: 56.1% Elapsed: 1 day, 11:57:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.1298 Generator_loss: 2.12147 
[INFO] 2020-12-06 01:53:09 > Step:   56200 Progress: 56.2% Elapsed: 1 day, 11:59:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.00814 Generator_loss: 2.00277 
[INFO] 2020-12-06 01:55:16 > Step:   56300 Progress: 56.3% Elapsed: 1 day, 12:01:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.99236 Generator_loss: 1.85124 
[INFO] 2020-12-06 01:57:23 > Step:   56400 Progress: 56.4% Elapsed: 1 day, 12:03:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.91311 Generator_loss: 1.76312 
[INFO] 2020-12-06 01:59:19 > Step:   56500 Progress: 56.5% Elapsed: 1 day, 12:05:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.01041 Generator_loss: 1.95062 
[INFO] 2020-12-06 02:01:21 > Step:   56600 Progress: 56.6% Elapsed: 1 day, 12:07:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.99512 Generator_loss: 1.94786 
[INFO] 2020-12-06 02:03:26 > Step:   56700 Progress: 56.7% Elapsed: 1 day, 12:09:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.91687 Generator_loss: 1.89138 
[INFO] 2020-12-06 02:05:26 > Step:   56800 Progress: 56.8% Elapsed: 1 day, 12:11:53 temperature: 1.0 ada_p: No Discriminator_loss: 3.0846 Generator_loss: 1.8099 
[INFO] 2020-12-06 02:07:34 > Step:   56900 Progress: 56.9% Elapsed: 1 day, 12:14:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.99269 Generator_loss: 1.89262 
[INFO] 2020-12-06 02:09:40 > Step:   57000 Progress: 57.0% Elapsed: 1 day, 12:16:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.09205 Generator_loss: 2.11365 
[INFO] 2020-12-06 02:11:46 > Step:   57100 Progress: 57.1% Elapsed: 1 day, 12:18:14 temperature: 1.0 ada_p: No Discriminator_loss: 3.05941 Generator_loss: 2.12054 
[INFO] 2020-12-06 02:13:53 > Step:   57200 Progress: 57.2% Elapsed: 1 day, 12:20:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.05463 Generator_loss: 1.83387 
[INFO] 2020-12-06 02:16:00 > Step:   57300 Progress: 57.3% Elapsed: 1 day, 12:22:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.93145 Generator_loss: 1.90398 
[INFO] 2020-12-06 02:18:08 > Step:   57400 Progress: 57.4% Elapsed: 1 day, 12:24:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.94728 Generator_loss: 1.99075 
[INFO] 2020-12-06 02:20:16 > Step:   57500 Progress: 57.5% Elapsed: 1 day, 12:26:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.94178 Generator_loss: 1.84197 
[INFO] 2020-12-06 02:22:22 > Step:   57600 Progress: 57.6% Elapsed: 1 day, 12:28:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.93581 Generator_loss: 1.72716 
[INFO] 2020-12-06 02:24:29 > Step:   57700 Progress: 57.7% Elapsed: 1 day, 12:30:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.85951 Generator_loss: 2.10594 
[INFO] 2020-12-06 02:26:38 > Step:   57800 Progress: 57.8% Elapsed: 1 day, 12:33:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.96887 Generator_loss: 1.66314 
[INFO] 2020-12-06 02:28:44 > Step:   57900 Progress: 57.9% Elapsed: 1 day, 12:35:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.07354 Generator_loss: 1.81582 
[INFO] 2020-12-06 02:30:51 > Step:   58000 Progress: 58.0% Elapsed: 1 day, 12:37:18 temperature: 1.0 ada_p: No Discriminator_loss: 3.03396 Generator_loss: 1.78249 
[INFO] 2020-12-06 02:30:51 > Start Evaluation (58000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 02:30:51 > Calculating FID Score....
[INFO] 2020-12-06 02:31:24 > Calculating Inception Score....
[INFO] 2020-12-06 02:31:42 > Calculate F_beta Score....
[INFO] 2020-12-06 02:32:43 > Calculate Accuracies....
[INFO] 2020-12-06 02:32:51 > Calculate Accuracies....
[INFO] 2020-12-06 02:32:52 > F_8 score (Step: 58000, Using test images): 0.986270319497863
[INFO] 2020-12-06 02:32:52 > F_1/8 score (Step: 58000, Using test images): 0.9923967097583531
[INFO] 2020-12-06 02:32:52 > FID score (Step: 58000, Using test moments): 9.056856222899853
[INFO] 2020-12-06 02:32:52 > Inception score (Step: 58000, 10000 generated images): 9.796067237854004
[INFO] 2020-12-06 02:32:52 > Best FID score (Step: 58000, Using test moments): 9.056856222899853
[INFO] 2020-12-06 02:32:54 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 02:35:00 > Step:   58100 Progress: 58.1% Elapsed: 1 day, 12:41:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.83606 Generator_loss: 1.88742 
[INFO] 2020-12-06 02:37:07 > Step:   58200 Progress: 58.2% Elapsed: 1 day, 12:43:34 temperature: 1.0 ada_p: No Discriminator_loss: 3.11908 Generator_loss: 1.90148 
[INFO] 2020-12-06 02:39:14 > Step:   58300 Progress: 58.3% Elapsed: 1 day, 12:45:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.84054 Generator_loss: 1.81141 
[INFO] 2020-12-06 02:41:12 > Step:   58400 Progress: 58.4% Elapsed: 1 day, 12:47:39 temperature: 1.0 ada_p: No Discriminator_loss: 2.96975 Generator_loss: 1.94735 
[INFO] 2020-12-06 02:43:18 > Step:   58500 Progress: 58.5% Elapsed: 1 day, 12:49:45 temperature: 1.0 ada_p: No Discriminator_loss: 3.24334 Generator_loss: 1.89168 
[INFO] 2020-12-06 02:45:20 > Step:   58600 Progress: 58.6% Elapsed: 1 day, 12:51:47 temperature: 1.0 ada_p: No Discriminator_loss: 3.1609 Generator_loss: 1.94837 
[INFO] 2020-12-06 02:47:23 > Step:   58700 Progress: 58.7% Elapsed: 1 day, 12:53:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.02664 Generator_loss: 1.97874 
[INFO] 2020-12-06 02:49:29 > Step:   58800 Progress: 58.8% Elapsed: 1 day, 12:55:56 temperature: 1.0 ada_p: No Discriminator_loss: 3.08207 Generator_loss: 1.81996 
[INFO] 2020-12-06 02:51:35 > Step:   58900 Progress: 58.9% Elapsed: 1 day, 12:58:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.98012 Generator_loss: 2.00523 
[INFO] 2020-12-06 02:53:40 > Step:   59000 Progress: 59.0% Elapsed: 1 day, 13:00:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.00353 Generator_loss: 2.05197 
[INFO] 2020-12-06 02:55:46 > Step:   59100 Progress: 59.1% Elapsed: 1 day, 13:02:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.11843 Generator_loss: 1.90638 
[INFO] 2020-12-06 02:57:53 > Step:   59200 Progress: 59.2% Elapsed: 1 day, 13:04:20 temperature: 1.0 ada_p: No Discriminator_loss: 2.96152 Generator_loss: 2.02867 
[INFO] 2020-12-06 02:59:59 > Step:   59300 Progress: 59.3% Elapsed: 1 day, 13:06:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.03375 Generator_loss: 1.81034 
[INFO] 2020-12-06 03:02:06 > Step:   59400 Progress: 59.4% Elapsed: 1 day, 13:08:34 temperature: 1.0 ada_p: No Discriminator_loss: 3.01693 Generator_loss: 1.879 
[INFO] 2020-12-06 03:04:13 > Step:   59500 Progress: 59.5% Elapsed: 1 day, 13:10:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.14358 Generator_loss: 1.71568 
[INFO] 2020-12-06 03:06:20 > Step:   59600 Progress: 59.6% Elapsed: 1 day, 13:12:47 temperature: 1.0 ada_p: No Discriminator_loss: 3.02897 Generator_loss: 1.9441 
[INFO] 2020-12-06 03:08:28 > Step:   59700 Progress: 59.7% Elapsed: 1 day, 13:14:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.14792 Generator_loss: 1.98998 
[INFO] 2020-12-06 03:10:35 > Step:   59800 Progress: 59.8% Elapsed: 1 day, 13:17:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.84843 Generator_loss: 1.60435 
[INFO] 2020-12-06 03:12:42 > Step:   59900 Progress: 59.9% Elapsed: 1 day, 13:19:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.1085 Generator_loss: 1.899 
[INFO] 2020-12-06 03:14:50 > Step:   60000 Progress: 60.0% Elapsed: 1 day, 13:21:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.99116 Generator_loss: 1.90955 
[INFO] 2020-12-06 03:14:50 > Start Evaluation (60000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 03:14:50 > Calculating FID Score....
[INFO] 2020-12-06 03:15:23 > Calculating Inception Score....
[INFO] 2020-12-06 03:15:41 > Calculate F_beta Score....
[INFO] 2020-12-06 03:16:40 > Calculate Accuracies....
[INFO] 2020-12-06 03:16:48 > Calculate Accuracies....
[INFO] 2020-12-06 03:16:50 > F_8 score (Step: 60000, Using test images): 0.98743225308532
[INFO] 2020-12-06 03:16:50 > F_1/8 score (Step: 60000, Using test images): 0.9923429242477334
[INFO] 2020-12-06 03:16:50 > FID score (Step: 60000, Using test moments): 8.948744795174719
[INFO] 2020-12-06 03:16:50 > Inception score (Step: 60000, 10000 generated images): 9.857863426208496
[INFO] 2020-12-06 03:16:50 > Best FID score (Step: 60000, Using test moments): 8.948744795174719
[INFO] 2020-12-06 03:16:51 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 03:19:00 > Step:   60100 Progress: 60.1% Elapsed: 1 day, 13:25:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.01503 Generator_loss: 1.93371 
[INFO] 2020-12-06 03:21:05 > Step:   60200 Progress: 60.2% Elapsed: 1 day, 13:27:32 temperature: 1.0 ada_p: No Discriminator_loss: 3.03457 Generator_loss: 2.09992 
[INFO] 2020-12-06 03:23:06 > Step:   60300 Progress: 60.3% Elapsed: 1 day, 13:29:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.9705 Generator_loss: 1.86433 
[INFO] 2020-12-06 03:25:12 > Step:   60400 Progress: 60.4% Elapsed: 1 day, 13:31:39 temperature: 1.0 ada_p: No Discriminator_loss: 3.13063 Generator_loss: 2.05769 
[INFO] 2020-12-06 03:27:12 > Step:   60500 Progress: 60.5% Elapsed: 1 day, 13:33:40 temperature: 1.0 ada_p: No Discriminator_loss: 3.02121 Generator_loss: 2.03613 
[INFO] 2020-12-06 03:29:18 > Step:   60600 Progress: 60.6% Elapsed: 1 day, 13:35:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.88805 Generator_loss: 1.81657 
[INFO] 2020-12-06 03:31:24 > Step:   60700 Progress: 60.7% Elapsed: 1 day, 13:37:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.12685 Generator_loss: 2.07601 
[INFO] 2020-12-06 03:33:32 > Step:   60800 Progress: 60.8% Elapsed: 1 day, 13:39:59 temperature: 1.0 ada_p: No Discriminator_loss: 3.01607 Generator_loss: 1.91124 
[INFO] 2020-12-06 03:35:39 > Step:   60900 Progress: 60.9% Elapsed: 1 day, 13:42:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.9713 Generator_loss: 1.90069 
[INFO] 2020-12-06 03:37:45 > Step:   61000 Progress: 61.0% Elapsed: 1 day, 13:44:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.05192 Generator_loss: 1.94644 
[INFO] 2020-12-06 03:39:52 > Step:   61100 Progress: 61.1% Elapsed: 1 day, 13:46:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.00378 Generator_loss: 1.72103 
[INFO] 2020-12-06 03:41:58 > Step:   61200 Progress: 61.2% Elapsed: 1 day, 13:48:25 temperature: 1.0 ada_p: No Discriminator_loss: 3.12659 Generator_loss: 2.03196 
[INFO] 2020-12-06 03:44:05 > Step:   61300 Progress: 61.3% Elapsed: 1 day, 13:50:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.98877 Generator_loss: 1.93942 
[INFO] 2020-12-06 03:46:13 > Step:   61400 Progress: 61.4% Elapsed: 1 day, 13:52:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.91395 Generator_loss: 1.85259 
[INFO] 2020-12-06 03:48:21 > Step:   61500 Progress: 61.5% Elapsed: 1 day, 13:54:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.06549 Generator_loss: 1.98865 
[INFO] 2020-12-06 03:50:27 > Step:   61600 Progress: 61.6% Elapsed: 1 day, 13:56:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.04929 Generator_loss: 2.13367 
[INFO] 2020-12-06 03:52:35 > Step:   61700 Progress: 61.7% Elapsed: 1 day, 13:59:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.10344 Generator_loss: 2.11204 
[INFO] 2020-12-06 03:54:41 > Step:   61800 Progress: 61.8% Elapsed: 1 day, 14:01:08 temperature: 1.0 ada_p: No Discriminator_loss: 3.07683 Generator_loss: 1.8819 
[INFO] 2020-12-06 03:56:50 > Step:   61900 Progress: 61.9% Elapsed: 1 day, 14:03:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.93358 Generator_loss: 2.07085 
[INFO] 2020-12-06 03:58:55 > Step:   62000 Progress: 62.0% Elapsed: 1 day, 14:05:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.00899 Generator_loss: 1.73255 
[INFO] 2020-12-06 03:58:55 > Start Evaluation (62000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 03:58:55 > Calculating FID Score....
[INFO] 2020-12-06 03:59:28 > Calculating Inception Score....
[INFO] 2020-12-06 03:59:46 > Calculate F_beta Score....
[INFO] 2020-12-06 04:00:46 > Calculate Accuracies....
[INFO] 2020-12-06 04:00:54 > Calculate Accuracies....
[INFO] 2020-12-06 04:00:55 > F_8 score (Step: 62000, Using test images): 0.9876482460488024
[INFO] 2020-12-06 04:00:55 > F_1/8 score (Step: 62000, Using test images): 0.9932493340874494
[INFO] 2020-12-06 04:00:55 > FID score (Step: 62000, Using test moments): 8.76340001796973
[INFO] 2020-12-06 04:00:55 > Inception score (Step: 62000, 10000 generated images): 9.99216365814209
[INFO] 2020-12-06 04:00:55 > Best FID score (Step: 62000, Using test moments): 8.76340001796973
[INFO] 2020-12-06 04:00:57 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 04:02:57 > Step:   62100 Progress: 62.1% Elapsed: 1 day, 14:09:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.12025 Generator_loss: 2.05572 
[INFO] 2020-12-06 04:05:02 > Step:   62200 Progress: 62.2% Elapsed: 1 day, 14:11:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.07334 Generator_loss: 2.02697 
[INFO] 2020-12-06 04:07:05 > Step:   62300 Progress: 62.3% Elapsed: 1 day, 14:13:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.98381 Generator_loss: 2.14882 
[INFO] 2020-12-06 04:09:07 > Step:   62400 Progress: 62.4% Elapsed: 1 day, 14:15:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.97069 Generator_loss: 1.98423 
[INFO] 2020-12-06 04:11:14 > Step:   62500 Progress: 62.5% Elapsed: 1 day, 14:17:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.00169 Generator_loss: 2.10992 
[INFO] 2020-12-06 04:13:22 > Step:   62600 Progress: 62.6% Elapsed: 1 day, 14:19:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.88896 Generator_loss: 2.05411 
[INFO] 2020-12-06 04:15:30 > Step:   62700 Progress: 62.7% Elapsed: 1 day, 14:21:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.97239 Generator_loss: 1.96401 
[INFO] 2020-12-06 04:17:38 > Step:   62800 Progress: 62.8% Elapsed: 1 day, 14:24:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.07878 Generator_loss: 2.07182 
[INFO] 2020-12-06 04:19:45 > Step:   62900 Progress: 62.9% Elapsed: 1 day, 14:26:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.88144 Generator_loss: 1.86205 
[INFO] 2020-12-06 04:21:52 > Step:   63000 Progress: 63.0% Elapsed: 1 day, 14:28:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.97858 Generator_loss: 1.90279 
[INFO] 2020-12-06 04:23:59 > Step:   63100 Progress: 63.1% Elapsed: 1 day, 14:30:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.8527 Generator_loss: 2.02354 
[INFO] 2020-12-06 04:26:07 > Step:   63200 Progress: 63.2% Elapsed: 1 day, 14:32:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.9471 Generator_loss: 1.82837 
[INFO] 2020-12-06 04:28:13 > Step:   63300 Progress: 63.3% Elapsed: 1 day, 14:34:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.90262 Generator_loss: 1.66472 
[INFO] 2020-12-06 04:30:22 > Step:   63400 Progress: 63.4% Elapsed: 1 day, 14:36:49 temperature: 1.0 ada_p: No Discriminator_loss: 3.03529 Generator_loss: 2.05839 
[INFO] 2020-12-06 04:32:30 > Step:   63500 Progress: 63.5% Elapsed: 1 day, 14:38:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.00358 Generator_loss: 2.09181 
[INFO] 2020-12-06 04:34:38 > Step:   63600 Progress: 63.6% Elapsed: 1 day, 14:41:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.01248 Generator_loss: 1.94616 
[INFO] 2020-12-06 04:36:45 > Step:   63700 Progress: 63.7% Elapsed: 1 day, 14:43:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.93511 Generator_loss: 2.05825 
[INFO] 2020-12-06 04:38:53 > Step:   63800 Progress: 63.8% Elapsed: 1 day, 14:45:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.08749 Generator_loss: 2.06308 
[INFO] 2020-12-06 04:41:00 > Step:   63900 Progress: 63.9% Elapsed: 1 day, 14:47:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.03555 Generator_loss: 1.79575 
[INFO] 2020-12-06 04:43:08 > Step:   64000 Progress: 64.0% Elapsed: 1 day, 14:49:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.8228 Generator_loss: 1.87216 
[INFO] 2020-12-06 04:43:08 > Start Evaluation (64000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 04:43:08 > Calculating FID Score....
[INFO] 2020-12-06 04:43:41 > Calculating Inception Score....
[INFO] 2020-12-06 04:43:58 > Calculate F_beta Score....
[INFO] 2020-12-06 04:44:57 > Calculate Accuracies....
[INFO] 2020-12-06 04:45:04 > Calculate Accuracies....
[INFO] 2020-12-06 04:45:06 > F_8 score (Step: 64000, Using test images): 0.9938011371763993
[INFO] 2020-12-06 04:45:06 > F_1/8 score (Step: 64000, Using test images): 0.9929686547645737
[INFO] 2020-12-06 04:45:06 > FID score (Step: 64000, Using test moments): 8.463340075361486
[INFO] 2020-12-06 04:45:06 > Inception score (Step: 64000, 10000 generated images): 10.06822395324707
[INFO] 2020-12-06 04:45:06 > Best FID score (Step: 64000, Using test moments): 8.463340075361486
[INFO] 2020-12-06 04:45:07 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 04:47:13 > Step:   64100 Progress: 64.1% Elapsed: 1 day, 14:53:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.97198 Generator_loss: 2.01778 
[INFO] 2020-12-06 04:49:13 > Step:   64200 Progress: 64.2% Elapsed: 1 day, 14:55:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.00381 Generator_loss: 1.9198 
[INFO] 2020-12-06 04:51:21 > Step:   64300 Progress: 64.3% Elapsed: 1 day, 14:57:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.86112 Generator_loss: 1.82969 
[INFO] 2020-12-06 04:53:27 > Step:   64400 Progress: 64.4% Elapsed: 1 day, 14:59:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.09213 Generator_loss: 2.06417 
[INFO] 2020-12-06 04:55:35 > Step:   64500 Progress: 64.5% Elapsed: 1 day, 15:02:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.06987 Generator_loss: 2.054 
[INFO] 2020-12-06 04:57:42 > Step:   64600 Progress: 64.6% Elapsed: 1 day, 15:04:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.05289 Generator_loss: 2.02319 
[INFO] 2020-12-06 04:59:50 > Step:   64700 Progress: 64.7% Elapsed: 1 day, 15:06:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.95217 Generator_loss: 1.78426 
[INFO] 2020-12-06 05:01:57 > Step:   64800 Progress: 64.8% Elapsed: 1 day, 15:08:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.07384 Generator_loss: 1.98507 
[INFO] 2020-12-06 05:04:05 > Step:   64900 Progress: 64.9% Elapsed: 1 day, 15:10:32 temperature: 1.0 ada_p: No Discriminator_loss: 3.02356 Generator_loss: 1.88952 
[INFO] 2020-12-06 05:06:12 > Step:   65000 Progress: 65.0% Elapsed: 1 day, 15:12:40 temperature: 1.0 ada_p: No Discriminator_loss: 3.03357 Generator_loss: 1.81592 
[INFO] 2020-12-06 05:08:20 > Step:   65100 Progress: 65.1% Elapsed: 1 day, 15:14:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.02972 Generator_loss: 1.9217 
[INFO] 2020-12-06 05:10:28 > Step:   65200 Progress: 65.2% Elapsed: 1 day, 15:16:56 temperature: 1.0 ada_p: No Discriminator_loss: 3.10774 Generator_loss: 2.16809 
[INFO] 2020-12-06 05:12:38 > Step:   65300 Progress: 65.3% Elapsed: 1 day, 15:19:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.97218 Generator_loss: 1.81658 
[INFO] 2020-12-06 05:14:45 > Step:   65400 Progress: 65.4% Elapsed: 1 day, 15:21:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.1397 Generator_loss: 2.17941 
[INFO] 2020-12-06 05:16:52 > Step:   65500 Progress: 65.5% Elapsed: 1 day, 15:23:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.9447 Generator_loss: 1.88023 
[INFO] 2020-12-06 05:19:00 > Step:   65600 Progress: 65.6% Elapsed: 1 day, 15:25:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.9369 Generator_loss: 1.70837 
[INFO] 2020-12-06 05:21:09 > Step:   65700 Progress: 65.7% Elapsed: 1 day, 15:27:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.01316 Generator_loss: 1.76635 
[INFO] 2020-12-06 05:23:17 > Step:   65800 Progress: 65.8% Elapsed: 1 day, 15:29:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.02391 Generator_loss: 2.11869 
[INFO] 2020-12-06 05:25:19 > Step:   65900 Progress: 65.9% Elapsed: 1 day, 15:31:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.11044 Generator_loss: 2.01762 
[INFO] 2020-12-06 05:27:22 > Step:   66000 Progress: 66.0% Elapsed: 1 day, 15:33:49 temperature: 1.0 ada_p: No Discriminator_loss: 3.05766 Generator_loss: 2.03847 
[INFO] 2020-12-06 05:27:22 > Start Evaluation (66000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 05:27:22 > Calculating FID Score....
[INFO] 2020-12-06 05:27:54 > Calculating Inception Score....
[INFO] 2020-12-06 05:28:12 > Calculate F_beta Score....
[INFO] 2020-12-06 05:29:11 > Calculate Accuracies....
[INFO] 2020-12-06 05:29:19 > Calculate Accuracies....
[INFO] 2020-12-06 05:29:20 > F_8 score (Step: 66000, Using test images): 0.990516388668461
[INFO] 2020-12-06 05:29:20 > F_1/8 score (Step: 66000, Using test images): 0.9933438706270566
[INFO] 2020-12-06 05:29:20 > FID score (Step: 66000, Using test moments): 8.450798066878178
[INFO] 2020-12-06 05:29:20 > Inception score (Step: 66000, 10000 generated images): 10.0210542678833
[INFO] 2020-12-06 05:29:20 > Best FID score (Step: 66000, Using test moments): 8.450798066878178
[INFO] 2020-12-06 05:29:22 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 05:31:27 > Step:   66100 Progress: 66.1% Elapsed: 1 day, 15:37:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.05423 Generator_loss: 1.96857 
[INFO] 2020-12-06 05:33:34 > Step:   66200 Progress: 66.2% Elapsed: 1 day, 15:40:01 temperature: 1.0 ada_p: No Discriminator_loss: 3.09795 Generator_loss: 2.00903 
[INFO] 2020-12-06 05:35:42 > Step:   66300 Progress: 66.3% Elapsed: 1 day, 15:42:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.99483 Generator_loss: 1.74694 
[INFO] 2020-12-06 05:37:50 > Step:   66400 Progress: 66.4% Elapsed: 1 day, 15:44:17 temperature: 1.0 ada_p: No Discriminator_loss: 3.00238 Generator_loss: 1.88307 
[INFO] 2020-12-06 05:39:56 > Step:   66500 Progress: 66.5% Elapsed: 1 day, 15:46:23 temperature: 1.0 ada_p: No Discriminator_loss: 3.00014 Generator_loss: 1.89729 
[INFO] 2020-12-06 05:42:05 > Step:   66600 Progress: 66.6% Elapsed: 1 day, 15:48:32 temperature: 1.0 ada_p: No Discriminator_loss: 3.00599 Generator_loss: 1.95534 
[INFO] 2020-12-06 05:44:14 > Step:   66700 Progress: 66.7% Elapsed: 1 day, 15:50:41 temperature: 1.0 ada_p: No Discriminator_loss: 2.99442 Generator_loss: 2.09201 
[INFO] 2020-12-06 05:46:21 > Step:   66800 Progress: 66.8% Elapsed: 1 day, 15:52:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.0489 Generator_loss: 1.87955 
[INFO] 2020-12-06 05:48:28 > Step:   66900 Progress: 66.9% Elapsed: 1 day, 15:54:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.1006 Generator_loss: 1.93464 
[INFO] 2020-12-06 05:50:33 > Step:   67000 Progress: 67.0% Elapsed: 1 day, 15:57:00 temperature: 1.0 ada_p: No Discriminator_loss: 3.21026 Generator_loss: 2.08889 
[INFO] 2020-12-06 05:52:42 > Step:   67100 Progress: 67.1% Elapsed: 1 day, 15:59:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.96448 Generator_loss: 1.64007 
[INFO] 2020-12-06 05:54:49 > Step:   67200 Progress: 67.2% Elapsed: 1 day, 16:01:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.15196 Generator_loss: 1.98086 
[INFO] 2020-12-06 05:56:55 > Step:   67300 Progress: 67.3% Elapsed: 1 day, 16:03:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.98557 Generator_loss: 1.86372 
[INFO] 2020-12-06 05:59:03 > Step:   67400 Progress: 67.4% Elapsed: 1 day, 16:05:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.02016 Generator_loss: 2.22745 
[INFO] 2020-12-06 06:01:10 > Step:   67500 Progress: 67.5% Elapsed: 1 day, 16:07:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.02439 Generator_loss: 1.89695 
[INFO] 2020-12-06 06:03:17 > Step:   67600 Progress: 67.6% Elapsed: 1 day, 16:09:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.10014 Generator_loss: 2.01094 
[INFO] 2020-12-06 06:05:24 > Step:   67700 Progress: 67.7% Elapsed: 1 day, 16:11:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.04563 Generator_loss: 2.09913 
[INFO] 2020-12-06 06:07:24 > Step:   67800 Progress: 67.8% Elapsed: 1 day, 16:13:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.00951 Generator_loss: 1.82321 
[INFO] 2020-12-06 06:09:25 > Step:   67900 Progress: 67.9% Elapsed: 1 day, 16:15:53 temperature: 1.0 ada_p: No Discriminator_loss: 3.13227 Generator_loss: 1.84191 
[INFO] 2020-12-06 06:11:26 > Step:   68000 Progress: 68.0% Elapsed: 1 day, 16:17:54 temperature: 1.0 ada_p: No Discriminator_loss: 3.10111 Generator_loss: 2.11633 
[INFO] 2020-12-06 06:11:26 > Start Evaluation (68000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 06:11:26 > Calculating FID Score....
[INFO] 2020-12-06 06:12:00 > Calculating Inception Score....
[INFO] 2020-12-06 06:12:18 > Calculate F_beta Score....
[INFO] 2020-12-06 06:13:19 > Calculate Accuracies....
[INFO] 2020-12-06 06:13:27 > Calculate Accuracies....
[INFO] 2020-12-06 06:13:29 > F_8 score (Step: 68000, Using test images): 0.9918895531318942
[INFO] 2020-12-06 06:13:29 > F_1/8 score (Step: 68000, Using test images): 0.9947998137063193
[INFO] 2020-12-06 06:13:29 > FID score (Step: 68000, Using test moments): 8.24874092359397
[INFO] 2020-12-06 06:13:29 > Inception score (Step: 68000, 10000 generated images): 10.07026481628418
[INFO] 2020-12-06 06:13:29 > Best FID score (Step: 68000, Using test moments): 8.24874092359397
[INFO] 2020-12-06 06:13:30 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 06:15:37 > Step:   68100 Progress: 68.1% Elapsed: 1 day, 16:22:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.08624 Generator_loss: 1.69261 
[INFO] 2020-12-06 06:17:43 > Step:   68200 Progress: 68.2% Elapsed: 1 day, 16:24:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.07472 Generator_loss: 1.98222 
[INFO] 2020-12-06 06:19:49 > Step:   68300 Progress: 68.3% Elapsed: 1 day, 16:26:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.9923 Generator_loss: 1.89271 
[INFO] 2020-12-06 06:21:56 > Step:   68400 Progress: 68.4% Elapsed: 1 day, 16:28:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.82499 Generator_loss: 1.94944 
[INFO] 2020-12-06 06:24:03 > Step:   68500 Progress: 68.5% Elapsed: 1 day, 16:30:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.07832 Generator_loss: 2.02056 
[INFO] 2020-12-06 06:26:11 > Step:   68600 Progress: 68.6% Elapsed: 1 day, 16:32:38 temperature: 1.0 ada_p: No Discriminator_loss: 3.00368 Generator_loss: 2.02934 
[INFO] 2020-12-06 06:28:19 > Step:   68700 Progress: 68.7% Elapsed: 1 day, 16:34:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.06136 Generator_loss: 2.06874 
[INFO] 2020-12-06 06:30:27 > Step:   68800 Progress: 68.8% Elapsed: 1 day, 16:36:54 temperature: 1.0 ada_p: No Discriminator_loss: 3.18822 Generator_loss: 1.92763 
[INFO] 2020-12-06 06:32:36 > Step:   68900 Progress: 68.9% Elapsed: 1 day, 16:39:03 temperature: 1.0 ada_p: No Discriminator_loss: 3.0962 Generator_loss: 1.90796 
[INFO] 2020-12-06 06:34:44 > Step:   69000 Progress: 69.0% Elapsed: 1 day, 16:41:11 temperature: 1.0 ada_p: No Discriminator_loss: 3.15924 Generator_loss: 1.766 
[INFO] 2020-12-06 06:36:51 > Step:   69100 Progress: 69.1% Elapsed: 1 day, 16:43:18 temperature: 1.0 ada_p: No Discriminator_loss: 3.19746 Generator_loss: 2.13375 
[INFO] 2020-12-06 06:39:00 > Step:   69200 Progress: 69.2% Elapsed: 1 day, 16:45:27 temperature: 1.0 ada_p: No Discriminator_loss: 2.96667 Generator_loss: 1.95073 
[INFO] 2020-12-06 06:41:08 > Step:   69300 Progress: 69.3% Elapsed: 1 day, 16:47:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.98008 Generator_loss: 2.04408 
[INFO] 2020-12-06 06:43:16 > Step:   69400 Progress: 69.4% Elapsed: 1 day, 16:49:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.00895 Generator_loss: 2.02044 
[INFO] 2020-12-06 06:45:24 > Step:   69500 Progress: 69.5% Elapsed: 1 day, 16:51:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.17272 Generator_loss: 2.13281 
[INFO] 2020-12-06 06:47:29 > Step:   69600 Progress: 69.6% Elapsed: 1 day, 16:53:56 temperature: 1.0 ada_p: No Discriminator_loss: 3.02393 Generator_loss: 1.99537 
[INFO] 2020-12-06 06:49:30 > Step:   69700 Progress: 69.7% Elapsed: 1 day, 16:55:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.99828 Generator_loss: 2.10973 
[INFO] 2020-12-06 06:51:28 > Step:   69800 Progress: 69.8% Elapsed: 1 day, 16:57:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.06113 Generator_loss: 1.83323 
[INFO] 2020-12-06 06:53:35 > Step:   69900 Progress: 69.9% Elapsed: 1 day, 17:00:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.06831 Generator_loss: 2.00266 
[INFO] 2020-12-06 06:55:41 > Step:   70000 Progress: 70.0% Elapsed: 1 day, 17:02:08 temperature: 1.0 ada_p: No Discriminator_loss: 3.05879 Generator_loss: 1.98102 
[INFO] 2020-12-06 06:55:41 > Start Evaluation (70000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 06:55:41 > Calculating FID Score....
[INFO] 2020-12-06 06:56:15 > Calculating Inception Score....
[INFO] 2020-12-06 06:56:33 > Calculate F_beta Score....
[INFO] 2020-12-06 06:57:32 > Calculate Accuracies....
[INFO] 2020-12-06 06:57:39 > Calculate Accuracies....
[INFO] 2020-12-06 06:57:41 > F_8 score (Step: 70000, Using test images): 0.991591749228495
[INFO] 2020-12-06 06:57:41 > F_1/8 score (Step: 70000, Using test images): 0.994396344631795
[INFO] 2020-12-06 06:57:41 > FID score (Step: 70000, Using test moments): 8.347688894229918
[INFO] 2020-12-06 06:57:41 > Inception score (Step: 70000, 10000 generated images): 9.999628067016602
[INFO] 2020-12-06 06:57:41 > Best FID score (Step: 68000, Using test moments): 8.24874092359397
[INFO] 2020-12-06 06:57:42 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 06:59:51 > Step:   70100 Progress: 70.1% Elapsed: 1 day, 17:06:18 temperature: 1.0 ada_p: No Discriminator_loss: 3.07271 Generator_loss: 1.77595 
[INFO] 2020-12-06 07:01:57 > Step:   70200 Progress: 70.2% Elapsed: 1 day, 17:08:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.97357 Generator_loss: 1.86176 
[INFO] 2020-12-06 07:04:05 > Step:   70300 Progress: 70.3% Elapsed: 1 day, 17:10:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.99022 Generator_loss: 1.81412 
[INFO] 2020-12-06 07:06:14 > Step:   70400 Progress: 70.4% Elapsed: 1 day, 17:12:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.10871 Generator_loss: 1.96871 
[INFO] 2020-12-06 07:08:22 > Step:   70500 Progress: 70.5% Elapsed: 1 day, 17:14:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.96325 Generator_loss: 1.70281 
[INFO] 2020-12-06 07:10:29 > Step:   70600 Progress: 70.6% Elapsed: 1 day, 17:16:56 temperature: 1.0 ada_p: No Discriminator_loss: 2.93943 Generator_loss: 2.17325 
[INFO] 2020-12-06 07:12:38 > Step:   70700 Progress: 70.7% Elapsed: 1 day, 17:19:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.00049 Generator_loss: 2.05725 
[INFO] 2020-12-06 07:14:47 > Step:   70800 Progress: 70.8% Elapsed: 1 day, 17:21:14 temperature: 1.0 ada_p: No Discriminator_loss: 3.02062 Generator_loss: 1.85122 
[INFO] 2020-12-06 07:16:53 > Step:   70900 Progress: 70.9% Elapsed: 1 day, 17:23:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.03205 Generator_loss: 1.96771 
[INFO] 2020-12-06 07:19:00 > Step:   71000 Progress: 71.0% Elapsed: 1 day, 17:25:28 temperature: 1.0 ada_p: No Discriminator_loss: 2.93834 Generator_loss: 1.98379 
[INFO] 2020-12-06 07:21:08 > Step:   71100 Progress: 71.1% Elapsed: 1 day, 17:27:35 temperature: 1.0 ada_p: No Discriminator_loss: 3.10526 Generator_loss: 1.96922 
[INFO] 2020-12-06 07:23:17 > Step:   71200 Progress: 71.2% Elapsed: 1 day, 17:29:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.97598 Generator_loss: 2.08139 
[INFO] 2020-12-06 07:25:23 > Step:   71300 Progress: 71.3% Elapsed: 1 day, 17:31:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.97518 Generator_loss: 1.85821 
[INFO] 2020-12-06 07:27:31 > Step:   71400 Progress: 71.4% Elapsed: 1 day, 17:33:58 temperature: 1.0 ada_p: No Discriminator_loss: 3.02113 Generator_loss: 1.89484 
[INFO] 2020-12-06 07:29:30 > Step:   71500 Progress: 71.5% Elapsed: 1 day, 17:35:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.12256 Generator_loss: 2.02963 
[INFO] 2020-12-06 07:31:31 > Step:   71600 Progress: 71.6% Elapsed: 1 day, 17:37:58 temperature: 1.0 ada_p: No Discriminator_loss: 3.07315 Generator_loss: 1.8665 
[INFO] 2020-12-06 07:33:34 > Step:   71700 Progress: 71.7% Elapsed: 1 day, 17:40:01 temperature: 1.0 ada_p: No Discriminator_loss: 3.0223 Generator_loss: 1.84997 
[INFO] 2020-12-06 07:35:39 > Step:   71800 Progress: 71.8% Elapsed: 1 day, 17:42:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.92462 Generator_loss: 1.86991 
[INFO] 2020-12-06 07:37:46 > Step:   71900 Progress: 71.9% Elapsed: 1 day, 17:44:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.13386 Generator_loss: 1.91867 
[INFO] 2020-12-06 07:39:52 > Step:   72000 Progress: 72.0% Elapsed: 1 day, 17:46:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.16379 Generator_loss: 2.17309 
[INFO] 2020-12-06 07:39:52 > Start Evaluation (72000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 07:39:52 > Calculating FID Score....
[INFO] 2020-12-06 07:40:25 > Calculating Inception Score....
[INFO] 2020-12-06 07:40:44 > Calculate F_beta Score....
[INFO] 2020-12-06 07:41:44 > Calculate Accuracies....
[INFO] 2020-12-06 07:41:52 > Calculate Accuracies....
[INFO] 2020-12-06 07:41:54 > F_8 score (Step: 72000, Using test images): 0.9913108633697622
[INFO] 2020-12-06 07:41:54 > F_1/8 score (Step: 72000, Using test images): 0.9949343123419778
[INFO] 2020-12-06 07:41:54 > FID score (Step: 72000, Using test moments): 8.040703580314357
[INFO] 2020-12-06 07:41:54 > Inception score (Step: 72000, 10000 generated images): 9.946772575378418
[INFO] 2020-12-06 07:41:54 > Best FID score (Step: 72000, Using test moments): 8.040703580314357
[INFO] 2020-12-06 07:41:55 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 07:44:03 > Step:   72100 Progress: 72.1% Elapsed: 1 day, 17:50:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.86397 Generator_loss: 2.00932 
[INFO] 2020-12-06 07:46:09 > Step:   72200 Progress: 72.2% Elapsed: 1 day, 17:52:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.05416 Generator_loss: 2.08329 
[INFO] 2020-12-06 07:48:17 > Step:   72300 Progress: 72.3% Elapsed: 1 day, 17:54:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.003 Generator_loss: 1.92268 
[INFO] 2020-12-06 07:50:24 > Step:   72400 Progress: 72.4% Elapsed: 1 day, 17:56:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.03616 Generator_loss: 1.96906 
[INFO] 2020-12-06 07:52:32 > Step:   72500 Progress: 72.5% Elapsed: 1 day, 17:58:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.96404 Generator_loss: 1.81863 
[INFO] 2020-12-06 07:54:38 > Step:   72600 Progress: 72.6% Elapsed: 1 day, 18:01:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.09902 Generator_loss: 2.0003 
[INFO] 2020-12-06 07:56:45 > Step:   72700 Progress: 72.7% Elapsed: 1 day, 18:03:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.94333 Generator_loss: 1.93173 
[INFO] 2020-12-06 07:58:53 > Step:   72800 Progress: 72.8% Elapsed: 1 day, 18:05:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.16273 Generator_loss: 1.98325 
[INFO] 2020-12-06 08:01:01 > Step:   72900 Progress: 72.9% Elapsed: 1 day, 18:07:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.08646 Generator_loss: 2.1367 
[INFO] 2020-12-06 08:03:07 > Step:   73000 Progress: 73.0% Elapsed: 1 day, 18:09:34 temperature: 1.0 ada_p: No Discriminator_loss: 3.04549 Generator_loss: 1.98327 
[INFO] 2020-12-06 08:05:14 > Step:   73100 Progress: 73.1% Elapsed: 1 day, 18:11:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.03885 Generator_loss: 1.97248 
[INFO] 2020-12-06 08:07:21 > Step:   73200 Progress: 73.2% Elapsed: 1 day, 18:13:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.03906 Generator_loss: 1.97053 
[INFO] 2020-12-06 08:09:26 > Step:   73300 Progress: 73.3% Elapsed: 1 day, 18:15:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.9189 Generator_loss: 1.96114 
[INFO] 2020-12-06 08:11:22 > Step:   73400 Progress: 73.4% Elapsed: 1 day, 18:17:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.08838 Generator_loss: 2.02779 
[INFO] 2020-12-06 08:13:24 > Step:   73500 Progress: 73.5% Elapsed: 1 day, 18:19:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.16355 Generator_loss: 2.2314 
[INFO] 2020-12-06 08:15:29 > Step:   73600 Progress: 73.6% Elapsed: 1 day, 18:21:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.04187 Generator_loss: 1.99621 
[INFO] 2020-12-06 08:17:36 > Step:   73700 Progress: 73.7% Elapsed: 1 day, 18:24:03 temperature: 1.0 ada_p: No Discriminator_loss: 3.08962 Generator_loss: 1.8819 
[INFO] 2020-12-06 08:19:44 > Step:   73800 Progress: 73.8% Elapsed: 1 day, 18:26:11 temperature: 1.0 ada_p: No Discriminator_loss: 3.06712 Generator_loss: 1.94641 
[INFO] 2020-12-06 08:21:52 > Step:   73900 Progress: 73.9% Elapsed: 1 day, 18:28:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.84667 Generator_loss: 1.94357 
[INFO] 2020-12-06 08:23:59 > Step:   74000 Progress: 74.0% Elapsed: 1 day, 18:30:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.97203 Generator_loss: 1.9919 
[INFO] 2020-12-06 08:23:59 > Start Evaluation (74000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 08:23:59 > Calculating FID Score....
[INFO] 2020-12-06 08:24:33 > Calculating Inception Score....
[INFO] 2020-12-06 08:24:51 > Calculate F_beta Score....
[INFO] 2020-12-06 08:25:51 > Calculate Accuracies....
[INFO] 2020-12-06 08:25:59 > Calculate Accuracies....
[INFO] 2020-12-06 08:26:01 > F_8 score (Step: 74000, Using test images): 0.9913488389357031
[INFO] 2020-12-06 08:26:01 > F_1/8 score (Step: 74000, Using test images): 0.9944439774614661
[INFO] 2020-12-06 08:26:01 > FID score (Step: 74000, Using test moments): 8.075278829772458
[INFO] 2020-12-06 08:26:01 > Inception score (Step: 74000, 10000 generated images): 10.220837593078613
[INFO] 2020-12-06 08:26:01 > Best FID score (Step: 72000, Using test moments): 8.040703580314357
[INFO] 2020-12-06 08:26:01 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 08:28:10 > Step:   74100 Progress: 74.1% Elapsed: 1 day, 18:34:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.98636 Generator_loss: 1.83124 
[INFO] 2020-12-06 08:30:17 > Step:   74200 Progress: 74.2% Elapsed: 1 day, 18:36:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.06109 Generator_loss: 1.9897 
[INFO] 2020-12-06 08:32:25 > Step:   74300 Progress: 74.3% Elapsed: 1 day, 18:38:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.04539 Generator_loss: 2.07196 
[INFO] 2020-12-06 08:34:32 > Step:   74400 Progress: 74.4% Elapsed: 1 day, 18:40:59 temperature: 1.0 ada_p: No Discriminator_loss: 3.07517 Generator_loss: 2.08972 
[INFO] 2020-12-06 08:36:39 > Step:   74500 Progress: 74.5% Elapsed: 1 day, 18:43:06 temperature: 1.0 ada_p: No Discriminator_loss: 2.99222 Generator_loss: 1.91177 
[INFO] 2020-12-06 08:38:46 > Step:   74600 Progress: 74.6% Elapsed: 1 day, 18:45:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.99717 Generator_loss: 1.97349 
[INFO] 2020-12-06 08:40:53 > Step:   74700 Progress: 74.7% Elapsed: 1 day, 18:47:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.16363 Generator_loss: 1.99935 
[INFO] 2020-12-06 08:42:59 > Step:   74800 Progress: 74.8% Elapsed: 1 day, 18:49:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.02742 Generator_loss: 1.98968 
[INFO] 2020-12-06 08:45:06 > Step:   74900 Progress: 74.9% Elapsed: 1 day, 18:51:34 temperature: 1.0 ada_p: No Discriminator_loss: 3.00857 Generator_loss: 1.60264 
[INFO] 2020-12-06 08:47:15 > Step:   75000 Progress: 75.0% Elapsed: 1 day, 18:53:42 temperature: 1.0 ada_p: No Discriminator_loss: 3.07976 Generator_loss: 2.01883 
[INFO] 2020-12-06 08:49:23 > Step:   75100 Progress: 75.1% Elapsed: 1 day, 18:55:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.07877 Generator_loss: 1.96713 
[INFO] 2020-12-06 08:51:26 > Step:   75200 Progress: 75.2% Elapsed: 1 day, 18:57:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.94912 Generator_loss: 1.9017 
[INFO] 2020-12-06 08:53:23 > Step:   75300 Progress: 75.3% Elapsed: 1 day, 18:59:50 temperature: 1.0 ada_p: No Discriminator_loss: 2.98806 Generator_loss: 2.06005 
[INFO] 2020-12-06 08:55:28 > Step:   75400 Progress: 75.4% Elapsed: 1 day, 19:01:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.97231 Generator_loss: 1.76815 
[INFO] 2020-12-06 08:57:35 > Step:   75500 Progress: 75.5% Elapsed: 1 day, 19:04:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.04294 Generator_loss: 2.15784 
[INFO] 2020-12-06 08:59:41 > Step:   75600 Progress: 75.6% Elapsed: 1 day, 19:06:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.9845 Generator_loss: 1.82724 
[INFO] 2020-12-06 09:01:50 > Step:   75700 Progress: 75.7% Elapsed: 1 day, 19:08:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.97901 Generator_loss: 2.02592 
[INFO] 2020-12-06 09:03:56 > Step:   75800 Progress: 75.8% Elapsed: 1 day, 19:10:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.01835 Generator_loss: 2.15455 
[INFO] 2020-12-06 09:06:04 > Step:   75900 Progress: 75.9% Elapsed: 1 day, 19:12:31 temperature: 1.0 ada_p: No Discriminator_loss: 2.89853 Generator_loss: 2.00208 
[INFO] 2020-12-06 09:08:12 > Step:   76000 Progress: 76.0% Elapsed: 1 day, 19:14:39 temperature: 1.0 ada_p: No Discriminator_loss: 3.01737 Generator_loss: 2.01632 
[INFO] 2020-12-06 09:08:12 > Start Evaluation (76000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 09:08:12 > Calculating FID Score....
[INFO] 2020-12-06 09:08:45 > Calculating Inception Score....
[INFO] 2020-12-06 09:09:03 > Calculate F_beta Score....
[INFO] 2020-12-06 09:10:04 > Calculate Accuracies....
[INFO] 2020-12-06 09:10:11 > Calculate Accuracies....
[INFO] 2020-12-06 09:10:13 > F_8 score (Step: 76000, Using test images): 0.9901884606072459
[INFO] 2020-12-06 09:10:13 > F_1/8 score (Step: 76000, Using test images): 0.9951330291411683
[INFO] 2020-12-06 09:10:13 > FID score (Step: 76000, Using test moments): 8.042897496563455
[INFO] 2020-12-06 09:10:13 > Inception score (Step: 76000, 10000 generated images): 9.949416160583496
[INFO] 2020-12-06 09:10:13 > Best FID score (Step: 72000, Using test moments): 8.040703580314357
[INFO] 2020-12-06 09:10:14 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 09:12:21 > Step:   76100 Progress: 76.1% Elapsed: 1 day, 19:18:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.90162 Generator_loss: 1.89512 
[INFO] 2020-12-06 09:14:28 > Step:   76200 Progress: 76.2% Elapsed: 1 day, 19:20:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.02728 Generator_loss: 1.87508 
[INFO] 2020-12-06 09:16:35 > Step:   76300 Progress: 76.3% Elapsed: 1 day, 19:23:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.01194 Generator_loss: 1.90893 
[INFO] 2020-12-06 09:18:44 > Step:   76400 Progress: 76.4% Elapsed: 1 day, 19:25:11 temperature: 1.0 ada_p: No Discriminator_loss: 3.11194 Generator_loss: 1.77088 
[INFO] 2020-12-06 09:20:51 > Step:   76500 Progress: 76.5% Elapsed: 1 day, 19:27:18 temperature: 1.0 ada_p: No Discriminator_loss: 3.17322 Generator_loss: 2.01768 
[INFO] 2020-12-06 09:22:58 > Step:   76600 Progress: 76.6% Elapsed: 1 day, 19:29:25 temperature: 1.0 ada_p: No Discriminator_loss: 3.12127 Generator_loss: 1.98102 
[INFO] 2020-12-06 09:25:06 > Step:   76700 Progress: 76.7% Elapsed: 1 day, 19:31:33 temperature: 1.0 ada_p: No Discriminator_loss: 3.00223 Generator_loss: 1.93995 
[INFO] 2020-12-06 09:27:14 > Step:   76800 Progress: 76.8% Elapsed: 1 day, 19:33:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.94757 Generator_loss: 2.04164 
[INFO] 2020-12-06 09:29:20 > Step:   76900 Progress: 76.9% Elapsed: 1 day, 19:35:47 temperature: 1.0 ada_p: No Discriminator_loss: 2.99453 Generator_loss: 2.04493 
[INFO] 2020-12-06 09:31:27 > Step:   77000 Progress: 77.0% Elapsed: 1 day, 19:37:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.99357 Generator_loss: 1.76199 
[INFO] 2020-12-06 09:33:25 > Step:   77100 Progress: 77.1% Elapsed: 1 day, 19:39:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.13116 Generator_loss: 2.07362 
[INFO] 2020-12-06 09:35:25 > Step:   77200 Progress: 77.2% Elapsed: 1 day, 19:41:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.17307 Generator_loss: 2.03583 
[INFO] 2020-12-06 09:37:30 > Step:   77300 Progress: 77.3% Elapsed: 1 day, 19:43:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.01632 Generator_loss: 2.04917 
[INFO] 2020-12-06 09:39:35 > Step:   77400 Progress: 77.4% Elapsed: 1 day, 19:46:03 temperature: 1.0 ada_p: No Discriminator_loss: 3.03791 Generator_loss: 1.96406 
[INFO] 2020-12-06 09:41:41 > Step:   77500 Progress: 77.5% Elapsed: 1 day, 19:48:09 temperature: 1.0 ada_p: No Discriminator_loss: 3.05712 Generator_loss: 1.97789 
[INFO] 2020-12-06 09:43:47 > Step:   77600 Progress: 77.6% Elapsed: 1 day, 19:50:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.95984 Generator_loss: 1.81941 
[INFO] 2020-12-06 09:45:54 > Step:   77700 Progress: 77.7% Elapsed: 1 day, 19:52:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.08888 Generator_loss: 1.72872 
[INFO] 2020-12-06 09:48:01 > Step:   77800 Progress: 77.8% Elapsed: 1 day, 19:54:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.00245 Generator_loss: 2.08845 
[INFO] 2020-12-06 09:50:08 > Step:   77900 Progress: 77.9% Elapsed: 1 day, 19:56:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.87368 Generator_loss: 2.08245 
[INFO] 2020-12-06 09:52:15 > Step:   78000 Progress: 78.0% Elapsed: 1 day, 19:58:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.17168 Generator_loss: 2.07195 
[INFO] 2020-12-06 09:52:15 > Start Evaluation (78000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 09:52:15 > Calculating FID Score....
[INFO] 2020-12-06 09:52:49 > Calculating Inception Score....
[INFO] 2020-12-06 09:53:07 > Calculate F_beta Score....
[INFO] 2020-12-06 09:54:07 > Calculate Accuracies....
[INFO] 2020-12-06 09:54:15 > Calculate Accuracies....
[INFO] 2020-12-06 09:54:17 > F_8 score (Step: 78000, Using test images): 0.9921286136435864
[INFO] 2020-12-06 09:54:17 > F_1/8 score (Step: 78000, Using test images): 0.9945624327656519
[INFO] 2020-12-06 09:54:17 > FID score (Step: 78000, Using test moments): 7.980948633973867
[INFO] 2020-12-06 09:54:17 > Inception score (Step: 78000, 10000 generated images): 9.912310600280762
[INFO] 2020-12-06 09:54:17 > Best FID score (Step: 78000, Using test moments): 7.980948633973867
[INFO] 2020-12-06 09:54:18 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 09:56:26 > Step:   78100 Progress: 78.1% Elapsed: 1 day, 20:02:53 temperature: 1.0 ada_p: No Discriminator_loss: 3.09288 Generator_loss: 2.07731 
[INFO] 2020-12-06 09:58:34 > Step:   78200 Progress: 78.2% Elapsed: 1 day, 20:05:01 temperature: 1.0 ada_p: No Discriminator_loss: 2.89899 Generator_loss: 1.99604 
[INFO] 2020-12-06 10:00:40 > Step:   78300 Progress: 78.3% Elapsed: 1 day, 20:07:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.02408 Generator_loss: 2.09838 
[INFO] 2020-12-06 10:02:47 > Step:   78400 Progress: 78.4% Elapsed: 1 day, 20:09:14 temperature: 1.0 ada_p: No Discriminator_loss: 3.07987 Generator_loss: 1.89972 
[INFO] 2020-12-06 10:04:54 > Step:   78500 Progress: 78.5% Elapsed: 1 day, 20:11:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.93568 Generator_loss: 1.9413 
[INFO] 2020-12-06 10:07:02 > Step:   78600 Progress: 78.6% Elapsed: 1 day, 20:13:29 temperature: 1.0 ada_p: No Discriminator_loss: 3.01111 Generator_loss: 1.93282 
[INFO] 2020-12-06 10:09:09 > Step:   78700 Progress: 78.7% Elapsed: 1 day, 20:15:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.03731 Generator_loss: 1.94713 
[INFO] 2020-12-06 10:11:15 > Step:   78800 Progress: 78.8% Elapsed: 1 day, 20:17:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.05853 Generator_loss: 2.07057 
[INFO] 2020-12-06 10:13:20 > Step:   78900 Progress: 78.9% Elapsed: 1 day, 20:19:47 temperature: 1.0 ada_p: No Discriminator_loss: 3.05911 Generator_loss: 1.89494 
[INFO] 2020-12-06 10:15:15 > Step:   79000 Progress: 79.0% Elapsed: 1 day, 20:21:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.99531 Generator_loss: 1.8385 
[INFO] 2020-12-06 10:17:18 > Step:   79100 Progress: 79.1% Elapsed: 1 day, 20:23:45 temperature: 1.0 ada_p: No Discriminator_loss: 2.94604 Generator_loss: 2.12493 
[INFO] 2020-12-06 10:19:24 > Step:   79200 Progress: 79.2% Elapsed: 1 day, 20:25:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.96958 Generator_loss: 2.05631 
[INFO] 2020-12-06 10:21:29 > Step:   79300 Progress: 79.3% Elapsed: 1 day, 20:27:56 temperature: 1.0 ada_p: No Discriminator_loss: 3.05987 Generator_loss: 2.03001 
[INFO] 2020-12-06 10:23:33 > Step:   79400 Progress: 79.4% Elapsed: 1 day, 20:30:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.99841 Generator_loss: 1.84362 
[INFO] 2020-12-06 10:25:39 > Step:   79500 Progress: 79.5% Elapsed: 1 day, 20:32:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.04324 Generator_loss: 1.76826 
[INFO] 2020-12-06 10:27:46 > Step:   79600 Progress: 79.6% Elapsed: 1 day, 20:34:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.09403 Generator_loss: 1.98066 
[INFO] 2020-12-06 10:29:53 > Step:   79700 Progress: 79.7% Elapsed: 1 day, 20:36:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.05333 Generator_loss: 2.02582 
[INFO] 2020-12-06 10:32:00 > Step:   79800 Progress: 79.8% Elapsed: 1 day, 20:38:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.01547 Generator_loss: 1.57282 
[INFO] 2020-12-06 10:34:08 > Step:   79900 Progress: 79.9% Elapsed: 1 day, 20:40:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.98096 Generator_loss: 1.781 
[INFO] 2020-12-06 10:36:16 > Step:   80000 Progress: 80.0% Elapsed: 1 day, 20:42:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.01884 Generator_loss: 1.86067 
[INFO] 2020-12-06 10:36:16 > Start Evaluation (80000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 10:36:16 > Calculating FID Score....
[INFO] 2020-12-06 10:36:50 > Calculating Inception Score....
[INFO] 2020-12-06 10:37:08 > Calculate F_beta Score....
[INFO] 2020-12-06 10:38:09 > Calculate Accuracies....
[INFO] 2020-12-06 10:38:17 > Calculate Accuracies....
[INFO] 2020-12-06 10:38:18 > F_8 score (Step: 80000, Using test images): 0.992638641331898
[INFO] 2020-12-06 10:38:18 > F_1/8 score (Step: 80000, Using test images): 0.9958162794776328
[INFO] 2020-12-06 10:38:18 > FID score (Step: 80000, Using test moments): 7.854734383260734
[INFO] 2020-12-06 10:38:18 > Inception score (Step: 80000, 10000 generated images): 9.858601570129395
[INFO] 2020-12-06 10:38:18 > Best FID score (Step: 80000, Using test moments): 7.854734383260734
[INFO] 2020-12-06 10:38:20 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 10:40:26 > Step:   80100 Progress: 80.1% Elapsed: 1 day, 20:46:53 temperature: 1.0 ada_p: No Discriminator_loss: 3.03837 Generator_loss: 1.86998 
[INFO] 2020-12-06 10:42:33 > Step:   80200 Progress: 80.2% Elapsed: 1 day, 20:49:00 temperature: 1.0 ada_p: No Discriminator_loss: 3.05953 Generator_loss: 1.77263 
[INFO] 2020-12-06 10:44:41 > Step:   80300 Progress: 80.3% Elapsed: 1 day, 20:51:08 temperature: 1.0 ada_p: No Discriminator_loss: 3.03157 Generator_loss: 1.96388 
[INFO] 2020-12-06 10:46:48 > Step:   80400 Progress: 80.4% Elapsed: 1 day, 20:53:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.00412 Generator_loss: 1.89332 
[INFO] 2020-12-06 10:48:56 > Step:   80500 Progress: 80.5% Elapsed: 1 day, 20:55:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.89115 Generator_loss: 2.017 
[INFO] 2020-12-06 10:51:03 > Step:   80600 Progress: 80.6% Elapsed: 1 day, 20:57:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.91574 Generator_loss: 1.92246 
[INFO] 2020-12-06 10:53:10 > Step:   80700 Progress: 80.7% Elapsed: 1 day, 20:59:37 temperature: 1.0 ada_p: No Discriminator_loss: 2.9136 Generator_loss: 1.61869 
[INFO] 2020-12-06 10:55:11 > Step:   80800 Progress: 80.8% Elapsed: 1 day, 21:01:38 temperature: 1.0 ada_p: No Discriminator_loss: 3.00537 Generator_loss: 1.82111 
[INFO] 2020-12-06 10:57:03 > Step:   80900 Progress: 80.9% Elapsed: 1 day, 21:03:30 temperature: 1.0 ada_p: No Discriminator_loss: 2.97014 Generator_loss: 1.83352 
[INFO] 2020-12-06 10:58:55 > Step:   81000 Progress: 81.0% Elapsed: 1 day, 21:05:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.92452 Generator_loss: 1.95479 
[INFO] 2020-12-06 11:00:43 > Step:   81100 Progress: 81.1% Elapsed: 1 day, 21:07:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.04159 Generator_loss: 1.87255 
[INFO] 2020-12-06 11:02:31 > Step:   81200 Progress: 81.2% Elapsed: 1 day, 21:08:58 temperature: 1.0 ada_p: No Discriminator_loss: 3.15394 Generator_loss: 2.12663 
[INFO] 2020-12-06 11:04:21 > Step:   81300 Progress: 81.3% Elapsed: 1 day, 21:10:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.03281 Generator_loss: 2.15983 
[INFO] 2020-12-06 11:06:10 > Step:   81400 Progress: 81.4% Elapsed: 1 day, 21:12:38 temperature: 1.0 ada_p: No Discriminator_loss: 3.04563 Generator_loss: 1.99731 
[INFO] 2020-12-06 11:07:59 > Step:   81500 Progress: 81.5% Elapsed: 1 day, 21:14:26 temperature: 1.0 ada_p: No Discriminator_loss: 2.94727 Generator_loss: 1.89024 
[INFO] 2020-12-06 11:09:49 > Step:   81600 Progress: 81.6% Elapsed: 1 day, 21:16:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.92921 Generator_loss: 2.01624 
[INFO] 2020-12-06 11:11:39 > Step:   81700 Progress: 81.7% Elapsed: 1 day, 21:18:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.06955 Generator_loss: 1.95854 
[INFO] 2020-12-06 11:13:28 > Step:   81800 Progress: 81.8% Elapsed: 1 day, 21:19:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.13042 Generator_loss: 2.11594 
[INFO] 2020-12-06 11:15:17 > Step:   81900 Progress: 81.9% Elapsed: 1 day, 21:21:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.90537 Generator_loss: 1.91583 
[INFO] 2020-12-06 11:17:06 > Step:   82000 Progress: 82.0% Elapsed: 1 day, 21:23:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.96692 Generator_loss: 1.89553 
[INFO] 2020-12-06 11:17:06 > Start Evaluation (82000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 11:17:06 > Calculating FID Score....
[INFO] 2020-12-06 11:17:36 > Calculating Inception Score....
[INFO] 2020-12-06 11:17:54 > Calculate F_beta Score....
[INFO] 2020-12-06 11:18:50 > Calculate Accuracies....
[INFO] 2020-12-06 11:18:57 > Calculate Accuracies....
[INFO] 2020-12-06 11:18:59 > F_8 score (Step: 82000, Using test images): 0.9929677823879197
[INFO] 2020-12-06 11:18:59 > F_1/8 score (Step: 82000, Using test images): 0.9952025255976862
[INFO] 2020-12-06 11:18:59 > FID score (Step: 82000, Using test moments): 7.767635544680729
[INFO] 2020-12-06 11:18:59 > Inception score (Step: 82000, 10000 generated images): 10.085810661315918
[INFO] 2020-12-06 11:18:59 > Best FID score (Step: 82000, Using test moments): 7.767635544680729
[INFO] 2020-12-06 11:19:00 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 11:20:49 > Step:   82100 Progress: 82.1% Elapsed: 1 day, 21:27:17 temperature: 1.0 ada_p: No Discriminator_loss: 2.9402 Generator_loss: 2.13506 
[INFO] 2020-12-06 11:22:39 > Step:   82200 Progress: 82.2% Elapsed: 1 day, 21:29:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.00601 Generator_loss: 1.9555 
[INFO] 2020-12-06 11:24:29 > Step:   82300 Progress: 82.3% Elapsed: 1 day, 21:30:56 temperature: 1.0 ada_p: No Discriminator_loss: 3.03903 Generator_loss: 1.91371 
[INFO] 2020-12-06 11:26:18 > Step:   82400 Progress: 82.4% Elapsed: 1 day, 21:32:45 temperature: 1.0 ada_p: No Discriminator_loss: 3.0423 Generator_loss: 1.85495 
[INFO] 2020-12-06 11:28:08 > Step:   82500 Progress: 82.5% Elapsed: 1 day, 21:34:35 temperature: 1.0 ada_p: No Discriminator_loss: 3.11597 Generator_loss: 1.82034 
[INFO] 2020-12-06 11:29:57 > Step:   82600 Progress: 82.6% Elapsed: 1 day, 21:36:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.05209 Generator_loss: 1.92496 
[INFO] 2020-12-06 11:31:47 > Step:   82700 Progress: 82.7% Elapsed: 1 day, 21:38:15 temperature: 1.0 ada_p: No Discriminator_loss: 3.02786 Generator_loss: 1.97464 
[INFO] 2020-12-06 11:33:37 > Step:   82800 Progress: 82.8% Elapsed: 1 day, 21:40:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.18803 Generator_loss: 2.04003 
[INFO] 2020-12-06 11:35:27 > Step:   82900 Progress: 82.9% Elapsed: 1 day, 21:41:54 temperature: 1.0 ada_p: No Discriminator_loss: 3.16965 Generator_loss: 1.8584 
[INFO] 2020-12-06 11:37:16 > Step:   83000 Progress: 83.0% Elapsed: 1 day, 21:43:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.07631 Generator_loss: 1.96281 
[INFO] 2020-12-06 11:39:06 > Step:   83100 Progress: 83.1% Elapsed: 1 day, 21:45:34 temperature: 1.0 ada_p: No Discriminator_loss: 3.02162 Generator_loss: 1.83402 
[INFO] 2020-12-06 11:40:57 > Step:   83200 Progress: 83.2% Elapsed: 1 day, 21:47:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.03561 Generator_loss: 1.95176 
[INFO] 2020-12-06 11:42:47 > Step:   83300 Progress: 83.3% Elapsed: 1 day, 21:49:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.9585 Generator_loss: 1.96849 
[INFO] 2020-12-06 11:44:37 > Step:   83400 Progress: 83.4% Elapsed: 1 day, 21:51:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.0499 Generator_loss: 2.0433 
[INFO] 2020-12-06 11:46:27 > Step:   83500 Progress: 83.5% Elapsed: 1 day, 21:52:54 temperature: 1.0 ada_p: No Discriminator_loss: 3.12834 Generator_loss: 1.44789 
[INFO] 2020-12-06 11:48:16 > Step:   83600 Progress: 83.6% Elapsed: 1 day, 21:54:44 temperature: 1.0 ada_p: No Discriminator_loss: 2.98093 Generator_loss: 2.02632 
[INFO] 2020-12-06 11:50:06 > Step:   83700 Progress: 83.7% Elapsed: 1 day, 21:56:33 temperature: 1.0 ada_p: No Discriminator_loss: 3.00701 Generator_loss: 2.03408 
[INFO] 2020-12-06 11:51:56 > Step:   83800 Progress: 83.8% Elapsed: 1 day, 21:58:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.86444 Generator_loss: 2.11291 
[INFO] 2020-12-06 11:53:46 > Step:   83900 Progress: 83.9% Elapsed: 1 day, 22:00:13 temperature: 1.0 ada_p: No Discriminator_loss: 2.99075 Generator_loss: 1.91149 
[INFO] 2020-12-06 11:55:35 > Step:   84000 Progress: 84.0% Elapsed: 1 day, 22:02:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.076 Generator_loss: 1.94961 
[INFO] 2020-12-06 11:55:35 > Start Evaluation (84000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 11:55:35 > Calculating FID Score....
[INFO] 2020-12-06 11:56:05 > Calculating Inception Score....
[INFO] 2020-12-06 11:56:22 > Calculate F_beta Score....
[INFO] 2020-12-06 11:57:17 > Calculate Accuracies....
[INFO] 2020-12-06 11:57:25 > Calculate Accuracies....
[INFO] 2020-12-06 11:57:26 > F_8 score (Step: 84000, Using test images): 0.9902022596660941
[INFO] 2020-12-06 11:57:26 > F_1/8 score (Step: 84000, Using test images): 0.9948365928080978
[INFO] 2020-12-06 11:57:26 > FID score (Step: 84000, Using test moments): 7.838363949369864
[INFO] 2020-12-06 11:57:26 > Inception score (Step: 84000, 10000 generated images): 10.17866325378418
[INFO] 2020-12-06 11:57:26 > Best FID score (Step: 82000, Using test moments): 7.767635544680729
[INFO] 2020-12-06 11:57:27 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 11:59:16 > Step:   84100 Progress: 84.1% Elapsed: 1 day, 22:05:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.0652 Generator_loss: 1.73031 
[INFO] 2020-12-06 12:01:06 > Step:   84200 Progress: 84.2% Elapsed: 1 day, 22:07:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.99574 Generator_loss: 2.18685 
[INFO] 2020-12-06 12:02:55 > Step:   84300 Progress: 84.3% Elapsed: 1 day, 22:09:23 temperature: 1.0 ada_p: No Discriminator_loss: 3.03241 Generator_loss: 2.0746 
[INFO] 2020-12-06 12:04:45 > Step:   84400 Progress: 84.4% Elapsed: 1 day, 22:11:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.99276 Generator_loss: 1.95165 
[INFO] 2020-12-06 12:06:35 > Step:   84500 Progress: 84.5% Elapsed: 1 day, 22:13:02 temperature: 1.0 ada_p: No Discriminator_loss: 2.85331 Generator_loss: 1.80414 
[INFO] 2020-12-06 12:08:24 > Step:   84600 Progress: 84.6% Elapsed: 1 day, 22:14:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.11933 Generator_loss: 1.99612 
[INFO] 2020-12-06 12:10:13 > Step:   84700 Progress: 84.7% Elapsed: 1 day, 22:16:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.96058 Generator_loss: 2.00261 
[INFO] 2020-12-06 12:12:02 > Step:   84800 Progress: 84.8% Elapsed: 1 day, 22:18:29 temperature: 1.0 ada_p: No Discriminator_loss: 3.06626 Generator_loss: 1.96341 
[INFO] 2020-12-06 12:13:52 > Step:   84900 Progress: 84.9% Elapsed: 1 day, 22:20:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.08455 Generator_loss: 2.0766 
[INFO] 2020-12-06 12:15:43 > Step:   85000 Progress: 85.0% Elapsed: 1 day, 22:22:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.99378 Generator_loss: 2.12501 
[INFO] 2020-12-06 12:17:32 > Step:   85100 Progress: 85.1% Elapsed: 1 day, 22:23:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.8912 Generator_loss: 1.94255 
[INFO] 2020-12-06 12:19:22 > Step:   85200 Progress: 85.2% Elapsed: 1 day, 22:25:49 temperature: 1.0 ada_p: No Discriminator_loss: 2.96775 Generator_loss: 1.84604 
[INFO] 2020-12-06 12:21:12 > Step:   85300 Progress: 85.3% Elapsed: 1 day, 22:27:39 temperature: 1.0 ada_p: No Discriminator_loss: 3.11379 Generator_loss: 1.86953 
[INFO] 2020-12-06 12:23:02 > Step:   85400 Progress: 85.4% Elapsed: 1 day, 22:29:29 temperature: 1.0 ada_p: No Discriminator_loss: 3.09021 Generator_loss: 1.99008 
[INFO] 2020-12-06 12:24:52 > Step:   85500 Progress: 85.5% Elapsed: 1 day, 22:31:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.05074 Generator_loss: 1.93852 
[INFO] 2020-12-06 12:26:43 > Step:   85600 Progress: 85.6% Elapsed: 1 day, 22:33:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.96373 Generator_loss: 2.12043 
[INFO] 2020-12-06 12:28:31 > Step:   85700 Progress: 85.7% Elapsed: 1 day, 22:34:59 temperature: 1.0 ada_p: No Discriminator_loss: 2.95299 Generator_loss: 1.8872 
[INFO] 2020-12-06 12:30:20 > Step:   85800 Progress: 85.8% Elapsed: 1 day, 22:36:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.0251 Generator_loss: 1.9909 
[INFO] 2020-12-06 12:32:09 > Step:   85900 Progress: 85.9% Elapsed: 1 day, 22:38:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.05361 Generator_loss: 1.804 
[INFO] 2020-12-06 12:33:58 > Step:   86000 Progress: 86.0% Elapsed: 1 day, 22:40:25 temperature: 1.0 ada_p: No Discriminator_loss: 3.04276 Generator_loss: 1.91412 
[INFO] 2020-12-06 12:33:58 > Start Evaluation (86000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 12:33:58 > Calculating FID Score....
[INFO] 2020-12-06 12:34:27 > Calculating Inception Score....
[INFO] 2020-12-06 12:34:45 > Calculate F_beta Score....
[INFO] 2020-12-06 12:35:40 > Calculate Accuracies....
[INFO] 2020-12-06 12:35:47 > Calculate Accuracies....
[INFO] 2020-12-06 12:35:48 > F_8 score (Step: 86000, Using test images): 0.9940762068544491
[INFO] 2020-12-06 12:35:48 > F_1/8 score (Step: 86000, Using test images): 0.9949316099313237
[INFO] 2020-12-06 12:35:48 > FID score (Step: 86000, Using test moments): 7.788317017212989
[INFO] 2020-12-06 12:35:48 > Inception score (Step: 86000, 10000 generated images): 10.056138038635254
[INFO] 2020-12-06 12:35:48 > Best FID score (Step: 82000, Using test moments): 7.767635544680729
[INFO] 2020-12-06 12:35:49 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 12:37:39 > Step:   86100 Progress: 86.1% Elapsed: 1 day, 22:44:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.03302 Generator_loss: 2.13437 
[INFO] 2020-12-06 12:39:28 > Step:   86200 Progress: 86.2% Elapsed: 1 day, 22:45:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.00477 Generator_loss: 2.06004 
[INFO] 2020-12-06 12:41:17 > Step:   86300 Progress: 86.3% Elapsed: 1 day, 22:47:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.05511 Generator_loss: 1.9795 
[INFO] 2020-12-06 12:43:06 > Step:   86400 Progress: 86.4% Elapsed: 1 day, 22:49:33 temperature: 1.0 ada_p: No Discriminator_loss: 3.02481 Generator_loss: 1.96243 
[INFO] 2020-12-06 12:44:55 > Step:   86500 Progress: 86.5% Elapsed: 1 day, 22:51:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.01163 Generator_loss: 1.91871 
[INFO] 2020-12-06 12:46:45 > Step:   86600 Progress: 86.6% Elapsed: 1 day, 22:53:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.13629 Generator_loss: 2.01658 
[INFO] 2020-12-06 12:48:34 > Step:   86700 Progress: 86.7% Elapsed: 1 day, 22:55:01 temperature: 1.0 ada_p: No Discriminator_loss: 3.00938 Generator_loss: 2.06427 
[INFO] 2020-12-06 12:50:23 > Step:   86800 Progress: 86.8% Elapsed: 1 day, 22:56:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.9779 Generator_loss: 1.89363 
[INFO] 2020-12-06 12:52:13 > Step:   86900 Progress: 86.9% Elapsed: 1 day, 22:58:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.04376 Generator_loss: 2.14111 
[INFO] 2020-12-06 12:54:01 > Step:   87000 Progress: 87.0% Elapsed: 1 day, 23:00:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.01955 Generator_loss: 1.92273 
[INFO] 2020-12-06 12:55:51 > Step:   87100 Progress: 87.1% Elapsed: 1 day, 23:02:19 temperature: 1.0 ada_p: No Discriminator_loss: 3.0296 Generator_loss: 2.08832 
[INFO] 2020-12-06 12:57:41 > Step:   87200 Progress: 87.2% Elapsed: 1 day, 23:04:08 temperature: 1.0 ada_p: No Discriminator_loss: 3.09074 Generator_loss: 1.94901 
[INFO] 2020-12-06 12:59:30 > Step:   87300 Progress: 87.3% Elapsed: 1 day, 23:05:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.06157 Generator_loss: 2.00181 
[INFO] 2020-12-06 13:01:20 > Step:   87400 Progress: 87.4% Elapsed: 1 day, 23:07:47 temperature: 1.0 ada_p: No Discriminator_loss: 3.01585 Generator_loss: 2.12564 
[INFO] 2020-12-06 13:03:10 > Step:   87500 Progress: 87.5% Elapsed: 1 day, 23:09:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.03564 Generator_loss: 2.01057 
[INFO] 2020-12-06 13:04:59 > Step:   87600 Progress: 87.6% Elapsed: 1 day, 23:11:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.14219 Generator_loss: 1.77359 
[INFO] 2020-12-06 13:06:49 > Step:   87700 Progress: 87.7% Elapsed: 1 day, 23:13:16 temperature: 1.0 ada_p: No Discriminator_loss: 2.89486 Generator_loss: 1.64725 
[INFO] 2020-12-06 13:08:38 > Step:   87800 Progress: 87.8% Elapsed: 1 day, 23:15:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.17831 Generator_loss: 1.9995 
[INFO] 2020-12-06 13:10:28 > Step:   87900 Progress: 87.9% Elapsed: 1 day, 23:16:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.06407 Generator_loss: 2.03783 
[INFO] 2020-12-06 13:12:18 > Step:   88000 Progress: 88.0% Elapsed: 1 day, 23:18:45 temperature: 1.0 ada_p: No Discriminator_loss: 3.03572 Generator_loss: 1.74775 
[INFO] 2020-12-06 13:12:18 > Start Evaluation (88000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 13:12:18 > Calculating FID Score....
[INFO] 2020-12-06 13:12:47 > Calculating Inception Score....
[INFO] 2020-12-06 13:13:05 > Calculate F_beta Score....
[INFO] 2020-12-06 13:14:00 > Calculate Accuracies....
[INFO] 2020-12-06 13:14:07 > Calculate Accuracies....
[INFO] 2020-12-06 13:14:08 > F_8 score (Step: 88000, Using test images): 0.9925807864685727
[INFO] 2020-12-06 13:14:08 > F_1/8 score (Step: 88000, Using test images): 0.9951770795969705
[INFO] 2020-12-06 13:14:08 > FID score (Step: 88000, Using test moments): 7.640868516013143
[INFO] 2020-12-06 13:14:08 > Inception score (Step: 88000, 10000 generated images): 10.117105484008789
[INFO] 2020-12-06 13:14:08 > Best FID score (Step: 88000, Using test moments): 7.640868516013143
[INFO] 2020-12-06 13:14:10 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 13:16:00 > Step:   88100 Progress: 88.1% Elapsed: 1 day, 23:22:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.05628 Generator_loss: 2.23841 
[INFO] 2020-12-06 13:17:49 > Step:   88200 Progress: 88.2% Elapsed: 1 day, 23:24:17 temperature: 1.0 ada_p: No Discriminator_loss: 3.1365 Generator_loss: 2.20695 
[INFO] 2020-12-06 13:19:40 > Step:   88300 Progress: 88.3% Elapsed: 1 day, 23:26:07 temperature: 1.0 ada_p: No Discriminator_loss: 2.98167 Generator_loss: 2.05358 
[INFO] 2020-12-06 13:21:30 > Step:   88400 Progress: 88.4% Elapsed: 1 day, 23:27:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.02215 Generator_loss: 1.97093 
[INFO] 2020-12-06 13:23:19 > Step:   88500 Progress: 88.5% Elapsed: 1 day, 23:29:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.0062 Generator_loss: 1.99524 
[INFO] 2020-12-06 13:25:09 > Step:   88600 Progress: 88.6% Elapsed: 1 day, 23:31:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.04144 Generator_loss: 1.85444 
[INFO] 2020-12-06 13:26:58 > Step:   88700 Progress: 88.7% Elapsed: 1 day, 23:33:25 temperature: 1.0 ada_p: No Discriminator_loss: 3.0027 Generator_loss: 1.85206 
[INFO] 2020-12-06 13:28:48 > Step:   88800 Progress: 88.8% Elapsed: 1 day, 23:35:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.91241 Generator_loss: 1.91241 
[INFO] 2020-12-06 13:30:37 > Step:   88900 Progress: 88.9% Elapsed: 1 day, 23:37:04 temperature: 1.0 ada_p: No Discriminator_loss: 3.15918 Generator_loss: 1.91388 
[INFO] 2020-12-06 13:32:27 > Step:   89000 Progress: 89.0% Elapsed: 1 day, 23:38:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.94595 Generator_loss: 1.81138 
[INFO] 2020-12-06 13:34:17 > Step:   89100 Progress: 89.1% Elapsed: 1 day, 23:40:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.05956 Generator_loss: 2.046 
[INFO] 2020-12-06 13:36:06 > Step:   89200 Progress: 89.2% Elapsed: 1 day, 23:42:34 temperature: 1.0 ada_p: No Discriminator_loss: 2.99485 Generator_loss: 1.83266 
[INFO] 2020-12-06 13:37:56 > Step:   89300 Progress: 89.3% Elapsed: 1 day, 23:44:23 temperature: 1.0 ada_p: No Discriminator_loss: 2.98191 Generator_loss: 1.97968 
[INFO] 2020-12-06 13:39:46 > Step:   89400 Progress: 89.4% Elapsed: 1 day, 23:46:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.01029 Generator_loss: 2.04075 
[INFO] 2020-12-06 13:41:35 > Step:   89500 Progress: 89.5% Elapsed: 1 day, 23:48:03 temperature: 1.0 ada_p: No Discriminator_loss: 3.08915 Generator_loss: 2.07583 
[INFO] 2020-12-06 13:43:26 > Step:   89600 Progress: 89.6% Elapsed: 1 day, 23:49:53 temperature: 1.0 ada_p: No Discriminator_loss: 3.08466 Generator_loss: 2.09858 
[INFO] 2020-12-06 13:45:16 > Step:   89700 Progress: 89.7% Elapsed: 1 day, 23:51:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.99195 Generator_loss: 1.98378 
[INFO] 2020-12-06 13:47:05 > Step:   89800 Progress: 89.8% Elapsed: 1 day, 23:53:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.97845 Generator_loss: 1.91907 
[INFO] 2020-12-06 13:48:55 > Step:   89900 Progress: 89.9% Elapsed: 1 day, 23:55:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.98516 Generator_loss: 1.8447 
[INFO] 2020-12-06 13:50:44 > Step:   90000 Progress: 90.0% Elapsed: 1 day, 23:57:12 temperature: 1.0 ada_p: No Discriminator_loss: 2.99477 Generator_loss: 2.05221 
[INFO] 2020-12-06 13:50:44 > Start Evaluation (90000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 13:50:44 > Calculating FID Score....
[INFO] 2020-12-06 13:51:14 > Calculating Inception Score....
[INFO] 2020-12-06 13:51:32 > Calculate F_beta Score....
[INFO] 2020-12-06 13:52:27 > Calculate Accuracies....
[INFO] 2020-12-06 13:52:34 > Calculate Accuracies....
[INFO] 2020-12-06 13:52:36 > F_8 score (Step: 90000, Using test images): 0.9939446021283105
[INFO] 2020-12-06 13:52:36 > F_1/8 score (Step: 90000, Using test images): 0.9950466092511836
[INFO] 2020-12-06 13:52:36 > FID score (Step: 90000, Using test moments): 7.734376678737817
[INFO] 2020-12-06 13:52:36 > Inception score (Step: 90000, 10000 generated images): 10.077280044555664
[INFO] 2020-12-06 13:52:36 > Best FID score (Step: 88000, Using test moments): 7.640868516013143
[INFO] 2020-12-06 13:52:36 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 13:54:26 > Step:   90100 Progress: 90.1% Elapsed: 2 days, 0:00:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.85121 Generator_loss: 1.9218 
[INFO] 2020-12-06 13:56:16 > Step:   90200 Progress: 90.2% Elapsed: 2 days, 0:02:43 temperature: 1.0 ada_p: No Discriminator_loss: 3.07502 Generator_loss: 2.02502 
[INFO] 2020-12-06 13:58:05 > Step:   90300 Progress: 90.3% Elapsed: 2 days, 0:04:33 temperature: 1.0 ada_p: No Discriminator_loss: 3.13099 Generator_loss: 1.87865 
[INFO] 2020-12-06 13:59:55 > Step:   90400 Progress: 90.4% Elapsed: 2 days, 0:06:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.0542 Generator_loss: 2.15338 
[INFO] 2020-12-06 14:01:45 > Step:   90500 Progress: 90.5% Elapsed: 2 days, 0:08:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.00775 Generator_loss: 2.09384 
[INFO] 2020-12-06 14:03:34 > Step:   90600 Progress: 90.6% Elapsed: 2 days, 0:10:01 temperature: 1.0 ada_p: No Discriminator_loss: 3.05988 Generator_loss: 2.17887 
[INFO] 2020-12-06 14:05:24 > Step:   90700 Progress: 90.7% Elapsed: 2 days, 0:11:51 temperature: 1.0 ada_p: No Discriminator_loss: 2.96918 Generator_loss: 1.95107 
[INFO] 2020-12-06 14:07:14 > Step:   90800 Progress: 90.8% Elapsed: 2 days, 0:13:41 temperature: 1.0 ada_p: No Discriminator_loss: 3.06198 Generator_loss: 1.73241 
[INFO] 2020-12-06 14:09:03 > Step:   90900 Progress: 90.9% Elapsed: 2 days, 0:15:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.07644 Generator_loss: 1.92685 
[INFO] 2020-12-06 14:10:53 > Step:   91000 Progress: 91.0% Elapsed: 2 days, 0:17:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.0497 Generator_loss: 2.0645 
[INFO] 2020-12-06 14:12:43 > Step:   91100 Progress: 91.1% Elapsed: 2 days, 0:19:10 temperature: 1.0 ada_p: No Discriminator_loss: 3.10369 Generator_loss: 2.02851 
[INFO] 2020-12-06 14:14:30 > Step:   91200 Progress: 91.2% Elapsed: 2 days, 0:20:58 temperature: 1.0 ada_p: No Discriminator_loss: 3.06329 Generator_loss: 1.94023 
[INFO] 2020-12-06 14:16:19 > Step:   91300 Progress: 91.3% Elapsed: 2 days, 0:22:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.01949 Generator_loss: 1.97581 
[INFO] 2020-12-06 14:18:08 > Step:   91400 Progress: 91.4% Elapsed: 2 days, 0:24:35 temperature: 1.0 ada_p: No Discriminator_loss: 3.08183 Generator_loss: 2.05253 
[INFO] 2020-12-06 14:19:57 > Step:   91500 Progress: 91.5% Elapsed: 2 days, 0:26:24 temperature: 1.0 ada_p: No Discriminator_loss: 2.91887 Generator_loss: 1.95042 
[INFO] 2020-12-06 14:21:47 > Step:   91600 Progress: 91.6% Elapsed: 2 days, 0:28:14 temperature: 1.0 ada_p: No Discriminator_loss: 3.05533 Generator_loss: 2.03383 
[INFO] 2020-12-06 14:23:36 > Step:   91700 Progress: 91.7% Elapsed: 2 days, 0:30:03 temperature: 1.0 ada_p: No Discriminator_loss: 2.94112 Generator_loss: 1.92956 
[INFO] 2020-12-06 14:25:25 > Step:   91800 Progress: 91.8% Elapsed: 2 days, 0:31:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.11079 Generator_loss: 1.91597 
[INFO] 2020-12-06 14:27:15 > Step:   91900 Progress: 91.9% Elapsed: 2 days, 0:33:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.94203 Generator_loss: 1.91936 
[INFO] 2020-12-06 14:29:03 > Step:   92000 Progress: 92.0% Elapsed: 2 days, 0:35:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.05112 Generator_loss: 1.95305 
[INFO] 2020-12-06 14:29:03 > Start Evaluation (92000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 14:29:03 > Calculating FID Score....
[INFO] 2020-12-06 14:29:32 > Calculating Inception Score....
[INFO] 2020-12-06 14:29:50 > Calculate F_beta Score....
[INFO] 2020-12-06 14:30:45 > Calculate Accuracies....
[INFO] 2020-12-06 14:30:52 > Calculate Accuracies....
[INFO] 2020-12-06 14:30:53 > F_8 score (Step: 92000, Using test images): 0.9927591720684741
[INFO] 2020-12-06 14:30:53 > F_1/8 score (Step: 92000, Using test images): 0.9950935195233966
[INFO] 2020-12-06 14:30:53 > FID score (Step: 92000, Using test moments): 7.576984637173041
[INFO] 2020-12-06 14:30:53 > Inception score (Step: 92000, 10000 generated images): 10.156360626220703
[INFO] 2020-12-06 14:30:53 > Best FID score (Step: 92000, Using test moments): 7.576984637173041
[INFO] 2020-12-06 14:30:54 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 14:32:44 > Step:   92100 Progress: 92.1% Elapsed: 2 days, 0:39:11 temperature: 1.0 ada_p: No Discriminator_loss: 2.90927 Generator_loss: 1.95555 
[INFO] 2020-12-06 14:34:34 > Step:   92200 Progress: 92.2% Elapsed: 2 days, 0:41:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.05527 Generator_loss: 1.95914 
[INFO] 2020-12-06 14:36:23 > Step:   92300 Progress: 92.3% Elapsed: 2 days, 0:42:50 temperature: 1.0 ada_p: No Discriminator_loss: 3.08513 Generator_loss: 1.87555 
[INFO] 2020-12-06 14:38:13 > Step:   92400 Progress: 92.4% Elapsed: 2 days, 0:44:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.97536 Generator_loss: 1.99073 
[INFO] 2020-12-06 14:40:02 > Step:   92500 Progress: 92.5% Elapsed: 2 days, 0:46:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.01267 Generator_loss: 1.83486 
[INFO] 2020-12-06 14:41:52 > Step:   92600 Progress: 92.6% Elapsed: 2 days, 0:48:19 temperature: 1.0 ada_p: No Discriminator_loss: 2.94706 Generator_loss: 2.10529 
[INFO] 2020-12-06 14:43:42 > Step:   92700 Progress: 92.7% Elapsed: 2 days, 0:50:09 temperature: 1.0 ada_p: No Discriminator_loss: 2.92655 Generator_loss: 1.89525 
[INFO] 2020-12-06 14:45:30 > Step:   92800 Progress: 92.8% Elapsed: 2 days, 0:51:57 temperature: 1.0 ada_p: No Discriminator_loss: 3.05433 Generator_loss: 1.93778 
[INFO] 2020-12-06 14:47:18 > Step:   92900 Progress: 92.9% Elapsed: 2 days, 0:53:45 temperature: 1.0 ada_p: No Discriminator_loss: 3.11142 Generator_loss: 1.89901 
[INFO] 2020-12-06 14:49:08 > Step:   93000 Progress: 93.0% Elapsed: 2 days, 0:55:35 temperature: 1.0 ada_p: No Discriminator_loss: 2.98228 Generator_loss: 2.05458 
[INFO] 2020-12-06 14:50:58 > Step:   93100 Progress: 93.1% Elapsed: 2 days, 0:57:25 temperature: 1.0 ada_p: No Discriminator_loss: 3.07115 Generator_loss: 1.73187 
[INFO] 2020-12-06 14:52:47 > Step:   93200 Progress: 93.2% Elapsed: 2 days, 0:59:14 temperature: 1.0 ada_p: No Discriminator_loss: 2.89589 Generator_loss: 1.93701 
[INFO] 2020-12-06 14:54:37 > Step:   93300 Progress: 93.3% Elapsed: 2 days, 1:01:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.9443 Generator_loss: 1.90998 
[INFO] 2020-12-06 14:56:26 > Step:   93400 Progress: 93.4% Elapsed: 2 days, 1:02:53 temperature: 1.0 ada_p: No Discriminator_loss: 2.78893 Generator_loss: 1.97098 
[INFO] 2020-12-06 14:58:15 > Step:   93500 Progress: 93.5% Elapsed: 2 days, 1:04:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.93915 Generator_loss: 1.8994 
[INFO] 2020-12-06 15:00:04 > Step:   93600 Progress: 93.6% Elapsed: 2 days, 1:06:32 temperature: 1.0 ada_p: No Discriminator_loss: 2.99683 Generator_loss: 1.88949 
[INFO] 2020-12-06 15:01:53 > Step:   93700 Progress: 93.7% Elapsed: 2 days, 1:08:21 temperature: 1.0 ada_p: No Discriminator_loss: 2.85418 Generator_loss: 2.08785 
[INFO] 2020-12-06 15:03:44 > Step:   93800 Progress: 93.8% Elapsed: 2 days, 1:10:11 temperature: 1.0 ada_p: No Discriminator_loss: 3.10338 Generator_loss: 2.14162 
[INFO] 2020-12-06 15:05:33 > Step:   93900 Progress: 93.9% Elapsed: 2 days, 1:12:00 temperature: 1.0 ada_p: No Discriminator_loss: 2.9967 Generator_loss: 2.02467 
[INFO] 2020-12-06 15:07:21 > Step:   94000 Progress: 94.0% Elapsed: 2 days, 1:13:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.15445 Generator_loss: 2.20219 
[INFO] 2020-12-06 15:07:21 > Start Evaluation (94000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 15:07:21 > Calculating FID Score....
[INFO] 2020-12-06 15:07:51 > Calculating Inception Score....
[INFO] 2020-12-06 15:08:08 > Calculate F_beta Score....
[INFO] 2020-12-06 15:09:04 > Calculate Accuracies....
[INFO] 2020-12-06 15:09:12 > Calculate Accuracies....
[INFO] 2020-12-06 15:09:13 > F_8 score (Step: 94000, Using test images): 0.9927730194843367
[INFO] 2020-12-06 15:09:13 > F_1/8 score (Step: 94000, Using test images): 0.9954790175769735
[INFO] 2020-12-06 15:09:13 > FID score (Step: 94000, Using test moments): 7.645382656896231
[INFO] 2020-12-06 15:09:13 > Inception score (Step: 94000, 10000 generated images): 9.995759010314941
[INFO] 2020-12-06 15:09:13 > Best FID score (Step: 92000, Using test moments): 7.576984637173041
[INFO] 2020-12-06 15:09:14 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 15:11:03 > Step:   94100 Progress: 94.1% Elapsed: 2 days, 1:17:30 temperature: 1.0 ada_p: No Discriminator_loss: 3.026 Generator_loss: 2.06827 
[INFO] 2020-12-06 15:12:52 > Step:   94200 Progress: 94.2% Elapsed: 2 days, 1:19:20 temperature: 1.0 ada_p: No Discriminator_loss: 3.02018 Generator_loss: 1.95542 
[INFO] 2020-12-06 15:14:41 > Step:   94300 Progress: 94.3% Elapsed: 2 days, 1:21:08 temperature: 1.0 ada_p: No Discriminator_loss: 2.90233 Generator_loss: 1.65673 
[INFO] 2020-12-06 15:16:31 > Step:   94400 Progress: 94.4% Elapsed: 2 days, 1:22:58 temperature: 1.0 ada_p: No Discriminator_loss: 2.94069 Generator_loss: 1.92121 
[INFO] 2020-12-06 15:18:21 > Step:   94500 Progress: 94.5% Elapsed: 2 days, 1:24:48 temperature: 1.0 ada_p: No Discriminator_loss: 3.04477 Generator_loss: 1.84887 
[INFO] 2020-12-06 15:20:11 > Step:   94600 Progress: 94.6% Elapsed: 2 days, 1:26:38 temperature: 1.0 ada_p: No Discriminator_loss: 2.92687 Generator_loss: 2.04712 
[INFO] 2020-12-06 15:22:01 > Step:   94700 Progress: 94.7% Elapsed: 2 days, 1:28:28 temperature: 1.0 ada_p: No Discriminator_loss: 3.04559 Generator_loss: 1.83129 
[INFO] 2020-12-06 15:23:51 > Step:   94800 Progress: 94.8% Elapsed: 2 days, 1:30:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.99652 Generator_loss: 2.00852 
[INFO] 2020-12-06 15:25:41 > Step:   94900 Progress: 94.9% Elapsed: 2 days, 1:32:08 temperature: 1.0 ada_p: No Discriminator_loss: 3.0821 Generator_loss: 1.99467 
[INFO] 2020-12-06 15:27:30 > Step:   95000 Progress: 95.0% Elapsed: 2 days, 1:33:57 temperature: 1.0 ada_p: No Discriminator_loss: 2.95981 Generator_loss: 2.02687 
[INFO] 2020-12-06 15:29:19 > Step:   95100 Progress: 95.1% Elapsed: 2 days, 1:35:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.05632 Generator_loss: 1.96663 
[INFO] 2020-12-06 15:31:09 > Step:   95200 Progress: 95.2% Elapsed: 2 days, 1:37:36 temperature: 1.0 ada_p: No Discriminator_loss: 3.20755 Generator_loss: 2.17084 
[INFO] 2020-12-06 15:32:59 > Step:   95300 Progress: 95.3% Elapsed: 2 days, 1:39:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.04326 Generator_loss: 1.94627 
[INFO] 2020-12-06 15:34:48 > Step:   95400 Progress: 95.4% Elapsed: 2 days, 1:41:15 temperature: 1.0 ada_p: No Discriminator_loss: 2.92028 Generator_loss: 1.71617 
[INFO] 2020-12-06 15:36:38 > Step:   95500 Progress: 95.5% Elapsed: 2 days, 1:43:05 temperature: 1.0 ada_p: No Discriminator_loss: 2.98439 Generator_loss: 2.02733 
[INFO] 2020-12-06 15:38:28 > Step:   95600 Progress: 95.6% Elapsed: 2 days, 1:44:55 temperature: 1.0 ada_p: No Discriminator_loss: 3.02719 Generator_loss: 1.91082 
[INFO] 2020-12-06 15:40:17 > Step:   95700 Progress: 95.7% Elapsed: 2 days, 1:46:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.05339 Generator_loss: 1.99931 
[INFO] 2020-12-06 15:42:06 > Step:   95800 Progress: 95.8% Elapsed: 2 days, 1:48:33 temperature: 1.0 ada_p: No Discriminator_loss: 3.02399 Generator_loss: 1.96659 
[INFO] 2020-12-06 15:43:54 > Step:   95900 Progress: 95.9% Elapsed: 2 days, 1:50:22 temperature: 1.0 ada_p: No Discriminator_loss: 3.01486 Generator_loss: 1.90689 
[INFO] 2020-12-06 15:45:44 > Step:   96000 Progress: 96.0% Elapsed: 2 days, 1:52:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.00594 Generator_loss: 1.87605 
[INFO] 2020-12-06 15:45:44 > Start Evaluation (96000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 15:45:44 > Calculating FID Score....
[INFO] 2020-12-06 15:46:14 > Calculating Inception Score....
[INFO] 2020-12-06 15:46:32 > Calculate F_beta Score....
[INFO] 2020-12-06 15:47:27 > Calculate Accuracies....
[INFO] 2020-12-06 15:47:34 > Calculate Accuracies....
[INFO] 2020-12-06 15:47:36 > F_8 score (Step: 96000, Using test images): 0.9919952723541445
[INFO] 2020-12-06 15:47:36 > F_1/8 score (Step: 96000, Using test images): 0.9955381672833521
[INFO] 2020-12-06 15:47:36 > FID score (Step: 96000, Using test moments): 7.607549435062367
[INFO] 2020-12-06 15:47:36 > Inception score (Step: 96000, 10000 generated images): 10.135318756103516
[INFO] 2020-12-06 15:47:36 > Best FID score (Step: 92000, Using test moments): 7.576984637173041
[INFO] 2020-12-06 15:47:36 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 15:49:26 > Step:   96100 Progress: 96.1% Elapsed: 2 days, 1:55:54 temperature: 1.0 ada_p: No Discriminator_loss: 2.9001 Generator_loss: 2.03998 
[INFO] 2020-12-06 15:51:15 > Step:   96200 Progress: 96.2% Elapsed: 2 days, 1:57:43 temperature: 1.0 ada_p: No Discriminator_loss: 2.88405 Generator_loss: 1.79281 
[INFO] 2020-12-06 15:53:06 > Step:   96300 Progress: 96.3% Elapsed: 2 days, 1:59:33 temperature: 1.0 ada_p: No Discriminator_loss: 3.17716 Generator_loss: 2.0946 
[INFO] 2020-12-06 15:54:55 > Step:   96400 Progress: 96.4% Elapsed: 2 days, 2:01:22 temperature: 1.0 ada_p: No Discriminator_loss: 2.95897 Generator_loss: 2.12049 
[INFO] 2020-12-06 15:56:44 > Step:   96500 Progress: 96.5% Elapsed: 2 days, 2:03:12 temperature: 1.0 ada_p: No Discriminator_loss: 3.01449 Generator_loss: 1.9147 
[INFO] 2020-12-06 15:58:35 > Step:   96600 Progress: 96.6% Elapsed: 2 days, 2:05:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.01516 Generator_loss: 1.8843 
[INFO] 2020-12-06 16:00:24 > Step:   96700 Progress: 96.7% Elapsed: 2 days, 2:06:51 temperature: 1.0 ada_p: No Discriminator_loss: 3.08043 Generator_loss: 1.96486 
[INFO] 2020-12-06 16:02:15 > Step:   96800 Progress: 96.8% Elapsed: 2 days, 2:08:42 temperature: 1.0 ada_p: No Discriminator_loss: 2.85034 Generator_loss: 1.93138 
[INFO] 2020-12-06 16:04:04 > Step:   96900 Progress: 96.9% Elapsed: 2 days, 2:10:31 temperature: 1.0 ada_p: No Discriminator_loss: 3.05614 Generator_loss: 2.08817 
[INFO] 2020-12-06 16:05:53 > Step:   97000 Progress: 97.0% Elapsed: 2 days, 2:12:21 temperature: 1.0 ada_p: No Discriminator_loss: 3.0326 Generator_loss: 1.89072 
[INFO] 2020-12-06 16:07:43 > Step:   97100 Progress: 97.1% Elapsed: 2 days, 2:14:10 temperature: 1.0 ada_p: No Discriminator_loss: 2.95308 Generator_loss: 1.98933 
[INFO] 2020-12-06 16:09:33 > Step:   97200 Progress: 97.2% Elapsed: 2 days, 2:16:00 temperature: 1.0 ada_p: No Discriminator_loss: 3.02595 Generator_loss: 2.14457 
[INFO] 2020-12-06 16:11:21 > Step:   97300 Progress: 97.3% Elapsed: 2 days, 2:17:48 temperature: 1.0 ada_p: No Discriminator_loss: 2.97055 Generator_loss: 1.94686 
[INFO] 2020-12-06 16:13:10 > Step:   97400 Progress: 97.4% Elapsed: 2 days, 2:19:37 temperature: 1.0 ada_p: No Discriminator_loss: 3.09106 Generator_loss: 2.08889 
[INFO] 2020-12-06 16:15:00 > Step:   97500 Progress: 97.5% Elapsed: 2 days, 2:21:27 temperature: 1.0 ada_p: No Discriminator_loss: 3.01447 Generator_loss: 2.02958 
[INFO] 2020-12-06 16:16:50 > Step:   97600 Progress: 97.6% Elapsed: 2 days, 2:23:17 temperature: 1.0 ada_p: No Discriminator_loss: 3.05209 Generator_loss: 1.88196 
[INFO] 2020-12-06 16:18:39 > Step:   97700 Progress: 97.7% Elapsed: 2 days, 2:25:06 temperature: 1.0 ada_p: No Discriminator_loss: 3.01286 Generator_loss: 2.00497 
[INFO] 2020-12-06 16:20:28 > Step:   97800 Progress: 97.8% Elapsed: 2 days, 2:26:55 temperature: 1.0 ada_p: No Discriminator_loss: 2.96099 Generator_loss: 1.90287 
[INFO] 2020-12-06 16:22:16 > Step:   97900 Progress: 97.9% Elapsed: 2 days, 2:28:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.05005 Generator_loss: 1.92761 
[INFO] 2020-12-06 16:24:06 > Step:   98000 Progress: 98.0% Elapsed: 2 days, 2:30:33 temperature: 1.0 ada_p: No Discriminator_loss: 2.9034 Generator_loss: 2.09502 
[INFO] 2020-12-06 16:24:06 > Start Evaluation (98000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 16:24:06 > Calculating FID Score....
[INFO] 2020-12-06 16:24:36 > Calculating Inception Score....
[INFO] 2020-12-06 16:24:53 > Calculate F_beta Score....
[INFO] 2020-12-06 16:25:49 > Calculate Accuracies....
[INFO] 2020-12-06 16:25:56 > Calculate Accuracies....
[INFO] 2020-12-06 16:25:58 > F_8 score (Step: 98000, Using test images): 0.9942874532078416
[INFO] 2020-12-06 16:25:58 > F_1/8 score (Step: 98000, Using test images): 0.9953709498640813
[INFO] 2020-12-06 16:25:58 > FID score (Step: 98000, Using test moments): 7.5496909414983975
[INFO] 2020-12-06 16:25:58 > Inception score (Step: 98000, 10000 generated images): 10.062169075012207
[INFO] 2020-12-06 16:25:58 > Best FID score (Step: 98000, Using test moments): 7.5496909414983975
[INFO] 2020-12-06 16:25:59 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 16:27:49 > Step:   98100 Progress: 98.1% Elapsed: 2 days, 2:34:16 temperature: 1.0 ada_p: No Discriminator_loss: 3.10659 Generator_loss: 2.16782 
[INFO] 2020-12-06 16:29:38 > Step:   98200 Progress: 98.2% Elapsed: 2 days, 2:36:05 temperature: 1.0 ada_p: No Discriminator_loss: 3.08142 Generator_loss: 1.88166 
[INFO] 2020-12-06 16:31:27 > Step:   98300 Progress: 98.3% Elapsed: 2 days, 2:37:54 temperature: 1.0 ada_p: No Discriminator_loss: 3.05835 Generator_loss: 2.04286 
[INFO] 2020-12-06 16:33:17 > Step:   98400 Progress: 98.4% Elapsed: 2 days, 2:39:44 temperature: 1.0 ada_p: No Discriminator_loss: 3.03881 Generator_loss: 2.01908 
[INFO] 2020-12-06 16:35:07 > Step:   98500 Progress: 98.5% Elapsed: 2 days, 2:41:34 temperature: 1.0 ada_p: No Discriminator_loss: 3.05202 Generator_loss: 1.98927 
[INFO] 2020-12-06 16:36:57 > Step:   98600 Progress: 98.6% Elapsed: 2 days, 2:43:24 temperature: 1.0 ada_p: No Discriminator_loss: 3.06846 Generator_loss: 2.00998 
[INFO] 2020-12-06 16:38:45 > Step:   98700 Progress: 98.7% Elapsed: 2 days, 2:45:13 temperature: 1.0 ada_p: No Discriminator_loss: 3.03162 Generator_loss: 2.02466 
[INFO] 2020-12-06 16:40:35 > Step:   98800 Progress: 98.8% Elapsed: 2 days, 2:47:02 temperature: 1.0 ada_p: No Discriminator_loss: 3.17008 Generator_loss: 1.85778 
[INFO] 2020-12-06 16:42:25 > Step:   98900 Progress: 98.9% Elapsed: 2 days, 2:48:52 temperature: 1.0 ada_p: No Discriminator_loss: 3.15824 Generator_loss: 2.00733 
[INFO] 2020-12-06 16:44:13 > Step:   99000 Progress: 99.0% Elapsed: 2 days, 2:50:40 temperature: 1.0 ada_p: No Discriminator_loss: 2.99787 Generator_loss: 2.15338 
[INFO] 2020-12-06 16:46:02 > Step:   99100 Progress: 99.1% Elapsed: 2 days, 2:52:29 temperature: 1.0 ada_p: No Discriminator_loss: 3.15746 Generator_loss: 1.93209 
[INFO] 2020-12-06 16:47:50 > Step:   99200 Progress: 99.2% Elapsed: 2 days, 2:54:18 temperature: 1.0 ada_p: No Discriminator_loss: 2.98133 Generator_loss: 2.10626 
[INFO] 2020-12-06 16:49:39 > Step:   99300 Progress: 99.3% Elapsed: 2 days, 2:56:07 temperature: 1.0 ada_p: No Discriminator_loss: 3.08188 Generator_loss: 1.93643 
[INFO] 2020-12-06 16:51:29 > Step:   99400 Progress: 99.4% Elapsed: 2 days, 2:57:56 temperature: 1.0 ada_p: No Discriminator_loss: 3.04328 Generator_loss: 2.0761 
[INFO] 2020-12-06 16:53:19 > Step:   99500 Progress: 99.5% Elapsed: 2 days, 2:59:46 temperature: 1.0 ada_p: No Discriminator_loss: 3.1169 Generator_loss: 2.11878 
[INFO] 2020-12-06 16:55:08 > Step:   99600 Progress: 99.6% Elapsed: 2 days, 3:01:36 temperature: 1.0 ada_p: No Discriminator_loss: 2.97541 Generator_loss: 1.84136 
[INFO] 2020-12-06 16:56:59 > Step:   99700 Progress: 99.7% Elapsed: 2 days, 3:03:26 temperature: 1.0 ada_p: No Discriminator_loss: 3.08639 Generator_loss: 2.10158 
[INFO] 2020-12-06 16:58:47 > Step:   99800 Progress: 99.8% Elapsed: 2 days, 3:05:14 temperature: 1.0 ada_p: No Discriminator_loss: 3.12022 Generator_loss: 2.0546 
[INFO] 2020-12-06 17:00:37 > Step:   99900 Progress: 99.9% Elapsed: 2 days, 3:07:04 temperature: 1.0 ada_p: No Discriminator_loss: 2.98781 Generator_loss: 2.01617 
[INFO] 2020-12-06 17:02:26 > Step:  100000 Progress: 100.0% Elapsed: 2 days, 3:08:53 temperature: 1.0 ada_p: No Discriminator_loss: 3.02959 Generator_loss: 1.79885 
[INFO] 2020-12-06 17:02:26 > Start Evaluation (100000 Step): ICRGAN(C)-train-2020_12_04_13_53_13
[INFO] 2020-12-06 17:02:26 > Calculating FID Score....
[INFO] 2020-12-06 17:02:55 > Calculating Inception Score....
[INFO] 2020-12-06 17:03:13 > Calculate F_beta Score....
[INFO] 2020-12-06 17:04:09 > Calculate Accuracies....
[INFO] 2020-12-06 17:04:16 > Calculate Accuracies....
[INFO] 2020-12-06 17:04:18 > F_8 score (Step: 100000, Using test images): 0.9934435393532268
[INFO] 2020-12-06 17:04:18 > F_1/8 score (Step: 100000, Using test images): 0.99574287537397
[INFO] 2020-12-06 17:04:18 > FID score (Step: 100000, Using test moments): 7.546696205731507
[INFO] 2020-12-06 17:04:18 > Inception score (Step: 100000, 10000 generated images): 10.117225646972656
[INFO] 2020-12-06 17:04:18 > Best FID score (Step: 100000, Using test moments): 7.546696205731507
[INFO] 2020-12-06 17:04:19 > Save model to checkpoints/ICRGAN(C)-train-2020_12_04_13_53_13