ICRGAN(P)-train-2021_01_04_11_19_15.log

[INFO] 2021-01-04 11:19:15 > Run name : ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 11:19:15 > {'config_path': './src/configs/TINY_ILSVRC2012/ICRGAN(P).json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': True, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2021-01-04 11:19:15 > {'data_processing': {'dataset_name': 'tiny_imagenet', 'data_path': './data/TINY_ILSVRC2012', 'img_size': 64, 'num_classes': 200, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ProjGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 3, 'attention_after_nth_dis_block': 1, 'z_dim': 100, 'shared_dim': 128, 'g_conv_dim': 80, 'd_conv_dim': 80, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 1024, 'accumulation_steps': 1, 'd_lr': 0.0004, 'g_lr': 0.0001, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 1, 'total_step': 100000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': 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': 20000}}}
[INFO] 2021-01-04 11:19:15 > Load train datasets...
[INFO] 2021-01-04 11:19:26 > Train dataset size : 100000
[INFO] 2021-01-04 11:19:26 > Load valid datasets...
[INFO] 2021-01-04 11:19:26 > Eval dataset size : 10000
[INFO] 2021-01-04 11:19:26 > Build model...
[INFO] 2021-01-04 11:19:26 > Modules are located on models.big_resnet.
[INFO] 2021-01-04 11:19:31 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-01-04 11:19:31 > Number of parameters: 17335204
[INFO] 2021-01-04 11:19:31 > Generator(
  (linear0): Linear(in_features=20, out_features=20480, bias=True)
  (shared): Embedding(200, 128)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(1280, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=1280, bias=False)
          (bias): Linear(in_features=148, out_features=1280, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(640, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=640, bias=False)
          (bias): Linear(in_features=148, out_features=640, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1280, 640, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1280, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(640, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=640, bias=False)
          (bias): Linear(in_features=148, out_features=640, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(320, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=320, bias=False)
          (bias): Linear(in_features=148, out_features=320, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(640, 320, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(640, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(320, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=320, bias=False)
          (bias): Linear(in_features=148, out_features=320, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(160, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=160, bias=False)
          (bias): Linear(in_features=148, out_features=160, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(320, 160, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(320, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (3): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(160, 20, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(160, 20, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(160, 80, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(80, 160, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (4): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(160, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=160, bias=False)
          (bias): Linear(in_features=148, out_features=160, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(80, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=80, bias=False)
          (bias): Linear(in_features=148, out_features=80, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(160, 80, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(160, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(80, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(80, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(80, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2021-01-04 11:19:31 > Number of parameters: 30796722
[INFO] 2021-01-04 11:19:31 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 80, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(80, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (activation): ReLU(inplace=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (1): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(80, 40, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(40, 80, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(80, 160, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(80, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(160, 320, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(160, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(320, 640, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(320, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (5): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(640, 1280, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(640, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=1280, out_features=1, bias=True)
  (embedding): Embedding(200, 1280)
)
[INFO] 2021-01-04 11:19:34 > Start training....
[INFO] 2021-01-04 11:22:17 > Step:     100 Progress: 0.1% Elapsed: 0:02:42 temperature: no ada_p: No Discriminator_loss: 1.94324 Generator_loss: -0.221765 
[INFO] 2021-01-04 11:24:44 > Step:     200 Progress: 0.2% Elapsed: 0:05:10 temperature: no ada_p: No Discriminator_loss: 1.95832 Generator_loss: 0.258062 
[INFO] 2021-01-04 11:27:11 > Step:     300 Progress: 0.3% Elapsed: 0:07:37 temperature: no ada_p: No Discriminator_loss: 1.9695 Generator_loss: 0.20685 
[INFO] 2021-01-04 11:29:38 > Step:     400 Progress: 0.4% Elapsed: 0:10:04 temperature: no ada_p: No Discriminator_loss: 2.01595 Generator_loss: 0.310946 
[INFO] 2021-01-04 11:32:06 > Step:     500 Progress: 0.5% Elapsed: 0:12:31 temperature: no ada_p: No Discriminator_loss: 2.04923 Generator_loss: 0.537734 
[INFO] 2021-01-04 11:34:34 > Step:     600 Progress: 0.6% Elapsed: 0:14:59 temperature: no ada_p: No Discriminator_loss: 1.99997 Generator_loss: 0.176794 
[INFO] 2021-01-04 11:37:01 > Step:     700 Progress: 0.7% Elapsed: 0:17:27 temperature: no ada_p: No Discriminator_loss: 1.97215 Generator_loss: -0.0288676 
[INFO] 2021-01-04 11:39:29 > Step:     800 Progress: 0.8% Elapsed: 0:19:55 temperature: no ada_p: No Discriminator_loss: 1.99474 Generator_loss: -0.176368 
[INFO] 2021-01-04 11:41:57 > Step:     900 Progress: 0.9% Elapsed: 0:22:23 temperature: no ada_p: No Discriminator_loss: 1.98122 Generator_loss: -0.067549 
[INFO] 2021-01-04 11:44:25 > Step:    1000 Progress: 1.0% Elapsed: 0:24:50 temperature: no ada_p: No Discriminator_loss: 1.98549 Generator_loss: -0.156007 
[INFO] 2021-01-04 11:46:53 > Step:    1100 Progress: 1.1% Elapsed: 0:27:19 temperature: no ada_p: No Discriminator_loss: 2.00711 Generator_loss: -0.177133 
[INFO] 2021-01-04 11:49:21 > Step:    1200 Progress: 1.2% Elapsed: 0:29:47 temperature: no ada_p: No Discriminator_loss: 1.97741 Generator_loss: -0.082881 
[INFO] 2021-01-04 11:51:49 > Step:    1300 Progress: 1.3% Elapsed: 0:32:15 temperature: no ada_p: No Discriminator_loss: 1.97405 Generator_loss: -0.128904 
[INFO] 2021-01-04 11:54:17 > Step:    1400 Progress: 1.4% Elapsed: 0:34:42 temperature: no ada_p: No Discriminator_loss: 1.98513 Generator_loss: -0.170527 
[INFO] 2021-01-04 11:56:44 > Step:    1500 Progress: 1.5% Elapsed: 0:37:10 temperature: no ada_p: No Discriminator_loss: 1.99709 Generator_loss: -0.0518643 
[INFO] 2021-01-04 11:59:13 > Step:    1600 Progress: 1.6% Elapsed: 0:39:38 temperature: no ada_p: No Discriminator_loss: 1.98672 Generator_loss: -0.044597 
[INFO] 2021-01-04 12:01:41 > Step:    1700 Progress: 1.7% Elapsed: 0:42:06 temperature: no ada_p: No Discriminator_loss: 1.99737 Generator_loss: -0.114899 
[INFO] 2021-01-04 12:04:09 > Step:    1800 Progress: 1.8% Elapsed: 0:44:34 temperature: no ada_p: No Discriminator_loss: 1.97987 Generator_loss: -0.0397988 
[INFO] 2021-01-04 12:06:36 > Step:    1900 Progress: 1.9% Elapsed: 0:47:02 temperature: no ada_p: No Discriminator_loss: 1.99386 Generator_loss: -0.15319 
[INFO] 2021-01-04 12:09:05 > Step:    2000 Progress: 2.0% Elapsed: 0:49:30 temperature: no ada_p: No Discriminator_loss: 2.00084 Generator_loss: 0.0637342 
[INFO] 2021-01-04 12:09:05 > Start Evaluation (2000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 12:09:05 > Calculating FID Score....
[INFO] 2021-01-04 12:09:21 > Calculating Inception Score....
[INFO] 2021-01-04 12:09:24 > Calculate F_beta Score....
[INFO] 2021-01-04 12:09:43 > Calculate Accuracies....
[INFO] 2021-01-04 12:09:45 > Calculate Accuracies....
[INFO] 2021-01-04 12:09:47 > F_8 score (Step: 2000, Using valid images): 0.1920415652506793
[INFO] 2021-01-04 12:09:47 > F_1/8 score (Step: 2000, Using valid images): 0.27850133441053604
[INFO] 2021-01-04 12:09:47 > FID score (Step: 2000, Using valid moments): 123.12052860714061
[INFO] 2021-01-04 12:09:47 > Inception score (Step: 2000, 10000 generated images): 4.946680068969727
[INFO] 2021-01-04 12:09:47 > Best FID score (Step: 2000, Using valid moments): 123.12052860714061
[INFO] 2021-01-04 12:10:00 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 12:12:30 > Step:    2100 Progress: 2.1% Elapsed: 0:52:55 temperature: no ada_p: No Discriminator_loss: 1.97353 Generator_loss: 0.0400418 
[INFO] 2021-01-04 12:14:58 > Step:    2200 Progress: 2.2% Elapsed: 0:55:24 temperature: no ada_p: No Discriminator_loss: 1.99466 Generator_loss: 0.0104783 
[INFO] 2021-01-04 12:17:26 > Step:    2300 Progress: 2.3% Elapsed: 0:57:51 temperature: no ada_p: No Discriminator_loss: 1.96148 Generator_loss: -0.113575 
[INFO] 2021-01-04 12:19:53 > Step:    2400 Progress: 2.4% Elapsed: 1:00:19 temperature: no ada_p: No Discriminator_loss: 2.04252 Generator_loss: 0.0883343 
[INFO] 2021-01-04 12:22:21 > Step:    2500 Progress: 2.5% Elapsed: 1:02:47 temperature: no ada_p: No Discriminator_loss: 1.98835 Generator_loss: -0.10322 
[INFO] 2021-01-04 12:24:49 > Step:    2600 Progress: 2.6% Elapsed: 1:05:15 temperature: no ada_p: No Discriminator_loss: 1.96784 Generator_loss: -0.00322737 
[INFO] 2021-01-04 12:27:17 > Step:    2700 Progress: 2.7% Elapsed: 1:07:43 temperature: no ada_p: No Discriminator_loss: 1.95059 Generator_loss: -0.154601 
[INFO] 2021-01-04 12:29:46 > Step:    2800 Progress: 2.8% Elapsed: 1:10:12 temperature: no ada_p: No Discriminator_loss: 1.94579 Generator_loss: -0.0516244 
[INFO] 2021-01-04 12:32:14 > Step:    2900 Progress: 2.9% Elapsed: 1:12:40 temperature: no ada_p: No Discriminator_loss: 1.94084 Generator_loss: -0.122584 
[INFO] 2021-01-04 12:34:43 > Step:    3000 Progress: 3.0% Elapsed: 1:15:08 temperature: no ada_p: No Discriminator_loss: 1.91311 Generator_loss: -0.325161 
[INFO] 2021-01-04 12:37:11 > Step:    3100 Progress: 3.1% Elapsed: 1:17:36 temperature: no ada_p: No Discriminator_loss: 1.88749 Generator_loss: -0.224199 
[INFO] 2021-01-04 12:39:39 > Step:    3200 Progress: 3.2% Elapsed: 1:20:05 temperature: no ada_p: No Discriminator_loss: 1.92189 Generator_loss: -0.0924046 
[INFO] 2021-01-04 12:42:10 > Step:    3300 Progress: 3.3% Elapsed: 1:22:35 temperature: no ada_p: No Discriminator_loss: 1.9096 Generator_loss: -0.23716 
[INFO] 2021-01-04 12:44:38 > Step:    3400 Progress: 3.4% Elapsed: 1:25:03 temperature: no ada_p: No Discriminator_loss: 1.88158 Generator_loss: -0.252615 
[INFO] 2021-01-04 12:47:05 > Step:    3500 Progress: 3.5% Elapsed: 1:27:31 temperature: no ada_p: No Discriminator_loss: 1.88449 Generator_loss: -0.375726 
[INFO] 2021-01-04 12:49:33 > Step:    3600 Progress: 3.6% Elapsed: 1:29:59 temperature: no ada_p: No Discriminator_loss: 1.88241 Generator_loss: -0.216021 
[INFO] 2021-01-04 12:52:02 > Step:    3700 Progress: 3.7% Elapsed: 1:32:28 temperature: no ada_p: No Discriminator_loss: 1.88976 Generator_loss: -0.221469 
[INFO] 2021-01-04 12:54:30 > Step:    3800 Progress: 3.8% Elapsed: 1:34:56 temperature: no ada_p: No Discriminator_loss: 1.88132 Generator_loss: -0.220263 
[INFO] 2021-01-04 12:56:59 > Step:    3900 Progress: 3.9% Elapsed: 1:37:24 temperature: no ada_p: No Discriminator_loss: 1.88289 Generator_loss: -0.219421 
[INFO] 2021-01-04 12:59:27 > Step:    4000 Progress: 4.0% Elapsed: 1:39:52 temperature: no ada_p: No Discriminator_loss: 1.93553 Generator_loss: 0.00399214 
[INFO] 2021-01-04 12:59:27 > Start Evaluation (4000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 12:59:27 > Calculating FID Score....
[INFO] 2021-01-04 12:59:41 > Calculating Inception Score....
[INFO] 2021-01-04 12:59:44 > Calculate F_beta Score....
[INFO] 2021-01-04 13:00:01 > Calculate Accuracies....
[INFO] 2021-01-04 13:00:04 > Calculate Accuracies....
[INFO] 2021-01-04 13:00:05 > F_8 score (Step: 4000, Using valid images): 0.3986044881535525
[INFO] 2021-01-04 13:00:05 > F_1/8 score (Step: 4000, Using valid images): 0.5254681569827558
[INFO] 2021-01-04 13:00:05 > FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 13:00:05 > Inception score (Step: 4000, 10000 generated images): 5.604579925537109
[INFO] 2021-01-04 13:00:05 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 13:00:20 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 13:02:48 > Step:    4100 Progress: 4.1% Elapsed: 1:43:14 temperature: no ada_p: No Discriminator_loss: 1.84926 Generator_loss: -0.278832 
[INFO] 2021-01-04 13:05:16 > Step:    4200 Progress: 4.2% Elapsed: 1:45:42 temperature: no ada_p: No Discriminator_loss: 1.86314 Generator_loss: -0.312517 
[INFO] 2021-01-04 13:07:45 > Step:    4300 Progress: 4.3% Elapsed: 1:48:11 temperature: no ada_p: No Discriminator_loss: 1.90915 Generator_loss: -0.288301 
[INFO] 2021-01-04 13:10:13 > Step:    4400 Progress: 4.4% Elapsed: 1:50:39 temperature: no ada_p: No Discriminator_loss: 1.83332 Generator_loss: -0.164358 
[INFO] 2021-01-04 13:12:42 > Step:    4500 Progress: 4.5% Elapsed: 1:53:08 temperature: no ada_p: No Discriminator_loss: 1.81388 Generator_loss: 0.197995 
[INFO] 2021-01-04 13:15:11 > Step:    4600 Progress: 4.6% Elapsed: 1:55:36 temperature: no ada_p: No Discriminator_loss: 1.96988 Generator_loss: -0.79961 
[INFO] 2021-01-04 13:17:38 > Step:    4700 Progress: 4.7% Elapsed: 1:58:04 temperature: no ada_p: No Discriminator_loss: 1.84783 Generator_loss: -0.287048 
[INFO] 2021-01-04 13:20:07 > Step:    4800 Progress: 4.8% Elapsed: 2:00:33 temperature: no ada_p: No Discriminator_loss: 1.71767 Generator_loss: -0.682079 
[INFO] 2021-01-04 13:22:36 > Step:    4900 Progress: 4.9% Elapsed: 2:03:02 temperature: no ada_p: No Discriminator_loss: 1.89309 Generator_loss: -0.335997 
[INFO] 2021-01-04 13:25:04 > Step:    5000 Progress: 5.0% Elapsed: 2:05:30 temperature: no ada_p: No Discriminator_loss: 1.81239 Generator_loss: -0.138373 
[INFO] 2021-01-04 13:27:32 > Step:    5100 Progress: 5.1% Elapsed: 2:07:58 temperature: no ada_p: No Discriminator_loss: 1.79186 Generator_loss: 0.0021643 
[INFO] 2021-01-04 13:30:01 > Step:    5200 Progress: 5.2% Elapsed: 2:10:27 temperature: no ada_p: No Discriminator_loss: 1.89288 Generator_loss: -0.381482 
[INFO] 2021-01-04 13:32:30 > Step:    5300 Progress: 5.3% Elapsed: 2:12:55 temperature: no ada_p: No Discriminator_loss: 1.84453 Generator_loss: -0.49519 
[INFO] 2021-01-04 13:34:58 > Step:    5400 Progress: 5.4% Elapsed: 2:15:24 temperature: no ada_p: No Discriminator_loss: 1.86269 Generator_loss: -0.328201 
[INFO] 2021-01-04 13:37:27 > Step:    5500 Progress: 5.5% Elapsed: 2:17:52 temperature: no ada_p: No Discriminator_loss: 1.88897 Generator_loss: -0.108452 
[INFO] 2021-01-04 13:39:55 > Step:    5600 Progress: 5.6% Elapsed: 2:20:21 temperature: no ada_p: No Discriminator_loss: 1.47557 Generator_loss: -0.155254 
[INFO] 2021-01-04 13:42:23 > Step:    5700 Progress: 5.7% Elapsed: 2:22:49 temperature: no ada_p: No Discriminator_loss: 1.98407 Generator_loss: -0.46324 
[INFO] 2021-01-04 13:44:52 > Step:    5800 Progress: 5.8% Elapsed: 2:25:17 temperature: no ada_p: No Discriminator_loss: 1.81241 Generator_loss: -0.360274 
[INFO] 2021-01-04 13:47:20 > Step:    5900 Progress: 5.9% Elapsed: 2:27:46 temperature: no ada_p: No Discriminator_loss: 1.41792 Generator_loss: -0.377351 
[INFO] 2021-01-04 13:49:50 > Step:    6000 Progress: 6.0% Elapsed: 2:30:15 temperature: no ada_p: No Discriminator_loss: 1.7688 Generator_loss: -0.307817 
[INFO] 2021-01-04 13:49:50 > Start Evaluation (6000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 13:49:50 > Calculating FID Score....
[INFO] 2021-01-04 13:50:04 > Calculating Inception Score....
[INFO] 2021-01-04 13:50:07 > Calculate F_beta Score....
[INFO] 2021-01-04 13:50:23 > Calculate Accuracies....
[INFO] 2021-01-04 13:50:26 > Calculate Accuracies....
[INFO] 2021-01-04 13:50:27 > F_8 score (Step: 6000, Using valid images): 0.12196859664525792
[INFO] 2021-01-04 13:50:27 > F_1/8 score (Step: 6000, Using valid images): 0.13416863084427574
[INFO] 2021-01-04 13:50:27 > FID score (Step: 6000, Using valid moments): 213.42425093697358
[INFO] 2021-01-04 13:50:27 > Inception score (Step: 6000, 10000 generated images): 3.9133028984069824
[INFO] 2021-01-04 13:50:27 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 13:50:34 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 13:53:03 > Step:    6100 Progress: 6.1% Elapsed: 2:33:29 temperature: no ada_p: No Discriminator_loss: 1.81482 Generator_loss: -0.0995732 
[INFO] 2021-01-04 13:55:32 > Step:    6200 Progress: 6.2% Elapsed: 2:35:58 temperature: no ada_p: No Discriminator_loss: 1.72763 Generator_loss: 0.0313399 
[INFO] 2021-01-04 13:58:01 > Step:    6300 Progress: 6.3% Elapsed: 2:38:26 temperature: no ada_p: No Discriminator_loss: 1.64176 Generator_loss: 0.0518996 
[INFO] 2021-01-04 14:00:29 > Step:    6400 Progress: 6.4% Elapsed: 2:40:54 temperature: no ada_p: No Discriminator_loss: 1.79475 Generator_loss: 0.0870532 
[INFO] 2021-01-04 14:02:59 > Step:    6500 Progress: 6.5% Elapsed: 2:43:24 temperature: no ada_p: No Discriminator_loss: 1.62611 Generator_loss: -0.580988 
[INFO] 2021-01-04 14:05:27 > Step:    6600 Progress: 6.6% Elapsed: 2:45:53 temperature: no ada_p: No Discriminator_loss: 1.98024 Generator_loss: -0.693918 
[INFO] 2021-01-04 14:07:55 > Step:    6700 Progress: 6.7% Elapsed: 2:48:21 temperature: no ada_p: No Discriminator_loss: 1.92829 Generator_loss: -0.545866 
[INFO] 2021-01-04 14:10:24 > Step:    6800 Progress: 6.8% Elapsed: 2:50:49 temperature: no ada_p: No Discriminator_loss: 1.67969 Generator_loss: -0.627853 
[INFO] 2021-01-04 14:12:52 > Step:    6900 Progress: 6.9% Elapsed: 2:53:18 temperature: no ada_p: No Discriminator_loss: 1.73044 Generator_loss: -0.584055 
[INFO] 2021-01-04 14:15:20 > Step:    7000 Progress: 7.0% Elapsed: 2:55:46 temperature: no ada_p: No Discriminator_loss: 1.79913 Generator_loss: -0.118887 
[INFO] 2021-01-04 14:17:49 > Step:    7100 Progress: 7.1% Elapsed: 2:58:15 temperature: no ada_p: No Discriminator_loss: 1.59623 Generator_loss: 0.0103473 
[INFO] 2021-01-04 14:20:17 > Step:    7200 Progress: 7.2% Elapsed: 3:00:43 temperature: no ada_p: No Discriminator_loss: 1.94949 Generator_loss: 0.106429 
[INFO] 2021-01-04 14:22:46 > Step:    7300 Progress: 7.3% Elapsed: 3:03:11 temperature: no ada_p: No Discriminator_loss: 1.65022 Generator_loss: -0.0839651 
[INFO] 2021-01-04 14:25:14 > Step:    7400 Progress: 7.4% Elapsed: 3:05:40 temperature: no ada_p: No Discriminator_loss: 1.99067 Generator_loss: 0.00448936 
[INFO] 2021-01-04 14:27:44 > Step:    7500 Progress: 7.5% Elapsed: 3:08:09 temperature: no ada_p: No Discriminator_loss: 1.75549 Generator_loss: 0.211582 
[INFO] 2021-01-04 14:30:12 > Step:    7600 Progress: 7.6% Elapsed: 3:10:37 temperature: no ada_p: No Discriminator_loss: 1.4799 Generator_loss: 0.0775036 
[INFO] 2021-01-04 14:32:39 > Step:    7700 Progress: 7.7% Elapsed: 3:13:05 temperature: no ada_p: No Discriminator_loss: 1.49357 Generator_loss: -0.0822196 
[INFO] 2021-01-04 14:35:07 > Step:    7800 Progress: 7.8% Elapsed: 3:15:33 temperature: no ada_p: No Discriminator_loss: 1.51117 Generator_loss: 0.0987813 
[INFO] 2021-01-04 14:37:36 > Step:    7900 Progress: 7.9% Elapsed: 3:18:02 temperature: no ada_p: No Discriminator_loss: 1.35973 Generator_loss: 0.0788503 
[INFO] 2021-01-04 14:40:04 > Step:    8000 Progress: 8.0% Elapsed: 3:20:30 temperature: no ada_p: No Discriminator_loss: 1.64254 Generator_loss: 0.0382953 
[INFO] 2021-01-04 14:40:04 > Start Evaluation (8000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 14:40:04 > Calculating FID Score....
[INFO] 2021-01-04 14:40:18 > Calculating Inception Score....
[INFO] 2021-01-04 14:40:21 > Calculate F_beta Score....
[INFO] 2021-01-04 14:40:37 > Calculate Accuracies....
[INFO] 2021-01-04 14:40:40 > Calculate Accuracies....
[INFO] 2021-01-04 14:40:41 > F_8 score (Step: 8000, Using valid images): 0.14055094921482977
[INFO] 2021-01-04 14:40:41 > F_1/8 score (Step: 8000, Using valid images): 0.09478174612774364
[INFO] 2021-01-04 14:40:41 > FID score (Step: 8000, Using valid moments): 318.2614350119891
[INFO] 2021-01-04 14:40:41 > Inception score (Step: 8000, 10000 generated images): 2.35732102394104
[INFO] 2021-01-04 14:40:41 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 14:40:48 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 14:43:18 > Step:    8100 Progress: 8.1% Elapsed: 3:23:43 temperature: no ada_p: No Discriminator_loss: 1.94176 Generator_loss: 0.160611 
[INFO] 2021-01-04 14:45:46 > Step:    8200 Progress: 8.2% Elapsed: 3:26:12 temperature: no ada_p: No Discriminator_loss: 1.20522 Generator_loss: 0.138306 
[INFO] 2021-01-04 14:48:15 > Step:    8300 Progress: 8.3% Elapsed: 3:28:41 temperature: no ada_p: No Discriminator_loss: 1.24839 Generator_loss: 0.0855725 
[INFO] 2021-01-04 14:50:44 > Step:    8400 Progress: 8.4% Elapsed: 3:31:10 temperature: no ada_p: No Discriminator_loss: 2.01925 Generator_loss: -0.0247207 
[INFO] 2021-01-04 14:53:12 > Step:    8500 Progress: 8.5% Elapsed: 3:33:38 temperature: no ada_p: No Discriminator_loss: 1.11101 Generator_loss: 0.0345466 
[INFO] 2021-01-04 14:55:41 > Step:    8600 Progress: 8.6% Elapsed: 3:36:07 temperature: no ada_p: No Discriminator_loss: 1.04393 Generator_loss: 0.166741 
[INFO] 2021-01-04 14:58:10 > Step:    8700 Progress: 8.7% Elapsed: 3:38:36 temperature: no ada_p: No Discriminator_loss: 1.18586 Generator_loss: -0.00222546 
[INFO] 2021-01-04 15:00:39 > Step:    8800 Progress: 8.8% Elapsed: 3:41:05 temperature: no ada_p: No Discriminator_loss: 1.80285 Generator_loss: 0.150798 
[INFO] 2021-01-04 15:03:08 > Step:    8900 Progress: 8.9% Elapsed: 3:43:33 temperature: no ada_p: No Discriminator_loss: 1.42838 Generator_loss: 0.0379164 
[INFO] 2021-01-04 15:05:37 > Step:    9000 Progress: 9.0% Elapsed: 3:46:03 temperature: no ada_p: No Discriminator_loss: 1.52814 Generator_loss: -0.0921682 
[INFO] 2021-01-04 15:08:05 > Step:    9100 Progress: 9.1% Elapsed: 3:48:31 temperature: no ada_p: No Discriminator_loss: 1.75095 Generator_loss: -0.123334 
[INFO] 2021-01-04 15:10:34 > Step:    9200 Progress: 9.2% Elapsed: 3:50:59 temperature: no ada_p: No Discriminator_loss: 1.73676 Generator_loss: 0.12715 
[INFO] 2021-01-04 15:13:01 > Step:    9300 Progress: 9.3% Elapsed: 3:53:27 temperature: no ada_p: No Discriminator_loss: 2.08712 Generator_loss: 0.241002 
[INFO] 2021-01-04 15:15:30 > Step:    9400 Progress: 9.4% Elapsed: 3:55:56 temperature: no ada_p: No Discriminator_loss: 1.64129 Generator_loss: 0.0503476 
[INFO] 2021-01-04 15:17:59 > Step:    9500 Progress: 9.5% Elapsed: 3:58:25 temperature: no ada_p: No Discriminator_loss: 1.76593 Generator_loss: 0.168631 
[INFO] 2021-01-04 15:20:28 > Step:    9600 Progress: 9.6% Elapsed: 4:00:54 temperature: no ada_p: No Discriminator_loss: 1.9502 Generator_loss: -0.847371 
[INFO] 2021-01-04 15:22:57 > Step:    9700 Progress: 9.7% Elapsed: 4:03:23 temperature: no ada_p: No Discriminator_loss: 1.65773 Generator_loss: -0.187899 
[INFO] 2021-01-04 15:25:27 > Step:    9800 Progress: 9.8% Elapsed: 4:05:53 temperature: no ada_p: No Discriminator_loss: 1.92159 Generator_loss: -0.220433 
[INFO] 2021-01-04 15:27:56 > Step:    9900 Progress: 9.9% Elapsed: 4:08:21 temperature: no ada_p: No Discriminator_loss: 1.79982 Generator_loss: -0.0143362 
[INFO] 2021-01-04 15:30:25 > Step:   10000 Progress: 10.0% Elapsed: 4:10:50 temperature: no ada_p: No Discriminator_loss: 1.44024 Generator_loss: -0.0593027 
[INFO] 2021-01-04 15:30:25 > Start Evaluation (10000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 15:30:25 > Calculating FID Score....
[INFO] 2021-01-04 15:30:39 > Calculating Inception Score....
[INFO] 2021-01-04 15:30:42 > Calculate F_beta Score....
[INFO] 2021-01-04 15:30:58 > Calculate Accuracies....
[INFO] 2021-01-04 15:31:00 > Calculate Accuracies....
[INFO] 2021-01-04 15:31:02 > F_8 score (Step: 10000, Using valid images): 0.1671608112090905
[INFO] 2021-01-04 15:31:02 > F_1/8 score (Step: 10000, Using valid images): 0.04855051986244806
[INFO] 2021-01-04 15:31:02 > FID score (Step: 10000, Using valid moments): 306.42015039950275
[INFO] 2021-01-04 15:31:02 > Inception score (Step: 10000, 10000 generated images): 2.4596633911132812
[INFO] 2021-01-04 15:31:02 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 15:31:09 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 15:33:37 > Step:   10100 Progress: 10.1% Elapsed: 4:14:03 temperature: no ada_p: No Discriminator_loss: 1.33462 Generator_loss: 0.144152 
[INFO] 2021-01-04 15:36:06 > Step:   10200 Progress: 10.2% Elapsed: 4:16:32 temperature: no ada_p: No Discriminator_loss: 1.33216 Generator_loss: 0.110938 
[INFO] 2021-01-04 15:38:34 > Step:   10300 Progress: 10.3% Elapsed: 4:19:00 temperature: no ada_p: No Discriminator_loss: 1.40532 Generator_loss: 0.0748311 
[INFO] 2021-01-04 15:41:03 > Step:   10400 Progress: 10.4% Elapsed: 4:21:28 temperature: no ada_p: No Discriminator_loss: 1.31401 Generator_loss: 0.0130588 
[INFO] 2021-01-04 15:43:32 > Step:   10500 Progress: 10.5% Elapsed: 4:23:57 temperature: no ada_p: No Discriminator_loss: 1.17205 Generator_loss: 0.0584286 
[INFO] 2021-01-04 15:46:00 > Step:   10600 Progress: 10.6% Elapsed: 4:26:26 temperature: no ada_p: No Discriminator_loss: 1.76632 Generator_loss: 0.131083 
[INFO] 2021-01-04 15:48:29 > Step:   10700 Progress: 10.7% Elapsed: 4:28:54 temperature: no ada_p: No Discriminator_loss: 1.77647 Generator_loss: 0.0537361 
[INFO] 2021-01-04 15:50:57 > Step:   10800 Progress: 10.8% Elapsed: 4:31:22 temperature: no ada_p: No Discriminator_loss: 1.58243 Generator_loss: 0.0424864 
[INFO] 2021-01-04 15:53:26 > Step:   10900 Progress: 10.9% Elapsed: 4:33:51 temperature: no ada_p: No Discriminator_loss: 1.52875 Generator_loss: 0.160831 
[INFO] 2021-01-04 15:55:55 > Step:   11000 Progress: 11.0% Elapsed: 4:36:20 temperature: no ada_p: No Discriminator_loss: 0.853853 Generator_loss: 0.116324 
[INFO] 2021-01-04 15:58:23 > Step:   11100 Progress: 11.1% Elapsed: 4:38:49 temperature: no ada_p: No Discriminator_loss: 1.56676 Generator_loss: -0.0180394 
[INFO] 2021-01-04 16:00:52 > Step:   11200 Progress: 11.2% Elapsed: 4:41:18 temperature: no ada_p: No Discriminator_loss: 1.36753 Generator_loss: 0.0796654 
[INFO] 2021-01-04 16:03:21 > Step:   11300 Progress: 11.3% Elapsed: 4:43:46 temperature: no ada_p: No Discriminator_loss: 0.546796 Generator_loss: 0.213169 
[INFO] 2021-01-04 16:05:50 > Step:   11400 Progress: 11.4% Elapsed: 4:46:15 temperature: no ada_p: No Discriminator_loss: 0.805164 Generator_loss: 0.119507 
[INFO] 2021-01-04 16:08:19 > Step:   11500 Progress: 11.5% Elapsed: 4:48:44 temperature: no ada_p: No Discriminator_loss: 0.444845 Generator_loss: 0.172418 
[INFO] 2021-01-04 16:10:47 > Step:   11600 Progress: 11.6% Elapsed: 4:51:12 temperature: no ada_p: No Discriminator_loss: 0.878967 Generator_loss: 0.127577 
[INFO] 2021-01-04 16:13:15 > Step:   11700 Progress: 11.7% Elapsed: 4:53:41 temperature: no ada_p: No Discriminator_loss: 0.57716 Generator_loss: 0.057349 
[INFO] 2021-01-04 16:15:45 > Step:   11800 Progress: 11.8% Elapsed: 4:56:10 temperature: no ada_p: No Discriminator_loss: 0.448041 Generator_loss: 0.0940421 
[INFO] 2021-01-04 16:18:13 > Step:   11900 Progress: 11.9% Elapsed: 4:58:39 temperature: no ada_p: No Discriminator_loss: 1.81769 Generator_loss: -1.23146 
[INFO] 2021-01-04 16:20:42 > Step:   12000 Progress: 12.0% Elapsed: 5:01:07 temperature: no ada_p: No Discriminator_loss: 1.46104 Generator_loss: -0.117009 
[INFO] 2021-01-04 16:20:42 > Start Evaluation (12000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 16:20:42 > Calculating FID Score....
[INFO] 2021-01-04 16:20:56 > Calculating Inception Score....
[INFO] 2021-01-04 16:20:58 > Calculate F_beta Score....
[INFO] 2021-01-04 16:21:14 > Calculate Accuracies....
[INFO] 2021-01-04 16:21:17 > Calculate Accuracies....
[INFO] 2021-01-04 16:21:18 > F_8 score (Step: 12000, Using valid images): 0.2897992829574237
[INFO] 2021-01-04 16:21:18 > F_1/8 score (Step: 12000, Using valid images): 0.07979484453210266
[INFO] 2021-01-04 16:21:18 > FID score (Step: 12000, Using valid moments): 322.32581114390916
[INFO] 2021-01-04 16:21:18 > Inception score (Step: 12000, 10000 generated images): 2.626255750656128
[INFO] 2021-01-04 16:21:18 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 16:21:25 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 16:23:54 > Step:   12100 Progress: 12.1% Elapsed: 5:04:19 temperature: no ada_p: No Discriminator_loss: 1.66475 Generator_loss: -0.173578 
[INFO] 2021-01-04 16:26:23 > Step:   12200 Progress: 12.2% Elapsed: 5:06:48 temperature: no ada_p: No Discriminator_loss: 1.9165 Generator_loss: -0.199116 
[INFO] 2021-01-04 16:28:52 > Step:   12300 Progress: 12.3% Elapsed: 5:09:17 temperature: no ada_p: No Discriminator_loss: 1.57333 Generator_loss: -0.0598719 
[INFO] 2021-01-04 16:31:21 > Step:   12400 Progress: 12.4% Elapsed: 5:11:46 temperature: no ada_p: No Discriminator_loss: 0.780708 Generator_loss: -0.00298125 
[INFO] 2021-01-04 16:33:50 > Step:   12500 Progress: 12.5% Elapsed: 5:14:15 temperature: no ada_p: No Discriminator_loss: 0.579892 Generator_loss: 0.106927 
[INFO] 2021-01-04 16:36:19 > Step:   12600 Progress: 12.6% Elapsed: 5:16:44 temperature: no ada_p: No Discriminator_loss: 1.04993 Generator_loss: 0.0615735 
[INFO] 2021-01-04 16:38:47 > Step:   12700 Progress: 12.7% Elapsed: 5:19:13 temperature: no ada_p: No Discriminator_loss: 1.36749 Generator_loss: 0.0388032 
[INFO] 2021-01-04 16:41:16 > Step:   12800 Progress: 12.8% Elapsed: 5:21:42 temperature: no ada_p: No Discriminator_loss: 0.948527 Generator_loss: 0.0100915 
[INFO] 2021-01-04 16:43:45 > Step:   12900 Progress: 12.9% Elapsed: 5:24:11 temperature: no ada_p: No Discriminator_loss: 0.46649 Generator_loss: 0.118916 
[INFO] 2021-01-04 16:46:16 > Step:   13000 Progress: 13.0% Elapsed: 5:26:42 temperature: no ada_p: No Discriminator_loss: 0.755551 Generator_loss: 0.170596 
[INFO] 2021-01-04 16:48:46 > Step:   13100 Progress: 13.1% Elapsed: 5:29:11 temperature: no ada_p: No Discriminator_loss: 0.448207 Generator_loss: 0.17033 
[INFO] 2021-01-04 16:51:15 > Step:   13200 Progress: 13.2% Elapsed: 5:31:40 temperature: no ada_p: No Discriminator_loss: 0.471257 Generator_loss: 0.186664 
[INFO] 2021-01-04 16:53:44 > Step:   13300 Progress: 13.3% Elapsed: 5:34:10 temperature: no ada_p: No Discriminator_loss: 0.763381 Generator_loss: 0.057191 
[INFO] 2021-01-04 16:56:13 > Step:   13400 Progress: 13.4% Elapsed: 5:36:39 temperature: no ada_p: No Discriminator_loss: 0.740314 Generator_loss: 0.214136 
[INFO] 2021-01-04 16:58:41 > Step:   13500 Progress: 13.5% Elapsed: 5:39:07 temperature: no ada_p: No Discriminator_loss: 0.35287 Generator_loss: 0.110024 
[INFO] 2021-01-04 17:01:10 > Step:   13600 Progress: 13.6% Elapsed: 5:41:36 temperature: no ada_p: No Discriminator_loss: 0.521456 Generator_loss: 0.0973423 
[INFO] 2021-01-04 17:03:39 > Step:   13700 Progress: 13.7% Elapsed: 5:44:04 temperature: no ada_p: No Discriminator_loss: 1.17991 Generator_loss: 0.0459772 
[INFO] 2021-01-04 17:06:07 > Step:   13800 Progress: 13.8% Elapsed: 5:46:33 temperature: no ada_p: No Discriminator_loss: 0.220501 Generator_loss: 0.159419 
[INFO] 2021-01-04 17:08:36 > Step:   13900 Progress: 13.9% Elapsed: 5:49:01 temperature: no ada_p: No Discriminator_loss: 1.30427 Generator_loss: 0.0517939 
[INFO] 2021-01-04 17:11:05 > Step:   14000 Progress: 14.0% Elapsed: 5:51:30 temperature: no ada_p: No Discriminator_loss: 0.288606 Generator_loss: 0.19406 
[INFO] 2021-01-04 17:11:05 > Start Evaluation (14000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 17:11:05 > Calculating FID Score....
[INFO] 2021-01-04 17:11:19 > Calculating Inception Score....
[INFO] 2021-01-04 17:11:22 > Calculate F_beta Score....
[INFO] 2021-01-04 17:11:37 > Calculate Accuracies....
[INFO] 2021-01-04 17:11:39 > Calculate Accuracies....
[INFO] 2021-01-04 17:11:41 > F_8 score (Step: 14000, Using valid images): 0.3670246548066972
[INFO] 2021-01-04 17:11:41 > F_1/8 score (Step: 14000, Using valid images): 0.07907899826385181
[INFO] 2021-01-04 17:11:41 > FID score (Step: 14000, Using valid moments): 405.8020818835381
[INFO] 2021-01-04 17:11:41 > Inception score (Step: 14000, 10000 generated images): 1.710867166519165
[INFO] 2021-01-04 17:11:41 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 17:11:48 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 17:14:17 > Step:   14100 Progress: 14.1% Elapsed: 5:54:43 temperature: no ada_p: No Discriminator_loss: 0.204947 Generator_loss: 0.138292 
[INFO] 2021-01-04 17:16:46 > Step:   14200 Progress: 14.2% Elapsed: 5:57:12 temperature: no ada_p: No Discriminator_loss: 0.14733 Generator_loss: 0.111125 
[INFO] 2021-01-04 17:19:15 > Step:   14300 Progress: 14.3% Elapsed: 5:59:41 temperature: no ada_p: No Discriminator_loss: 0.138509 Generator_loss: 0.0686035 
[INFO] 2021-01-04 17:21:43 > Step:   14400 Progress: 14.4% Elapsed: 6:02:09 temperature: no ada_p: No Discriminator_loss: 0.0884476 Generator_loss: 0.092538 
[INFO] 2021-01-04 17:24:11 > Step:   14500 Progress: 14.5% Elapsed: 6:04:37 temperature: no ada_p: No Discriminator_loss: 0.100582 Generator_loss: 0.171079 
[INFO] 2021-01-04 17:26:40 > Step:   14600 Progress: 14.6% Elapsed: 6:07:06 temperature: no ada_p: No Discriminator_loss: 0.0703266 Generator_loss: 0.214198 
[INFO] 2021-01-04 17:29:08 > Step:   14700 Progress: 14.7% Elapsed: 6:09:34 temperature: no ada_p: No Discriminator_loss: 1.84419 Generator_loss: -0.636761 
[INFO] 2021-01-04 17:31:37 > Step:   14800 Progress: 14.8% Elapsed: 6:12:03 temperature: no ada_p: No Discriminator_loss: 1.69145 Generator_loss: -0.355798 
[INFO] 2021-01-04 17:34:05 > Step:   14900 Progress: 14.9% Elapsed: 6:14:31 temperature: no ada_p: No Discriminator_loss: 1.52689 Generator_loss: -0.497157 
[INFO] 2021-01-04 17:36:34 > Step:   15000 Progress: 15.0% Elapsed: 6:16:59 temperature: no ada_p: No Discriminator_loss: 1.21094 Generator_loss: -0.133495 
[INFO] 2021-01-04 17:39:02 > Step:   15100 Progress: 15.1% Elapsed: 6:19:28 temperature: no ada_p: No Discriminator_loss: 1.7814 Generator_loss: 0.0378184 
[INFO] 2021-01-04 17:41:31 > Step:   15200 Progress: 15.2% Elapsed: 6:21:57 temperature: no ada_p: No Discriminator_loss: 1.00391 Generator_loss: -0.0374267 
[INFO] 2021-01-04 17:44:00 > Step:   15300 Progress: 15.3% Elapsed: 6:24:26 temperature: no ada_p: No Discriminator_loss: 0.730886 Generator_loss: 0.0746309 
[INFO] 2021-01-04 17:46:28 > Step:   15400 Progress: 15.4% Elapsed: 6:26:54 temperature: no ada_p: No Discriminator_loss: 1.5936 Generator_loss: 0.0698805 
[INFO] 2021-01-04 17:48:56 > Step:   15500 Progress: 15.5% Elapsed: 6:29:22 temperature: no ada_p: No Discriminator_loss: 1.24978 Generator_loss: 0.000233948 
[INFO] 2021-01-04 17:51:25 > Step:   15600 Progress: 15.6% Elapsed: 6:31:51 temperature: no ada_p: No Discriminator_loss: 0.154873 Generator_loss: 0.0667511 
[INFO] 2021-01-04 17:53:53 > Step:   15700 Progress: 15.7% Elapsed: 6:34:19 temperature: no ada_p: No Discriminator_loss: 0.12135 Generator_loss: 0.00165325 
[INFO] 2021-01-04 17:56:21 > Step:   15800 Progress: 15.8% Elapsed: 6:36:47 temperature: no ada_p: No Discriminator_loss: 0.24935 Generator_loss: 0.163259 
[INFO] 2021-01-04 17:58:50 > Step:   15900 Progress: 15.9% Elapsed: 6:39:16 temperature: no ada_p: No Discriminator_loss: 0.278901 Generator_loss: 0.162204 
[INFO] 2021-01-04 18:01:19 > Step:   16000 Progress: 16.0% Elapsed: 6:41:45 temperature: no ada_p: No Discriminator_loss: 0.197676 Generator_loss: 0.206968 
[INFO] 2021-01-04 18:01:19 > Start Evaluation (16000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 18:01:19 > Calculating FID Score....
[INFO] 2021-01-04 18:01:32 > Calculating Inception Score....
[INFO] 2021-01-04 18:01:35 > Calculate F_beta Score....
[INFO] 2021-01-04 18:01:51 > Calculate Accuracies....
[INFO] 2021-01-04 18:01:53 > Calculate Accuracies....
[INFO] 2021-01-04 18:01:55 > F_8 score (Step: 16000, Using valid images): 0.3697169829497501
[INFO] 2021-01-04 18:01:55 > F_1/8 score (Step: 16000, Using valid images): 0.06288228600412121
[INFO] 2021-01-04 18:01:55 > FID score (Step: 16000, Using valid moments): 431.9402123379775
[INFO] 2021-01-04 18:01:55 > Inception score (Step: 16000, 10000 generated images): 1.6614978313446045
[INFO] 2021-01-04 18:01:55 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 18:02:02 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 18:04:30 > Step:   16100 Progress: 16.1% Elapsed: 6:44:56 temperature: no ada_p: No Discriminator_loss: 0.0335697 Generator_loss: 0.0639977 
[INFO] 2021-01-04 18:07:00 > Step:   16200 Progress: 16.2% Elapsed: 6:47:26 temperature: no ada_p: No Discriminator_loss: 0.0302909 Generator_loss: 0.197953 
[INFO] 2021-01-04 18:09:29 > Step:   16300 Progress: 16.3% Elapsed: 6:49:55 temperature: no ada_p: No Discriminator_loss: 1.12161 Generator_loss: 0.269381 
[INFO] 2021-01-04 18:11:59 > Step:   16400 Progress: 16.4% Elapsed: 6:52:24 temperature: no ada_p: No Discriminator_loss: 0.0720135 Generator_loss: 0.138391 
[INFO] 2021-01-04 18:14:28 > Step:   16500 Progress: 16.5% Elapsed: 6:54:53 temperature: no ada_p: No Discriminator_loss: 0.186763 Generator_loss: 0.0436068 
[INFO] 2021-01-04 18:16:57 > Step:   16600 Progress: 16.6% Elapsed: 6:57:22 temperature: no ada_p: No Discriminator_loss: 0.052463 Generator_loss: 0.0476174 
[INFO] 2021-01-04 18:19:26 > Step:   16700 Progress: 16.7% Elapsed: 6:59:52 temperature: no ada_p: No Discriminator_loss: 0.0582079 Generator_loss: 0.106706 
[INFO] 2021-01-04 18:21:54 > Step:   16800 Progress: 16.8% Elapsed: 7:02:20 temperature: no ada_p: No Discriminator_loss: 0.066937 Generator_loss: 0.137816 
[INFO] 2021-01-04 18:24:24 > Step:   16900 Progress: 16.9% Elapsed: 7:04:49 temperature: no ada_p: No Discriminator_loss: 0.130835 Generator_loss: 0.0725635 
[INFO] 2021-01-04 18:26:53 > Step:   17000 Progress: 17.0% Elapsed: 7:07:19 temperature: no ada_p: No Discriminator_loss: 0.126827 Generator_loss: 0.123164 
[INFO] 2021-01-04 18:29:22 > Step:   17100 Progress: 17.1% Elapsed: 7:09:48 temperature: no ada_p: No Discriminator_loss: 1.92573 Generator_loss: -0.0695291 
[INFO] 2021-01-04 18:31:52 > Step:   17200 Progress: 17.2% Elapsed: 7:12:17 temperature: no ada_p: No Discriminator_loss: 0.716836 Generator_loss: 0.218404 
[INFO] 2021-01-04 18:34:21 > Step:   17300 Progress: 17.3% Elapsed: 7:14:47 temperature: no ada_p: No Discriminator_loss: 0.246685 Generator_loss: 0.145346 
[INFO] 2021-01-04 18:36:50 > Step:   17400 Progress: 17.4% Elapsed: 7:17:16 temperature: no ada_p: No Discriminator_loss: 0.234284 Generator_loss: 0.183664 
[INFO] 2021-01-04 18:39:20 > Step:   17500 Progress: 17.5% Elapsed: 7:19:45 temperature: no ada_p: No Discriminator_loss: 0.151545 Generator_loss: 0.150459 
[INFO] 2021-01-04 18:41:48 > Step:   17600 Progress: 17.6% Elapsed: 7:22:14 temperature: no ada_p: No Discriminator_loss: 0.123095 Generator_loss: 0.0675362 
[INFO] 2021-01-04 18:44:17 > Step:   17700 Progress: 17.7% Elapsed: 7:24:43 temperature: no ada_p: No Discriminator_loss: 0.100114 Generator_loss: 0.155268 
[INFO] 2021-01-04 18:46:46 > Step:   17800 Progress: 17.8% Elapsed: 7:27:11 temperature: no ada_p: No Discriminator_loss: 0.331497 Generator_loss: 0.160503 
[INFO] 2021-01-04 18:49:15 > Step:   17900 Progress: 17.9% Elapsed: 7:29:40 temperature: no ada_p: No Discriminator_loss: 0.709563 Generator_loss: 0.159121 
[INFO] 2021-01-04 18:51:43 > Step:   18000 Progress: 18.0% Elapsed: 7:32:09 temperature: no ada_p: No Discriminator_loss: 0.168224 Generator_loss: 0.133456 
[INFO] 2021-01-04 18:51:43 > Start Evaluation (18000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 18:51:43 > Calculating FID Score....
[INFO] 2021-01-04 18:51:57 > Calculating Inception Score....
[INFO] 2021-01-04 18:52:00 > Calculate F_beta Score....
[INFO] 2021-01-04 18:52:15 > Calculate Accuracies....
[INFO] 2021-01-04 18:52:18 > Calculate Accuracies....
[INFO] 2021-01-04 18:52:19 > F_8 score (Step: 18000, Using valid images): 0.23049684724125394
[INFO] 2021-01-04 18:52:19 > F_1/8 score (Step: 18000, Using valid images): 0.05946792331883688
[INFO] 2021-01-04 18:52:19 > FID score (Step: 18000, Using valid moments): 408.25107056247447
[INFO] 2021-01-04 18:52:19 > Inception score (Step: 18000, 10000 generated images): 1.9500311613082886
[INFO] 2021-01-04 18:52:19 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 18:52:26 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 18:54:55 > Step:   18100 Progress: 18.1% Elapsed: 7:35:21 temperature: no ada_p: No Discriminator_loss: 0.34388 Generator_loss: 0.125816 
[INFO] 2021-01-04 18:57:24 > Step:   18200 Progress: 18.2% Elapsed: 7:37:49 temperature: no ada_p: No Discriminator_loss: 0.203749 Generator_loss: 0.171934 
[INFO] 2021-01-04 18:59:52 > Step:   18300 Progress: 18.3% Elapsed: 7:40:17 temperature: no ada_p: No Discriminator_loss: 0.377994 Generator_loss: 0.144981 
[INFO] 2021-01-04 19:02:20 > Step:   18400 Progress: 18.4% Elapsed: 7:42:46 temperature: no ada_p: No Discriminator_loss: 0.0950966 Generator_loss: 0.183704 
[INFO] 2021-01-04 19:04:48 > Step:   18500 Progress: 18.5% Elapsed: 7:45:14 temperature: no ada_p: No Discriminator_loss: 1.87674 Generator_loss: -0.740335 
[INFO] 2021-01-04 19:07:17 > Step:   18600 Progress: 18.6% Elapsed: 7:47:43 temperature: no ada_p: No Discriminator_loss: 1.1254 Generator_loss: -0.0231651 
[INFO] 2021-01-04 19:09:47 > Step:   18700 Progress: 18.7% Elapsed: 7:50:12 temperature: no ada_p: No Discriminator_loss: 1.5926 Generator_loss: -0.0504718 
[INFO] 2021-01-04 19:12:15 > Step:   18800 Progress: 18.8% Elapsed: 7:52:40 temperature: no ada_p: No Discriminator_loss: 1.53103 Generator_loss: -0.120843 
[INFO] 2021-01-04 19:14:43 > Step:   18900 Progress: 18.9% Elapsed: 7:55:09 temperature: no ada_p: No Discriminator_loss: 1.793 Generator_loss: -0.162056 
[INFO] 2021-01-04 19:17:12 > Step:   19000 Progress: 19.0% Elapsed: 7:57:38 temperature: no ada_p: No Discriminator_loss: 1.79484 Generator_loss: -0.175964 
[INFO] 2021-01-04 19:19:41 > Step:   19100 Progress: 19.1% Elapsed: 8:00:07 temperature: no ada_p: No Discriminator_loss: 1.64105 Generator_loss: -0.116417 
[INFO] 2021-01-04 19:22:09 > Step:   19200 Progress: 19.2% Elapsed: 8:02:35 temperature: no ada_p: No Discriminator_loss: 1.72439 Generator_loss: -0.0894051 
[INFO] 2021-01-04 19:24:37 > Step:   19300 Progress: 19.3% Elapsed: 8:05:03 temperature: no ada_p: No Discriminator_loss: 1.65613 Generator_loss: -0.135071 
[INFO] 2021-01-04 19:27:06 > Step:   19400 Progress: 19.4% Elapsed: 8:07:32 temperature: no ada_p: No Discriminator_loss: 1.70226 Generator_loss: -0.128885 
[INFO] 2021-01-04 19:29:37 > Step:   19500 Progress: 19.5% Elapsed: 8:10:02 temperature: no ada_p: No Discriminator_loss: 1.55782 Generator_loss: -0.152218 
[INFO] 2021-01-04 19:32:05 > Step:   19600 Progress: 19.6% Elapsed: 8:12:31 temperature: no ada_p: No Discriminator_loss: 1.52302 Generator_loss: -0.164057 
[INFO] 2021-01-04 19:34:33 > Step:   19700 Progress: 19.7% Elapsed: 8:14:59 temperature: no ada_p: No Discriminator_loss: 1.94589 Generator_loss: -0.0390909 
[INFO] 2021-01-04 19:37:02 > Step:   19800 Progress: 19.8% Elapsed: 8:17:27 temperature: no ada_p: No Discriminator_loss: 1.70727 Generator_loss: -0.435812 
[INFO] 2021-01-04 19:39:31 > Step:   19900 Progress: 19.9% Elapsed: 8:19:56 temperature: no ada_p: No Discriminator_loss: 1.66439 Generator_loss: -0.183325 
[INFO] 2021-01-04 19:41:59 > Step:   20000 Progress: 20.0% Elapsed: 8:22:25 temperature: no ada_p: No Discriminator_loss: 1.79775 Generator_loss: -0.179515 
[INFO] 2021-01-04 19:41:59 > Start Evaluation (20000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 19:41:59 > Calculating FID Score....
[INFO] 2021-01-04 19:42:13 > Calculating Inception Score....
[INFO] 2021-01-04 19:42:16 > Calculate F_beta Score....
[INFO] 2021-01-04 19:42:30 > Calculate Accuracies....
[INFO] 2021-01-04 19:42:33 > Calculate Accuracies....
[INFO] 2021-01-04 19:42:35 > F_8 score (Step: 20000, Using valid images): 0.2689774746699531
[INFO] 2021-01-04 19:42:35 > F_1/8 score (Step: 20000, Using valid images): 0.08600521444868876
[INFO] 2021-01-04 19:42:35 > FID score (Step: 20000, Using valid moments): 381.53325669989715
[INFO] 2021-01-04 19:42:35 > Inception score (Step: 20000, 10000 generated images): 2.0508782863616943
[INFO] 2021-01-04 19:42:35 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 19:42:42 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 19:45:11 > Step:   20100 Progress: 20.1% Elapsed: 8:25:36 temperature: no ada_p: No Discriminator_loss: 1.71436 Generator_loss: -0.255105 
[INFO] 2021-01-04 19:47:39 > Step:   20200 Progress: 20.2% Elapsed: 8:28:05 temperature: no ada_p: No Discriminator_loss: 1.2134 Generator_loss: -0.0704931 
[INFO] 2021-01-04 19:50:07 > Step:   20300 Progress: 20.3% Elapsed: 8:30:33 temperature: no ada_p: No Discriminator_loss: 1.54433 Generator_loss: -0.068863 
[INFO] 2021-01-04 19:52:36 > Step:   20400 Progress: 20.4% Elapsed: 8:33:02 temperature: no ada_p: No Discriminator_loss: 1.6762 Generator_loss: -0.119492 
[INFO] 2021-01-04 19:55:05 > Step:   20500 Progress: 20.5% Elapsed: 8:35:31 temperature: no ada_p: No Discriminator_loss: 1.5009 Generator_loss: -0.104132 
[INFO] 2021-01-04 19:57:33 > Step:   20600 Progress: 20.6% Elapsed: 8:37:59 temperature: no ada_p: No Discriminator_loss: 1.1243 Generator_loss: 0.103461 
[INFO] 2021-01-04 20:00:02 > Step:   20700 Progress: 20.7% Elapsed: 8:40:28 temperature: no ada_p: No Discriminator_loss: 1.32493 Generator_loss: 0.0657266 
[INFO] 2021-01-04 20:02:31 > Step:   20800 Progress: 20.8% Elapsed: 8:42:57 temperature: no ada_p: No Discriminator_loss: 0.828112 Generator_loss: 0.124342 
[INFO] 2021-01-04 20:05:00 > Step:   20900 Progress: 20.9% Elapsed: 8:45:26 temperature: no ada_p: No Discriminator_loss: 1.61165 Generator_loss: 0.0679161 
[INFO] 2021-01-04 20:07:29 > Step:   21000 Progress: 21.0% Elapsed: 8:47:55 temperature: no ada_p: No Discriminator_loss: 0.620284 Generator_loss: 0.171787 
[INFO] 2021-01-04 20:09:58 > Step:   21100 Progress: 21.1% Elapsed: 8:50:24 temperature: no ada_p: No Discriminator_loss: 1.08276 Generator_loss: 0.0851399 
[INFO] 2021-01-04 20:12:27 > Step:   21200 Progress: 21.2% Elapsed: 8:52:53 temperature: no ada_p: No Discriminator_loss: 1.68684 Generator_loss: 0.0548162 
[INFO] 2021-01-04 20:14:56 > Step:   21300 Progress: 21.3% Elapsed: 8:55:22 temperature: no ada_p: No Discriminator_loss: 0.799337 Generator_loss: -0.0228245 
[INFO] 2021-01-04 20:17:26 > Step:   21400 Progress: 21.4% Elapsed: 8:57:51 temperature: no ada_p: No Discriminator_loss: 1.68441 Generator_loss: 0.109289 
[INFO] 2021-01-04 20:19:55 > Step:   21500 Progress: 21.5% Elapsed: 9:00:21 temperature: no ada_p: No Discriminator_loss: 0.990128 Generator_loss: 0.180601 
[INFO] 2021-01-04 20:22:24 > Step:   21600 Progress: 21.6% Elapsed: 9:02:50 temperature: no ada_p: No Discriminator_loss: 1.11112 Generator_loss: 0.148826 
[INFO] 2021-01-04 20:24:53 > Step:   21700 Progress: 21.7% Elapsed: 9:05:18 temperature: no ada_p: No Discriminator_loss: 1.04267 Generator_loss: 0.00377095 
[INFO] 2021-01-04 20:27:22 > Step:   21800 Progress: 21.8% Elapsed: 9:07:48 temperature: no ada_p: No Discriminator_loss: 0.450088 Generator_loss: 0.125822 
[INFO] 2021-01-04 20:29:51 > Step:   21900 Progress: 21.9% Elapsed: 9:10:16 temperature: no ada_p: No Discriminator_loss: 0.438417 Generator_loss: 0.201817 
[INFO] 2021-01-04 20:32:20 > Step:   22000 Progress: 22.0% Elapsed: 9:12:45 temperature: no ada_p: No Discriminator_loss: 0.437422 Generator_loss: 0.132746 
[INFO] 2021-01-04 20:32:20 > Start Evaluation (22000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 20:32:20 > Calculating FID Score....
[INFO] 2021-01-04 20:32:33 > Calculating Inception Score....
[INFO] 2021-01-04 20:32:36 > Calculate F_beta Score....
[INFO] 2021-01-04 20:32:51 > Calculate Accuracies....
[INFO] 2021-01-04 20:32:54 > Calculate Accuracies....
[INFO] 2021-01-04 20:32:55 > F_8 score (Step: 22000, Using valid images): 0.22156613216303334
[INFO] 2021-01-04 20:32:55 > F_1/8 score (Step: 22000, Using valid images): 0.09649924111332822
[INFO] 2021-01-04 20:32:55 > FID score (Step: 22000, Using valid moments): 378.778841448409
[INFO] 2021-01-04 20:32:55 > Inception score (Step: 22000, 10000 generated images): 1.9976084232330322
[INFO] 2021-01-04 20:32:55 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 20:33:03 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 20:35:32 > Step:   22100 Progress: 22.1% Elapsed: 9:15:58 temperature: no ada_p: No Discriminator_loss: 0.939942 Generator_loss: 0.0308416 
[INFO] 2021-01-04 20:38:00 > Step:   22200 Progress: 22.2% Elapsed: 9:18:26 temperature: no ada_p: No Discriminator_loss: 0.328749 Generator_loss: 0.0707701 
[INFO] 2021-01-04 20:40:29 > Step:   22300 Progress: 22.3% Elapsed: 9:20:55 temperature: no ada_p: No Discriminator_loss: 0.328652 Generator_loss: 0.135717 
[INFO] 2021-01-04 20:42:58 > Step:   22400 Progress: 22.4% Elapsed: 9:23:24 temperature: no ada_p: No Discriminator_loss: 0.381626 Generator_loss: 0.136927 
[INFO] 2021-01-04 20:45:26 > Step:   22500 Progress: 22.5% Elapsed: 9:25:52 temperature: no ada_p: No Discriminator_loss: 1.4857 Generator_loss: 0.1579 
[INFO] 2021-01-04 20:47:54 > Step:   22600 Progress: 22.6% Elapsed: 9:28:20 temperature: no ada_p: No Discriminator_loss: 1.25864 Generator_loss: 0.116954 
[INFO] 2021-01-04 20:50:24 > Step:   22700 Progress: 22.7% Elapsed: 9:30:50 temperature: no ada_p: No Discriminator_loss: 0.663665 Generator_loss: 0.243327 
[INFO] 2021-01-04 20:52:54 > Step:   22800 Progress: 22.8% Elapsed: 9:33:19 temperature: no ada_p: No Discriminator_loss: 0.393634 Generator_loss: 0.137495 
[INFO] 2021-01-04 20:55:22 > Step:   22900 Progress: 22.9% Elapsed: 9:35:48 temperature: no ada_p: No Discriminator_loss: 0.558772 Generator_loss: 0.0999958 
[INFO] 2021-01-04 20:57:51 > Step:   23000 Progress: 23.0% Elapsed: 9:38:16 temperature: no ada_p: No Discriminator_loss: 1.28559 Generator_loss: 0.116372 
[INFO] 2021-01-04 21:00:20 > Step:   23100 Progress: 23.1% Elapsed: 9:40:45 temperature: no ada_p: No Discriminator_loss: 0.364994 Generator_loss: 0.121376 
[INFO] 2021-01-04 21:02:48 > Step:   23200 Progress: 23.2% Elapsed: 9:43:14 temperature: no ada_p: No Discriminator_loss: 0.177872 Generator_loss: 0.1172 
[INFO] 2021-01-04 21:05:16 > Step:   23300 Progress: 23.3% Elapsed: 9:45:42 temperature: no ada_p: No Discriminator_loss: 0.156771 Generator_loss: 0.123083 
[INFO] 2021-01-04 21:07:46 > Step:   23400 Progress: 23.4% Elapsed: 9:48:11 temperature: no ada_p: No Discriminator_loss: 0.293417 Generator_loss: 0.108519 
[INFO] 2021-01-04 21:10:14 > Step:   23500 Progress: 23.5% Elapsed: 9:50:40 temperature: no ada_p: No Discriminator_loss: 0.0962295 Generator_loss: 0.116594 
[INFO] 2021-01-04 21:12:43 > Step:   23600 Progress: 23.6% Elapsed: 9:53:09 temperature: no ada_p: No Discriminator_loss: 0.123128 Generator_loss: 0.085317 
[INFO] 2021-01-04 21:15:13 > Step:   23700 Progress: 23.7% Elapsed: 9:55:38 temperature: no ada_p: No Discriminator_loss: 0.0878343 Generator_loss: 0.18191 
[INFO] 2021-01-04 21:17:42 > Step:   23800 Progress: 23.8% Elapsed: 9:58:07 temperature: no ada_p: No Discriminator_loss: 0.0386795 Generator_loss: 0.134984 
[INFO] 2021-01-04 21:20:11 > Step:   23900 Progress: 23.9% Elapsed: 10:00:36 temperature: no ada_p: No Discriminator_loss: 0.153486 Generator_loss: 0.177279 
[INFO] 2021-01-04 21:22:40 > Step:   24000 Progress: 24.0% Elapsed: 10:03:06 temperature: no ada_p: No Discriminator_loss: 0.115908 Generator_loss: 0.110791 
[INFO] 2021-01-04 21:22:40 > Start Evaluation (24000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 21:22:40 > Calculating FID Score....
[INFO] 2021-01-04 21:22:54 > Calculating Inception Score....
[INFO] 2021-01-04 21:22:57 > Calculate F_beta Score....
[INFO] 2021-01-04 21:23:12 > Calculate Accuracies....
[INFO] 2021-01-04 21:23:15 > Calculate Accuracies....
[INFO] 2021-01-04 21:23:16 > F_8 score (Step: 24000, Using valid images): 0.22006339395508254
[INFO] 2021-01-04 21:23:16 > F_1/8 score (Step: 24000, Using valid images): 0.09640284874847427
[INFO] 2021-01-04 21:23:16 > FID score (Step: 24000, Using valid moments): 382.5290004339133
[INFO] 2021-01-04 21:23:16 > Inception score (Step: 24000, 10000 generated images): 1.964818000793457
[INFO] 2021-01-04 21:23:16 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 21:23:23 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 21:25:52 > Step:   24100 Progress: 24.1% Elapsed: 10:06:18 temperature: no ada_p: No Discriminator_loss: 0.286187 Generator_loss: 0.0598918 
[INFO] 2021-01-04 21:28:21 > Step:   24200 Progress: 24.2% Elapsed: 10:08:46 temperature: no ada_p: No Discriminator_loss: 0.0739017 Generator_loss: 0.108846 
[INFO] 2021-01-04 21:30:50 > Step:   24300 Progress: 24.3% Elapsed: 10:11:15 temperature: no ada_p: No Discriminator_loss: 0.0900508 Generator_loss: 0.187379 
[INFO] 2021-01-04 21:33:19 > Step:   24400 Progress: 24.4% Elapsed: 10:13:44 temperature: no ada_p: No Discriminator_loss: 0.030389 Generator_loss: 0.0713373 
[INFO] 2021-01-04 21:35:47 > Step:   24500 Progress: 24.5% Elapsed: 10:16:13 temperature: no ada_p: No Discriminator_loss: 0.58124 Generator_loss: 0.0476971 
[INFO] 2021-01-04 21:38:16 > Step:   24600 Progress: 24.6% Elapsed: 10:18:42 temperature: no ada_p: No Discriminator_loss: 0.674584 Generator_loss: 0.0477056 
[INFO] 2021-01-04 21:40:45 > Step:   24700 Progress: 24.7% Elapsed: 10:21:11 temperature: no ada_p: No Discriminator_loss: 0.0339009 Generator_loss: 0.127869 
[INFO] 2021-01-04 21:43:14 > Step:   24800 Progress: 24.8% Elapsed: 10:23:40 temperature: no ada_p: No Discriminator_loss: 0.192871 Generator_loss: 0.141826 
[INFO] 2021-01-04 21:45:42 > Step:   24900 Progress: 24.9% Elapsed: 10:26:08 temperature: no ada_p: No Discriminator_loss: 0.0619019 Generator_loss: 0.0669966 
[INFO] 2021-01-04 21:48:11 > Step:   25000 Progress: 25.0% Elapsed: 10:28:36 temperature: no ada_p: No Discriminator_loss: 0.163863 Generator_loss: 0.165268 
[INFO] 2021-01-04 21:50:40 > Step:   25100 Progress: 25.1% Elapsed: 10:31:06 temperature: no ada_p: No Discriminator_loss: 0.141885 Generator_loss: 0.0656882 
[INFO] 2021-01-04 21:53:08 > Step:   25200 Progress: 25.2% Elapsed: 10:33:34 temperature: no ada_p: No Discriminator_loss: 0.905464 Generator_loss: -0.030862 
[INFO] 2021-01-04 21:55:35 > Step:   25300 Progress: 25.3% Elapsed: 10:36:01 temperature: no ada_p: No Discriminator_loss: 0.420266 Generator_loss: 0.0829085 
[INFO] 2021-01-04 21:58:03 > Step:   25400 Progress: 25.4% Elapsed: 10:38:29 temperature: no ada_p: No Discriminator_loss: 0.166958 Generator_loss: 0.0850667 
[INFO] 2021-01-04 22:00:32 > Step:   25500 Progress: 25.5% Elapsed: 10:40:58 temperature: no ada_p: No Discriminator_loss: 0.0989666 Generator_loss: 0.0644976 
[INFO] 2021-01-04 22:03:00 > Step:   25600 Progress: 25.6% Elapsed: 10:43:26 temperature: no ada_p: No Discriminator_loss: 0.102007 Generator_loss: 0.110938 
[INFO] 2021-01-04 22:05:28 > Step:   25700 Progress: 25.7% Elapsed: 10:45:54 temperature: no ada_p: No Discriminator_loss: 0.0619739 Generator_loss: 0.0964082 
[INFO] 2021-01-04 22:07:57 > Step:   25800 Progress: 25.8% Elapsed: 10:48:23 temperature: no ada_p: No Discriminator_loss: 1.6356 Generator_loss: -0.0713612 
[INFO] 2021-01-04 22:10:27 > Step:   25900 Progress: 25.9% Elapsed: 10:50:53 temperature: no ada_p: No Discriminator_loss: 0.999961 Generator_loss: -0.00902843 
[INFO] 2021-01-04 22:12:55 > Step:   26000 Progress: 26.0% Elapsed: 10:53:21 temperature: no ada_p: No Discriminator_loss: 2.04262 Generator_loss: 0.108054 
[INFO] 2021-01-04 22:12:55 > Start Evaluation (26000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 22:12:55 > Calculating FID Score....
[INFO] 2021-01-04 22:13:09 > Calculating Inception Score....
[INFO] 2021-01-04 22:13:12 > Calculate F_beta Score....
[INFO] 2021-01-04 22:13:27 > Calculate Accuracies....
[INFO] 2021-01-04 22:13:30 > Calculate Accuracies....
[INFO] 2021-01-04 22:13:31 > F_8 score (Step: 26000, Using valid images): 0.25406154029796774
[INFO] 2021-01-04 22:13:31 > F_1/8 score (Step: 26000, Using valid images): 0.10274963477192553
[INFO] 2021-01-04 22:13:31 > FID score (Step: 26000, Using valid moments): 383.66994034080795
[INFO] 2021-01-04 22:13:31 > Inception score (Step: 26000, 10000 generated images): 1.949275016784668
[INFO] 2021-01-04 22:13:31 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 22:13:38 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 22:16:07 > Step:   26100 Progress: 26.1% Elapsed: 10:56:33 temperature: no ada_p: No Discriminator_loss: 0.73261 Generator_loss: 0.0170326 
[INFO] 2021-01-04 22:18:35 > Step:   26200 Progress: 26.2% Elapsed: 10:59:01 temperature: no ada_p: No Discriminator_loss: 1.08821 Generator_loss: 0.387748 
[INFO] 2021-01-04 22:21:03 > Step:   26300 Progress: 26.3% Elapsed: 11:01:29 temperature: no ada_p: No Discriminator_loss: 0.196549 Generator_loss: 0.149013 
[INFO] 2021-01-04 22:23:32 > Step:   26400 Progress: 26.4% Elapsed: 11:03:58 temperature: no ada_p: No Discriminator_loss: 0.468654 Generator_loss: 0.0559751 
[INFO] 2021-01-04 22:26:01 > Step:   26500 Progress: 26.5% Elapsed: 11:06:27 temperature: no ada_p: No Discriminator_loss: 0.287197 Generator_loss: 0.0889385 
[INFO] 2021-01-04 22:28:30 > Step:   26600 Progress: 26.6% Elapsed: 11:08:55 temperature: no ada_p: No Discriminator_loss: 0.264636 Generator_loss: 0.0976654 
[INFO] 2021-01-04 22:30:59 > Step:   26700 Progress: 26.7% Elapsed: 11:11:24 temperature: no ada_p: No Discriminator_loss: 0.315188 Generator_loss: 0.0563157 
[INFO] 2021-01-04 22:33:27 > Step:   26800 Progress: 26.8% Elapsed: 11:13:53 temperature: no ada_p: No Discriminator_loss: 0.146632 Generator_loss: 0.145435 
[INFO] 2021-01-04 22:35:55 > Step:   26900 Progress: 26.9% Elapsed: 11:16:21 temperature: no ada_p: No Discriminator_loss: 0.247316 Generator_loss: 0.140441 
[INFO] 2021-01-04 22:38:24 > Step:   27000 Progress: 27.0% Elapsed: 11:18:50 temperature: no ada_p: No Discriminator_loss: 0.166049 Generator_loss: 0.0950764 
[INFO] 2021-01-04 22:40:53 > Step:   27100 Progress: 27.1% Elapsed: 11:21:19 temperature: no ada_p: No Discriminator_loss: 0.110504 Generator_loss: 0.141397 
[INFO] 2021-01-04 22:43:22 > Step:   27200 Progress: 27.2% Elapsed: 11:23:47 temperature: no ada_p: No Discriminator_loss: 0.153467 Generator_loss: 0.142885 
[INFO] 2021-01-04 22:45:50 > Step:   27300 Progress: 27.3% Elapsed: 11:26:16 temperature: no ada_p: No Discriminator_loss: 0.249133 Generator_loss: 0.0995344 
[INFO] 2021-01-04 22:48:19 > Step:   27400 Progress: 27.4% Elapsed: 11:28:44 temperature: no ada_p: No Discriminator_loss: 1.98971 Generator_loss: -1.19841 
[INFO] 2021-01-04 22:50:47 > Step:   27500 Progress: 27.5% Elapsed: 11:31:13 temperature: no ada_p: No Discriminator_loss: 0.818123 Generator_loss: 0.0329928 
[INFO] 2021-01-04 22:53:15 > Step:   27600 Progress: 27.6% Elapsed: 11:33:40 temperature: no ada_p: No Discriminator_loss: 1.20285 Generator_loss: 0.012248 
[INFO] 2021-01-04 22:55:44 > Step:   27700 Progress: 27.7% Elapsed: 11:36:09 temperature: no ada_p: No Discriminator_loss: 1.3352 Generator_loss: 0.00587159 
[INFO] 2021-01-04 22:58:13 > Step:   27800 Progress: 27.8% Elapsed: 11:38:39 temperature: no ada_p: No Discriminator_loss: 1.45825 Generator_loss: -0.0581617 
[INFO] 2021-01-04 23:00:42 > Step:   27900 Progress: 27.9% Elapsed: 11:41:08 temperature: no ada_p: No Discriminator_loss: 1.76758 Generator_loss: 0.095029 
[INFO] 2021-01-04 23:03:10 > Step:   28000 Progress: 28.0% Elapsed: 11:43:36 temperature: no ada_p: No Discriminator_loss: 0.822741 Generator_loss: 0.0949476 
[INFO] 2021-01-04 23:03:10 > Start Evaluation (28000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 23:03:10 > Calculating FID Score....
[INFO] 2021-01-04 23:03:24 > Calculating Inception Score....
[INFO] 2021-01-04 23:03:27 > Calculate F_beta Score....
[INFO] 2021-01-04 23:03:42 > Calculate Accuracies....
[INFO] 2021-01-04 23:03:44 > Calculate Accuracies....
[INFO] 2021-01-04 23:03:46 > F_8 score (Step: 28000, Using valid images): 0.20491802870439968
[INFO] 2021-01-04 23:03:46 > F_1/8 score (Step: 28000, Using valid images): 0.11799230527230797
[INFO] 2021-01-04 23:03:46 > FID score (Step: 28000, Using valid moments): 376.4130878479716
[INFO] 2021-01-04 23:03:46 > Inception score (Step: 28000, 10000 generated images): 2.0184073448181152
[INFO] 2021-01-04 23:03:46 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 23:03:53 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 23:06:22 > Step:   28100 Progress: 28.1% Elapsed: 11:46:47 temperature: no ada_p: No Discriminator_loss: 0.638121 Generator_loss: 0.194905 
[INFO] 2021-01-04 23:08:51 > Step:   28200 Progress: 28.2% Elapsed: 11:49:17 temperature: no ada_p: No Discriminator_loss: 1.53953 Generator_loss: 0.0573527 
[INFO] 2021-01-04 23:11:20 > Step:   28300 Progress: 28.3% Elapsed: 11:51:45 temperature: no ada_p: No Discriminator_loss: 0.714661 Generator_loss: 0.0359012 
[INFO] 2021-01-04 23:13:49 > Step:   28400 Progress: 28.4% Elapsed: 11:54:14 temperature: no ada_p: No Discriminator_loss: 0.785134 Generator_loss: 0.0717992 
[INFO] 2021-01-04 23:16:17 > Step:   28500 Progress: 28.5% Elapsed: 11:56:43 temperature: no ada_p: No Discriminator_loss: 0.56358 Generator_loss: 0.108372 
[INFO] 2021-01-04 23:18:45 > Step:   28600 Progress: 28.6% Elapsed: 11:59:11 temperature: no ada_p: No Discriminator_loss: 1.20651 Generator_loss: 0.192143 
[INFO] 2021-01-04 23:21:14 > Step:   28700 Progress: 28.7% Elapsed: 12:01:39 temperature: no ada_p: No Discriminator_loss: 1.45493 Generator_loss: 0.0835819 
[INFO] 2021-01-04 23:23:42 > Step:   28800 Progress: 28.8% Elapsed: 12:04:08 temperature: no ada_p: No Discriminator_loss: 0.709288 Generator_loss: 0.0333951 
[INFO] 2021-01-04 23:26:11 > Step:   28900 Progress: 28.9% Elapsed: 12:06:37 temperature: no ada_p: No Discriminator_loss: 0.281601 Generator_loss: 0.169965 
[INFO] 2021-01-04 23:28:39 > Step:   29000 Progress: 29.0% Elapsed: 12:09:05 temperature: no ada_p: No Discriminator_loss: 0.746744 Generator_loss: 0.137098 
[INFO] 2021-01-04 23:31:08 > Step:   29100 Progress: 29.1% Elapsed: 12:11:34 temperature: no ada_p: No Discriminator_loss: 0.29966 Generator_loss: 0.17766 
[INFO] 2021-01-04 23:33:38 > Step:   29200 Progress: 29.2% Elapsed: 12:14:04 temperature: no ada_p: No Discriminator_loss: 0.380562 Generator_loss: 0.144468 
[INFO] 2021-01-04 23:36:07 > Step:   29300 Progress: 29.3% Elapsed: 12:16:33 temperature: no ada_p: No Discriminator_loss: 0.551336 Generator_loss: 0.133463 
[INFO] 2021-01-04 23:38:36 > Step:   29400 Progress: 29.4% Elapsed: 12:19:02 temperature: no ada_p: No Discriminator_loss: 0.704265 Generator_loss: 0.15664 
[INFO] 2021-01-04 23:41:05 > Step:   29500 Progress: 29.5% Elapsed: 12:21:31 temperature: no ada_p: No Discriminator_loss: 0.460466 Generator_loss: 0.149358 
[INFO] 2021-01-04 23:43:34 > Step:   29600 Progress: 29.6% Elapsed: 12:23:59 temperature: no ada_p: No Discriminator_loss: 0.407012 Generator_loss: 0.089567 
[INFO] 2021-01-04 23:46:02 > Step:   29700 Progress: 29.7% Elapsed: 12:26:28 temperature: no ada_p: No Discriminator_loss: 0.594836 Generator_loss: 0.0497152 
[INFO] 2021-01-04 23:48:30 > Step:   29800 Progress: 29.8% Elapsed: 12:28:56 temperature: no ada_p: No Discriminator_loss: 0.490697 Generator_loss: 0.0918846 
[INFO] 2021-01-04 23:50:58 > Step:   29900 Progress: 29.9% Elapsed: 12:31:24 temperature: no ada_p: No Discriminator_loss: 0.232902 Generator_loss: 0.0705307 
[INFO] 2021-01-04 23:53:27 > Step:   30000 Progress: 30.0% Elapsed: 12:33:53 temperature: no ada_p: No Discriminator_loss: 0.389847 Generator_loss: 0.077574 
[INFO] 2021-01-04 23:53:27 > Start Evaluation (30000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 23:53:27 > Calculating FID Score....
[INFO] 2021-01-04 23:53:41 > Calculating Inception Score....
[INFO] 2021-01-04 23:53:44 > Calculate F_beta Score....
[INFO] 2021-01-04 23:53:59 > Calculate Accuracies....
[INFO] 2021-01-04 23:54:02 > Calculate Accuracies....
[INFO] 2021-01-04 23:54:03 > F_8 score (Step: 30000, Using valid images): 0.23987720667346063
[INFO] 2021-01-04 23:54:03 > F_1/8 score (Step: 30000, Using valid images): 0.12305623005129501
[INFO] 2021-01-04 23:54:03 > FID score (Step: 30000, Using valid moments): 326.99176593698166
[INFO] 2021-01-04 23:54:03 > Inception score (Step: 30000, 10000 generated images): 2.1969845294952393
[INFO] 2021-01-04 23:54:03 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-04 23:54:10 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-04 23:56:39 > Step:   30100 Progress: 30.1% Elapsed: 12:37:04 temperature: no ada_p: No Discriminator_loss: 0.615764 Generator_loss: -0.00716376 
[INFO] 2021-01-04 23:59:07 > Step:   30200 Progress: 30.2% Elapsed: 12:39:32 temperature: no ada_p: No Discriminator_loss: 0.749833 Generator_loss: 0.194125 
[INFO] 2021-01-05 00:01:36 > Step:   30300 Progress: 30.3% Elapsed: 12:42:01 temperature: no ada_p: No Discriminator_loss: 0.241585 Generator_loss: 0.136944 
[INFO] 2021-01-05 00:04:05 > Step:   30400 Progress: 30.4% Elapsed: 12:44:31 temperature: no ada_p: No Discriminator_loss: 0.521965 Generator_loss: 0.165881 
[INFO] 2021-01-05 00:06:34 > Step:   30500 Progress: 30.5% Elapsed: 12:46:59 temperature: no ada_p: No Discriminator_loss: 0.786655 Generator_loss: 0.128801 
[INFO] 2021-01-05 00:09:02 > Step:   30600 Progress: 30.6% Elapsed: 12:49:28 temperature: no ada_p: No Discriminator_loss: 0.525288 Generator_loss: 0.114839 
[INFO] 2021-01-05 00:11:31 > Step:   30700 Progress: 30.7% Elapsed: 12:51:57 temperature: no ada_p: No Discriminator_loss: 1.16111 Generator_loss: -0.0451035 
[INFO] 2021-01-05 00:14:00 > Step:   30800 Progress: 30.8% Elapsed: 12:54:26 temperature: no ada_p: No Discriminator_loss: 0.712055 Generator_loss: 0.106333 
[INFO] 2021-01-05 00:16:29 > Step:   30900 Progress: 30.9% Elapsed: 12:56:55 temperature: no ada_p: No Discriminator_loss: 0.937701 Generator_loss: 0.150677 
[INFO] 2021-01-05 00:18:58 > Step:   31000 Progress: 31.0% Elapsed: 12:59:24 temperature: no ada_p: No Discriminator_loss: 0.754444 Generator_loss: 0.0534992 
[INFO] 2021-01-05 00:21:27 > Step:   31100 Progress: 31.1% Elapsed: 13:01:53 temperature: no ada_p: No Discriminator_loss: 0.452891 Generator_loss: 0.132035 
[INFO] 2021-01-05 00:23:57 > Step:   31200 Progress: 31.2% Elapsed: 13:04:22 temperature: no ada_p: No Discriminator_loss: 1.7748 Generator_loss: 0.0911071 
[INFO] 2021-01-05 00:26:26 > Step:   31300 Progress: 31.3% Elapsed: 13:06:52 temperature: no ada_p: No Discriminator_loss: 1.73286 Generator_loss: -0.147147 
[INFO] 2021-01-05 00:28:54 > Step:   31400 Progress: 31.4% Elapsed: 13:09:20 temperature: no ada_p: No Discriminator_loss: 1.55152 Generator_loss: -0.389953 
[INFO] 2021-01-05 00:31:23 > Step:   31500 Progress: 31.5% Elapsed: 13:11:49 temperature: no ada_p: No Discriminator_loss: 0.589547 Generator_loss: 0.0975463 
[INFO] 2021-01-05 00:33:51 > Step:   31600 Progress: 31.6% Elapsed: 13:14:17 temperature: no ada_p: No Discriminator_loss: 0.996236 Generator_loss: -0.018568 
[INFO] 2021-01-05 00:36:20 > Step:   31700 Progress: 31.7% Elapsed: 13:16:46 temperature: no ada_p: No Discriminator_loss: 0.912888 Generator_loss: 0.111492 
[INFO] 2021-01-05 00:38:48 > Step:   31800 Progress: 31.8% Elapsed: 13:19:14 temperature: no ada_p: No Discriminator_loss: 1.04533 Generator_loss: 0.130211 
[INFO] 2021-01-05 00:41:16 > Step:   31900 Progress: 31.9% Elapsed: 13:21:42 temperature: no ada_p: No Discriminator_loss: 0.504127 Generator_loss: 0.077059 
[INFO] 2021-01-05 00:43:45 > Step:   32000 Progress: 32.0% Elapsed: 13:24:10 temperature: no ada_p: No Discriminator_loss: 0.409859 Generator_loss: 0.0590394 
[INFO] 2021-01-05 00:43:45 > Start Evaluation (32000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 00:43:45 > Calculating FID Score....
[INFO] 2021-01-05 00:43:58 > Calculating Inception Score....
[INFO] 2021-01-05 00:44:01 > Calculate F_beta Score....
[INFO] 2021-01-05 00:44:17 > Calculate Accuracies....
[INFO] 2021-01-05 00:44:19 > Calculate Accuracies....
[INFO] 2021-01-05 00:44:21 > F_8 score (Step: 32000, Using valid images): 0.18414844661718122
[INFO] 2021-01-05 00:44:21 > F_1/8 score (Step: 32000, Using valid images): 0.126246665227229
[INFO] 2021-01-05 00:44:21 > FID score (Step: 32000, Using valid moments): 291.57179849404076
[INFO] 2021-01-05 00:44:21 > Inception score (Step: 32000, 10000 generated images): 2.3665027618408203
[INFO] 2021-01-05 00:44:21 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 00:44:28 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 00:46:56 > Step:   32100 Progress: 32.1% Elapsed: 13:27:21 temperature: no ada_p: No Discriminator_loss: 0.444298 Generator_loss: 0.156345 
[INFO] 2021-01-05 00:49:24 > Step:   32200 Progress: 32.2% Elapsed: 13:29:50 temperature: no ada_p: No Discriminator_loss: 0.453351 Generator_loss: 0.102573 
[INFO] 2021-01-05 00:51:53 > Step:   32300 Progress: 32.3% Elapsed: 13:32:19 temperature: no ada_p: No Discriminator_loss: 0.410811 Generator_loss: 0.166178 
[INFO] 2021-01-05 00:54:23 > Step:   32400 Progress: 32.4% Elapsed: 13:34:49 temperature: no ada_p: No Discriminator_loss: 0.421846 Generator_loss: 0.0273517 
[INFO] 2021-01-05 00:56:53 > Step:   32500 Progress: 32.5% Elapsed: 13:37:18 temperature: no ada_p: No Discriminator_loss: 0.344139 Generator_loss: 0.241433 
[INFO] 2021-01-05 00:59:22 > Step:   32600 Progress: 32.6% Elapsed: 13:39:48 temperature: no ada_p: No Discriminator_loss: 0.193053 Generator_loss: 0.188192 
[INFO] 2021-01-05 01:01:50 > Step:   32700 Progress: 32.7% Elapsed: 13:42:16 temperature: no ada_p: No Discriminator_loss: 0.334627 Generator_loss: 0.147926 
[INFO] 2021-01-05 01:04:18 > Step:   32800 Progress: 32.8% Elapsed: 13:44:44 temperature: no ada_p: No Discriminator_loss: 0.320635 Generator_loss: 0.238711 
[INFO] 2021-01-05 01:06:47 > Step:   32900 Progress: 32.9% Elapsed: 13:47:13 temperature: no ada_p: No Discriminator_loss: 0.321616 Generator_loss: 0.0911764 
[INFO] 2021-01-05 01:09:16 > Step:   33000 Progress: 33.0% Elapsed: 13:49:42 temperature: no ada_p: No Discriminator_loss: 0.514381 Generator_loss: 0.157091 
[INFO] 2021-01-05 01:11:44 > Step:   33100 Progress: 33.1% Elapsed: 13:52:10 temperature: no ada_p: No Discriminator_loss: 0.415754 Generator_loss: 0.153977 
[INFO] 2021-01-05 01:14:12 > Step:   33200 Progress: 33.2% Elapsed: 13:54:38 temperature: no ada_p: No Discriminator_loss: 0.363555 Generator_loss: 0.147839 
[INFO] 2021-01-05 01:16:41 > Step:   33300 Progress: 33.3% Elapsed: 13:57:07 temperature: no ada_p: No Discriminator_loss: 0.302238 Generator_loss: 0.102003 
[INFO] 2021-01-05 01:19:10 > Step:   33400 Progress: 33.4% Elapsed: 13:59:35 temperature: no ada_p: No Discriminator_loss: 0.255745 Generator_loss: 0.200972 
[INFO] 2021-01-05 01:21:38 > Step:   33500 Progress: 33.5% Elapsed: 14:02:04 temperature: no ada_p: No Discriminator_loss: 0.184038 Generator_loss: 0.096945 
[INFO] 2021-01-05 01:24:07 > Step:   33600 Progress: 33.6% Elapsed: 14:04:33 temperature: no ada_p: No Discriminator_loss: 0.223343 Generator_loss: 0.0938097 
[INFO] 2021-01-05 01:26:36 > Step:   33700 Progress: 33.7% Elapsed: 14:07:02 temperature: no ada_p: No Discriminator_loss: 0.138776 Generator_loss: 0.0855498 
[INFO] 2021-01-05 01:29:04 > Step:   33800 Progress: 33.8% Elapsed: 14:09:30 temperature: no ada_p: No Discriminator_loss: 0.477748 Generator_loss: 0.0850062 
[INFO] 2021-01-05 01:31:34 > Step:   33900 Progress: 33.9% Elapsed: 14:11:59 temperature: no ada_p: No Discriminator_loss: 0.206825 Generator_loss: 0.114909 
[INFO] 2021-01-05 01:34:03 > Step:   34000 Progress: 34.0% Elapsed: 14:14:28 temperature: no ada_p: No Discriminator_loss: 0.334474 Generator_loss: 0.180686 
[INFO] 2021-01-05 01:34:03 > Start Evaluation (34000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 01:34:03 > Calculating FID Score....
[INFO] 2021-01-05 01:34:16 > Calculating Inception Score....
[INFO] 2021-01-05 01:34:19 > Calculate F_beta Score....
[INFO] 2021-01-05 01:34:35 > Calculate Accuracies....
[INFO] 2021-01-05 01:34:38 > Calculate Accuracies....
[INFO] 2021-01-05 01:34:40 > F_8 score (Step: 34000, Using valid images): 0.18038883150955606
[INFO] 2021-01-05 01:34:40 > F_1/8 score (Step: 34000, Using valid images): 0.11625355780389718
[INFO] 2021-01-05 01:34:40 > FID score (Step: 34000, Using valid moments): 271.33852989923446
[INFO] 2021-01-05 01:34:40 > Inception score (Step: 34000, 10000 generated images): 2.4544222354888916
[INFO] 2021-01-05 01:34:40 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 01:34:47 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 01:37:16 > Step:   34100 Progress: 34.1% Elapsed: 14:17:42 temperature: no ada_p: No Discriminator_loss: 0.221625 Generator_loss: 0.118438 
[INFO] 2021-01-05 01:39:45 > Step:   34200 Progress: 34.2% Elapsed: 14:20:10 temperature: no ada_p: No Discriminator_loss: 0.366625 Generator_loss: 0.194522 
[INFO] 2021-01-05 01:42:14 > Step:   34300 Progress: 34.3% Elapsed: 14:22:39 temperature: no ada_p: No Discriminator_loss: 0.260982 Generator_loss: 0.165322 
[INFO] 2021-01-05 01:44:41 > Step:   34400 Progress: 34.4% Elapsed: 14:25:07 temperature: no ada_p: No Discriminator_loss: 1.9536 Generator_loss: -0.0959135 
[INFO] 2021-01-05 01:47:10 > Step:   34500 Progress: 34.5% Elapsed: 14:27:35 temperature: no ada_p: No Discriminator_loss: 0.257084 Generator_loss: 0.200417 
[INFO] 2021-01-05 01:49:39 > Step:   34600 Progress: 34.6% Elapsed: 14:30:05 temperature: no ada_p: No Discriminator_loss: 0.142954 Generator_loss: 0.123706 
[INFO] 2021-01-05 01:52:08 > Step:   34700 Progress: 34.7% Elapsed: 14:32:34 temperature: no ada_p: No Discriminator_loss: 0.275537 Generator_loss: 0.0633343 
[INFO] 2021-01-05 01:54:37 > Step:   34800 Progress: 34.8% Elapsed: 14:35:03 temperature: no ada_p: No Discriminator_loss: 1.28771 Generator_loss: 0.0101392 
[INFO] 2021-01-05 01:57:06 > Step:   34900 Progress: 34.9% Elapsed: 14:37:32 temperature: no ada_p: No Discriminator_loss: 0.601852 Generator_loss: 0.134292 
[INFO] 2021-01-05 01:59:35 > Step:   35000 Progress: 35.0% Elapsed: 14:40:01 temperature: no ada_p: No Discriminator_loss: 0.616197 Generator_loss: 0.103474 
[INFO] 2021-01-05 02:02:04 > Step:   35100 Progress: 35.1% Elapsed: 14:42:30 temperature: no ada_p: No Discriminator_loss: 0.171634 Generator_loss: 0.149246 
[INFO] 2021-01-05 02:04:33 > Step:   35200 Progress: 35.2% Elapsed: 14:44:59 temperature: no ada_p: No Discriminator_loss: 1.85724 Generator_loss: -0.0562694 
[INFO] 2021-01-05 02:07:02 > Step:   35300 Progress: 35.3% Elapsed: 14:47:28 temperature: no ada_p: No Discriminator_loss: 1.79668 Generator_loss: -0.089919 
[INFO] 2021-01-05 02:09:31 > Step:   35400 Progress: 35.4% Elapsed: 14:49:56 temperature: no ada_p: No Discriminator_loss: 1.33411 Generator_loss: 0.063757 
[INFO] 2021-01-05 02:11:59 > Step:   35500 Progress: 35.5% Elapsed: 14:52:25 temperature: no ada_p: No Discriminator_loss: 0.857051 Generator_loss: 0.211794 
[INFO] 2021-01-05 02:14:29 > Step:   35600 Progress: 35.6% Elapsed: 14:54:55 temperature: no ada_p: No Discriminator_loss: 0.761438 Generator_loss: -0.010663 
[INFO] 2021-01-05 02:16:58 > Step:   35700 Progress: 35.7% Elapsed: 14:57:23 temperature: no ada_p: No Discriminator_loss: 0.45664 Generator_loss: 0.12075 
[INFO] 2021-01-05 02:19:26 > Step:   35800 Progress: 35.8% Elapsed: 14:59:52 temperature: no ada_p: No Discriminator_loss: 0.290777 Generator_loss: 0.242979 
[INFO] 2021-01-05 02:21:55 > Step:   35900 Progress: 35.9% Elapsed: 15:02:21 temperature: no ada_p: No Discriminator_loss: 0.320431 Generator_loss: 0.0490865 
[INFO] 2021-01-05 02:24:24 > Step:   36000 Progress: 36.0% Elapsed: 15:04:50 temperature: no ada_p: No Discriminator_loss: 0.633533 Generator_loss: 0.122309 
[INFO] 2021-01-05 02:24:24 > Start Evaluation (36000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 02:24:24 > Calculating FID Score....
[INFO] 2021-01-05 02:24:38 > Calculating Inception Score....
[INFO] 2021-01-05 02:24:41 > Calculate F_beta Score....
[INFO] 2021-01-05 02:24:56 > Calculate Accuracies....
[INFO] 2021-01-05 02:24:58 > Calculate Accuracies....
[INFO] 2021-01-05 02:25:00 > F_8 score (Step: 36000, Using valid images): 0.1915721022741151
[INFO] 2021-01-05 02:25:00 > F_1/8 score (Step: 36000, Using valid images): 0.08782698155638484
[INFO] 2021-01-05 02:25:00 > FID score (Step: 36000, Using valid moments): 299.73599807345477
[INFO] 2021-01-05 02:25:00 > Inception score (Step: 36000, 10000 generated images): 2.34897518157959
[INFO] 2021-01-05 02:25:00 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 02:25:07 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 02:27:35 > Step:   36100 Progress: 36.1% Elapsed: 15:08:01 temperature: no ada_p: No Discriminator_loss: 0.278818 Generator_loss: 0.157968 
[INFO] 2021-01-05 02:30:04 > Step:   36200 Progress: 36.2% Elapsed: 15:10:30 temperature: no ada_p: No Discriminator_loss: 0.186059 Generator_loss: 0.0963851 
[INFO] 2021-01-05 02:32:33 > Step:   36300 Progress: 36.3% Elapsed: 15:12:59 temperature: no ada_p: No Discriminator_loss: 0.173157 Generator_loss: 0.146066 
[INFO] 2021-01-05 02:35:02 > Step:   36400 Progress: 36.4% Elapsed: 15:15:28 temperature: no ada_p: No Discriminator_loss: 0.432813 Generator_loss: 0.109307 
[INFO] 2021-01-05 02:37:31 > Step:   36500 Progress: 36.5% Elapsed: 15:17:57 temperature: no ada_p: No Discriminator_loss: 0.289111 Generator_loss: 0.158353 
[INFO] 2021-01-05 02:40:00 > Step:   36600 Progress: 36.6% Elapsed: 15:20:25 temperature: no ada_p: No Discriminator_loss: 0.256523 Generator_loss: 0.125277 
[INFO] 2021-01-05 02:42:27 > Step:   36700 Progress: 36.7% Elapsed: 15:22:53 temperature: no ada_p: No Discriminator_loss: 0.600993 Generator_loss: 0.100798 
[INFO] 2021-01-05 02:44:56 > Step:   36800 Progress: 36.8% Elapsed: 15:25:22 temperature: no ada_p: No Discriminator_loss: 1.06005 Generator_loss: 0.235546 
[INFO] 2021-01-05 02:47:25 > Step:   36900 Progress: 36.9% Elapsed: 15:27:51 temperature: no ada_p: No Discriminator_loss: 0.867275 Generator_loss: 0.185466 
[INFO] 2021-01-05 02:49:54 > Step:   37000 Progress: 37.0% Elapsed: 15:30:20 temperature: no ada_p: No Discriminator_loss: 1.83327 Generator_loss: 0.115956 
[INFO] 2021-01-05 02:52:23 > Step:   37100 Progress: 37.1% Elapsed: 15:32:48 temperature: no ada_p: No Discriminator_loss: 1.64034 Generator_loss: -0.06538 
[INFO] 2021-01-05 02:54:51 > Step:   37200 Progress: 37.2% Elapsed: 15:35:17 temperature: no ada_p: No Discriminator_loss: 1.48168 Generator_loss: -0.234673 
[INFO] 2021-01-05 02:57:21 > Step:   37300 Progress: 37.3% Elapsed: 15:37:46 temperature: no ada_p: No Discriminator_loss: 0.597985 Generator_loss: 0.15803 
[INFO] 2021-01-05 02:59:49 > Step:   37400 Progress: 37.4% Elapsed: 15:40:15 temperature: no ada_p: No Discriminator_loss: 0.269906 Generator_loss: 0.15793 
[INFO] 2021-01-05 03:02:18 > Step:   37500 Progress: 37.5% Elapsed: 15:42:43 temperature: no ada_p: No Discriminator_loss: 0.44284 Generator_loss: 0.0888743 
[INFO] 2021-01-05 03:04:46 > Step:   37600 Progress: 37.6% Elapsed: 15:45:12 temperature: no ada_p: No Discriminator_loss: 0.645745 Generator_loss: 0.11785 
[INFO] 2021-01-05 03:07:15 > Step:   37700 Progress: 37.7% Elapsed: 15:47:41 temperature: no ada_p: No Discriminator_loss: 0.299442 Generator_loss: 0.104942 
[INFO] 2021-01-05 03:09:44 > Step:   37800 Progress: 37.8% Elapsed: 15:50:10 temperature: no ada_p: No Discriminator_loss: 0.309322 Generator_loss: 0.147641 
[INFO] 2021-01-05 03:12:13 > Step:   37900 Progress: 37.9% Elapsed: 15:52:39 temperature: no ada_p: No Discriminator_loss: 0.421487 Generator_loss: 0.120315 
[INFO] 2021-01-05 03:14:42 > Step:   38000 Progress: 38.0% Elapsed: 15:55:08 temperature: no ada_p: No Discriminator_loss: 1.35505 Generator_loss: 0.10964 
[INFO] 2021-01-05 03:14:42 > Start Evaluation (38000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 03:14:42 > Calculating FID Score....
[INFO] 2021-01-05 03:14:56 > Calculating Inception Score....
[INFO] 2021-01-05 03:14:59 > Calculate F_beta Score....
[INFO] 2021-01-05 03:15:14 > Calculate Accuracies....
[INFO] 2021-01-05 03:15:17 > Calculate Accuracies....
[INFO] 2021-01-05 03:15:18 > F_8 score (Step: 38000, Using valid images): 0.20840574617096375
[INFO] 2021-01-05 03:15:18 > F_1/8 score (Step: 38000, Using valid images): 0.10312635074501765
[INFO] 2021-01-05 03:15:18 > FID score (Step: 38000, Using valid moments): 334.8091265123555
[INFO] 2021-01-05 03:15:18 > Inception score (Step: 38000, 10000 generated images): 2.1569108963012695
[INFO] 2021-01-05 03:15:18 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 03:15:25 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 03:17:55 > Step:   38100 Progress: 38.1% Elapsed: 15:58:20 temperature: no ada_p: No Discriminator_loss: 1.61592 Generator_loss: 0.177559 
[INFO] 2021-01-05 03:20:25 > Step:   38200 Progress: 38.2% Elapsed: 16:00:50 temperature: no ada_p: No Discriminator_loss: 0.689404 Generator_loss: 0.139908 
[INFO] 2021-01-05 03:22:53 > Step:   38300 Progress: 38.3% Elapsed: 16:03:19 temperature: no ada_p: No Discriminator_loss: 0.38533 Generator_loss: 0.0220258 
[INFO] 2021-01-05 03:25:22 > Step:   38400 Progress: 38.4% Elapsed: 16:05:48 temperature: no ada_p: No Discriminator_loss: 0.508103 Generator_loss: 0.113099 
[INFO] 2021-01-05 03:27:51 > Step:   38500 Progress: 38.5% Elapsed: 16:08:16 temperature: no ada_p: No Discriminator_loss: 0.403554 Generator_loss: 0.229913 
[INFO] 2021-01-05 03:30:20 > Step:   38600 Progress: 38.6% Elapsed: 16:10:45 temperature: no ada_p: No Discriminator_loss: 0.346414 Generator_loss: 0.116444 
[INFO] 2021-01-05 03:32:48 > Step:   38700 Progress: 38.7% Elapsed: 16:13:13 temperature: no ada_p: No Discriminator_loss: 0.813177 Generator_loss: -0.0126857 
[INFO] 2021-01-05 03:35:17 > Step:   38800 Progress: 38.8% Elapsed: 16:15:42 temperature: no ada_p: No Discriminator_loss: 0.144349 Generator_loss: 0.1561 
[INFO] 2021-01-05 03:37:47 > Step:   38900 Progress: 38.9% Elapsed: 16:18:13 temperature: no ada_p: No Discriminator_loss: 0.377413 Generator_loss: 0.0839555 
[INFO] 2021-01-05 03:40:15 > Step:   39000 Progress: 39.0% Elapsed: 16:20:41 temperature: no ada_p: No Discriminator_loss: 0.293141 Generator_loss: 0.258007 
[INFO] 2021-01-05 03:42:44 > Step:   39100 Progress: 39.1% Elapsed: 16:23:10 temperature: no ada_p: No Discriminator_loss: 0.698571 Generator_loss: -0.0140295 
[INFO] 2021-01-05 03:45:14 > Step:   39200 Progress: 39.2% Elapsed: 16:25:40 temperature: no ada_p: No Discriminator_loss: 0.292389 Generator_loss: 0.151434 
[INFO] 2021-01-05 03:47:43 > Step:   39300 Progress: 39.3% Elapsed: 16:28:08 temperature: no ada_p: No Discriminator_loss: 0.607027 Generator_loss: 0.196801 
[INFO] 2021-01-05 03:50:11 > Step:   39400 Progress: 39.4% Elapsed: 16:30:37 temperature: no ada_p: No Discriminator_loss: 0.325686 Generator_loss: 0.0789462 
[INFO] 2021-01-05 03:52:40 > Step:   39500 Progress: 39.5% Elapsed: 16:33:06 temperature: no ada_p: No Discriminator_loss: 0.700229 Generator_loss: 0.0254618 
[INFO] 2021-01-05 03:55:10 > Step:   39600 Progress: 39.6% Elapsed: 16:35:36 temperature: no ada_p: No Discriminator_loss: 1.1114 Generator_loss: -0.0809736 
[INFO] 2021-01-05 03:57:40 > Step:   39700 Progress: 39.7% Elapsed: 16:38:05 temperature: no ada_p: No Discriminator_loss: 0.551953 Generator_loss: 0.204055 
[INFO] 2021-01-05 04:00:10 > Step:   39800 Progress: 39.8% Elapsed: 16:40:35 temperature: no ada_p: No Discriminator_loss: 0.456053 Generator_loss: 0.0325462 
[INFO] 2021-01-05 04:02:39 > Step:   39900 Progress: 39.9% Elapsed: 16:43:04 temperature: no ada_p: No Discriminator_loss: 0.367648 Generator_loss: 0.181454 
[INFO] 2021-01-05 04:05:08 > Step:   40000 Progress: 40.0% Elapsed: 16:45:34 temperature: no ada_p: No Discriminator_loss: 0.432262 Generator_loss: 0.191956 
[INFO] 2021-01-05 04:05:08 > Start Evaluation (40000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 04:05:08 > Calculating FID Score....
[INFO] 2021-01-05 04:05:22 > Calculating Inception Score....
[INFO] 2021-01-05 04:05:25 > Calculate F_beta Score....
[INFO] 2021-01-05 04:05:40 > Calculate Accuracies....
[INFO] 2021-01-05 04:05:43 > Calculate Accuracies....
[INFO] 2021-01-05 04:05:45 > F_8 score (Step: 40000, Using valid images): 0.1918711751581756
[INFO] 2021-01-05 04:05:45 > F_1/8 score (Step: 40000, Using valid images): 0.08436601592416139
[INFO] 2021-01-05 04:05:45 > FID score (Step: 40000, Using valid moments): 358.0425147337621
[INFO] 2021-01-05 04:05:45 > Inception score (Step: 40000, 10000 generated images): 2.1209635734558105
[INFO] 2021-01-05 04:05:45 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 04:05:53 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 04:08:23 > Step:   40100 Progress: 40.1% Elapsed: 16:48:49 temperature: no ada_p: No Discriminator_loss: 0.658903 Generator_loss: 0.088965 
[INFO] 2021-01-05 04:10:52 > Step:   40200 Progress: 40.2% Elapsed: 16:51:17 temperature: no ada_p: No Discriminator_loss: 0.971256 Generator_loss: 0.165899 
[INFO] 2021-01-05 04:13:21 > Step:   40300 Progress: 40.3% Elapsed: 16:53:46 temperature: no ada_p: No Discriminator_loss: 0.322408 Generator_loss: 0.139126 
[INFO] 2021-01-05 04:15:50 > Step:   40400 Progress: 40.4% Elapsed: 16:56:16 temperature: no ada_p: No Discriminator_loss: 0.767897 Generator_loss: 0.169695 
[INFO] 2021-01-05 04:18:19 > Step:   40500 Progress: 40.5% Elapsed: 16:58:45 temperature: no ada_p: No Discriminator_loss: 0.529416 Generator_loss: 0.140219 
[INFO] 2021-01-05 04:20:48 > Step:   40600 Progress: 40.6% Elapsed: 17:01:14 temperature: no ada_p: No Discriminator_loss: 0.477765 Generator_loss: 0.0570906 
[INFO] 2021-01-05 04:23:18 > Step:   40700 Progress: 40.7% Elapsed: 17:03:44 temperature: no ada_p: No Discriminator_loss: 0.538722 Generator_loss: 0.113123 
[INFO] 2021-01-05 04:25:47 > Step:   40800 Progress: 40.8% Elapsed: 17:06:13 temperature: no ada_p: No Discriminator_loss: 0.648336 Generator_loss: 0.252645 
[INFO] 2021-01-05 04:28:16 > Step:   40900 Progress: 40.9% Elapsed: 17:08:42 temperature: no ada_p: No Discriminator_loss: 0.278468 Generator_loss: 0.137642 
[INFO] 2021-01-05 04:30:45 > Step:   41000 Progress: 41.0% Elapsed: 17:11:11 temperature: no ada_p: No Discriminator_loss: 0.14147 Generator_loss: 0.152923 
[INFO] 2021-01-05 04:33:15 > Step:   41100 Progress: 41.1% Elapsed: 17:13:40 temperature: no ada_p: No Discriminator_loss: 0.620035 Generator_loss: 0.0328146 
[INFO] 2021-01-05 04:35:44 > Step:   41200 Progress: 41.2% Elapsed: 17:16:09 temperature: no ada_p: No Discriminator_loss: 0.91375 Generator_loss: 0.0279992 
[INFO] 2021-01-05 04:38:13 > Step:   41300 Progress: 41.3% Elapsed: 17:18:39 temperature: no ada_p: No Discriminator_loss: 0.256224 Generator_loss: 0.16135 
[INFO] 2021-01-05 04:40:42 > Step:   41400 Progress: 41.4% Elapsed: 17:21:08 temperature: no ada_p: No Discriminator_loss: 0.121322 Generator_loss: 0.183664 
[INFO] 2021-01-05 04:43:11 > Step:   41500 Progress: 41.5% Elapsed: 17:23:37 temperature: no ada_p: No Discriminator_loss: 0.269928 Generator_loss: 0.108999 
[INFO] 2021-01-05 04:45:40 > Step:   41600 Progress: 41.6% Elapsed: 17:26:06 temperature: no ada_p: No Discriminator_loss: 0.372643 Generator_loss: 1.74642e-05 
[INFO] 2021-01-05 04:48:09 > Step:   41700 Progress: 41.7% Elapsed: 17:28:35 temperature: no ada_p: No Discriminator_loss: 0.218601 Generator_loss: 0.13083 
[INFO] 2021-01-05 04:50:37 > Step:   41800 Progress: 41.8% Elapsed: 17:31:03 temperature: no ada_p: No Discriminator_loss: 0.351116 Generator_loss: 0.171793 
[INFO] 2021-01-05 04:53:06 > Step:   41900 Progress: 41.9% Elapsed: 17:33:31 temperature: no ada_p: No Discriminator_loss: 0.166384 Generator_loss: 0.113843 
[INFO] 2021-01-05 04:55:34 > Step:   42000 Progress: 42.0% Elapsed: 17:36:00 temperature: no ada_p: No Discriminator_loss: 0.328895 Generator_loss: 0.13077 
[INFO] 2021-01-05 04:55:34 > Start Evaluation (42000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 04:55:34 > Calculating FID Score....
[INFO] 2021-01-05 04:55:48 > Calculating Inception Score....
[INFO] 2021-01-05 04:55:51 > Calculate F_beta Score....
[INFO] 2021-01-05 04:56:07 > Calculate Accuracies....
[INFO] 2021-01-05 04:56:10 > Calculate Accuracies....
[INFO] 2021-01-05 04:56:11 > F_8 score (Step: 42000, Using valid images): 0.20942543527103755
[INFO] 2021-01-05 04:56:11 > F_1/8 score (Step: 42000, Using valid images): 0.07637238067496464
[INFO] 2021-01-05 04:56:11 > FID score (Step: 42000, Using valid moments): 360.47966460012765
[INFO] 2021-01-05 04:56:11 > Inception score (Step: 42000, 10000 generated images): 2.130039691925049
[INFO] 2021-01-05 04:56:11 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 04:56:18 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 04:58:48 > Step:   42100 Progress: 42.1% Elapsed: 17:39:14 temperature: no ada_p: No Discriminator_loss: 0.122713 Generator_loss: 0.145111 
[INFO] 2021-01-05 05:01:17 > Step:   42200 Progress: 42.2% Elapsed: 17:41:43 temperature: no ada_p: No Discriminator_loss: 0.241218 Generator_loss: 0.038426 
[INFO] 2021-01-05 05:03:46 > Step:   42300 Progress: 42.3% Elapsed: 17:44:11 temperature: no ada_p: No Discriminator_loss: 0.369175 Generator_loss: 0.15637 
[INFO] 2021-01-05 05:06:15 > Step:   42400 Progress: 42.4% Elapsed: 17:46:41 temperature: no ada_p: No Discriminator_loss: 0.250296 Generator_loss: 0.133397 
[INFO] 2021-01-05 05:08:44 > Step:   42500 Progress: 42.5% Elapsed: 17:49:09 temperature: no ada_p: No Discriminator_loss: 0.604211 Generator_loss: 0.0651736 
[INFO] 2021-01-05 05:11:12 > Step:   42600 Progress: 42.6% Elapsed: 17:51:38 temperature: no ada_p: No Discriminator_loss: 0.404769 Generator_loss: 0.189719 
[INFO] 2021-01-05 05:13:41 > Step:   42700 Progress: 42.7% Elapsed: 17:54:07 temperature: no ada_p: No Discriminator_loss: 0.216136 Generator_loss: 0.137157 
[INFO] 2021-01-05 05:16:09 > Step:   42800 Progress: 42.8% Elapsed: 17:56:35 temperature: no ada_p: No Discriminator_loss: 0.142062 Generator_loss: 0.125505 
[INFO] 2021-01-05 05:18:38 > Step:   42900 Progress: 42.9% Elapsed: 17:59:03 temperature: no ada_p: No Discriminator_loss: 0.328549 Generator_loss: 0.155475 
[INFO] 2021-01-05 05:21:07 > Step:   43000 Progress: 43.0% Elapsed: 18:01:33 temperature: no ada_p: No Discriminator_loss: 0.175318 Generator_loss: 0.127506 
[INFO] 2021-01-05 05:23:37 > Step:   43100 Progress: 43.1% Elapsed: 18:04:02 temperature: no ada_p: No Discriminator_loss: 0.960589 Generator_loss: 0.0151165 
[INFO] 2021-01-05 05:26:06 > Step:   43200 Progress: 43.2% Elapsed: 18:06:31 temperature: no ada_p: No Discriminator_loss: 0.415104 Generator_loss: 0.0784563 
[INFO] 2021-01-05 05:28:35 > Step:   43300 Progress: 43.3% Elapsed: 18:09:00 temperature: no ada_p: No Discriminator_loss: 1.34353 Generator_loss: -0.159955 
[INFO] 2021-01-05 05:31:03 > Step:   43400 Progress: 43.4% Elapsed: 18:11:29 temperature: no ada_p: No Discriminator_loss: 0.577267 Generator_loss: 0.0900677 
[INFO] 2021-01-05 05:33:33 > Step:   43500 Progress: 43.5% Elapsed: 18:13:58 temperature: no ada_p: No Discriminator_loss: 0.421343 Generator_loss: 0.0839195 
[INFO] 2021-01-05 05:36:02 > Step:   43600 Progress: 43.6% Elapsed: 18:16:27 temperature: no ada_p: No Discriminator_loss: 0.294127 Generator_loss: 0.128944 
[INFO] 2021-01-05 05:38:31 > Step:   43700 Progress: 43.7% Elapsed: 18:18:57 temperature: no ada_p: No Discriminator_loss: 0.690423 Generator_loss: 0.0489554 
[INFO] 2021-01-05 05:41:00 > Step:   43800 Progress: 43.8% Elapsed: 18:21:26 temperature: no ada_p: No Discriminator_loss: 0.228793 Generator_loss: 0.0874791 
[INFO] 2021-01-05 05:43:29 > Step:   43900 Progress: 43.9% Elapsed: 18:23:54 temperature: no ada_p: No Discriminator_loss: 0.0701562 Generator_loss: 0.124193 
[INFO] 2021-01-05 05:45:57 > Step:   44000 Progress: 44.0% Elapsed: 18:26:23 temperature: no ada_p: No Discriminator_loss: 0.268443 Generator_loss: -0.00458896 
[INFO] 2021-01-05 05:45:57 > Start Evaluation (44000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 05:45:57 > Calculating FID Score....
[INFO] 2021-01-05 05:46:11 > Calculating Inception Score....
[INFO] 2021-01-05 05:46:14 > Calculate F_beta Score....
[INFO] 2021-01-05 05:46:30 > Calculate Accuracies....
[INFO] 2021-01-05 05:46:33 > Calculate Accuracies....
[INFO] 2021-01-05 05:46:34 > F_8 score (Step: 44000, Using valid images): 0.23260836266019927
[INFO] 2021-01-05 05:46:34 > F_1/8 score (Step: 44000, Using valid images): 0.09023944524387614
[INFO] 2021-01-05 05:46:34 > FID score (Step: 44000, Using valid moments): 355.3108260796863
[INFO] 2021-01-05 05:46:34 > Inception score (Step: 44000, 10000 generated images): 2.1437747478485107
[INFO] 2021-01-05 05:46:34 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 05:46:41 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 05:49:11 > Step:   44100 Progress: 44.1% Elapsed: 18:29:37 temperature: no ada_p: No Discriminator_loss: 0.175221 Generator_loss: 0.124359 
[INFO] 2021-01-05 05:51:40 > Step:   44200 Progress: 44.2% Elapsed: 18:32:05 temperature: no ada_p: No Discriminator_loss: 0.179371 Generator_loss: 0.207281 
[INFO] 2021-01-05 05:54:09 > Step:   44300 Progress: 44.3% Elapsed: 18:34:34 temperature: no ada_p: No Discriminator_loss: 0.261894 Generator_loss: 0.0487006 
[INFO] 2021-01-05 05:56:37 > Step:   44400 Progress: 44.4% Elapsed: 18:37:03 temperature: no ada_p: No Discriminator_loss: 0.844858 Generator_loss: 0.12641 
[INFO] 2021-01-05 05:59:06 > Step:   44500 Progress: 44.5% Elapsed: 18:39:32 temperature: no ada_p: No Discriminator_loss: 0.346728 Generator_loss: 0.0865226 
[INFO] 2021-01-05 06:01:34 > Step:   44600 Progress: 44.6% Elapsed: 18:42:00 temperature: no ada_p: No Discriminator_loss: 0.391471 Generator_loss: 0.10225 
[INFO] 2021-01-05 06:04:04 > Step:   44700 Progress: 44.7% Elapsed: 18:44:29 temperature: no ada_p: No Discriminator_loss: 0.608721 Generator_loss: 0.0216226 
[INFO] 2021-01-05 06:06:33 > Step:   44800 Progress: 44.8% Elapsed: 18:46:59 temperature: no ada_p: No Discriminator_loss: 0.236798 Generator_loss: 0.0851117 
[INFO] 2021-01-05 06:09:02 > Step:   44900 Progress: 44.9% Elapsed: 18:49:28 temperature: no ada_p: No Discriminator_loss: 0.12687 Generator_loss: 0.153024 
[INFO] 2021-01-05 06:11:30 > Step:   45000 Progress: 45.0% Elapsed: 18:51:56 temperature: no ada_p: No Discriminator_loss: 0.125097 Generator_loss: 0.0886043 
[INFO] 2021-01-05 06:13:59 > Step:   45100 Progress: 45.1% Elapsed: 18:54:25 temperature: no ada_p: No Discriminator_loss: 0.265959 Generator_loss: 0.181935 
[INFO] 2021-01-05 06:16:27 > Step:   45200 Progress: 45.2% Elapsed: 18:56:53 temperature: no ada_p: No Discriminator_loss: 0.286827 Generator_loss: 0.121798 
[INFO] 2021-01-05 06:18:58 > Step:   45300 Progress: 45.3% Elapsed: 18:59:24 temperature: no ada_p: No Discriminator_loss: 0.339354 Generator_loss: 0.0574375 
[INFO] 2021-01-05 06:21:27 > Step:   45400 Progress: 45.4% Elapsed: 19:01:53 temperature: no ada_p: No Discriminator_loss: 0.241114 Generator_loss: 0.0988241 
[INFO] 2021-01-05 06:23:57 > Step:   45500 Progress: 45.5% Elapsed: 19:04:22 temperature: no ada_p: No Discriminator_loss: 1.82028 Generator_loss: 0.0265586 
[INFO] 2021-01-05 06:26:26 > Step:   45600 Progress: 45.6% Elapsed: 19:06:52 temperature: no ada_p: No Discriminator_loss: 0.460951 Generator_loss: 0.0824909 
[INFO] 2021-01-05 06:28:55 > Step:   45700 Progress: 45.7% Elapsed: 19:09:21 temperature: no ada_p: No Discriminator_loss: 0.886988 Generator_loss: 0.154873 
[INFO] 2021-01-05 06:31:24 > Step:   45800 Progress: 45.8% Elapsed: 19:11:49 temperature: no ada_p: No Discriminator_loss: 0.371657 Generator_loss: 0.196945 
[INFO] 2021-01-05 06:33:52 > Step:   45900 Progress: 45.9% Elapsed: 19:14:18 temperature: no ada_p: No Discriminator_loss: 0.353676 Generator_loss: 0.179524 
[INFO] 2021-01-05 06:36:20 > Step:   46000 Progress: 46.0% Elapsed: 19:16:46 temperature: no ada_p: No Discriminator_loss: 0.436696 Generator_loss: 0.10037 
[INFO] 2021-01-05 06:36:20 > Start Evaluation (46000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 06:36:20 > Calculating FID Score....
[INFO] 2021-01-05 06:36:34 > Calculating Inception Score....
[INFO] 2021-01-05 06:36:37 > Calculate F_beta Score....
[INFO] 2021-01-05 06:36:51 > Calculate Accuracies....
[INFO] 2021-01-05 06:36:54 > Calculate Accuracies....
[INFO] 2021-01-05 06:36:56 > F_8 score (Step: 46000, Using valid images): 0.25486568511359164
[INFO] 2021-01-05 06:36:56 > F_1/8 score (Step: 46000, Using valid images): 0.10183056106349456
[INFO] 2021-01-05 06:36:56 > FID score (Step: 46000, Using valid moments): 347.5875620560953
[INFO] 2021-01-05 06:36:56 > Inception score (Step: 46000, 10000 generated images): 2.1684913635253906
[INFO] 2021-01-05 06:36:56 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 06:37:03 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 06:39:33 > Step:   46100 Progress: 46.1% Elapsed: 19:19:58 temperature: no ada_p: No Discriminator_loss: 0.391276 Generator_loss: 0.189718 
[INFO] 2021-01-05 06:42:01 > Step:   46200 Progress: 46.2% Elapsed: 19:22:27 temperature: no ada_p: No Discriminator_loss: 0.263118 Generator_loss: 0.137885 
[INFO] 2021-01-05 06:44:30 > Step:   46300 Progress: 46.3% Elapsed: 19:24:56 temperature: no ada_p: No Discriminator_loss: 0.45289 Generator_loss: 0.0255225 
[INFO] 2021-01-05 06:46:59 > Step:   46400 Progress: 46.4% Elapsed: 19:27:25 temperature: no ada_p: No Discriminator_loss: 0.725475 Generator_loss: 0.207082 
[INFO] 2021-01-05 06:49:28 > Step:   46500 Progress: 46.5% Elapsed: 19:29:54 temperature: no ada_p: No Discriminator_loss: 0.395433 Generator_loss: 0.160396 
[INFO] 2021-01-05 06:51:57 > Step:   46600 Progress: 46.6% Elapsed: 19:32:22 temperature: no ada_p: No Discriminator_loss: 0.239727 Generator_loss: 0.233173 
[INFO] 2021-01-05 06:54:26 > Step:   46700 Progress: 46.7% Elapsed: 19:34:51 temperature: no ada_p: No Discriminator_loss: 0.50982 Generator_loss: 0.00481904 
[INFO] 2021-01-05 06:56:55 > Step:   46800 Progress: 46.8% Elapsed: 19:37:21 temperature: no ada_p: No Discriminator_loss: 0.218027 Generator_loss: 0.12475 
[INFO] 2021-01-05 06:59:24 > Step:   46900 Progress: 46.9% Elapsed: 19:39:50 temperature: no ada_p: No Discriminator_loss: 0.243253 Generator_loss: 0.121565 
[INFO] 2021-01-05 07:01:54 > Step:   47000 Progress: 47.0% Elapsed: 19:42:19 temperature: no ada_p: No Discriminator_loss: 0.252984 Generator_loss: 0.0877388 
[INFO] 2021-01-05 07:04:22 > Step:   47100 Progress: 47.1% Elapsed: 19:44:48 temperature: no ada_p: No Discriminator_loss: 0.277526 Generator_loss: 0.0946565 
[INFO] 2021-01-05 07:06:50 > Step:   47200 Progress: 47.2% Elapsed: 19:47:16 temperature: no ada_p: No Discriminator_loss: 0.261166 Generator_loss: 0.0674443 
[INFO] 2021-01-05 07:09:19 > Step:   47300 Progress: 47.3% Elapsed: 19:49:45 temperature: no ada_p: No Discriminator_loss: 0.198485 Generator_loss: 0.167413 
[INFO] 2021-01-05 07:11:49 > Step:   47400 Progress: 47.4% Elapsed: 19:52:14 temperature: no ada_p: No Discriminator_loss: 0.293836 Generator_loss: 0.0142555 
[INFO] 2021-01-05 07:14:18 > Step:   47500 Progress: 47.5% Elapsed: 19:54:43 temperature: no ada_p: No Discriminator_loss: 0.348039 Generator_loss: 0.133688 
[INFO] 2021-01-05 07:16:47 > Step:   47600 Progress: 47.6% Elapsed: 19:57:12 temperature: no ada_p: No Discriminator_loss: 0.390324 Generator_loss: 0.0485486 
[INFO] 2021-01-05 07:19:15 > Step:   47700 Progress: 47.7% Elapsed: 19:59:41 temperature: no ada_p: No Discriminator_loss: 0.801088 Generator_loss: -0.104496 
[INFO] 2021-01-05 07:21:45 > Step:   47800 Progress: 47.8% Elapsed: 20:02:11 temperature: no ada_p: No Discriminator_loss: 0.609547 Generator_loss: 0.164143 
[INFO] 2021-01-05 07:24:14 > Step:   47900 Progress: 47.9% Elapsed: 20:04:40 temperature: no ada_p: No Discriminator_loss: 1.01239 Generator_loss: 0.15681 
[INFO] 2021-01-05 07:26:43 > Step:   48000 Progress: 48.0% Elapsed: 20:07:09 temperature: no ada_p: No Discriminator_loss: 0.827654 Generator_loss: 0.242071 
[INFO] 2021-01-05 07:26:43 > Start Evaluation (48000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 07:26:43 > Calculating FID Score....
[INFO] 2021-01-05 07:26:57 > Calculating Inception Score....
[INFO] 2021-01-05 07:27:00 > Calculate F_beta Score....
[INFO] 2021-01-05 07:27:15 > Calculate Accuracies....
[INFO] 2021-01-05 07:27:18 > Calculate Accuracies....
[INFO] 2021-01-05 07:27:19 > F_8 score (Step: 48000, Using valid images): 0.2737213583134985
[INFO] 2021-01-05 07:27:19 > F_1/8 score (Step: 48000, Using valid images): 0.11303631943882318
[INFO] 2021-01-05 07:27:19 > FID score (Step: 48000, Using valid moments): 344.7972930957093
[INFO] 2021-01-05 07:27:19 > Inception score (Step: 48000, 10000 generated images): 2.229227066040039
[INFO] 2021-01-05 07:27:19 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 07:27:26 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 07:29:56 > Step:   48100 Progress: 48.1% Elapsed: 20:10:22 temperature: no ada_p: No Discriminator_loss: 0.70858 Generator_loss: -0.0233971 
[INFO] 2021-01-05 07:32:25 > Step:   48200 Progress: 48.2% Elapsed: 20:12:51 temperature: no ada_p: No Discriminator_loss: 0.324562 Generator_loss: 0.0938606 
[INFO] 2021-01-05 07:34:55 > Step:   48300 Progress: 48.3% Elapsed: 20:15:20 temperature: no ada_p: No Discriminator_loss: 0.331187 Generator_loss: 0.137631 
[INFO] 2021-01-05 07:37:24 > Step:   48400 Progress: 48.4% Elapsed: 20:17:50 temperature: no ada_p: No Discriminator_loss: 0.334851 Generator_loss: 0.0817189 
[INFO] 2021-01-05 07:39:53 > Step:   48500 Progress: 48.5% Elapsed: 20:20:19 temperature: no ada_p: No Discriminator_loss: 1.64053 Generator_loss: -0.112141 
[INFO] 2021-01-05 07:42:23 > Step:   48600 Progress: 48.6% Elapsed: 20:22:49 temperature: no ada_p: No Discriminator_loss: 0.783185 Generator_loss: 0.00553578 
[INFO] 2021-01-05 07:44:52 > Step:   48700 Progress: 48.7% Elapsed: 20:25:18 temperature: no ada_p: No Discriminator_loss: 0.498908 Generator_loss: 0.0993684 
[INFO] 2021-01-05 07:47:20 > Step:   48800 Progress: 48.8% Elapsed: 20:27:46 temperature: no ada_p: No Discriminator_loss: 0.463556 Generator_loss: 0.0564574 
[INFO] 2021-01-05 07:49:49 > Step:   48900 Progress: 48.9% Elapsed: 20:30:15 temperature: no ada_p: No Discriminator_loss: 0.400759 Generator_loss: 0.116575 
[INFO] 2021-01-05 07:52:19 > Step:   49000 Progress: 49.0% Elapsed: 20:32:44 temperature: no ada_p: No Discriminator_loss: 0.327532 Generator_loss: 0.0874958 
[INFO] 2021-01-05 07:54:48 > Step:   49100 Progress: 49.1% Elapsed: 20:35:13 temperature: no ada_p: No Discriminator_loss: 0.358337 Generator_loss: 0.0120072 
[INFO] 2021-01-05 07:57:17 > Step:   49200 Progress: 49.2% Elapsed: 20:37:43 temperature: no ada_p: No Discriminator_loss: 0.293851 Generator_loss: 0.152816 
[INFO] 2021-01-05 07:59:46 > Step:   49300 Progress: 49.3% Elapsed: 20:40:12 temperature: no ada_p: No Discriminator_loss: 0.410663 Generator_loss: 0.0784506 
[INFO] 2021-01-05 08:02:16 > Step:   49400 Progress: 49.4% Elapsed: 20:42:41 temperature: no ada_p: No Discriminator_loss: 0.374062 Generator_loss: 0.0261756 
[INFO] 2021-01-05 08:04:44 > Step:   49500 Progress: 49.5% Elapsed: 20:45:10 temperature: no ada_p: No Discriminator_loss: 0.297311 Generator_loss: 0.096085 
[INFO] 2021-01-05 08:07:13 > Step:   49600 Progress: 49.6% Elapsed: 20:47:39 temperature: no ada_p: No Discriminator_loss: 0.636099 Generator_loss: 0.106945 
[INFO] 2021-01-05 08:09:43 > Step:   49700 Progress: 49.7% Elapsed: 20:50:08 temperature: no ada_p: No Discriminator_loss: 0.791218 Generator_loss: 0.104272 
[INFO] 2021-01-05 08:12:11 > Step:   49800 Progress: 49.8% Elapsed: 20:52:37 temperature: no ada_p: No Discriminator_loss: 0.364729 Generator_loss: 0.140635 
[INFO] 2021-01-05 08:14:40 > Step:   49900 Progress: 49.9% Elapsed: 20:55:06 temperature: no ada_p: No Discriminator_loss: 0.338053 Generator_loss: 0.0414571 
[INFO] 2021-01-05 08:17:09 > Step:   50000 Progress: 50.0% Elapsed: 20:57:35 temperature: no ada_p: No Discriminator_loss: 0.345339 Generator_loss: 0.0917647 
[INFO] 2021-01-05 08:17:09 > Start Evaluation (50000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 08:17:09 > Calculating FID Score....
[INFO] 2021-01-05 08:17:23 > Calculating Inception Score....
[INFO] 2021-01-05 08:17:26 > Calculate F_beta Score....
[INFO] 2021-01-05 08:17:41 > Calculate Accuracies....
[INFO] 2021-01-05 08:17:44 > Calculate Accuracies....
[INFO] 2021-01-05 08:17:46 > F_8 score (Step: 50000, Using valid images): 0.2279818848990297
[INFO] 2021-01-05 08:17:46 > F_1/8 score (Step: 50000, Using valid images): 0.12299100007467088
[INFO] 2021-01-05 08:17:46 > FID score (Step: 50000, Using valid moments): 344.0652900173145
[INFO] 2021-01-05 08:17:46 > Inception score (Step: 50000, 10000 generated images): 2.2511703968048096
[INFO] 2021-01-05 08:17:46 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 08:17:53 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 08:20:22 > Step:   50100 Progress: 50.1% Elapsed: 21:00:48 temperature: no ada_p: No Discriminator_loss: 0.567754 Generator_loss: -0.0669419 
[INFO] 2021-01-05 08:22:52 > Step:   50200 Progress: 50.2% Elapsed: 21:03:17 temperature: no ada_p: No Discriminator_loss: 0.425499 Generator_loss: 0.0103627 
[INFO] 2021-01-05 08:25:21 > Step:   50300 Progress: 50.3% Elapsed: 21:05:47 temperature: no ada_p: No Discriminator_loss: 0.407056 Generator_loss: 0.0295267 
[INFO] 2021-01-05 08:27:50 > Step:   50400 Progress: 50.4% Elapsed: 21:08:16 temperature: no ada_p: No Discriminator_loss: 0.389714 Generator_loss: 0.109751 
[INFO] 2021-01-05 08:30:20 > Step:   50500 Progress: 50.5% Elapsed: 21:10:46 temperature: no ada_p: No Discriminator_loss: 0.580463 Generator_loss: 0.0783659 
[INFO] 2021-01-05 08:32:49 > Step:   50600 Progress: 50.6% Elapsed: 21:13:14 temperature: no ada_p: No Discriminator_loss: 0.339809 Generator_loss: 0.0740687 
[INFO] 2021-01-05 08:35:18 > Step:   50700 Progress: 50.7% Elapsed: 21:15:44 temperature: no ada_p: No Discriminator_loss: 1.64078 Generator_loss: -0.00402027 
[INFO] 2021-01-05 08:37:47 > Step:   50800 Progress: 50.8% Elapsed: 21:18:12 temperature: no ada_p: No Discriminator_loss: 1.32461 Generator_loss: -0.11226 
[INFO] 2021-01-05 08:40:15 > Step:   50900 Progress: 50.9% Elapsed: 21:20:41 temperature: no ada_p: No Discriminator_loss: 0.781702 Generator_loss: 0.077861 
[INFO] 2021-01-05 08:42:44 > Step:   51000 Progress: 51.0% Elapsed: 21:23:10 temperature: no ada_p: No Discriminator_loss: 0.883944 Generator_loss: 0.0546519 
[INFO] 2021-01-05 08:45:14 > Step:   51100 Progress: 51.1% Elapsed: 21:25:39 temperature: no ada_p: No Discriminator_loss: 0.445754 Generator_loss: 0.00370961 
[INFO] 2021-01-05 08:47:42 > Step:   51200 Progress: 51.2% Elapsed: 21:28:08 temperature: no ada_p: No Discriminator_loss: 0.591884 Generator_loss: -0.0279817 
[INFO] 2021-01-05 08:50:11 > Step:   51300 Progress: 51.3% Elapsed: 21:30:37 temperature: no ada_p: No Discriminator_loss: 0.491193 Generator_loss: 0.0966718 
[INFO] 2021-01-05 08:52:40 > Step:   51400 Progress: 51.4% Elapsed: 21:33:05 temperature: no ada_p: No Discriminator_loss: 0.395421 Generator_loss: 0.163323 
[INFO] 2021-01-05 08:55:08 > Step:   51500 Progress: 51.5% Elapsed: 21:35:34 temperature: no ada_p: No Discriminator_loss: 0.592563 Generator_loss: -0.135472 
[INFO] 2021-01-05 08:57:38 > Step:   51600 Progress: 51.6% Elapsed: 21:38:03 temperature: no ada_p: No Discriminator_loss: 0.353863 Generator_loss: 0.00268996 
[INFO] 2021-01-05 09:00:06 > Step:   51700 Progress: 51.7% Elapsed: 21:40:32 temperature: no ada_p: No Discriminator_loss: 0.117506 Generator_loss: 0.120992 
[INFO] 2021-01-05 09:02:37 > Step:   51800 Progress: 51.8% Elapsed: 21:43:03 temperature: no ada_p: No Discriminator_loss: 0.175343 Generator_loss: 0.130394 
[INFO] 2021-01-05 09:05:06 > Step:   51900 Progress: 51.9% Elapsed: 21:45:31 temperature: no ada_p: No Discriminator_loss: 0.931365 Generator_loss: -0.0180775 
[INFO] 2021-01-05 09:07:34 > Step:   52000 Progress: 52.0% Elapsed: 21:48:00 temperature: no ada_p: No Discriminator_loss: 1.66045 Generator_loss: -0.0294881 
[INFO] 2021-01-05 09:07:34 > Start Evaluation (52000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 09:07:34 > Calculating FID Score....
[INFO] 2021-01-05 09:07:48 > Calculating Inception Score....
[INFO] 2021-01-05 09:07:51 > Calculate F_beta Score....
[INFO] 2021-01-05 09:08:05 > Calculate Accuracies....
[INFO] 2021-01-05 09:08:08 > Calculate Accuracies....
[INFO] 2021-01-05 09:08:10 > F_8 score (Step: 52000, Using valid images): 0.30112689678479126
[INFO] 2021-01-05 09:08:10 > F_1/8 score (Step: 52000, Using valid images): 0.14626182938076127
[INFO] 2021-01-05 09:08:10 > FID score (Step: 52000, Using valid moments): 342.15953684173417
[INFO] 2021-01-05 09:08:10 > Inception score (Step: 52000, 10000 generated images): 2.2353413105010986
[INFO] 2021-01-05 09:08:10 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 09:08:16 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 09:10:45 > Step:   52100 Progress: 52.1% Elapsed: 21:51:10 temperature: no ada_p: No Discriminator_loss: 1.1634 Generator_loss: -0.0152116 
[INFO] 2021-01-05 09:13:13 > Step:   52200 Progress: 52.2% Elapsed: 21:53:38 temperature: no ada_p: No Discriminator_loss: 0.392004 Generator_loss: 0.0677904 
[INFO] 2021-01-05 09:15:41 > Step:   52300 Progress: 52.3% Elapsed: 21:56:07 temperature: no ada_p: No Discriminator_loss: 0.522107 Generator_loss: 0.151223 
[INFO] 2021-01-05 09:18:09 > Step:   52400 Progress: 52.4% Elapsed: 21:58:35 temperature: no ada_p: No Discriminator_loss: 0.460705 Generator_loss: 0.170349 
[INFO] 2021-01-05 09:20:39 > Step:   52500 Progress: 52.5% Elapsed: 22:01:04 temperature: no ada_p: No Discriminator_loss: 0.409157 Generator_loss: 0.119388 
[INFO] 2021-01-05 09:23:08 > Step:   52600 Progress: 52.6% Elapsed: 22:03:34 temperature: no ada_p: No Discriminator_loss: 0.382553 Generator_loss: 0.206086 
[INFO] 2021-01-05 09:25:37 > Step:   52700 Progress: 52.7% Elapsed: 22:06:03 temperature: no ada_p: No Discriminator_loss: 0.341872 Generator_loss: 0.0556188 
[INFO] 2021-01-05 09:28:06 > Step:   52800 Progress: 52.8% Elapsed: 22:08:32 temperature: no ada_p: No Discriminator_loss: 0.671463 Generator_loss: 0.0368706 
[INFO] 2021-01-05 09:30:35 > Step:   52900 Progress: 52.9% Elapsed: 22:11:01 temperature: no ada_p: No Discriminator_loss: 0.360784 Generator_loss: 0.209065 
[INFO] 2021-01-05 09:33:04 > Step:   53000 Progress: 53.0% Elapsed: 22:13:29 temperature: no ada_p: No Discriminator_loss: 0.425988 Generator_loss: 0.212965 
[INFO] 2021-01-05 09:35:33 > Step:   53100 Progress: 53.1% Elapsed: 22:15:58 temperature: no ada_p: No Discriminator_loss: 0.604566 Generator_loss: 0.138894 
[INFO] 2021-01-05 09:38:02 > Step:   53200 Progress: 53.2% Elapsed: 22:18:28 temperature: no ada_p: No Discriminator_loss: 0.2918 Generator_loss: 0.106636 
[INFO] 2021-01-05 09:40:32 > Step:   53300 Progress: 53.3% Elapsed: 22:20:57 temperature: no ada_p: No Discriminator_loss: 0.421003 Generator_loss: 0.097144 
[INFO] 2021-01-05 09:43:00 > Step:   53400 Progress: 53.4% Elapsed: 22:23:26 temperature: no ada_p: No Discriminator_loss: 0.355923 Generator_loss: 0.207687 
[INFO] 2021-01-05 09:45:28 > Step:   53500 Progress: 53.5% Elapsed: 22:25:54 temperature: no ada_p: No Discriminator_loss: 0.51812 Generator_loss: 0.108739 
[INFO] 2021-01-05 09:47:58 > Step:   53600 Progress: 53.6% Elapsed: 22:28:23 temperature: no ada_p: No Discriminator_loss: 0.551018 Generator_loss: 0.16609 
[INFO] 2021-01-05 09:50:27 > Step:   53700 Progress: 53.7% Elapsed: 22:30:53 temperature: no ada_p: No Discriminator_loss: 0.499341 Generator_loss: 0.186473 
[INFO] 2021-01-05 09:52:56 > Step:   53800 Progress: 53.8% Elapsed: 22:33:22 temperature: no ada_p: No Discriminator_loss: 0.366798 Generator_loss: 0.158727 
[INFO] 2021-01-05 09:55:25 > Step:   53900 Progress: 53.9% Elapsed: 22:35:51 temperature: no ada_p: No Discriminator_loss: 0.467256 Generator_loss: 0.186116 
[INFO] 2021-01-05 09:57:54 > Step:   54000 Progress: 54.0% Elapsed: 22:38:19 temperature: no ada_p: No Discriminator_loss: 1.0568 Generator_loss: 0.0487399 
[INFO] 2021-01-05 09:57:54 > Start Evaluation (54000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 09:57:54 > Calculating FID Score....
[INFO] 2021-01-05 09:58:08 > Calculating Inception Score....
[INFO] 2021-01-05 09:58:11 > Calculate F_beta Score....
[INFO] 2021-01-05 09:58:26 > Calculate Accuracies....
[INFO] 2021-01-05 09:58:29 > Calculate Accuracies....
[INFO] 2021-01-05 09:58:30 > F_8 score (Step: 54000, Using valid images): 0.32023524632039
[INFO] 2021-01-05 09:58:30 > F_1/8 score (Step: 54000, Using valid images): 0.15406808820193177
[INFO] 2021-01-05 09:58:30 > FID score (Step: 54000, Using valid moments): 341.4634901505662
[INFO] 2021-01-05 09:58:30 > Inception score (Step: 54000, 10000 generated images): 2.2196671962738037
[INFO] 2021-01-05 09:58:30 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 09:58:37 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 10:01:07 > Step:   54100 Progress: 54.1% Elapsed: 22:41:32 temperature: no ada_p: No Discriminator_loss: 0.68281 Generator_loss: 0.201223 
[INFO] 2021-01-05 10:03:35 > Step:   54200 Progress: 54.2% Elapsed: 22:44:01 temperature: no ada_p: No Discriminator_loss: 0.546611 Generator_loss: 0.189956 
[INFO] 2021-01-05 10:06:03 > Step:   54300 Progress: 54.3% Elapsed: 22:46:29 temperature: no ada_p: No Discriminator_loss: 0.501857 Generator_loss: 0.178665 
[INFO] 2021-01-05 10:08:32 > Step:   54400 Progress: 54.4% Elapsed: 22:48:57 temperature: no ada_p: No Discriminator_loss: 0.473714 Generator_loss: 0.160389 
[INFO] 2021-01-05 10:11:01 > Step:   54500 Progress: 54.5% Elapsed: 22:51:27 temperature: no ada_p: No Discriminator_loss: 0.517787 Generator_loss: 0.177691 
[INFO] 2021-01-05 10:13:29 > Step:   54600 Progress: 54.6% Elapsed: 22:53:55 temperature: no ada_p: No Discriminator_loss: 0.681301 Generator_loss: 0.097905 
[INFO] 2021-01-05 10:15:58 > Step:   54700 Progress: 54.7% Elapsed: 22:56:24 temperature: no ada_p: No Discriminator_loss: 0.588628 Generator_loss: 0.282406 
[INFO] 2021-01-05 10:18:27 > Step:   54800 Progress: 54.8% Elapsed: 22:58:53 temperature: no ada_p: No Discriminator_loss: 0.443312 Generator_loss: 0.269011 
[INFO] 2021-01-05 10:20:56 > Step:   54900 Progress: 54.9% Elapsed: 23:01:21 temperature: no ada_p: No Discriminator_loss: 0.482867 Generator_loss: 0.157552 
[INFO] 2021-01-05 10:23:25 > Step:   55000 Progress: 55.0% Elapsed: 23:03:50 temperature: no ada_p: No Discriminator_loss: 0.468301 Generator_loss: 0.120498 
[INFO] 2021-01-05 10:25:54 > Step:   55100 Progress: 55.1% Elapsed: 23:06:20 temperature: no ada_p: No Discriminator_loss: 0.803936 Generator_loss: 0.306651 
[INFO] 2021-01-05 10:28:24 > Step:   55200 Progress: 55.2% Elapsed: 23:08:49 temperature: no ada_p: No Discriminator_loss: 1.1786 Generator_loss: 0.20293 
[INFO] 2021-01-05 10:30:53 > Step:   55300 Progress: 55.3% Elapsed: 23:11:19 temperature: no ada_p: No Discriminator_loss: 0.399668 Generator_loss: 0.17942 
[INFO] 2021-01-05 10:33:21 > Step:   55400 Progress: 55.4% Elapsed: 23:13:47 temperature: no ada_p: No Discriminator_loss: 0.25554 Generator_loss: 0.155424 
[INFO] 2021-01-05 10:35:50 > Step:   55500 Progress: 55.5% Elapsed: 23:16:15 temperature: no ada_p: No Discriminator_loss: 0.0898167 Generator_loss: 0.174853 
[INFO] 2021-01-05 10:38:19 > Step:   55600 Progress: 55.6% Elapsed: 23:18:44 temperature: no ada_p: No Discriminator_loss: 0.0323357 Generator_loss: 0.171678 
[INFO] 2021-01-05 10:40:48 > Step:   55700 Progress: 55.7% Elapsed: 23:21:14 temperature: no ada_p: No Discriminator_loss: 1.09184 Generator_loss: 0.110858 
[INFO] 2021-01-05 10:43:18 > Step:   55800 Progress: 55.8% Elapsed: 23:23:43 temperature: no ada_p: No Discriminator_loss: 0.0974363 Generator_loss: 0.216694 
[INFO] 2021-01-05 10:45:47 > Step:   55900 Progress: 55.9% Elapsed: 23:26:13 temperature: no ada_p: No Discriminator_loss: 0.112402 Generator_loss: 0.199375 
[INFO] 2021-01-05 10:48:15 > Step:   56000 Progress: 56.0% Elapsed: 23:28:41 temperature: no ada_p: No Discriminator_loss: 0.0682992 Generator_loss: 0.240601 
[INFO] 2021-01-05 10:48:15 > Start Evaluation (56000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 10:48:15 > Calculating FID Score....
[INFO] 2021-01-05 10:48:29 > Calculating Inception Score....
[INFO] 2021-01-05 10:48:32 > Calculate F_beta Score....
[INFO] 2021-01-05 10:48:47 > Calculate Accuracies....
[INFO] 2021-01-05 10:48:50 > Calculate Accuracies....
[INFO] 2021-01-05 10:48:52 > F_8 score (Step: 56000, Using valid images): 0.3513994639202703
[INFO] 2021-01-05 10:48:52 > F_1/8 score (Step: 56000, Using valid images): 0.14648075440042624
[INFO] 2021-01-05 10:48:52 > FID score (Step: 56000, Using valid moments): 335.4273439884142
[INFO] 2021-01-05 10:48:52 > Inception score (Step: 56000, 10000 generated images): 2.322333574295044
[INFO] 2021-01-05 10:48:52 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 10:48:58 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 10:51:28 > Step:   56100 Progress: 56.1% Elapsed: 23:31:54 temperature: no ada_p: No Discriminator_loss: 0.0517623 Generator_loss: 0.2585 
[INFO] 2021-01-05 10:53:58 > Step:   56200 Progress: 56.2% Elapsed: 23:34:23 temperature: no ada_p: No Discriminator_loss: 0.0460269 Generator_loss: 0.180223 
[INFO] 2021-01-05 10:56:26 > Step:   56300 Progress: 56.3% Elapsed: 23:36:52 temperature: no ada_p: No Discriminator_loss: 0.229202 Generator_loss: 0.246765 
[INFO] 2021-01-05 10:58:55 > Step:   56400 Progress: 56.4% Elapsed: 23:39:21 temperature: no ada_p: No Discriminator_loss: 0.0352041 Generator_loss: 0.21777 
[INFO] 2021-01-05 11:01:24 > Step:   56500 Progress: 56.5% Elapsed: 23:41:50 temperature: no ada_p: No Discriminator_loss: 0.0349462 Generator_loss: 0.196867 
[INFO] 2021-01-05 11:03:53 > Step:   56600 Progress: 56.6% Elapsed: 23:44:18 temperature: no ada_p: No Discriminator_loss: 0.0398166 Generator_loss: 0.129398 
[INFO] 2021-01-05 11:06:22 > Step:   56700 Progress: 56.7% Elapsed: 23:46:48 temperature: no ada_p: No Discriminator_loss: 0.0263065 Generator_loss: 0.18196 
[INFO] 2021-01-05 11:08:52 > Step:   56800 Progress: 56.8% Elapsed: 23:49:17 temperature: no ada_p: No Discriminator_loss: 0.00701253 Generator_loss: 0.125258 
[INFO] 2021-01-05 11:11:21 > Step:   56900 Progress: 56.9% Elapsed: 23:51:47 temperature: no ada_p: No Discriminator_loss: 0.00566641 Generator_loss: 0.13553 
[INFO] 2021-01-05 11:13:50 > Step:   57000 Progress: 57.0% Elapsed: 23:54:15 temperature: no ada_p: No Discriminator_loss: 0.653478 Generator_loss: 0.0844951 
[INFO] 2021-01-05 11:16:17 > Step:   57100 Progress: 57.1% Elapsed: 23:56:43 temperature: no ada_p: No Discriminator_loss: 0.108604 Generator_loss: 0.0469895 
[INFO] 2021-01-05 11:18:46 > Step:   57200 Progress: 57.2% Elapsed: 23:59:12 temperature: no ada_p: No Discriminator_loss: 0.0219166 Generator_loss: 0.0969514 
[INFO] 2021-01-05 11:21:15 > Step:   57300 Progress: 57.3% Elapsed: 1 day, 0:01:40 temperature: no ada_p: No Discriminator_loss: 0.0399474 Generator_loss: 0.191376 
[INFO] 2021-01-05 11:23:44 > Step:   57400 Progress: 57.4% Elapsed: 1 day, 0:04:09 temperature: no ada_p: No Discriminator_loss: 0.0183574 Generator_loss: 0.12441 
[INFO] 2021-01-05 11:26:13 > Step:   57500 Progress: 57.5% Elapsed: 1 day, 0:06:38 temperature: no ada_p: No Discriminator_loss: 0.0156533 Generator_loss: 0.104514 
[INFO] 2021-01-05 11:28:42 > Step:   57600 Progress: 57.6% Elapsed: 1 day, 0:09:07 temperature: no ada_p: No Discriminator_loss: 0.0126314 Generator_loss: 0.159355 
[INFO] 2021-01-05 11:31:10 > Step:   57700 Progress: 57.7% Elapsed: 1 day, 0:11:36 temperature: no ada_p: No Discriminator_loss: 0.125854 Generator_loss: 0.135555 
[INFO] 2021-01-05 11:33:40 > Step:   57800 Progress: 57.8% Elapsed: 1 day, 0:14:05 temperature: no ada_p: No Discriminator_loss: 0.103235 Generator_loss: 0.175567 
[INFO] 2021-01-05 11:36:08 > Step:   57900 Progress: 57.9% Elapsed: 1 day, 0:16:34 temperature: no ada_p: No Discriminator_loss: 0.0972861 Generator_loss: 0.147952 
[INFO] 2021-01-05 11:38:36 > Step:   58000 Progress: 58.0% Elapsed: 1 day, 0:19:02 temperature: no ada_p: No Discriminator_loss: 0.174186 Generator_loss: 0.163198 
[INFO] 2021-01-05 11:38:36 > Start Evaluation (58000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 11:38:36 > Calculating FID Score....
[INFO] 2021-01-05 11:38:50 > Calculating Inception Score....
[INFO] 2021-01-05 11:38:53 > Calculate F_beta Score....
[INFO] 2021-01-05 11:39:09 > Calculate Accuracies....
[INFO] 2021-01-05 11:39:12 > Calculate Accuracies....
[INFO] 2021-01-05 11:39:14 > F_8 score (Step: 58000, Using valid images): 0.3504497120837259
[INFO] 2021-01-05 11:39:14 > F_1/8 score (Step: 58000, Using valid images): 0.1207850983569751
[INFO] 2021-01-05 11:39:14 > FID score (Step: 58000, Using valid moments): 336.34208787373734
[INFO] 2021-01-05 11:39:14 > Inception score (Step: 58000, 10000 generated images): 2.3471813201904297
[INFO] 2021-01-05 11:39:14 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 11:39:20 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 11:41:50 > Step:   58100 Progress: 58.1% Elapsed: 1 day, 0:22:16 temperature: no ada_p: No Discriminator_loss: 0.300034 Generator_loss: 0.132758 
[INFO] 2021-01-05 11:44:19 > Step:   58200 Progress: 58.2% Elapsed: 1 day, 0:24:45 temperature: no ada_p: No Discriminator_loss: 0.169035 Generator_loss: 0.179955 
[INFO] 2021-01-05 11:46:49 > Step:   58300 Progress: 58.3% Elapsed: 1 day, 0:27:15 temperature: no ada_p: No Discriminator_loss: 0.292156 Generator_loss: 0.119088 
[INFO] 2021-01-05 11:49:19 > Step:   58400 Progress: 58.4% Elapsed: 1 day, 0:29:44 temperature: no ada_p: No Discriminator_loss: 0.0942283 Generator_loss: 0.130995 
[INFO] 2021-01-05 11:51:48 > Step:   58500 Progress: 58.5% Elapsed: 1 day, 0:32:14 temperature: no ada_p: No Discriminator_loss: 0.421782 Generator_loss: 0.156506 
[INFO] 2021-01-05 11:54:17 > Step:   58600 Progress: 58.6% Elapsed: 1 day, 0:34:43 temperature: no ada_p: No Discriminator_loss: 0.151809 Generator_loss: 0.163177 
[INFO] 2021-01-05 11:56:46 > Step:   58700 Progress: 58.7% Elapsed: 1 day, 0:37:11 temperature: no ada_p: No Discriminator_loss: 0.0660019 Generator_loss: 0.219661 
[INFO] 2021-01-05 11:59:14 > Step:   58800 Progress: 58.8% Elapsed: 1 day, 0:39:40 temperature: no ada_p: No Discriminator_loss: 0.086956 Generator_loss: 0.151896 
[INFO] 2021-01-05 12:01:43 > Step:   58900 Progress: 58.9% Elapsed: 1 day, 0:42:09 temperature: no ada_p: No Discriminator_loss: 0.994067 Generator_loss: -0.0701179 
[INFO] 2021-01-05 12:04:12 > Step:   59000 Progress: 59.0% Elapsed: 1 day, 0:44:38 temperature: no ada_p: No Discriminator_loss: 0.760691 Generator_loss: 0.127755 
[INFO] 2021-01-05 12:06:41 > Step:   59100 Progress: 59.1% Elapsed: 1 day, 0:47:07 temperature: no ada_p: No Discriminator_loss: 0.533787 Generator_loss: 0.121812 
[INFO] 2021-01-05 12:09:10 > Step:   59200 Progress: 59.2% Elapsed: 1 day, 0:49:36 temperature: no ada_p: No Discriminator_loss: 0.383072 Generator_loss: 0.151489 
[INFO] 2021-01-05 12:11:39 > Step:   59300 Progress: 59.3% Elapsed: 1 day, 0:52:05 temperature: no ada_p: No Discriminator_loss: 0.28407 Generator_loss: 0.125232 
[INFO] 2021-01-05 12:14:08 > Step:   59400 Progress: 59.4% Elapsed: 1 day, 0:54:34 temperature: no ada_p: No Discriminator_loss: 0.118199 Generator_loss: 0.246767 
[INFO] 2021-01-05 12:16:37 > Step:   59500 Progress: 59.5% Elapsed: 1 day, 0:57:02 temperature: no ada_p: No Discriminator_loss: 0.592607 Generator_loss: 0.248361 
[INFO] 2021-01-05 12:19:04 > Step:   59600 Progress: 59.6% Elapsed: 1 day, 0:59:30 temperature: no ada_p: No Discriminator_loss: 0.472111 Generator_loss: 0.277791 
[INFO] 2021-01-05 12:21:32 > Step:   59700 Progress: 59.7% Elapsed: 1 day, 1:01:58 temperature: no ada_p: No Discriminator_loss: 0.501473 Generator_loss: 0.0766729 
[INFO] 2021-01-05 12:23:59 > Step:   59800 Progress: 59.8% Elapsed: 1 day, 1:04:25 temperature: no ada_p: No Discriminator_loss: 0.840412 Generator_loss: 0.232205 
[INFO] 2021-01-05 12:26:27 > Step:   59900 Progress: 59.9% Elapsed: 1 day, 1:06:53 temperature: no ada_p: No Discriminator_loss: 0.881575 Generator_loss: -0.00942606 
[INFO] 2021-01-05 12:28:55 > Step:   60000 Progress: 60.0% Elapsed: 1 day, 1:09:21 temperature: no ada_p: No Discriminator_loss: 0.412972 Generator_loss: 0.0755306 
[INFO] 2021-01-05 12:28:55 > Start Evaluation (60000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 12:28:55 > Calculating FID Score....
[INFO] 2021-01-05 12:29:09 > Calculating Inception Score....
[INFO] 2021-01-05 12:29:12 > Calculate F_beta Score....
[INFO] 2021-01-05 12:29:26 > Calculate Accuracies....
[INFO] 2021-01-05 12:29:29 > Calculate Accuracies....
[INFO] 2021-01-05 12:29:30 > F_8 score (Step: 60000, Using valid images): 0.3537067799383519
[INFO] 2021-01-05 12:29:30 > F_1/8 score (Step: 60000, Using valid images): 0.15194586992984396
[INFO] 2021-01-05 12:29:30 > FID score (Step: 60000, Using valid moments): 340.14114604680617
[INFO] 2021-01-05 12:29:30 > Inception score (Step: 60000, 10000 generated images): 2.37876558303833
[INFO] 2021-01-05 12:29:30 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 12:29:37 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 12:32:04 > Step:   60100 Progress: 60.1% Elapsed: 1 day, 1:12:30 temperature: no ada_p: No Discriminator_loss: 0.741007 Generator_loss: 0.0773628 
[INFO] 2021-01-05 12:34:32 > Step:   60200 Progress: 60.2% Elapsed: 1 day, 1:14:57 temperature: no ada_p: No Discriminator_loss: 0.61222 Generator_loss: 0.26956 
[INFO] 2021-01-05 12:36:59 > Step:   60300 Progress: 60.3% Elapsed: 1 day, 1:17:25 temperature: no ada_p: No Discriminator_loss: 0.338956 Generator_loss: 0.286098 
[INFO] 2021-01-05 12:39:28 > Step:   60400 Progress: 60.4% Elapsed: 1 day, 1:19:53 temperature: no ada_p: No Discriminator_loss: 0.392533 Generator_loss: 0.213939 
[INFO] 2021-01-05 12:41:55 > Step:   60500 Progress: 60.5% Elapsed: 1 day, 1:22:21 temperature: no ada_p: No Discriminator_loss: 0.342056 Generator_loss: 0.224076 
[INFO] 2021-01-05 12:44:23 > Step:   60600 Progress: 60.6% Elapsed: 1 day, 1:24:48 temperature: no ada_p: No Discriminator_loss: 0.548167 Generator_loss: 0.117079 
[INFO] 2021-01-05 12:46:48 > Step:   60700 Progress: 60.7% Elapsed: 1 day, 1:27:14 temperature: no ada_p: No Discriminator_loss: 0.326727 Generator_loss: 0.147799 
[INFO] 2021-01-05 12:49:16 > Step:   60800 Progress: 60.8% Elapsed: 1 day, 1:29:41 temperature: no ada_p: No Discriminator_loss: 0.587155 Generator_loss: 0.218689 
[INFO] 2021-01-05 12:51:43 > Step:   60900 Progress: 60.9% Elapsed: 1 day, 1:32:09 temperature: no ada_p: No Discriminator_loss: 0.474723 Generator_loss: 0.187104 
[INFO] 2021-01-05 12:54:11 > Step:   61000 Progress: 61.0% Elapsed: 1 day, 1:34:36 temperature: no ada_p: No Discriminator_loss: 0.566627 Generator_loss: 0.270518 
[INFO] 2021-01-05 12:56:38 > Step:   61100 Progress: 61.1% Elapsed: 1 day, 1:37:03 temperature: no ada_p: No Discriminator_loss: 0.648336 Generator_loss: 0.24325 
[INFO] 2021-01-05 12:59:06 > Step:   61200 Progress: 61.2% Elapsed: 1 day, 1:39:32 temperature: no ada_p: No Discriminator_loss: 0.546492 Generator_loss: 0.0855909 
[INFO] 2021-01-05 13:01:33 > Step:   61300 Progress: 61.3% Elapsed: 1 day, 1:41:59 temperature: no ada_p: No Discriminator_loss: 0.601764 Generator_loss: 0.226768 
[INFO] 2021-01-05 13:04:02 > Step:   61400 Progress: 61.4% Elapsed: 1 day, 1:44:28 temperature: no ada_p: No Discriminator_loss: 0.200296 Generator_loss: 0.23821 
[INFO] 2021-01-05 13:06:31 > Step:   61500 Progress: 61.5% Elapsed: 1 day, 1:46:57 temperature: no ada_p: No Discriminator_loss: 0.219503 Generator_loss: 0.180562 
[INFO] 2021-01-05 13:08:58 > Step:   61600 Progress: 61.6% Elapsed: 1 day, 1:49:24 temperature: no ada_p: No Discriminator_loss: 0.248867 Generator_loss: 0.20194 
[INFO] 2021-01-05 13:11:25 > Step:   61700 Progress: 61.7% Elapsed: 1 day, 1:51:51 temperature: no ada_p: No Discriminator_loss: 0.218745 Generator_loss: 0.236996 
[INFO] 2021-01-05 13:13:53 > Step:   61800 Progress: 61.8% Elapsed: 1 day, 1:54:19 temperature: no ada_p: No Discriminator_loss: 0.13896 Generator_loss: 0.155284 
[INFO] 2021-01-05 13:16:20 > Step:   61900 Progress: 61.9% Elapsed: 1 day, 1:56:46 temperature: no ada_p: No Discriminator_loss: 0.368732 Generator_loss: 0.295718 
[INFO] 2021-01-05 13:18:47 > Step:   62000 Progress: 62.0% Elapsed: 1 day, 1:59:13 temperature: no ada_p: No Discriminator_loss: 0.565386 Generator_loss: 0.0539533 
[INFO] 2021-01-05 13:18:47 > Start Evaluation (62000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 13:18:47 > Calculating FID Score....
[INFO] 2021-01-05 13:19:01 > Calculating Inception Score....
[INFO] 2021-01-05 13:19:04 > Calculate F_beta Score....
[INFO] 2021-01-05 13:19:18 > Calculate Accuracies....
[INFO] 2021-01-05 13:19:20 > Calculate Accuracies....
[INFO] 2021-01-05 13:19:22 > F_8 score (Step: 62000, Using valid images): 0.3489306629559407
[INFO] 2021-01-05 13:19:22 > F_1/8 score (Step: 62000, Using valid images): 0.1432001222082795
[INFO] 2021-01-05 13:19:22 > FID score (Step: 62000, Using valid moments): 334.7821346328019
[INFO] 2021-01-05 13:19:22 > Inception score (Step: 62000, 10000 generated images): 2.335136890411377
[INFO] 2021-01-05 13:19:22 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 13:19:28 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 13:21:55 > Step:   62100 Progress: 62.1% Elapsed: 1 day, 2:02:20 temperature: no ada_p: No Discriminator_loss: 0.191566 Generator_loss: 0.145282 
[INFO] 2021-01-05 13:24:21 > Step:   62200 Progress: 62.2% Elapsed: 1 day, 2:04:47 temperature: no ada_p: No Discriminator_loss: 0.424946 Generator_loss: 0.0973348 
[INFO] 2021-01-05 13:26:47 > Step:   62300 Progress: 62.3% Elapsed: 1 day, 2:07:13 temperature: no ada_p: No Discriminator_loss: 0.402649 Generator_loss: 0.144755 
[INFO] 2021-01-05 13:29:15 > Step:   62400 Progress: 62.4% Elapsed: 1 day, 2:09:40 temperature: no ada_p: No Discriminator_loss: 1.8176 Generator_loss: -0.767328 
[INFO] 2021-01-05 13:31:42 > Step:   62500 Progress: 62.5% Elapsed: 1 day, 2:12:08 temperature: no ada_p: No Discriminator_loss: 1.59625 Generator_loss: -0.147683 
[INFO] 2021-01-05 13:34:10 > Step:   62600 Progress: 62.6% Elapsed: 1 day, 2:14:36 temperature: no ada_p: No Discriminator_loss: 0.862382 Generator_loss: -0.0961584 
[INFO] 2021-01-05 13:36:37 > Step:   62700 Progress: 62.7% Elapsed: 1 day, 2:17:03 temperature: no ada_p: No Discriminator_loss: 0.518691 Generator_loss: 0.178139 
[INFO] 2021-01-05 13:39:04 > Step:   62800 Progress: 62.8% Elapsed: 1 day, 2:19:30 temperature: no ada_p: No Discriminator_loss: 0.574156 Generator_loss: 0.00373346 
[INFO] 2021-01-05 13:41:31 > Step:   62900 Progress: 62.9% Elapsed: 1 day, 2:21:57 temperature: no ada_p: No Discriminator_loss: 0.567233 Generator_loss: 0.199704 
[INFO] 2021-01-05 13:43:58 > Step:   63000 Progress: 63.0% Elapsed: 1 day, 2:24:24 temperature: no ada_p: No Discriminator_loss: 0.372224 Generator_loss: 0.148215 
[INFO] 2021-01-05 13:46:26 > Step:   63100 Progress: 63.1% Elapsed: 1 day, 2:26:51 temperature: no ada_p: No Discriminator_loss: 0.437479 Generator_loss: 0.0511792 
[INFO] 2021-01-05 13:48:53 > Step:   63200 Progress: 63.2% Elapsed: 1 day, 2:29:19 temperature: no ada_p: No Discriminator_loss: 0.334474 Generator_loss: 0.153468 
[INFO] 2021-01-05 13:51:22 > Step:   63300 Progress: 63.3% Elapsed: 1 day, 2:31:48 temperature: no ada_p: No Discriminator_loss: 0.713476 Generator_loss: 0.146125 
[INFO] 2021-01-05 13:53:50 > Step:   63400 Progress: 63.4% Elapsed: 1 day, 2:34:16 temperature: no ada_p: No Discriminator_loss: 0.456782 Generator_loss: 0.182659 
[INFO] 2021-01-05 13:56:16 > Step:   63500 Progress: 63.5% Elapsed: 1 day, 2:36:42 temperature: no ada_p: No Discriminator_loss: 0.841892 Generator_loss: 0.310397 
[INFO] 2021-01-05 13:58:43 > Step:   63600 Progress: 63.6% Elapsed: 1 day, 2:39:09 temperature: no ada_p: No Discriminator_loss: 0.44977 Generator_loss: 0.180483 
[INFO] 2021-01-05 14:01:10 > Step:   63700 Progress: 63.7% Elapsed: 1 day, 2:41:36 temperature: no ada_p: No Discriminator_loss: 0.70321 Generator_loss: 0.278917 
[INFO] 2021-01-05 14:03:37 > Step:   63800 Progress: 63.8% Elapsed: 1 day, 2:44:03 temperature: no ada_p: No Discriminator_loss: 0.374908 Generator_loss: 0.274185 
[INFO] 2021-01-05 14:06:05 > Step:   63900 Progress: 63.9% Elapsed: 1 day, 2:46:31 temperature: no ada_p: No Discriminator_loss: 0.613988 Generator_loss: 0.319804 
[INFO] 2021-01-05 14:08:32 > Step:   64000 Progress: 64.0% Elapsed: 1 day, 2:48:58 temperature: no ada_p: No Discriminator_loss: 0.643535 Generator_loss: 0.286215 
[INFO] 2021-01-05 14:08:32 > Start Evaluation (64000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 14:08:32 > Calculating FID Score....
[INFO] 2021-01-05 14:08:46 > Calculating Inception Score....
[INFO] 2021-01-05 14:08:49 > Calculate F_beta Score....
[INFO] 2021-01-05 14:09:04 > Calculate Accuracies....
[INFO] 2021-01-05 14:09:07 > Calculate Accuracies....
[INFO] 2021-01-05 14:09:08 > F_8 score (Step: 64000, Using valid images): 0.36290696623288876
[INFO] 2021-01-05 14:09:08 > F_1/8 score (Step: 64000, Using valid images): 0.11321610302119718
[INFO] 2021-01-05 14:09:08 > FID score (Step: 64000, Using valid moments): 327.5967294531056
[INFO] 2021-01-05 14:09:08 > Inception score (Step: 64000, 10000 generated images): 2.331345558166504
[INFO] 2021-01-05 14:09:08 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 14:09:15 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 14:11:41 > Step:   64100 Progress: 64.1% Elapsed: 1 day, 2:52:07 temperature: no ada_p: No Discriminator_loss: 0.554503 Generator_loss: 0.198835 
[INFO] 2021-01-05 14:14:08 > Step:   64200 Progress: 64.2% Elapsed: 1 day, 2:54:34 temperature: no ada_p: No Discriminator_loss: 0.440581 Generator_loss: 0.126709 
[INFO] 2021-01-05 14:16:36 > Step:   64300 Progress: 64.3% Elapsed: 1 day, 2:57:02 temperature: no ada_p: No Discriminator_loss: 0.274198 Generator_loss: 0.22455 
[INFO] 2021-01-05 14:19:05 > Step:   64400 Progress: 64.4% Elapsed: 1 day, 2:59:30 temperature: no ada_p: No Discriminator_loss: 0.83882 Generator_loss: 0.354692 
[INFO] 2021-01-05 14:21:33 > Step:   64500 Progress: 64.5% Elapsed: 1 day, 3:01:58 temperature: no ada_p: No Discriminator_loss: 0.499828 Generator_loss: 0.163296 
[INFO] 2021-01-05 14:24:00 > Step:   64600 Progress: 64.6% Elapsed: 1 day, 3:04:26 temperature: no ada_p: No Discriminator_loss: 0.729268 Generator_loss: 0.121974 
[INFO] 2021-01-05 14:26:29 > Step:   64700 Progress: 64.7% Elapsed: 1 day, 3:06:55 temperature: no ada_p: No Discriminator_loss: 0.338756 Generator_loss: 0.212968 
[INFO] 2021-01-05 14:28:57 > Step:   64800 Progress: 64.8% Elapsed: 1 day, 3:09:22 temperature: no ada_p: No Discriminator_loss: 0.452195 Generator_loss: 0.12901 
[INFO] 2021-01-05 14:31:25 > Step:   64900 Progress: 64.9% Elapsed: 1 day, 3:11:51 temperature: no ada_p: No Discriminator_loss: 0.230611 Generator_loss: 0.167756 
[INFO] 2021-01-05 14:33:53 > Step:   65000 Progress: 65.0% Elapsed: 1 day, 3:14:18 temperature: no ada_p: No Discriminator_loss: 0.366163 Generator_loss: 0.128018 
[INFO] 2021-01-05 14:36:19 > Step:   65100 Progress: 65.1% Elapsed: 1 day, 3:16:45 temperature: no ada_p: No Discriminator_loss: 0.38164 Generator_loss: 0.253868 
[INFO] 2021-01-05 14:38:47 > Step:   65200 Progress: 65.2% Elapsed: 1 day, 3:19:13 temperature: no ada_p: No Discriminator_loss: 0.212236 Generator_loss: 0.194946 
[INFO] 2021-01-05 14:41:15 > Step:   65300 Progress: 65.3% Elapsed: 1 day, 3:21:41 temperature: no ada_p: No Discriminator_loss: 0.255867 Generator_loss: 0.189158 
[INFO] 2021-01-05 14:43:42 > Step:   65400 Progress: 65.4% Elapsed: 1 day, 3:24:08 temperature: no ada_p: No Discriminator_loss: 0.750166 Generator_loss: 0.103399 
[INFO] 2021-01-05 14:46:09 > Step:   65500 Progress: 65.5% Elapsed: 1 day, 3:26:35 temperature: no ada_p: No Discriminator_loss: 0.419576 Generator_loss: 0.208496 
[INFO] 2021-01-05 14:48:36 > Step:   65600 Progress: 65.6% Elapsed: 1 day, 3:29:02 temperature: no ada_p: No Discriminator_loss: 0.189592 Generator_loss: 0.154691 
[INFO] 2021-01-05 14:51:04 > Step:   65700 Progress: 65.7% Elapsed: 1 day, 3:31:30 temperature: no ada_p: No Discriminator_loss: 0.700455 Generator_loss: 0.0872148 
[INFO] 2021-01-05 14:53:30 > Step:   65800 Progress: 65.8% Elapsed: 1 day, 3:33:56 temperature: no ada_p: No Discriminator_loss: 0.251704 Generator_loss: 0.184136 
[INFO] 2021-01-05 14:55:57 > Step:   65900 Progress: 65.9% Elapsed: 1 day, 3:36:23 temperature: no ada_p: No Discriminator_loss: 0.376944 Generator_loss: 0.125044 
[INFO] 2021-01-05 14:58:24 > Step:   66000 Progress: 66.0% Elapsed: 1 day, 3:38:50 temperature: no ada_p: No Discriminator_loss: 0.194219 Generator_loss: 0.152929 
[INFO] 2021-01-05 14:58:24 > Start Evaluation (66000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 14:58:24 > Calculating FID Score....
[INFO] 2021-01-05 14:58:38 > Calculating Inception Score....
[INFO] 2021-01-05 14:58:41 > Calculate F_beta Score....
[INFO] 2021-01-05 14:58:57 > Calculate Accuracies....
[INFO] 2021-01-05 14:59:00 > Calculate Accuracies....
[INFO] 2021-01-05 14:59:01 > F_8 score (Step: 66000, Using valid images): 0.35761346520767995
[INFO] 2021-01-05 14:59:01 > F_1/8 score (Step: 66000, Using valid images): 0.12602508685978012
[INFO] 2021-01-05 14:59:01 > FID score (Step: 66000, Using valid moments): 322.6088269952138
[INFO] 2021-01-05 14:59:01 > Inception score (Step: 66000, 10000 generated images): 2.434394121170044
[INFO] 2021-01-05 14:59:01 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 14:59:08 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 15:01:36 > Step:   66100 Progress: 66.1% Elapsed: 1 day, 3:42:01 temperature: no ada_p: No Discriminator_loss: 0.233093 Generator_loss: 0.16553 
[INFO] 2021-01-05 15:04:03 > Step:   66200 Progress: 66.2% Elapsed: 1 day, 3:44:29 temperature: no ada_p: No Discriminator_loss: 0.231081 Generator_loss: 0.0788323 
[INFO] 2021-01-05 15:06:30 > Step:   66300 Progress: 66.3% Elapsed: 1 day, 3:46:56 temperature: no ada_p: No Discriminator_loss: 0.241039 Generator_loss: 0.165372 
[INFO] 2021-01-05 15:08:58 > Step:   66400 Progress: 66.4% Elapsed: 1 day, 3:49:24 temperature: no ada_p: No Discriminator_loss: 0.106416 Generator_loss: 0.157036 
[INFO] 2021-01-05 15:11:25 > Step:   66500 Progress: 66.5% Elapsed: 1 day, 3:51:51 temperature: no ada_p: No Discriminator_loss: 0.111216 Generator_loss: 0.0691838 
[INFO] 2021-01-05 15:13:51 > Step:   66600 Progress: 66.6% Elapsed: 1 day, 3:54:17 temperature: no ada_p: No Discriminator_loss: 0.0680127 Generator_loss: 0.155571 
[INFO] 2021-01-05 15:16:18 > Step:   66700 Progress: 66.7% Elapsed: 1 day, 3:56:44 temperature: no ada_p: No Discriminator_loss: 0.108967 Generator_loss: 0.155706 
[INFO] 2021-01-05 15:18:45 > Step:   66800 Progress: 66.8% Elapsed: 1 day, 3:59:11 temperature: no ada_p: No Discriminator_loss: 0.174086 Generator_loss: 0.217628 
[INFO] 2021-01-05 15:21:13 > Step:   66900 Progress: 66.9% Elapsed: 1 day, 4:01:39 temperature: no ada_p: No Discriminator_loss: 0.0435626 Generator_loss: 0.103246 
[INFO] 2021-01-05 15:23:41 > Step:   67000 Progress: 67.0% Elapsed: 1 day, 4:04:07 temperature: no ada_p: No Discriminator_loss: 0.00916317 Generator_loss: 0.0957968 
[INFO] 2021-01-05 15:26:09 > Step:   67100 Progress: 67.1% Elapsed: 1 day, 4:06:35 temperature: no ada_p: No Discriminator_loss: 1.19487 Generator_loss: -0.128012 
[INFO] 2021-01-05 15:28:36 > Step:   67200 Progress: 67.2% Elapsed: 1 day, 4:09:02 temperature: no ada_p: No Discriminator_loss: 1.32982 Generator_loss: 0.0633219 
[INFO] 2021-01-05 15:31:03 > Step:   67300 Progress: 67.3% Elapsed: 1 day, 4:11:29 temperature: no ada_p: No Discriminator_loss: 1.83685 Generator_loss: 0.053519 
[INFO] 2021-01-05 15:33:30 > Step:   67400 Progress: 67.4% Elapsed: 1 day, 4:13:56 temperature: no ada_p: No Discriminator_loss: 0.824735 Generator_loss: 0.00902873 
[INFO] 2021-01-05 15:35:57 > Step:   67500 Progress: 67.5% Elapsed: 1 day, 4:16:23 temperature: no ada_p: No Discriminator_loss: 0.325957 Generator_loss: 0.0753069 
[INFO] 2021-01-05 15:38:25 > Step:   67600 Progress: 67.6% Elapsed: 1 day, 4:18:51 temperature: no ada_p: No Discriminator_loss: 0.24429 Generator_loss: 0.0853518 
[INFO] 2021-01-05 15:40:53 > Step:   67700 Progress: 67.7% Elapsed: 1 day, 4:21:19 temperature: no ada_p: No Discriminator_loss: 0.130187 Generator_loss: 0.0712708 
[INFO] 2021-01-05 15:43:21 > Step:   67800 Progress: 67.8% Elapsed: 1 day, 4:23:47 temperature: no ada_p: No Discriminator_loss: 0.251531 Generator_loss: 0.160684 
[INFO] 2021-01-05 15:45:48 > Step:   67900 Progress: 67.9% Elapsed: 1 day, 4:26:14 temperature: no ada_p: No Discriminator_loss: 1.45069 Generator_loss: -0.0373803 
[INFO] 2021-01-05 15:48:17 > Step:   68000 Progress: 68.0% Elapsed: 1 day, 4:28:42 temperature: no ada_p: No Discriminator_loss: 0.511671 Generator_loss: -0.0374461 
[INFO] 2021-01-05 15:48:17 > Start Evaluation (68000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 15:48:17 > Calculating FID Score....
[INFO] 2021-01-05 15:48:30 > Calculating Inception Score....
[INFO] 2021-01-05 15:48:33 > Calculate F_beta Score....
[INFO] 2021-01-05 15:48:48 > Calculate Accuracies....
[INFO] 2021-01-05 15:48:51 > Calculate Accuracies....
[INFO] 2021-01-05 15:48:52 > F_8 score (Step: 68000, Using valid images): 0.4323309575731858
[INFO] 2021-01-05 15:48:52 > F_1/8 score (Step: 68000, Using valid images): 0.132991831728848
[INFO] 2021-01-05 15:48:52 > FID score (Step: 68000, Using valid moments): 323.7489421557415
[INFO] 2021-01-05 15:48:52 > Inception score (Step: 68000, 10000 generated images): 2.3926854133605957
[INFO] 2021-01-05 15:48:52 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 15:48:59 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 15:51:27 > Step:   68100 Progress: 68.1% Elapsed: 1 day, 4:31:53 temperature: no ada_p: No Discriminator_loss: 0.538517 Generator_loss: 0.0101163 
[INFO] 2021-01-05 15:53:55 > Step:   68200 Progress: 68.2% Elapsed: 1 day, 4:34:21 temperature: no ada_p: No Discriminator_loss: 0.213986 Generator_loss: 0.181544 
[INFO] 2021-01-05 15:56:23 > Step:   68300 Progress: 68.3% Elapsed: 1 day, 4:36:49 temperature: no ada_p: No Discriminator_loss: 0.265556 Generator_loss: 0.275578 
[INFO] 2021-01-05 15:58:50 > Step:   68400 Progress: 68.4% Elapsed: 1 day, 4:39:16 temperature: no ada_p: No Discriminator_loss: 0.238497 Generator_loss: 0.102768 
[INFO] 2021-01-05 16:01:18 > Step:   68500 Progress: 68.5% Elapsed: 1 day, 4:41:44 temperature: no ada_p: No Discriminator_loss: 0.646175 Generator_loss: 0.0518214 
[INFO] 2021-01-05 16:03:47 > Step:   68600 Progress: 68.6% Elapsed: 1 day, 4:44:12 temperature: no ada_p: No Discriminator_loss: 0.156445 Generator_loss: 0.150369 
[INFO] 2021-01-05 16:06:14 > Step:   68700 Progress: 68.7% Elapsed: 1 day, 4:46:40 temperature: no ada_p: No Discriminator_loss: 0.0922624 Generator_loss: 0.112759 
[INFO] 2021-01-05 16:08:40 > Step:   68800 Progress: 68.8% Elapsed: 1 day, 4:49:06 temperature: no ada_p: No Discriminator_loss: 0.140583 Generator_loss: 0.134291 
[INFO] 2021-01-05 16:11:07 > Step:   68900 Progress: 68.9% Elapsed: 1 day, 4:51:33 temperature: no ada_p: No Discriminator_loss: 0.252852 Generator_loss: 0.153976 
[INFO] 2021-01-05 16:13:35 > Step:   69000 Progress: 69.0% Elapsed: 1 day, 4:54:01 temperature: no ada_p: No Discriminator_loss: 0.196861 Generator_loss: 0.0802305 
[INFO] 2021-01-05 16:16:02 > Step:   69100 Progress: 69.1% Elapsed: 1 day, 4:56:27 temperature: no ada_p: No Discriminator_loss: 0.147812 Generator_loss: 0.162019 
[INFO] 2021-01-05 16:18:28 > Step:   69200 Progress: 69.2% Elapsed: 1 day, 4:58:54 temperature: no ada_p: No Discriminator_loss: 0.0878751 Generator_loss: 0.0484887 
[INFO] 2021-01-05 16:20:55 > Step:   69300 Progress: 69.3% Elapsed: 1 day, 5:01:20 temperature: no ada_p: No Discriminator_loss: 0.0932073 Generator_loss: 0.103433 
[INFO] 2021-01-05 16:23:22 > Step:   69400 Progress: 69.4% Elapsed: 1 day, 5:03:48 temperature: no ada_p: No Discriminator_loss: 0.100723 Generator_loss: 0.0545596 
[INFO] 2021-01-05 16:25:50 > Step:   69500 Progress: 69.5% Elapsed: 1 day, 5:06:16 temperature: no ada_p: No Discriminator_loss: 0.0550006 Generator_loss: 0.109346 
[INFO] 2021-01-05 16:28:19 > Step:   69600 Progress: 69.6% Elapsed: 1 day, 5:08:44 temperature: no ada_p: No Discriminator_loss: 0.0504849 Generator_loss: 0.115848 
[INFO] 2021-01-05 16:30:47 > Step:   69700 Progress: 69.7% Elapsed: 1 day, 5:11:13 temperature: no ada_p: No Discriminator_loss: 0.528877 Generator_loss: -0.000328839 
[INFO] 2021-01-05 16:33:15 > Step:   69800 Progress: 69.8% Elapsed: 1 day, 5:13:41 temperature: no ada_p: No Discriminator_loss: 0.06744 Generator_loss: 0.0462509 
[INFO] 2021-01-05 16:35:44 > Step:   69900 Progress: 69.9% Elapsed: 1 day, 5:16:09 temperature: no ada_p: No Discriminator_loss: 0.0673299 Generator_loss: 0.0581385 
[INFO] 2021-01-05 16:38:12 > Step:   70000 Progress: 70.0% Elapsed: 1 day, 5:18:37 temperature: no ada_p: No Discriminator_loss: 0.0621568 Generator_loss: 0.0642974 
[INFO] 2021-01-05 16:38:12 > Start Evaluation (70000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 16:38:12 > Calculating FID Score....
[INFO] 2021-01-05 16:38:25 > Calculating Inception Score....
[INFO] 2021-01-05 16:38:28 > Calculate F_beta Score....
[INFO] 2021-01-05 16:38:43 > Calculate Accuracies....
[INFO] 2021-01-05 16:38:46 > Calculate Accuracies....
[INFO] 2021-01-05 16:38:47 > F_8 score (Step: 70000, Using valid images): 0.41102090005535374
[INFO] 2021-01-05 16:38:47 > F_1/8 score (Step: 70000, Using valid images): 0.1482225196117615
[INFO] 2021-01-05 16:38:47 > FID score (Step: 70000, Using valid moments): 328.72630741854493
[INFO] 2021-01-05 16:38:47 > Inception score (Step: 70000, 10000 generated images): 2.367769718170166
[INFO] 2021-01-05 16:38:47 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 16:38:54 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 16:41:22 > Step:   70100 Progress: 70.1% Elapsed: 1 day, 5:21:47 temperature: no ada_p: No Discriminator_loss: 0.0673767 Generator_loss: 0.172885 
[INFO] 2021-01-05 16:43:48 > Step:   70200 Progress: 70.2% Elapsed: 1 day, 5:24:14 temperature: no ada_p: No Discriminator_loss: 0.0737342 Generator_loss: 0.193251 
[INFO] 2021-01-05 16:46:16 > Step:   70300 Progress: 70.3% Elapsed: 1 day, 5:26:41 temperature: no ada_p: No Discriminator_loss: 0.0321879 Generator_loss: 0.238599 
[INFO] 2021-01-05 16:48:43 > Step:   70400 Progress: 70.4% Elapsed: 1 day, 5:29:08 temperature: no ada_p: No Discriminator_loss: 0.00961348 Generator_loss: 0.204019 
[INFO] 2021-01-05 16:51:11 > Step:   70500 Progress: 70.5% Elapsed: 1 day, 5:31:37 temperature: no ada_p: No Discriminator_loss: 0.00638527 Generator_loss: 0.122529 
[INFO] 2021-01-05 16:53:39 > Step:   70600 Progress: 70.6% Elapsed: 1 day, 5:34:05 temperature: no ada_p: No Discriminator_loss: 0.00197338 Generator_loss: 0.130316 
[INFO] 2021-01-05 16:56:07 > Step:   70700 Progress: 70.7% Elapsed: 1 day, 5:36:32 temperature: no ada_p: No Discriminator_loss: 0.00571661 Generator_loss: 0.176316 
[INFO] 2021-01-05 16:58:34 > Step:   70800 Progress: 70.8% Elapsed: 1 day, 5:39:00 temperature: no ada_p: No Discriminator_loss: 0.00400727 Generator_loss: 0.0885543 
[INFO] 2021-01-05 17:01:03 > Step:   70900 Progress: 70.9% Elapsed: 1 day, 5:41:28 temperature: no ada_p: No Discriminator_loss: 0.00273537 Generator_loss: 0.102134 
[INFO] 2021-01-05 17:03:30 > Step:   71000 Progress: 71.0% Elapsed: 1 day, 5:43:56 temperature: no ada_p: No Discriminator_loss: 0.00484813 Generator_loss: 0.121344 
[INFO] 2021-01-05 17:05:57 > Step:   71100 Progress: 71.1% Elapsed: 1 day, 5:46:23 temperature: no ada_p: No Discriminator_loss: 0.00393494 Generator_loss: 0.0943035 
[INFO] 2021-01-05 17:08:25 > Step:   71200 Progress: 71.2% Elapsed: 1 day, 5:48:51 temperature: no ada_p: No Discriminator_loss: 0.0130263 Generator_loss: 0.100709 
[INFO] 2021-01-05 17:10:53 > Step:   71300 Progress: 71.3% Elapsed: 1 day, 5:51:19 temperature: no ada_p: No Discriminator_loss: 0.00519915 Generator_loss: 0.147494 
[INFO] 2021-01-05 17:13:21 > Step:   71400 Progress: 71.4% Elapsed: 1 day, 5:53:46 temperature: no ada_p: No Discriminator_loss: 0.00754419 Generator_loss: 0.141199 
[INFO] 2021-01-05 17:15:48 > Step:   71500 Progress: 71.5% Elapsed: 1 day, 5:56:14 temperature: no ada_p: No Discriminator_loss: 0.00973967 Generator_loss: 0.144542 
[INFO] 2021-01-05 17:18:17 > Step:   71600 Progress: 71.6% Elapsed: 1 day, 5:58:42 temperature: no ada_p: No Discriminator_loss: 0.0101508 Generator_loss: 0.179707 
[INFO] 2021-01-05 17:20:43 > Step:   71700 Progress: 71.7% Elapsed: 1 day, 6:01:09 temperature: no ada_p: No Discriminator_loss: 0.00100054 Generator_loss: 0.114254 
[INFO] 2021-01-05 17:23:11 > Step:   71800 Progress: 71.8% Elapsed: 1 day, 6:03:36 temperature: no ada_p: No Discriminator_loss: 1.98505 Generator_loss: -1.51294 
[INFO] 2021-01-05 17:25:37 > Step:   71900 Progress: 71.9% Elapsed: 1 day, 6:06:02 temperature: no ada_p: No Discriminator_loss: 1.74107 Generator_loss: -1.35259 
[INFO] 2021-01-05 17:28:03 > Step:   72000 Progress: 72.0% Elapsed: 1 day, 6:08:29 temperature: no ada_p: No Discriminator_loss: 0.963365 Generator_loss: -0.101862 
[INFO] 2021-01-05 17:28:03 > Start Evaluation (72000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 17:28:03 > Calculating FID Score....
[INFO] 2021-01-05 17:28:17 > Calculating Inception Score....
[INFO] 2021-01-05 17:28:20 > Calculate F_beta Score....
[INFO] 2021-01-05 17:28:35 > Calculate Accuracies....
[INFO] 2021-01-05 17:28:38 > Calculate Accuracies....
[INFO] 2021-01-05 17:28:40 > F_8 score (Step: 72000, Using valid images): 0.3608920700001121
[INFO] 2021-01-05 17:28:40 > F_1/8 score (Step: 72000, Using valid images): 0.1687102982812152
[INFO] 2021-01-05 17:28:40 > FID score (Step: 72000, Using valid moments): 341.4482222946809
[INFO] 2021-01-05 17:28:40 > Inception score (Step: 72000, 10000 generated images): 2.254002571105957
[INFO] 2021-01-05 17:28:40 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 17:28:46 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 17:31:14 > Step:   72100 Progress: 72.1% Elapsed: 1 day, 6:11:40 temperature: no ada_p: No Discriminator_loss: 1.62348 Generator_loss: -0.103937 
[INFO] 2021-01-05 17:33:42 > Step:   72200 Progress: 72.2% Elapsed: 1 day, 6:14:08 temperature: no ada_p: No Discriminator_loss: 1.56396 Generator_loss: -0.179985 
[INFO] 2021-01-05 17:36:11 > Step:   72300 Progress: 72.3% Elapsed: 1 day, 6:16:37 temperature: no ada_p: No Discriminator_loss: 1.584 Generator_loss: -0.0917251 
[INFO] 2021-01-05 17:38:39 > Step:   72400 Progress: 72.4% Elapsed: 1 day, 6:19:05 temperature: no ada_p: No Discriminator_loss: 1.74372 Generator_loss: -0.0839482 
[INFO] 2021-01-05 17:41:05 > Step:   72500 Progress: 72.5% Elapsed: 1 day, 6:21:31 temperature: no ada_p: No Discriminator_loss: 1.71778 Generator_loss: -0.0639545 
[INFO] 2021-01-05 17:43:33 > Step:   72600 Progress: 72.6% Elapsed: 1 day, 6:23:58 temperature: no ada_p: No Discriminator_loss: 1.67534 Generator_loss: -0.066164 
[INFO] 2021-01-05 17:46:01 > Step:   72700 Progress: 72.7% Elapsed: 1 day, 6:26:27 temperature: no ada_p: No Discriminator_loss: 1.74886 Generator_loss: -0.0545758 
[INFO] 2021-01-05 17:48:29 > Step:   72800 Progress: 72.8% Elapsed: 1 day, 6:28:54 temperature: no ada_p: No Discriminator_loss: 1.69608 Generator_loss: -0.0930799 
[INFO] 2021-01-05 17:50:56 > Step:   72900 Progress: 72.9% Elapsed: 1 day, 6:31:22 temperature: no ada_p: No Discriminator_loss: 1.70867 Generator_loss: -0.0762823 
[INFO] 2021-01-05 17:53:23 > Step:   73000 Progress: 73.0% Elapsed: 1 day, 6:33:49 temperature: no ada_p: No Discriminator_loss: 1.71421 Generator_loss: 0.000474036 
[INFO] 2021-01-05 17:55:51 > Step:   73100 Progress: 73.1% Elapsed: 1 day, 6:36:17 temperature: no ada_p: No Discriminator_loss: 1.34628 Generator_loss: -0.100755 
[INFO] 2021-01-05 17:58:19 > Step:   73200 Progress: 73.2% Elapsed: 1 day, 6:38:44 temperature: no ada_p: No Discriminator_loss: 1.54158 Generator_loss: -0.190804 
[INFO] 2021-01-05 18:00:46 > Step:   73300 Progress: 73.3% Elapsed: 1 day, 6:41:12 temperature: no ada_p: No Discriminator_loss: 1.3767 Generator_loss: -0.132389 
[INFO] 2021-01-05 18:03:14 > Step:   73400 Progress: 73.4% Elapsed: 1 day, 6:43:40 temperature: no ada_p: No Discriminator_loss: 1.49571 Generator_loss: -0.125123 
[INFO] 2021-01-05 18:05:40 > Step:   73500 Progress: 73.5% Elapsed: 1 day, 6:46:06 temperature: no ada_p: No Discriminator_loss: 1.59212 Generator_loss: -0.111532 
[INFO] 2021-01-05 18:08:07 > Step:   73600 Progress: 73.6% Elapsed: 1 day, 6:48:33 temperature: no ada_p: No Discriminator_loss: 1.648 Generator_loss: -0.0823762 
[INFO] 2021-01-05 18:10:35 > Step:   73700 Progress: 73.7% Elapsed: 1 day, 6:51:01 temperature: no ada_p: No Discriminator_loss: 1.67827 Generator_loss: -0.119348 
[INFO] 2021-01-05 18:13:01 > Step:   73800 Progress: 73.8% Elapsed: 1 day, 6:53:27 temperature: no ada_p: No Discriminator_loss: 1.384 Generator_loss: -0.186955 
[INFO] 2021-01-05 18:15:28 > Step:   73900 Progress: 73.9% Elapsed: 1 day, 6:55:54 temperature: no ada_p: No Discriminator_loss: 1.47419 Generator_loss: -0.162064 
[INFO] 2021-01-05 18:17:55 > Step:   74000 Progress: 74.0% Elapsed: 1 day, 6:58:20 temperature: no ada_p: No Discriminator_loss: 1.28812 Generator_loss: 0.0101645 
[INFO] 2021-01-05 18:17:55 > Start Evaluation (74000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 18:17:55 > Calculating FID Score....
[INFO] 2021-01-05 18:18:09 > Calculating Inception Score....
[INFO] 2021-01-05 18:18:12 > Calculate F_beta Score....
[INFO] 2021-01-05 18:18:27 > Calculate Accuracies....
[INFO] 2021-01-05 18:18:30 > Calculate Accuracies....
[INFO] 2021-01-05 18:18:31 > F_8 score (Step: 74000, Using valid images): 0.3044756546920557
[INFO] 2021-01-05 18:18:31 > F_1/8 score (Step: 74000, Using valid images): 0.1451450055280684
[INFO] 2021-01-05 18:18:31 > FID score (Step: 74000, Using valid moments): 305.35811621845824
[INFO] 2021-01-05 18:18:31 > Inception score (Step: 74000, 10000 generated images): 2.8242924213409424
[INFO] 2021-01-05 18:18:31 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 18:18:38 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 18:21:05 > Step:   74100 Progress: 74.1% Elapsed: 1 day, 7:01:30 temperature: no ada_p: No Discriminator_loss: 1.66414 Generator_loss: -0.0374777 
[INFO] 2021-01-05 18:23:32 > Step:   74200 Progress: 74.2% Elapsed: 1 day, 7:03:58 temperature: no ada_p: No Discriminator_loss: 1.70442 Generator_loss: 0.00635982 
[INFO] 2021-01-05 18:25:59 > Step:   74300 Progress: 74.3% Elapsed: 1 day, 7:06:25 temperature: no ada_p: No Discriminator_loss: 1.50823 Generator_loss: -0.220119 
[INFO] 2021-01-05 18:28:27 > Step:   74400 Progress: 74.4% Elapsed: 1 day, 7:08:53 temperature: no ada_p: No Discriminator_loss: 1.47247 Generator_loss: -0.34263 
[INFO] 2021-01-05 18:30:54 > Step:   74500 Progress: 74.5% Elapsed: 1 day, 7:11:20 temperature: no ada_p: No Discriminator_loss: 1.70254 Generator_loss: 0.0207901 
[INFO] 2021-01-05 18:33:20 > Step:   74600 Progress: 74.6% Elapsed: 1 day, 7:13:45 temperature: no ada_p: No Discriminator_loss: 1.26755 Generator_loss: -0.068965 
[INFO] 2021-01-05 18:35:48 > Step:   74700 Progress: 74.7% Elapsed: 1 day, 7:16:13 temperature: no ada_p: No Discriminator_loss: 1.22988 Generator_loss: -0.164654 
[INFO] 2021-01-05 18:38:15 > Step:   74800 Progress: 74.8% Elapsed: 1 day, 7:18:41 temperature: no ada_p: No Discriminator_loss: 0.879357 Generator_loss: -0.113995 
[INFO] 2021-01-05 18:40:40 > Step:   74900 Progress: 74.9% Elapsed: 1 day, 7:21:06 temperature: no ada_p: No Discriminator_loss: 1.11732 Generator_loss: -0.0259994 
[INFO] 2021-01-05 18:43:08 > Step:   75000 Progress: 75.0% Elapsed: 1 day, 7:23:34 temperature: no ada_p: No Discriminator_loss: 0.721546 Generator_loss: 0.174815 
[INFO] 2021-01-05 18:45:35 > Step:   75100 Progress: 75.1% Elapsed: 1 day, 7:26:01 temperature: no ada_p: No Discriminator_loss: 0.595141 Generator_loss: 0.113973 
[INFO] 2021-01-05 18:48:03 > Step:   75200 Progress: 75.2% Elapsed: 1 day, 7:28:28 temperature: no ada_p: No Discriminator_loss: 1.10913 Generator_loss: 0.0613833 
[INFO] 2021-01-05 18:50:30 > Step:   75300 Progress: 75.3% Elapsed: 1 day, 7:30:56 temperature: no ada_p: No Discriminator_loss: 2.81296 Generator_loss: 0.258445 
[INFO] 2021-01-05 18:52:57 > Step:   75400 Progress: 75.4% Elapsed: 1 day, 7:33:23 temperature: no ada_p: No Discriminator_loss: 1.23375 Generator_loss: 0.216033 
[INFO] 2021-01-05 18:55:25 > Step:   75500 Progress: 75.5% Elapsed: 1 day, 7:35:50 temperature: no ada_p: No Discriminator_loss: 0.529049 Generator_loss: 0.22974 
[INFO] 2021-01-05 18:57:53 > Step:   75600 Progress: 75.6% Elapsed: 1 day, 7:38:18 temperature: no ada_p: No Discriminator_loss: 0.262893 Generator_loss: 0.230747 
[INFO] 2021-01-05 19:00:21 > Step:   75700 Progress: 75.7% Elapsed: 1 day, 7:40:46 temperature: no ada_p: No Discriminator_loss: 0.253028 Generator_loss: 0.18678 
[INFO] 2021-01-05 19:02:48 > Step:   75800 Progress: 75.8% Elapsed: 1 day, 7:43:13 temperature: no ada_p: No Discriminator_loss: 0.367141 Generator_loss: 0.0377327 
[INFO] 2021-01-05 19:05:15 > Step:   75900 Progress: 75.9% Elapsed: 1 day, 7:45:41 temperature: no ada_p: No Discriminator_loss: 0.346281 Generator_loss: 0.0959684 
[INFO] 2021-01-05 19:07:42 > Step:   76000 Progress: 76.0% Elapsed: 1 day, 7:48:08 temperature: no ada_p: No Discriminator_loss: 0.543099 Generator_loss: 0.00645447 
[INFO] 2021-01-05 19:07:42 > Start Evaluation (76000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 19:07:43 > Calculating FID Score....
[INFO] 2021-01-05 19:07:56 > Calculating Inception Score....
[INFO] 2021-01-05 19:07:59 > Calculate F_beta Score....
[INFO] 2021-01-05 19:08:14 > Calculate Accuracies....
[INFO] 2021-01-05 19:08:17 > Calculate Accuracies....
[INFO] 2021-01-05 19:08:18 > F_8 score (Step: 76000, Using valid images): 0.3109753917154469
[INFO] 2021-01-05 19:08:18 > F_1/8 score (Step: 76000, Using valid images): 0.14424346496498494
[INFO] 2021-01-05 19:08:18 > FID score (Step: 76000, Using valid moments): 317.69828176902206
[INFO] 2021-01-05 19:08:18 > Inception score (Step: 76000, 10000 generated images): 2.6469430923461914
[INFO] 2021-01-05 19:08:18 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 19:08:25 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 19:10:51 > Step:   76100 Progress: 76.1% Elapsed: 1 day, 7:51:17 temperature: no ada_p: No Discriminator_loss: 0.178839 Generator_loss: 0.0677652 
[INFO] 2021-01-05 19:13:18 > Step:   76200 Progress: 76.2% Elapsed: 1 day, 7:53:44 temperature: no ada_p: No Discriminator_loss: 0.172251 Generator_loss: 0.19141 
[INFO] 2021-01-05 19:15:46 > Step:   76300 Progress: 76.3% Elapsed: 1 day, 7:56:11 temperature: no ada_p: No Discriminator_loss: 0.0134484 Generator_loss: 0.179137 
[INFO] 2021-01-05 19:18:14 > Step:   76400 Progress: 76.4% Elapsed: 1 day, 7:58:39 temperature: no ada_p: No Discriminator_loss: 0.00990841 Generator_loss: 0.147334 
[INFO] 2021-01-05 19:20:41 > Step:   76500 Progress: 76.5% Elapsed: 1 day, 8:01:07 temperature: no ada_p: No Discriminator_loss: 0.271625 Generator_loss: 0.118625 
[INFO] 2021-01-05 19:23:09 > Step:   76600 Progress: 76.6% Elapsed: 1 day, 8:03:34 temperature: no ada_p: No Discriminator_loss: 0.0459444 Generator_loss: 0.235024 
[INFO] 2021-01-05 19:25:36 > Step:   76700 Progress: 76.7% Elapsed: 1 day, 8:06:02 temperature: no ada_p: No Discriminator_loss: 0.164229 Generator_loss: 0.342974 
[INFO] 2021-01-05 19:28:04 > Step:   76800 Progress: 76.8% Elapsed: 1 day, 8:08:29 temperature: no ada_p: No Discriminator_loss: 0.0952891 Generator_loss: 0.35008 
[INFO] 2021-01-05 19:30:31 > Step:   76900 Progress: 76.9% Elapsed: 1 day, 8:10:56 temperature: no ada_p: No Discriminator_loss: 0.0896989 Generator_loss: 0.126476 
[INFO] 2021-01-05 19:32:57 > Step:   77000 Progress: 77.0% Elapsed: 1 day, 8:13:23 temperature: no ada_p: No Discriminator_loss: 0.0229627 Generator_loss: 0.143126 
[INFO] 2021-01-05 19:35:25 > Step:   77100 Progress: 77.1% Elapsed: 1 day, 8:15:51 temperature: no ada_p: No Discriminator_loss: 0.006543 Generator_loss: 0.152472 
[INFO] 2021-01-05 19:37:51 > Step:   77200 Progress: 77.2% Elapsed: 1 day, 8:18:17 temperature: no ada_p: No Discriminator_loss: 0.00453348 Generator_loss: 0.162703 
[INFO] 2021-01-05 19:40:17 > Step:   77300 Progress: 77.3% Elapsed: 1 day, 8:20:43 temperature: no ada_p: No Discriminator_loss: 0.0110336 Generator_loss: 0.167518 
[INFO] 2021-01-05 19:42:44 > Step:   77400 Progress: 77.4% Elapsed: 1 day, 8:23:10 temperature: no ada_p: No Discriminator_loss: 0.00689466 Generator_loss: 0.137563 
[INFO] 2021-01-05 19:45:10 > Step:   77500 Progress: 77.5% Elapsed: 1 day, 8:25:36 temperature: no ada_p: No Discriminator_loss: 0.00485727 Generator_loss: 0.179343 
[INFO] 2021-01-05 19:47:37 > Step:   77600 Progress: 77.6% Elapsed: 1 day, 8:28:03 temperature: no ada_p: No Discriminator_loss: 0.0158289 Generator_loss: 0.157715 
[INFO] 2021-01-05 19:50:05 > Step:   77700 Progress: 77.7% Elapsed: 1 day, 8:30:31 temperature: no ada_p: No Discriminator_loss: 0.00513432 Generator_loss: 0.212716 
[INFO] 2021-01-05 19:52:32 > Step:   77800 Progress: 77.8% Elapsed: 1 day, 8:32:58 temperature: no ada_p: No Discriminator_loss: 0.0752549 Generator_loss: 0.21022 
[INFO] 2021-01-05 19:55:00 > Step:   77900 Progress: 77.9% Elapsed: 1 day, 8:35:25 temperature: no ada_p: No Discriminator_loss: 0.0434409 Generator_loss: 0.21117 
[INFO] 2021-01-05 19:57:27 > Step:   78000 Progress: 78.0% Elapsed: 1 day, 8:37:53 temperature: no ada_p: No Discriminator_loss: 0.00806204 Generator_loss: 0.185633 
[INFO] 2021-01-05 19:57:27 > Start Evaluation (78000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 19:57:27 > Calculating FID Score....
[INFO] 2021-01-05 19:57:41 > Calculating Inception Score....
[INFO] 2021-01-05 19:57:44 > Calculate F_beta Score....
[INFO] 2021-01-05 19:57:59 > Calculate Accuracies....
[INFO] 2021-01-05 19:58:02 > Calculate Accuracies....
[INFO] 2021-01-05 19:58:04 > F_8 score (Step: 78000, Using valid images): 0.21464022894162046
[INFO] 2021-01-05 19:58:04 > F_1/8 score (Step: 78000, Using valid images): 0.09397902365063589
[INFO] 2021-01-05 19:58:04 > FID score (Step: 78000, Using valid moments): 347.99544799060175
[INFO] 2021-01-05 19:58:04 > Inception score (Step: 78000, 10000 generated images): 2.2787301540374756
[INFO] 2021-01-05 19:58:04 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 19:58:10 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 20:00:38 > Step:   78100 Progress: 78.1% Elapsed: 1 day, 8:41:04 temperature: no ada_p: No Discriminator_loss: 0.00555129 Generator_loss: 0.475561 
[INFO] 2021-01-05 20:03:05 > Step:   78200 Progress: 78.2% Elapsed: 1 day, 8:43:31 temperature: no ada_p: No Discriminator_loss: 0.00191761 Generator_loss: 0.239789 
[INFO] 2021-01-05 20:05:32 > Step:   78300 Progress: 78.3% Elapsed: 1 day, 8:45:58 temperature: no ada_p: No Discriminator_loss: 0.00322237 Generator_loss: 0.221851 
[INFO] 2021-01-05 20:08:00 > Step:   78400 Progress: 78.4% Elapsed: 1 day, 8:48:26 temperature: no ada_p: No Discriminator_loss: 0.0042083 Generator_loss: 0.187518 
[INFO] 2021-01-05 20:10:28 > Step:   78500 Progress: 78.5% Elapsed: 1 day, 8:50:53 temperature: no ada_p: No Discriminator_loss: 0.00125113 Generator_loss: 0.217208 
[INFO] 2021-01-05 20:12:55 > Step:   78600 Progress: 78.6% Elapsed: 1 day, 8:53:21 temperature: no ada_p: No Discriminator_loss: 1.85611 Generator_loss: -1.57268 
[INFO] 2021-01-05 20:15:23 > Step:   78700 Progress: 78.7% Elapsed: 1 day, 8:55:48 temperature: no ada_p: No Discriminator_loss: 0.791757 Generator_loss: 0.0841419 
[INFO] 2021-01-05 20:17:50 > Step:   78800 Progress: 78.8% Elapsed: 1 day, 8:58:16 temperature: no ada_p: No Discriminator_loss: 0.523714 Generator_loss: 0.151283 
[INFO] 2021-01-05 20:20:17 > Step:   78900 Progress: 78.9% Elapsed: 1 day, 9:00:43 temperature: no ada_p: No Discriminator_loss: 1.41691 Generator_loss: 0.108296 
[INFO] 2021-01-05 20:22:44 > Step:   79000 Progress: 79.0% Elapsed: 1 day, 9:03:10 temperature: no ada_p: No Discriminator_loss: 1.7346 Generator_loss: 0.0926552 
[INFO] 2021-01-05 20:25:11 > Step:   79100 Progress: 79.1% Elapsed: 1 day, 9:05:37 temperature: no ada_p: No Discriminator_loss: 1.90079 Generator_loss: 0.154939 
[INFO] 2021-01-05 20:27:39 > Step:   79200 Progress: 79.2% Elapsed: 1 day, 9:08:04 temperature: no ada_p: No Discriminator_loss: 1.76429 Generator_loss: 0.105717 
[INFO] 2021-01-05 20:30:06 > Step:   79300 Progress: 79.3% Elapsed: 1 day, 9:10:31 temperature: no ada_p: No Discriminator_loss: 1.67869 Generator_loss: 0.093326 
[INFO] 2021-01-05 20:32:32 > Step:   79400 Progress: 79.4% Elapsed: 1 day, 9:12:58 temperature: no ada_p: No Discriminator_loss: 1.84458 Generator_loss: 0.0821161 
[INFO] 2021-01-05 20:34:59 > Step:   79500 Progress: 79.5% Elapsed: 1 day, 9:15:25 temperature: no ada_p: No Discriminator_loss: 1.59893 Generator_loss: 0.0933079 
[INFO] 2021-01-05 20:37:26 > Step:   79600 Progress: 79.6% Elapsed: 1 day, 9:17:52 temperature: no ada_p: No Discriminator_loss: 1.26743 Generator_loss: 0.0494047 
[INFO] 2021-01-05 20:39:54 > Step:   79700 Progress: 79.7% Elapsed: 1 day, 9:20:19 temperature: no ada_p: No Discriminator_loss: 1.41046 Generator_loss: 0.0487252 
[INFO] 2021-01-05 20:42:21 > Step:   79800 Progress: 79.8% Elapsed: 1 day, 9:22:46 temperature: no ada_p: No Discriminator_loss: 0.853726 Generator_loss: 0.0672094 
[INFO] 2021-01-05 20:44:47 > Step:   79900 Progress: 79.9% Elapsed: 1 day, 9:25:13 temperature: no ada_p: No Discriminator_loss: 0.896755 Generator_loss: 0.0556194 
[INFO] 2021-01-05 20:47:14 > Step:   80000 Progress: 80.0% Elapsed: 1 day, 9:27:40 temperature: no ada_p: No Discriminator_loss: 1.35884 Generator_loss: 0.0703212 
[INFO] 2021-01-05 20:47:14 > Start Evaluation (80000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 20:47:14 > Calculating FID Score....
[INFO] 2021-01-05 20:47:28 > Calculating Inception Score....
[INFO] 2021-01-05 20:47:31 > Calculate F_beta Score....
[INFO] 2021-01-05 20:47:47 > Calculate Accuracies....
[INFO] 2021-01-05 20:47:50 > Calculate Accuracies....
[INFO] 2021-01-05 20:47:51 > F_8 score (Step: 80000, Using valid images): 0.1971406636714618
[INFO] 2021-01-05 20:47:51 > F_1/8 score (Step: 80000, Using valid images): 0.07729297356167211
[INFO] 2021-01-05 20:47:51 > FID score (Step: 80000, Using valid moments): 391.30072048535635
[INFO] 2021-01-05 20:47:51 > Inception score (Step: 80000, 10000 generated images): 2.0394816398620605
[INFO] 2021-01-05 20:47:51 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 20:47:59 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 20:50:28 > Step:   80100 Progress: 80.1% Elapsed: 1 day, 9:30:54 temperature: no ada_p: No Discriminator_loss: 0.42454 Generator_loss: 0.128264 
[INFO] 2021-01-05 20:52:56 > Step:   80200 Progress: 80.2% Elapsed: 1 day, 9:33:21 temperature: no ada_p: No Discriminator_loss: 0.53051 Generator_loss: 0.101493 
[INFO] 2021-01-05 20:55:23 > Step:   80300 Progress: 80.3% Elapsed: 1 day, 9:35:49 temperature: no ada_p: No Discriminator_loss: 0.939817 Generator_loss: 0.0638238 
[INFO] 2021-01-05 20:57:50 > Step:   80400 Progress: 80.4% Elapsed: 1 day, 9:38:16 temperature: no ada_p: No Discriminator_loss: 0.864125 Generator_loss: 0.0412107 
[INFO] 2021-01-05 21:00:18 > Step:   80500 Progress: 80.5% Elapsed: 1 day, 9:40:44 temperature: no ada_p: No Discriminator_loss: 0.234975 Generator_loss: 0.137831 
[INFO] 2021-01-05 21:02:46 > Step:   80600 Progress: 80.6% Elapsed: 1 day, 9:43:11 temperature: no ada_p: No Discriminator_loss: 0.167745 Generator_loss: 0.120561 
[INFO] 2021-01-05 21:05:13 > Step:   80700 Progress: 80.7% Elapsed: 1 day, 9:45:39 temperature: no ada_p: No Discriminator_loss: 0.065261 Generator_loss: 0.112054 
[INFO] 2021-01-05 21:07:41 > Step:   80800 Progress: 80.8% Elapsed: 1 day, 9:48:07 temperature: no ada_p: No Discriminator_loss: 0.115979 Generator_loss: 0.125708 
[INFO] 2021-01-05 21:10:09 > Step:   80900 Progress: 80.9% Elapsed: 1 day, 9:50:35 temperature: no ada_p: No Discriminator_loss: 0.234934 Generator_loss: 0.0798542 
[INFO] 2021-01-05 21:12:37 > Step:   81000 Progress: 81.0% Elapsed: 1 day, 9:53:02 temperature: no ada_p: No Discriminator_loss: 0.104321 Generator_loss: 0.0955827 
[INFO] 2021-01-05 21:15:04 > Step:   81100 Progress: 81.1% Elapsed: 1 day, 9:55:29 temperature: no ada_p: No Discriminator_loss: 0.938307 Generator_loss: 0.0930603 
[INFO] 2021-01-05 21:17:32 > Step:   81200 Progress: 81.2% Elapsed: 1 day, 9:57:57 temperature: no ada_p: No Discriminator_loss: 0.544693 Generator_loss: 0.135 
[INFO] 2021-01-05 21:19:59 > Step:   81300 Progress: 81.3% Elapsed: 1 day, 10:00:25 temperature: no ada_p: No Discriminator_loss: 0.370937 Generator_loss: 0.0575976 
[INFO] 2021-01-05 21:22:25 > Step:   81400 Progress: 81.4% Elapsed: 1 day, 10:02:51 temperature: no ada_p: No Discriminator_loss: 1.13682 Generator_loss: 0.0401993 
[INFO] 2021-01-05 21:24:52 > Step:   81500 Progress: 81.5% Elapsed: 1 day, 10:05:18 temperature: no ada_p: No Discriminator_loss: 0.115069 Generator_loss: 0.0993983 
[INFO] 2021-01-05 21:27:20 > Step:   81600 Progress: 81.6% Elapsed: 1 day, 10:07:46 temperature: no ada_p: No Discriminator_loss: 0.27966 Generator_loss: 0.144272 
[INFO] 2021-01-05 21:29:47 > Step:   81700 Progress: 81.7% Elapsed: 1 day, 10:10:13 temperature: no ada_p: No Discriminator_loss: 0.133101 Generator_loss: 0.171886 
[INFO] 2021-01-05 21:32:15 > Step:   81800 Progress: 81.8% Elapsed: 1 day, 10:12:40 temperature: no ada_p: No Discriminator_loss: 0.245912 Generator_loss: 0.0742665 
[INFO] 2021-01-05 21:34:43 > Step:   81900 Progress: 81.9% Elapsed: 1 day, 10:15:08 temperature: no ada_p: No Discriminator_loss: 0.248848 Generator_loss: 0.119982 
[INFO] 2021-01-05 21:37:11 > Step:   82000 Progress: 82.0% Elapsed: 1 day, 10:17:36 temperature: no ada_p: No Discriminator_loss: 0.0211448 Generator_loss: 0.103629 
[INFO] 2021-01-05 21:37:11 > Start Evaluation (82000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 21:37:11 > Calculating FID Score....
[INFO] 2021-01-05 21:37:25 > Calculating Inception Score....
[INFO] 2021-01-05 21:37:27 > Calculate F_beta Score....
[INFO] 2021-01-05 21:37:42 > Calculate Accuracies....
[INFO] 2021-01-05 21:37:45 > Calculate Accuracies....
[INFO] 2021-01-05 21:37:47 > F_8 score (Step: 82000, Using valid images): 0.22990012763078815
[INFO] 2021-01-05 21:37:47 > F_1/8 score (Step: 82000, Using valid images): 0.08441282685979828
[INFO] 2021-01-05 21:37:47 > FID score (Step: 82000, Using valid moments): 372.89505302744146
[INFO] 2021-01-05 21:37:47 > Inception score (Step: 82000, 10000 generated images): 2.1188647747039795
[INFO] 2021-01-05 21:37:47 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 21:37:54 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 21:40:21 > Step:   82100 Progress: 82.1% Elapsed: 1 day, 10:20:47 temperature: no ada_p: No Discriminator_loss: 0.0317963 Generator_loss: 0.0837378 
[INFO] 2021-01-05 21:42:48 > Step:   82200 Progress: 82.2% Elapsed: 1 day, 10:23:14 temperature: no ada_p: No Discriminator_loss: 0.0266837 Generator_loss: 0.0483631 
[INFO] 2021-01-05 21:45:16 > Step:   82300 Progress: 82.3% Elapsed: 1 day, 10:25:42 temperature: no ada_p: No Discriminator_loss: 0.0419003 Generator_loss: 0.100288 
[INFO] 2021-01-05 21:47:43 > Step:   82400 Progress: 82.4% Elapsed: 1 day, 10:28:09 temperature: no ada_p: No Discriminator_loss: 0.639797 Generator_loss: -0.0357398 
[INFO] 2021-01-05 21:50:11 > Step:   82500 Progress: 82.5% Elapsed: 1 day, 10:30:37 temperature: no ada_p: No Discriminator_loss: 0.317523 Generator_loss: 0.0184712 
[INFO] 2021-01-05 21:52:38 > Step:   82600 Progress: 82.6% Elapsed: 1 day, 10:33:04 temperature: no ada_p: No Discriminator_loss: 0.275374 Generator_loss: 0.103699 
[INFO] 2021-01-05 21:55:06 > Step:   82700 Progress: 82.7% Elapsed: 1 day, 10:35:31 temperature: no ada_p: No Discriminator_loss: 0.382805 Generator_loss: 0.0916739 
[INFO] 2021-01-05 21:57:33 > Step:   82800 Progress: 82.8% Elapsed: 1 day, 10:37:59 temperature: no ada_p: No Discriminator_loss: 0.145821 Generator_loss: 0.0697682 
[INFO] 2021-01-05 22:00:01 > Step:   82900 Progress: 82.9% Elapsed: 1 day, 10:40:27 temperature: no ada_p: No Discriminator_loss: 0.10901 Generator_loss: 0.0394477 
[INFO] 2021-01-05 22:02:28 > Step:   83000 Progress: 83.0% Elapsed: 1 day, 10:42:54 temperature: no ada_p: No Discriminator_loss: 0.160778 Generator_loss: 0.0103424 
[INFO] 2021-01-05 22:04:55 > Step:   83100 Progress: 83.1% Elapsed: 1 day, 10:45:20 temperature: no ada_p: No Discriminator_loss: 0.0679479 Generator_loss: 0.110592 
[INFO] 2021-01-05 22:07:22 > Step:   83200 Progress: 83.2% Elapsed: 1 day, 10:47:47 temperature: no ada_p: No Discriminator_loss: 0.0625427 Generator_loss: 0.145503 
[INFO] 2021-01-05 22:09:49 > Step:   83300 Progress: 83.3% Elapsed: 1 day, 10:50:14 temperature: no ada_p: No Discriminator_loss: 0.100889 Generator_loss: 0.137308 
[INFO] 2021-01-05 22:12:16 > Step:   83400 Progress: 83.4% Elapsed: 1 day, 10:52:42 temperature: no ada_p: No Discriminator_loss: 0.030576 Generator_loss: 0.0373496 
[INFO] 2021-01-05 22:14:43 > Step:   83500 Progress: 83.5% Elapsed: 1 day, 10:55:09 temperature: no ada_p: No Discriminator_loss: 0.0276003 Generator_loss: 0.0407245 
[INFO] 2021-01-05 22:17:11 > Step:   83600 Progress: 83.6% Elapsed: 1 day, 10:57:36 temperature: no ada_p: No Discriminator_loss: 0.0382243 Generator_loss: 0.136999 
[INFO] 2021-01-05 22:19:38 > Step:   83700 Progress: 83.7% Elapsed: 1 day, 11:00:04 temperature: no ada_p: No Discriminator_loss: 0.229471 Generator_loss: 0.0924436 
[INFO] 2021-01-05 22:22:05 > Step:   83800 Progress: 83.8% Elapsed: 1 day, 11:02:31 temperature: no ada_p: No Discriminator_loss: 0.0363512 Generator_loss: 0.116419 
[INFO] 2021-01-05 22:24:33 > Step:   83900 Progress: 83.9% Elapsed: 1 day, 11:04:59 temperature: no ada_p: No Discriminator_loss: 0.192233 Generator_loss: 0.106845 
[INFO] 2021-01-05 22:27:01 > Step:   84000 Progress: 84.0% Elapsed: 1 day, 11:07:26 temperature: no ada_p: No Discriminator_loss: 0.0720586 Generator_loss: 0.0918053 
[INFO] 2021-01-05 22:27:01 > Start Evaluation (84000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 22:27:01 > Calculating FID Score....
[INFO] 2021-01-05 22:27:14 > Calculating Inception Score....
[INFO] 2021-01-05 22:27:17 > Calculate F_beta Score....
[INFO] 2021-01-05 22:27:33 > Calculate Accuracies....
[INFO] 2021-01-05 22:27:35 > Calculate Accuracies....
[INFO] 2021-01-05 22:27:37 > F_8 score (Step: 84000, Using valid images): 0.22935254111093598
[INFO] 2021-01-05 22:27:37 > F_1/8 score (Step: 84000, Using valid images): 0.09578912345574206
[INFO] 2021-01-05 22:27:37 > FID score (Step: 84000, Using valid moments): 364.8963510869527
[INFO] 2021-01-05 22:27:37 > Inception score (Step: 84000, 10000 generated images): 2.2030720710754395
[INFO] 2021-01-05 22:27:37 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 22:27:43 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 22:30:12 > Step:   84100 Progress: 84.1% Elapsed: 1 day, 11:10:38 temperature: no ada_p: No Discriminator_loss: 0.0385846 Generator_loss: 0.0719886 
[INFO] 2021-01-05 22:32:40 > Step:   84200 Progress: 84.2% Elapsed: 1 day, 11:13:05 temperature: no ada_p: No Discriminator_loss: 0.0204465 Generator_loss: 0.183052 
[INFO] 2021-01-05 22:35:06 > Step:   84300 Progress: 84.3% Elapsed: 1 day, 11:15:32 temperature: no ada_p: No Discriminator_loss: 0.0167582 Generator_loss: 0.0850352 
[INFO] 2021-01-05 22:37:34 > Step:   84400 Progress: 84.4% Elapsed: 1 day, 11:18:00 temperature: no ada_p: No Discriminator_loss: 0.0279514 Generator_loss: 0.0858608 
[INFO] 2021-01-05 22:40:03 > Step:   84500 Progress: 84.5% Elapsed: 1 day, 11:20:28 temperature: no ada_p: No Discriminator_loss: 0.143994 Generator_loss: 0.123216 
[INFO] 2021-01-05 22:42:31 > Step:   84600 Progress: 84.6% Elapsed: 1 day, 11:22:57 temperature: no ada_p: No Discriminator_loss: 0.0105192 Generator_loss: 0.0900955 
[INFO] 2021-01-05 22:44:59 > Step:   84700 Progress: 84.7% Elapsed: 1 day, 11:25:25 temperature: no ada_p: No Discriminator_loss: 0.120831 Generator_loss: 0.0434874 
[INFO] 2021-01-05 22:47:26 > Step:   84800 Progress: 84.8% Elapsed: 1 day, 11:27:52 temperature: no ada_p: No Discriminator_loss: 0.0145011 Generator_loss: 0.0615738 
[INFO] 2021-01-05 22:49:53 > Step:   84900 Progress: 84.9% Elapsed: 1 day, 11:30:19 temperature: no ada_p: No Discriminator_loss: 0.0241675 Generator_loss: 0.0710765 
[INFO] 2021-01-05 22:52:20 > Step:   85000 Progress: 85.0% Elapsed: 1 day, 11:32:46 temperature: no ada_p: No Discriminator_loss: 0.0268739 Generator_loss: 0.072677 
[INFO] 2021-01-05 22:54:46 > Step:   85100 Progress: 85.1% Elapsed: 1 day, 11:35:12 temperature: no ada_p: No Discriminator_loss: 0.919856 Generator_loss: -0.0449126 
[INFO] 2021-01-05 22:57:13 > Step:   85200 Progress: 85.2% Elapsed: 1 day, 11:37:38 temperature: no ada_p: No Discriminator_loss: 0.681722 Generator_loss: 0.158183 
[INFO] 2021-01-05 22:59:40 > Step:   85300 Progress: 85.3% Elapsed: 1 day, 11:40:05 temperature: no ada_p: No Discriminator_loss: 0.79398 Generator_loss: -0.159478 
[INFO] 2021-01-05 23:02:07 > Step:   85400 Progress: 85.4% Elapsed: 1 day, 11:42:33 temperature: no ada_p: No Discriminator_loss: 0.359766 Generator_loss: 0.107928 
[INFO] 2021-01-05 23:04:35 > Step:   85500 Progress: 85.5% Elapsed: 1 day, 11:45:01 temperature: no ada_p: No Discriminator_loss: 0.527624 Generator_loss: 0.0602295 
[INFO] 2021-01-05 23:07:02 > Step:   85600 Progress: 85.6% Elapsed: 1 day, 11:47:27 temperature: no ada_p: No Discriminator_loss: 0.694492 Generator_loss: -0.0218462 
[INFO] 2021-01-05 23:09:28 > Step:   85700 Progress: 85.7% Elapsed: 1 day, 11:49:53 temperature: no ada_p: No Discriminator_loss: 0.700087 Generator_loss: 0.0433664 
[INFO] 2021-01-05 23:11:55 > Step:   85800 Progress: 85.8% Elapsed: 1 day, 11:52:20 temperature: no ada_p: No Discriminator_loss: 0.838621 Generator_loss: 0.157018 
[INFO] 2021-01-05 23:14:21 > Step:   85900 Progress: 85.9% Elapsed: 1 day, 11:54:47 temperature: no ada_p: No Discriminator_loss: 0.259196 Generator_loss: 0.0089609 
[INFO] 2021-01-05 23:16:47 > Step:   86000 Progress: 86.0% Elapsed: 1 day, 11:57:13 temperature: no ada_p: No Discriminator_loss: 0.257377 Generator_loss: 0.0441613 
[INFO] 2021-01-05 23:16:47 > Start Evaluation (86000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 23:16:47 > Calculating FID Score....
[INFO] 2021-01-05 23:17:01 > Calculating Inception Score....
[INFO] 2021-01-05 23:17:04 > Calculate F_beta Score....
[INFO] 2021-01-05 23:17:19 > Calculate Accuracies....
[INFO] 2021-01-05 23:17:22 > Calculate Accuracies....
[INFO] 2021-01-05 23:17:24 > F_8 score (Step: 86000, Using valid images): 0.19357400638877087
[INFO] 2021-01-05 23:17:24 > F_1/8 score (Step: 86000, Using valid images): 0.10936672003756585
[INFO] 2021-01-05 23:17:24 > FID score (Step: 86000, Using valid moments): 354.8616945555531
[INFO] 2021-01-05 23:17:24 > Inception score (Step: 86000, 10000 generated images): 2.2842886447906494
[INFO] 2021-01-05 23:17:24 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-05 23:17:30 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-05 23:19:58 > Step:   86100 Progress: 86.1% Elapsed: 1 day, 12:00:23 temperature: no ada_p: No Discriminator_loss: 0.290149 Generator_loss: 0.079798 
[INFO] 2021-01-05 23:22:25 > Step:   86200 Progress: 86.2% Elapsed: 1 day, 12:02:51 temperature: no ada_p: No Discriminator_loss: 0.378105 Generator_loss: 0.0649976 
[INFO] 2021-01-05 23:24:52 > Step:   86300 Progress: 86.3% Elapsed: 1 day, 12:05:17 temperature: no ada_p: No Discriminator_loss: 0.260963 Generator_loss: 0.129667 
[INFO] 2021-01-05 23:27:18 > Step:   86400 Progress: 86.4% Elapsed: 1 day, 12:07:44 temperature: no ada_p: No Discriminator_loss: 0.109438 Generator_loss: 0.168453 
[INFO] 2021-01-05 23:29:44 > Step:   86500 Progress: 86.5% Elapsed: 1 day, 12:10:10 temperature: no ada_p: No Discriminator_loss: 0.335659 Generator_loss: -0.0621139 
[INFO] 2021-01-05 23:32:11 > Step:   86600 Progress: 86.6% Elapsed: 1 day, 12:12:37 temperature: no ada_p: No Discriminator_loss: 0.607936 Generator_loss: 0.115451 
[INFO] 2021-01-05 23:34:38 > Step:   86700 Progress: 86.7% Elapsed: 1 day, 12:15:04 temperature: no ada_p: No Discriminator_loss: 0.301998 Generator_loss: 0.126009 
[INFO] 2021-01-05 23:37:05 > Step:   86800 Progress: 86.8% Elapsed: 1 day, 12:17:31 temperature: no ada_p: No Discriminator_loss: 0.333385 Generator_loss: 0.0713463 
[INFO] 2021-01-05 23:39:32 > Step:   86900 Progress: 86.9% Elapsed: 1 day, 12:19:58 temperature: no ada_p: No Discriminator_loss: 0.379464 Generator_loss: 0.165421 
[INFO] 2021-01-05 23:42:00 > Step:   87000 Progress: 87.0% Elapsed: 1 day, 12:22:25 temperature: no ada_p: No Discriminator_loss: 0.117465 Generator_loss: 0.0568613 
[INFO] 2021-01-05 23:44:27 > Step:   87100 Progress: 87.1% Elapsed: 1 day, 12:24:53 temperature: no ada_p: No Discriminator_loss: 0.0977215 Generator_loss: 0.243019 
[INFO] 2021-01-05 23:46:54 > Step:   87200 Progress: 87.2% Elapsed: 1 day, 12:27:20 temperature: no ada_p: No Discriminator_loss: 0.145759 Generator_loss: 0.119128 
[INFO] 2021-01-05 23:49:21 > Step:   87300 Progress: 87.3% Elapsed: 1 day, 12:29:47 temperature: no ada_p: No Discriminator_loss: 0.108221 Generator_loss: 0.0629051 
[INFO] 2021-01-05 23:51:50 > Step:   87400 Progress: 87.4% Elapsed: 1 day, 12:32:15 temperature: no ada_p: No Discriminator_loss: 0.130147 Generator_loss: 0.0245364 
[INFO] 2021-01-05 23:54:17 > Step:   87500 Progress: 87.5% Elapsed: 1 day, 12:34:43 temperature: no ada_p: No Discriminator_loss: 0.0545737 Generator_loss: 0.0571233 
[INFO] 2021-01-05 23:56:44 > Step:   87600 Progress: 87.6% Elapsed: 1 day, 12:37:10 temperature: no ada_p: No Discriminator_loss: 0.039587 Generator_loss: 0.0786942 
[INFO] 2021-01-05 23:59:11 > Step:   87700 Progress: 87.7% Elapsed: 1 day, 12:39:37 temperature: no ada_p: No Discriminator_loss: 0.0329221 Generator_loss: 0.129378 
[INFO] 2021-01-06 00:01:39 > Step:   87800 Progress: 87.8% Elapsed: 1 day, 12:42:04 temperature: no ada_p: No Discriminator_loss: 0.0288944 Generator_loss: 0.111223 
[INFO] 2021-01-06 00:04:04 > Step:   87900 Progress: 87.9% Elapsed: 1 day, 12:44:30 temperature: no ada_p: No Discriminator_loss: 0.0147261 Generator_loss: 0.08143 
[INFO] 2021-01-06 00:06:30 > Step:   88000 Progress: 88.0% Elapsed: 1 day, 12:46:56 temperature: no ada_p: No Discriminator_loss: 0.0383866 Generator_loss: 0.0716749 
[INFO] 2021-01-06 00:06:30 > Start Evaluation (88000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 00:06:30 > Calculating FID Score....
[INFO] 2021-01-06 00:06:44 > Calculating Inception Score....
[INFO] 2021-01-06 00:06:47 > Calculate F_beta Score....
[INFO] 2021-01-06 00:07:02 > Calculate Accuracies....
[INFO] 2021-01-06 00:07:05 > Calculate Accuracies....
[INFO] 2021-01-06 00:07:07 > F_8 score (Step: 88000, Using valid images): 0.20302321658267447
[INFO] 2021-01-06 00:07:07 > F_1/8 score (Step: 88000, Using valid images): 0.10966011084447737
[INFO] 2021-01-06 00:07:07 > FID score (Step: 88000, Using valid moments): 342.44894266400854
[INFO] 2021-01-06 00:07:07 > Inception score (Step: 88000, 10000 generated images): 2.3555006980895996
[INFO] 2021-01-06 00:07:07 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-06 00:07:13 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 00:09:40 > Step:   88100 Progress: 88.1% Elapsed: 1 day, 12:50:06 temperature: no ada_p: No Discriminator_loss: 1.24363 Generator_loss: -0.0444241 
[INFO] 2021-01-06 00:12:07 > Step:   88200 Progress: 88.2% Elapsed: 1 day, 12:52:32 temperature: no ada_p: No Discriminator_loss: 0.408582 Generator_loss: 0.184846 
[INFO] 2021-01-06 00:14:33 > Step:   88300 Progress: 88.3% Elapsed: 1 day, 12:54:59 temperature: no ada_p: No Discriminator_loss: 1.09544 Generator_loss: -0.0647367 
[INFO] 2021-01-06 00:17:00 > Step:   88400 Progress: 88.4% Elapsed: 1 day, 12:57:25 temperature: no ada_p: No Discriminator_loss: 0.598553 Generator_loss: -0.026127 
[INFO] 2021-01-06 00:19:26 > Step:   88500 Progress: 88.5% Elapsed: 1 day, 12:59:52 temperature: no ada_p: No Discriminator_loss: 0.394328 Generator_loss: 0.0920032 
[INFO] 2021-01-06 00:21:53 > Step:   88600 Progress: 88.6% Elapsed: 1 day, 13:02:19 temperature: no ada_p: No Discriminator_loss: 0.646116 Generator_loss: 0.0618747 
[INFO] 2021-01-06 00:24:20 > Step:   88700 Progress: 88.7% Elapsed: 1 day, 13:04:46 temperature: no ada_p: No Discriminator_loss: 0.493093 Generator_loss: 0.106408 
[INFO] 2021-01-06 00:26:48 > Step:   88800 Progress: 88.8% Elapsed: 1 day, 13:07:14 temperature: no ada_p: No Discriminator_loss: 0.310404 Generator_loss: 0.084345 
[INFO] 2021-01-06 00:29:16 > Step:   88900 Progress: 88.9% Elapsed: 1 day, 13:09:41 temperature: no ada_p: No Discriminator_loss: 0.401334 Generator_loss: 0.146734 
[INFO] 2021-01-06 00:31:44 > Step:   89000 Progress: 89.0% Elapsed: 1 day, 13:12:09 temperature: no ada_p: No Discriminator_loss: 0.384208 Generator_loss: 0.0411288 
[INFO] 2021-01-06 00:34:11 > Step:   89100 Progress: 89.1% Elapsed: 1 day, 13:14:37 temperature: no ada_p: No Discriminator_loss: 0.164386 Generator_loss: 0.135426 
[INFO] 2021-01-06 00:36:39 > Step:   89200 Progress: 89.2% Elapsed: 1 day, 13:17:05 temperature: no ada_p: No Discriminator_loss: 0.488698 Generator_loss: 0.113928 
[INFO] 2021-01-06 00:39:08 > Step:   89300 Progress: 89.3% Elapsed: 1 day, 13:19:33 temperature: no ada_p: No Discriminator_loss: 0.324477 Generator_loss: 0.00486571 
[INFO] 2021-01-06 00:41:36 > Step:   89400 Progress: 89.4% Elapsed: 1 day, 13:22:02 temperature: no ada_p: No Discriminator_loss: 0.171869 Generator_loss: 0.138449 
[INFO] 2021-01-06 00:44:04 > Step:   89500 Progress: 89.5% Elapsed: 1 day, 13:24:30 temperature: no ada_p: No Discriminator_loss: 0.120621 Generator_loss: 0.116597 
[INFO] 2021-01-06 00:46:32 > Step:   89600 Progress: 89.6% Elapsed: 1 day, 13:26:57 temperature: no ada_p: No Discriminator_loss: 0.212102 Generator_loss: 0.0660077 
[INFO] 2021-01-06 00:49:00 > Step:   89700 Progress: 89.7% Elapsed: 1 day, 13:29:26 temperature: no ada_p: No Discriminator_loss: 0.181022 Generator_loss: 0.163335 
[INFO] 2021-01-06 00:51:28 > Step:   89800 Progress: 89.8% Elapsed: 1 day, 13:31:54 temperature: no ada_p: No Discriminator_loss: 0.133225 Generator_loss: 0.0525568 
[INFO] 2021-01-06 00:53:55 > Step:   89900 Progress: 89.9% Elapsed: 1 day, 13:34:21 temperature: no ada_p: No Discriminator_loss: 0.0732124 Generator_loss: 0.0540397 
[INFO] 2021-01-06 00:56:21 > Step:   90000 Progress: 90.0% Elapsed: 1 day, 13:36:47 temperature: no ada_p: No Discriminator_loss: 0.119427 Generator_loss: 0.0795944 
[INFO] 2021-01-06 00:56:21 > Start Evaluation (90000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 00:56:21 > Calculating FID Score....
[INFO] 2021-01-06 00:56:35 > Calculating Inception Score....
[INFO] 2021-01-06 00:56:38 > Calculate F_beta Score....
[INFO] 2021-01-06 00:56:53 > Calculate Accuracies....
[INFO] 2021-01-06 00:56:56 > Calculate Accuracies....
[INFO] 2021-01-06 00:56:57 > F_8 score (Step: 90000, Using valid images): 0.22749740455219372
[INFO] 2021-01-06 00:56:57 > F_1/8 score (Step: 90000, Using valid images): 0.1326438410566627
[INFO] 2021-01-06 00:56:57 > FID score (Step: 90000, Using valid moments): 341.6895116809951
[INFO] 2021-01-06 00:56:57 > Inception score (Step: 90000, 10000 generated images): 2.4008710384368896
[INFO] 2021-01-06 00:56:57 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-06 00:57:04 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 00:59:33 > Step:   90100 Progress: 90.1% Elapsed: 1 day, 13:39:59 temperature: no ada_p: No Discriminator_loss: 0.0239324 Generator_loss: 0.042256 
[INFO] 2021-01-06 01:02:01 > Step:   90200 Progress: 90.2% Elapsed: 1 day, 13:42:27 temperature: no ada_p: No Discriminator_loss: 0.0411924 Generator_loss: 0.0478312 
[INFO] 2021-01-06 01:04:29 > Step:   90300 Progress: 90.3% Elapsed: 1 day, 13:44:54 temperature: no ada_p: No Discriminator_loss: 0.0309816 Generator_loss: 0.120873 
[INFO] 2021-01-06 01:06:55 > Step:   90400 Progress: 90.4% Elapsed: 1 day, 13:47:20 temperature: no ada_p: No Discriminator_loss: 0.0101027 Generator_loss: 0.0714142 
[INFO] 2021-01-06 01:09:21 > Step:   90500 Progress: 90.5% Elapsed: 1 day, 13:49:47 temperature: no ada_p: No Discriminator_loss: 0.0192312 Generator_loss: 0.0537232 
[INFO] 2021-01-06 01:11:49 > Step:   90600 Progress: 90.6% Elapsed: 1 day, 13:52:14 temperature: no ada_p: No Discriminator_loss: 0.00493816 Generator_loss: 0.034868 
[INFO] 2021-01-06 01:14:15 > Step:   90700 Progress: 90.7% Elapsed: 1 day, 13:54:41 temperature: no ada_p: No Discriminator_loss: 0.0549106 Generator_loss: 0.0917295 
[INFO] 2021-01-06 01:16:42 > Step:   90800 Progress: 90.8% Elapsed: 1 day, 13:57:08 temperature: no ada_p: No Discriminator_loss: 0.00961436 Generator_loss: 0.117347 
[INFO] 2021-01-06 01:19:09 > Step:   90900 Progress: 90.9% Elapsed: 1 day, 13:59:35 temperature: no ada_p: No Discriminator_loss: 0.0107463 Generator_loss: 0.0678814 
[INFO] 2021-01-06 01:21:36 > Step:   91000 Progress: 91.0% Elapsed: 1 day, 14:02:01 temperature: no ada_p: No Discriminator_loss: 0.00487273 Generator_loss: 0.152826 
[INFO] 2021-01-06 01:24:03 > Step:   91100 Progress: 91.1% Elapsed: 1 day, 14:04:28 temperature: no ada_p: No Discriminator_loss: 1.87325 Generator_loss: -0.466242 
[INFO] 2021-01-06 01:26:30 > Step:   91200 Progress: 91.2% Elapsed: 1 day, 14:06:55 temperature: no ada_p: No Discriminator_loss: 0.655231 Generator_loss: 0.0694537 
[INFO] 2021-01-06 01:28:57 > Step:   91300 Progress: 91.3% Elapsed: 1 day, 14:09:22 temperature: no ada_p: No Discriminator_loss: 0.710962 Generator_loss: -0.0522878 
[INFO] 2021-01-06 01:31:22 > Step:   91400 Progress: 91.4% Elapsed: 1 day, 14:11:48 temperature: no ada_p: No Discriminator_loss: 0.533775 Generator_loss: 0.058686 
[INFO] 2021-01-06 01:33:49 > Step:   91500 Progress: 91.5% Elapsed: 1 day, 14:14:15 temperature: no ada_p: No Discriminator_loss: 0.185137 Generator_loss: 0.0761235 
[INFO] 2021-01-06 01:36:17 > Step:   91600 Progress: 91.6% Elapsed: 1 day, 14:16:42 temperature: no ada_p: No Discriminator_loss: 0.299864 Generator_loss: -0.00834799 
[INFO] 2021-01-06 01:38:44 > Step:   91700 Progress: 91.7% Elapsed: 1 day, 14:19:09 temperature: no ada_p: No Discriminator_loss: 0.15666 Generator_loss: 0.31469 
[INFO] 2021-01-06 01:41:10 > Step:   91800 Progress: 91.8% Elapsed: 1 day, 14:21:36 temperature: no ada_p: No Discriminator_loss: 0.1129 Generator_loss: 0.0367486 
[INFO] 2021-01-06 01:43:37 > Step:   91900 Progress: 91.9% Elapsed: 1 day, 14:24:03 temperature: no ada_p: No Discriminator_loss: 0.308362 Generator_loss: 0.113016 
[INFO] 2021-01-06 01:46:05 > Step:   92000 Progress: 92.0% Elapsed: 1 day, 14:26:31 temperature: no ada_p: No Discriminator_loss: 0.0548101 Generator_loss: 0.0899352 
[INFO] 2021-01-06 01:46:05 > Start Evaluation (92000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 01:46:05 > Calculating FID Score....
[INFO] 2021-01-06 01:46:19 > Calculating Inception Score....
[INFO] 2021-01-06 01:46:22 > Calculate F_beta Score....
[INFO] 2021-01-06 01:46:37 > Calculate Accuracies....
[INFO] 2021-01-06 01:46:40 > Calculate Accuracies....
[INFO] 2021-01-06 01:46:41 > F_8 score (Step: 92000, Using valid images): 0.25206325823120906
[INFO] 2021-01-06 01:46:41 > F_1/8 score (Step: 92000, Using valid images): 0.10811720690024457
[INFO] 2021-01-06 01:46:41 > FID score (Step: 92000, Using valid moments): 347.2013790028598
[INFO] 2021-01-06 01:46:41 > Inception score (Step: 92000, 10000 generated images): 2.3417720794677734
[INFO] 2021-01-06 01:46:41 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-06 01:46:48 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 01:49:15 > Step:   92100 Progress: 92.1% Elapsed: 1 day, 14:29:41 temperature: no ada_p: No Discriminator_loss: 0.080064 Generator_loss: 0.0798413 
[INFO] 2021-01-06 01:51:43 > Step:   92200 Progress: 92.2% Elapsed: 1 day, 14:32:08 temperature: no ada_p: No Discriminator_loss: 0.0372339 Generator_loss: 0.103457 
[INFO] 2021-01-06 01:54:09 > Step:   92300 Progress: 92.3% Elapsed: 1 day, 14:34:35 temperature: no ada_p: No Discriminator_loss: 0.753257 Generator_loss: -0.0130377 
[INFO] 2021-01-06 01:56:36 > Step:   92400 Progress: 92.4% Elapsed: 1 day, 14:37:02 temperature: no ada_p: No Discriminator_loss: 1.32902 Generator_loss: -0.228031 
[INFO] 2021-01-06 01:59:04 > Step:   92500 Progress: 92.5% Elapsed: 1 day, 14:39:29 temperature: no ada_p: No Discriminator_loss: 0.763029 Generator_loss: -0.0271895 
[INFO] 2021-01-06 02:01:30 > Step:   92600 Progress: 92.6% Elapsed: 1 day, 14:41:55 temperature: no ada_p: No Discriminator_loss: 0.491156 Generator_loss: -0.00388569 
[INFO] 2021-01-06 02:03:56 > Step:   92700 Progress: 92.7% Elapsed: 1 day, 14:44:22 temperature: no ada_p: No Discriminator_loss: 1.65066 Generator_loss: 0.0602162 
[INFO] 2021-01-06 02:06:24 > Step:   92800 Progress: 92.8% Elapsed: 1 day, 14:46:49 temperature: no ada_p: No Discriminator_loss: 0.210474 Generator_loss: 0.15137 
[INFO] 2021-01-06 02:08:51 > Step:   92900 Progress: 92.9% Elapsed: 1 day, 14:49:17 temperature: no ada_p: No Discriminator_loss: 0.289064 Generator_loss: 0.459125 
[INFO] 2021-01-06 02:11:18 > Step:   93000 Progress: 93.0% Elapsed: 1 day, 14:51:44 temperature: no ada_p: No Discriminator_loss: 0.414234 Generator_loss: 0.109728 
[INFO] 2021-01-06 02:13:46 > Step:   93100 Progress: 93.1% Elapsed: 1 day, 14:54:11 temperature: no ada_p: No Discriminator_loss: 0.178128 Generator_loss: 0.110458 
[INFO] 2021-01-06 02:16:11 > Step:   93200 Progress: 93.2% Elapsed: 1 day, 14:56:37 temperature: no ada_p: No Discriminator_loss: 0.13496 Generator_loss: 0.0931087 
[INFO] 2021-01-06 02:18:39 > Step:   93300 Progress: 93.3% Elapsed: 1 day, 14:59:04 temperature: no ada_p: No Discriminator_loss: 0.0876383 Generator_loss: 0.0644851 
[INFO] 2021-01-06 02:21:06 > Step:   93400 Progress: 93.4% Elapsed: 1 day, 15:01:32 temperature: no ada_p: No Discriminator_loss: 0.173383 Generator_loss: 0.159689 
[INFO] 2021-01-06 02:23:34 > Step:   93500 Progress: 93.5% Elapsed: 1 day, 15:03:59 temperature: no ada_p: No Discriminator_loss: 0.0510994 Generator_loss: 0.129899 
[INFO] 2021-01-06 02:26:00 > Step:   93600 Progress: 93.6% Elapsed: 1 day, 15:06:26 temperature: no ada_p: No Discriminator_loss: 0.0430956 Generator_loss: 0.0716859 
[INFO] 2021-01-06 02:28:28 > Step:   93700 Progress: 93.7% Elapsed: 1 day, 15:08:54 temperature: no ada_p: No Discriminator_loss: 0.0442326 Generator_loss: 0.0726532 
[INFO] 2021-01-06 02:30:58 > Step:   93800 Progress: 93.8% Elapsed: 1 day, 15:11:23 temperature: no ada_p: No Discriminator_loss: 0.125861 Generator_loss: 0.0967089 
[INFO] 2021-01-06 02:33:26 > Step:   93900 Progress: 93.9% Elapsed: 1 day, 15:13:52 temperature: no ada_p: No Discriminator_loss: 0.684178 Generator_loss: -0.012071 
[INFO] 2021-01-06 02:35:52 > Step:   94000 Progress: 94.0% Elapsed: 1 day, 15:16:18 temperature: no ada_p: No Discriminator_loss: 0.219353 Generator_loss: 0.0566626 
[INFO] 2021-01-06 02:35:52 > Start Evaluation (94000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 02:35:52 > Calculating FID Score....
[INFO] 2021-01-06 02:36:06 > Calculating Inception Score....
[INFO] 2021-01-06 02:36:09 > Calculate F_beta Score....
[INFO] 2021-01-06 02:36:25 > Calculate Accuracies....
[INFO] 2021-01-06 02:36:28 > Calculate Accuracies....
[INFO] 2021-01-06 02:36:29 > F_8 score (Step: 94000, Using valid images): 0.2788047479844771
[INFO] 2021-01-06 02:36:29 > F_1/8 score (Step: 94000, Using valid images): 0.1060691168035515
[INFO] 2021-01-06 02:36:29 > FID score (Step: 94000, Using valid moments): 356.4021590072082
[INFO] 2021-01-06 02:36:29 > Inception score (Step: 94000, 10000 generated images): 2.261842727661133
[INFO] 2021-01-06 02:36:29 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-06 02:36:37 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 02:39:03 > Step:   94100 Progress: 94.1% Elapsed: 1 day, 15:19:29 temperature: no ada_p: No Discriminator_loss: 0.147299 Generator_loss: 0.0344012 
[INFO] 2021-01-06 02:41:31 > Step:   94200 Progress: 94.2% Elapsed: 1 day, 15:21:56 temperature: no ada_p: No Discriminator_loss: 0.163883 Generator_loss: 0.0785038 
[INFO] 2021-01-06 02:43:57 > Step:   94300 Progress: 94.3% Elapsed: 1 day, 15:24:23 temperature: no ada_p: No Discriminator_loss: 0.0403664 Generator_loss: 0.136116 
[INFO] 2021-01-06 02:46:24 > Step:   94400 Progress: 94.4% Elapsed: 1 day, 15:26:49 temperature: no ada_p: No Discriminator_loss: 0.0552458 Generator_loss: 0.129663 
[INFO] 2021-01-06 02:48:51 > Step:   94500 Progress: 94.5% Elapsed: 1 day, 15:29:17 temperature: no ada_p: No Discriminator_loss: 1.94583 Generator_loss: -0.0653751 
[INFO] 2021-01-06 02:51:19 > Step:   94600 Progress: 94.6% Elapsed: 1 day, 15:31:45 temperature: no ada_p: No Discriminator_loss: 1.17646 Generator_loss: -0.119348 
[INFO] 2021-01-06 02:53:47 > Step:   94700 Progress: 94.7% Elapsed: 1 day, 15:34:13 temperature: no ada_p: No Discriminator_loss: 1.11282 Generator_loss: -0.115882 
[INFO] 2021-01-06 02:56:15 > Step:   94800 Progress: 94.8% Elapsed: 1 day, 15:36:41 temperature: no ada_p: No Discriminator_loss: 0.694589 Generator_loss: 0.140894 
[INFO] 2021-01-06 02:58:44 > Step:   94900 Progress: 94.9% Elapsed: 1 day, 15:39:09 temperature: no ada_p: No Discriminator_loss: 0.630225 Generator_loss: 0.155685 
[INFO] 2021-01-06 03:01:13 > Step:   95000 Progress: 95.0% Elapsed: 1 day, 15:41:38 temperature: no ada_p: No Discriminator_loss: 0.428827 Generator_loss: 0.113413 
[INFO] 2021-01-06 03:03:40 > Step:   95100 Progress: 95.1% Elapsed: 1 day, 15:44:06 temperature: no ada_p: No Discriminator_loss: 0.220763 Generator_loss: 0.0869741 
[INFO] 2021-01-06 03:06:07 > Step:   95200 Progress: 95.2% Elapsed: 1 day, 15:46:33 temperature: no ada_p: No Discriminator_loss: 0.136067 Generator_loss: 0.0588959 
[INFO] 2021-01-06 03:08:34 > Step:   95300 Progress: 95.3% Elapsed: 1 day, 15:49:00 temperature: no ada_p: No Discriminator_loss: 0.0620361 Generator_loss: 0.17105 
[INFO] 2021-01-06 03:11:01 > Step:   95400 Progress: 95.4% Elapsed: 1 day, 15:51:27 temperature: no ada_p: No Discriminator_loss: 0.058682 Generator_loss: 0.138683 
[INFO] 2021-01-06 03:13:27 > Step:   95500 Progress: 95.5% Elapsed: 1 day, 15:53:53 temperature: no ada_p: No Discriminator_loss: 0.0473412 Generator_loss: 0.121962 
[INFO] 2021-01-06 03:15:53 > Step:   95600 Progress: 95.6% Elapsed: 1 day, 15:56:19 temperature: no ada_p: No Discriminator_loss: 0.0417964 Generator_loss: 0.130475 
[INFO] 2021-01-06 03:18:20 > Step:   95700 Progress: 95.7% Elapsed: 1 day, 15:58:45 temperature: no ada_p: No Discriminator_loss: 0.0296897 Generator_loss: 0.0918053 
[INFO] 2021-01-06 03:20:47 > Step:   95800 Progress: 95.8% Elapsed: 1 day, 16:01:12 temperature: no ada_p: No Discriminator_loss: 0.0286457 Generator_loss: 0.147519 
[INFO] 2021-01-06 03:23:14 > Step:   95900 Progress: 95.9% Elapsed: 1 day, 16:03:40 temperature: no ada_p: No Discriminator_loss: 0.0401485 Generator_loss: 0.122617 
[INFO] 2021-01-06 03:25:42 > Step:   96000 Progress: 96.0% Elapsed: 1 day, 16:06:07 temperature: no ada_p: No Discriminator_loss: 0.0373424 Generator_loss: 0.0684289 
[INFO] 2021-01-06 03:25:42 > Start Evaluation (96000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 03:25:42 > Calculating FID Score....
[INFO] 2021-01-06 03:25:56 > Calculating Inception Score....
[INFO] 2021-01-06 03:25:59 > Calculate F_beta Score....
[INFO] 2021-01-06 03:26:15 > Calculate Accuracies....
[INFO] 2021-01-06 03:26:18 > Calculate Accuracies....
[INFO] 2021-01-06 03:26:19 > F_8 score (Step: 96000, Using valid images): 0.33815068656181757
[INFO] 2021-01-06 03:26:19 > F_1/8 score (Step: 96000, Using valid images): 0.10145863139656695
[INFO] 2021-01-06 03:26:19 > FID score (Step: 96000, Using valid moments): 342.5113804779727
[INFO] 2021-01-06 03:26:19 > Inception score (Step: 96000, 10000 generated images): 2.5128777027130127
[INFO] 2021-01-06 03:26:19 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-06 03:26:26 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 03:28:54 > Step:   96100 Progress: 96.1% Elapsed: 1 day, 16:09:20 temperature: no ada_p: No Discriminator_loss: 0.108763 Generator_loss: 0.0990061 
[INFO] 2021-01-06 03:31:21 > Step:   96200 Progress: 96.2% Elapsed: 1 day, 16:11:47 temperature: no ada_p: No Discriminator_loss: 0.0335072 Generator_loss: 0.138314 
[INFO] 2021-01-06 03:33:49 > Step:   96300 Progress: 96.3% Elapsed: 1 day, 16:14:15 temperature: no ada_p: No Discriminator_loss: 0.0191834 Generator_loss: 0.112262 
[INFO] 2021-01-06 03:36:17 > Step:   96400 Progress: 96.4% Elapsed: 1 day, 16:16:42 temperature: no ada_p: No Discriminator_loss: 0.00734496 Generator_loss: 0.0927802 
[INFO] 2021-01-06 03:38:42 > Step:   96500 Progress: 96.5% Elapsed: 1 day, 16:19:08 temperature: no ada_p: No Discriminator_loss: 0.035533 Generator_loss: 0.0552631 
[INFO] 2021-01-06 03:41:09 > Step:   96600 Progress: 96.6% Elapsed: 1 day, 16:21:35 temperature: no ada_p: No Discriminator_loss: 0.0135035 Generator_loss: 0.13925 
[INFO] 2021-01-06 03:43:37 > Step:   96700 Progress: 96.7% Elapsed: 1 day, 16:24:03 temperature: no ada_p: No Discriminator_loss: 0.00433688 Generator_loss: 0.0827955 
[INFO] 2021-01-06 03:46:04 > Step:   96800 Progress: 96.8% Elapsed: 1 day, 16:26:30 temperature: no ada_p: No Discriminator_loss: 0.00152427 Generator_loss: 0.119616 
[INFO] 2021-01-06 03:48:30 > Step:   96900 Progress: 96.9% Elapsed: 1 day, 16:28:56 temperature: no ada_p: No Discriminator_loss: 0.0182879 Generator_loss: 0.312551 
[INFO] 2021-01-06 03:50:56 > Step:   97000 Progress: 97.0% Elapsed: 1 day, 16:31:21 temperature: no ada_p: No Discriminator_loss: 0.0194956 Generator_loss: 0.154076 
[INFO] 2021-01-06 03:53:23 > Step:   97100 Progress: 97.1% Elapsed: 1 day, 16:33:49 temperature: no ada_p: No Discriminator_loss: 0.105327 Generator_loss: 0.0949962 
[INFO] 2021-01-06 03:55:49 > Step:   97200 Progress: 97.2% Elapsed: 1 day, 16:36:15 temperature: no ada_p: No Discriminator_loss: 0.00596856 Generator_loss: 0.125205 
[INFO] 2021-01-06 03:58:15 > Step:   97300 Progress: 97.3% Elapsed: 1 day, 16:38:41 temperature: no ada_p: No Discriminator_loss: 0.018846 Generator_loss: 0.139365 
[INFO] 2021-01-06 04:00:43 > Step:   97400 Progress: 97.4% Elapsed: 1 day, 16:41:08 temperature: no ada_p: No Discriminator_loss: 0.00929024 Generator_loss: 0.0586655 
[INFO] 2021-01-06 04:03:10 > Step:   97500 Progress: 97.5% Elapsed: 1 day, 16:43:35 temperature: no ada_p: No Discriminator_loss: 0.00946193 Generator_loss: 0.0841095 
[INFO] 2021-01-06 04:05:37 > Step:   97600 Progress: 97.6% Elapsed: 1 day, 16:46:02 temperature: no ada_p: No Discriminator_loss: 0.00214565 Generator_loss: 0.120623 
[INFO] 2021-01-06 04:08:03 > Step:   97700 Progress: 97.7% Elapsed: 1 day, 16:48:28 temperature: no ada_p: No Discriminator_loss: 0.00119496 Generator_loss: 0.0517038 
[INFO] 2021-01-06 04:10:29 > Step:   97800 Progress: 97.8% Elapsed: 1 day, 16:50:55 temperature: no ada_p: No Discriminator_loss: 0.0540533 Generator_loss: 0.0836307 
[INFO] 2021-01-06 04:12:56 > Step:   97900 Progress: 97.9% Elapsed: 1 day, 16:53:22 temperature: no ada_p: No Discriminator_loss: 0.0767531 Generator_loss: 0.122461 
[INFO] 2021-01-06 04:15:24 > Step:   98000 Progress: 98.0% Elapsed: 1 day, 16:55:50 temperature: no ada_p: No Discriminator_loss: 0.0856417 Generator_loss: 0.200883 
[INFO] 2021-01-06 04:15:24 > Start Evaluation (98000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 04:15:24 > Calculating FID Score....
[INFO] 2021-01-06 04:15:38 > Calculating Inception Score....
[INFO] 2021-01-06 04:15:41 > Calculate F_beta Score....
[INFO] 2021-01-06 04:15:55 > Calculate Accuracies....
[INFO] 2021-01-06 04:15:58 > Calculate Accuracies....
[INFO] 2021-01-06 04:16:00 > F_8 score (Step: 98000, Using valid images): 0.24757837985428072
[INFO] 2021-01-06 04:16:00 > F_1/8 score (Step: 98000, Using valid images): 0.09999291938000553
[INFO] 2021-01-06 04:16:00 > FID score (Step: 98000, Using valid moments): 343.9450433880247
[INFO] 2021-01-06 04:16:00 > Inception score (Step: 98000, 10000 generated images): 2.417717218399048
[INFO] 2021-01-06 04:16:00 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-06 04:16:07 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 04:18:34 > Step:   98100 Progress: 98.1% Elapsed: 1 day, 16:59:00 temperature: no ada_p: No Discriminator_loss: 0.0629671 Generator_loss: 0.0624892 
[INFO] 2021-01-06 04:21:02 > Step:   98200 Progress: 98.2% Elapsed: 1 day, 17:01:27 temperature: no ada_p: No Discriminator_loss: 0.185612 Generator_loss: 0.117486 
[INFO] 2021-01-06 04:23:28 > Step:   98300 Progress: 98.3% Elapsed: 1 day, 17:03:54 temperature: no ada_p: No Discriminator_loss: 0.0180304 Generator_loss: 0.139569 
[INFO] 2021-01-06 04:25:55 > Step:   98400 Progress: 98.4% Elapsed: 1 day, 17:06:21 temperature: no ada_p: No Discriminator_loss: 0.0391423 Generator_loss: 0.0358329 
[INFO] 2021-01-06 04:28:23 > Step:   98500 Progress: 98.5% Elapsed: 1 day, 17:08:48 temperature: no ada_p: No Discriminator_loss: 0.0264591 Generator_loss: 0.106845 
[INFO] 2021-01-06 04:30:50 > Step:   98600 Progress: 98.6% Elapsed: 1 day, 17:11:16 temperature: no ada_p: No Discriminator_loss: 0.059703 Generator_loss: 0.212024 
[INFO] 2021-01-06 04:33:18 > Step:   98700 Progress: 98.7% Elapsed: 1 day, 17:13:44 temperature: no ada_p: No Discriminator_loss: 0.0621668 Generator_loss: 0.185429 
[INFO] 2021-01-06 04:35:46 > Step:   98800 Progress: 98.8% Elapsed: 1 day, 17:16:12 temperature: no ada_p: No Discriminator_loss: 0.0273717 Generator_loss: 0.301719 
[INFO] 2021-01-06 04:38:14 > Step:   98900 Progress: 98.9% Elapsed: 1 day, 17:18:40 temperature: no ada_p: No Discriminator_loss: 0.0233531 Generator_loss: 0.221155 
[INFO] 2021-01-06 04:40:42 > Step:   99000 Progress: 99.0% Elapsed: 1 day, 17:21:08 temperature: no ada_p: No Discriminator_loss: 0.124182 Generator_loss: 0.0916484 
[INFO] 2021-01-06 04:43:09 > Step:   99100 Progress: 99.1% Elapsed: 1 day, 17:23:35 temperature: no ada_p: No Discriminator_loss: 0.0149104 Generator_loss: 0.108861 
[INFO] 2021-01-06 04:45:38 > Step:   99200 Progress: 99.2% Elapsed: 1 day, 17:26:03 temperature: no ada_p: No Discriminator_loss: 0.0240154 Generator_loss: 0.138928 
[INFO] 2021-01-06 04:48:05 > Step:   99300 Progress: 99.3% Elapsed: 1 day, 17:28:31 temperature: no ada_p: No Discriminator_loss: 0.0038801 Generator_loss: 0.193115 
[INFO] 2021-01-06 04:50:32 > Step:   99400 Progress: 99.4% Elapsed: 1 day, 17:30:57 temperature: no ada_p: No Discriminator_loss: 0.0153127 Generator_loss: 0.106592 
[INFO] 2021-01-06 04:52:59 > Step:   99500 Progress: 99.5% Elapsed: 1 day, 17:33:25 temperature: no ada_p: No Discriminator_loss: 0.0110327 Generator_loss: 0.109784 
[INFO] 2021-01-06 04:55:27 > Step:   99600 Progress: 99.6% Elapsed: 1 day, 17:35:52 temperature: no ada_p: No Discriminator_loss: 0.0184087 Generator_loss: 0.0532598 
[INFO] 2021-01-06 04:57:52 > Step:   99700 Progress: 99.7% Elapsed: 1 day, 17:38:17 temperature: no ada_p: No Discriminator_loss: 0.00547506 Generator_loss: 0.124392 
[INFO] 2021-01-06 05:00:17 > Step:   99800 Progress: 99.8% Elapsed: 1 day, 17:40:43 temperature: no ada_p: No Discriminator_loss: 0.00314936 Generator_loss: 0.110315 
[INFO] 2021-01-06 05:02:45 > Step:   99900 Progress: 99.9% Elapsed: 1 day, 17:43:10 temperature: no ada_p: No Discriminator_loss: 0.00317087 Generator_loss: 0.0822601 
[INFO] 2021-01-06 05:05:10 > Step:  100000 Progress: 100.0% Elapsed: 1 day, 17:45:36 temperature: no ada_p: No Discriminator_loss: 0.00574966 Generator_loss: 0.143097 
[INFO] 2021-01-06 05:05:10 > Start Evaluation (100000 Step): ICRGAN(P)-train-2021_01_04_11_19_15
[INFO] 2021-01-06 05:05:10 > Calculating FID Score....
[INFO] 2021-01-06 05:05:24 > Calculating Inception Score....
[INFO] 2021-01-06 05:05:27 > Calculate F_beta Score....
[INFO] 2021-01-06 05:05:42 > Calculate Accuracies....
[INFO] 2021-01-06 05:05:45 > Calculate Accuracies....
[INFO] 2021-01-06 05:05:46 > F_8 score (Step: 100000, Using valid images): 0.2492979175464508
[INFO] 2021-01-06 05:05:46 > F_1/8 score (Step: 100000, Using valid images): 0.09976730092380034
[INFO] 2021-01-06 05:05:46 > FID score (Step: 100000, Using valid moments): 356.06304079888963
[INFO] 2021-01-06 05:05:46 > Inception score (Step: 100000, 10000 generated images): 2.1840481758117676
[INFO] 2021-01-06 05:05:46 > Best FID score (Step: 4000, Using valid moments): 91.32580020887724
[INFO] 2021-01-06 05:05:53 > Save model to checkpoints/ICRGAN(P)-train-2021_01_04_11_19_15