ICRGAN(C)-train-2021_01_03_12_11_56.log

[INFO] 2021-01-03 12:11:56 > Run name : ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 12:11:56 > {'config_path': './src/configs/TINY_ILSVRC2012/ICRGAN(C).json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': True, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2021-01-03 12:11:56 > {'data_processing': {'dataset_name': 'tiny_imagenet', 'data_path': './data/TINY_ILSVRC2012', 'img_size': 64, 'num_classes': 200, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ContraGAN', 'pos_collected_numerator': True, 'hypersphere_dim': 768, 'nonlinear_embed': False, 'normalize_embed': True, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 3, 'attention_after_nth_dis_block': 1, 'z_dim': 100, 'shared_dim': 128, 'g_conv_dim': 80, 'd_conv_dim': 80, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 1024, 'accumulation_steps': 1, 'd_lr': 0.0004, 'g_lr': 0.0001, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 1, 'total_step': 100000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 1.0, 'margin': 0.0, 'tempering_type': 'constant', 'tempering_step': 'N/A', 'start_temperature': 1.0, 'end_temperature': 1.0, 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': 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] 2021-01-03 12:11:56 > Load train datasets...
[INFO] 2021-01-03 12:12:06 > Train dataset size : 100000
[INFO] 2021-01-03 12:12:06 > Load valid datasets...
[INFO] 2021-01-03 12:12:08 > Eval dataset size : 10000
[INFO] 2021-01-03 12:12:08 > Build model...
[INFO] 2021-01-03 12:12:08 > Modules are located on models.big_resnet.
[INFO] 2021-01-03 12:12:15 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-01-03 12:12:15 > Number of parameters: 17335204
[INFO] 2021-01-03 12:12:15 > 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] 2021-01-03 12:12:15 > Number of parameters: 31678130
[INFO] 2021-01-03 12:12:15 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 80, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(80, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (activation): ReLU(inplace=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (1): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(80, 40, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(40, 80, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(80, 160, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(80, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(160, 320, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(160, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(320, 640, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(320, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (5): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(640, 1280, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(640, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=1280, out_features=1, bias=True)
  (linear2): Linear(in_features=1280, out_features=768, bias=True)
  (embedding): Embedding(200, 768)
)
[INFO] 2021-01-03 12:12:20 > Start training....
[INFO] 2021-01-03 12:15:25 > Step:     100 Progress: 0.1% Elapsed: 0:03:05 temperature: 1.0 ada_p: No Discriminator_loss: 7.00629 Generator_loss: 5.54615 
[INFO] 2021-01-03 12:18:15 > Step:     200 Progress: 0.2% Elapsed: 0:05:54 temperature: 1.0 ada_p: No Discriminator_loss: 7.04496 Generator_loss: 4.98355 
[INFO] 2021-01-03 12:21:04 > Step:     300 Progress: 0.3% Elapsed: 0:08:44 temperature: 1.0 ada_p: No Discriminator_loss: 7.31886 Generator_loss: 4.65314 
[INFO] 2021-01-03 12:23:55 > Step:     400 Progress: 0.4% Elapsed: 0:11:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.80753 Generator_loss: 5.02409 
[INFO] 2021-01-03 12:26:46 > Step:     500 Progress: 0.5% Elapsed: 0:14:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.92258 Generator_loss: 5.14677 
[INFO] 2021-01-03 12:29:38 > Step:     600 Progress: 0.6% Elapsed: 0:17:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.94462 Generator_loss: 4.6387 
[INFO] 2021-01-03 12:32:31 > Step:     700 Progress: 0.7% Elapsed: 0:20:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.96487 Generator_loss: 4.24459 
[INFO] 2021-01-03 12:35:24 > Step:     800 Progress: 0.8% Elapsed: 0:23:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.97093 Generator_loss: 5.24227 
[INFO] 2021-01-03 12:38:16 > Step:     900 Progress: 0.9% Elapsed: 0:25:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.79093 Generator_loss: 4.24168 
[INFO] 2021-01-03 12:41:06 > Step:    1000 Progress: 1.0% Elapsed: 0:28:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.85432 Generator_loss: 5.14225 
[INFO] 2021-01-03 12:44:00 > Step:    1100 Progress: 1.1% Elapsed: 0:31:40 temperature: 1.0 ada_p: No Discriminator_loss: 7.01816 Generator_loss: 4.32412 
[INFO] 2021-01-03 12:46:52 > Step:    1200 Progress: 1.2% Elapsed: 0:34:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.89475 Generator_loss: 4.87811 
[INFO] 2021-01-03 12:49:44 > Step:    1300 Progress: 1.3% Elapsed: 0:37:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.88413 Generator_loss: 4.87026 
[INFO] 2021-01-03 12:52:35 > Step:    1400 Progress: 1.4% Elapsed: 0:40:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.78103 Generator_loss: 5.29467 
[INFO] 2021-01-03 12:55:28 > Step:    1500 Progress: 1.5% Elapsed: 0:43:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.72679 Generator_loss: 4.47065 
[INFO] 2021-01-03 12:58:20 > Step:    1600 Progress: 1.6% Elapsed: 0:45:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.67988 Generator_loss: 4.28746 
[INFO] 2021-01-03 13:01:10 > Step:    1700 Progress: 1.7% Elapsed: 0:48:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.72881 Generator_loss: 5.05384 
[INFO] 2021-01-03 13:04:03 > Step:    1800 Progress: 1.8% Elapsed: 0:51:42 temperature: 1.0 ada_p: No Discriminator_loss: 7.08848 Generator_loss: 4.58278 
[INFO] 2021-01-03 13:06:52 > Step:    1900 Progress: 1.9% Elapsed: 0:54:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.66814 Generator_loss: 5.00186 
[INFO] 2021-01-03 13:09:43 > Step:    2000 Progress: 2.0% Elapsed: 0:57:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.71662 Generator_loss: 5.47366 
[INFO] 2021-01-03 13:09:43 > Start Evaluation (2000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 13:09:43 > Calculating FID Score....
[INFO] 2021-01-03 13:09:59 > Calculating Inception Score....
[INFO] 2021-01-03 13:10:02 > Calculate F_beta Score....
[INFO] 2021-01-03 13:10:21 > Calculate Accuracies....
[INFO] 2021-01-03 13:10:24 > Calculate Accuracies....
[INFO] 2021-01-03 13:10:26 > F_8 score (Step: 2000, Using valid images): 0.2702463005986928
[INFO] 2021-01-03 13:10:26 > F_1/8 score (Step: 2000, Using valid images): 0.5027099596497678
[INFO] 2021-01-03 13:10:26 > FID score (Step: 2000, Using valid moments): 103.72827865898233
[INFO] 2021-01-03 13:10:26 > Inception score (Step: 2000, 10000 generated images): 4.75201416015625
[INFO] 2021-01-03 13:10:26 > Best FID score (Step: 2000, Using valid moments): 103.72827865898233
[INFO] 2021-01-03 13:10:39 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 13:13:33 > Step:    2100 Progress: 2.1% Elapsed: 1:01:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.78574 Generator_loss: 4.86159 
[INFO] 2021-01-03 13:16:24 > Step:    2200 Progress: 2.2% Elapsed: 1:04:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.67192 Generator_loss: 4.78678 
[INFO] 2021-01-03 13:19:13 > Step:    2300 Progress: 2.3% Elapsed: 1:06:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.65908 Generator_loss: 4.75349 
[INFO] 2021-01-03 13:22:02 > Step:    2400 Progress: 2.4% Elapsed: 1:09:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.65994 Generator_loss: 4.78229 
[INFO] 2021-01-03 13:24:54 > Step:    2500 Progress: 2.5% Elapsed: 1:12:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.88885 Generator_loss: 4.42079 
[INFO] 2021-01-03 13:27:47 > Step:    2600 Progress: 2.6% Elapsed: 1:15:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.75692 Generator_loss: 4.44385 
[INFO] 2021-01-03 13:30:39 > Step:    2700 Progress: 2.7% Elapsed: 1:18:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.70798 Generator_loss: 4.64125 
[INFO] 2021-01-03 13:33:29 > Step:    2800 Progress: 2.8% Elapsed: 1:21:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.74901 Generator_loss: 4.21122 
[INFO] 2021-01-03 13:36:18 > Step:    2900 Progress: 2.9% Elapsed: 1:23:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.62922 Generator_loss: 4.87639 
[INFO] 2021-01-03 13:39:10 > Step:    3000 Progress: 3.0% Elapsed: 1:26:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.59712 Generator_loss: 4.06283 
[INFO] 2021-01-03 13:42:02 > Step:    3100 Progress: 3.1% Elapsed: 1:29:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.59791 Generator_loss: 4.52255 
[INFO] 2021-01-03 13:44:56 > Step:    3200 Progress: 3.2% Elapsed: 1:32:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.54896 Generator_loss: 4.21771 
[INFO] 2021-01-03 13:47:47 > Step:    3300 Progress: 3.3% Elapsed: 1:35:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.67285 Generator_loss: 5.35514 
[INFO] 2021-01-03 13:50:40 > Step:    3400 Progress: 3.4% Elapsed: 1:38:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.6176 Generator_loss: 4.6263 
[INFO] 2021-01-03 13:53:27 > Step:    3500 Progress: 3.5% Elapsed: 1:41:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.64202 Generator_loss: 5.56152 
[INFO] 2021-01-03 13:56:18 > Step:    3600 Progress: 3.6% Elapsed: 1:43:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.58741 Generator_loss: 5.40971 
[INFO] 2021-01-03 13:59:09 > Step:    3700 Progress: 3.7% Elapsed: 1:46:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.66207 Generator_loss: 4.00382 
[INFO] 2021-01-03 14:02:00 > Step:    3800 Progress: 3.8% Elapsed: 1:49:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.62233 Generator_loss: 3.98645 
[INFO] 2021-01-03 14:04:53 > Step:    3900 Progress: 3.9% Elapsed: 1:52:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.55402 Generator_loss: 5.28973 
[INFO] 2021-01-03 14:07:46 > Step:    4000 Progress: 4.0% Elapsed: 1:55:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.73373 Generator_loss: 4.48326 
[INFO] 2021-01-03 14:07:46 > Start Evaluation (4000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 14:07:46 > Calculating FID Score....
[INFO] 2021-01-03 14:07:59 > Calculating Inception Score....
[INFO] 2021-01-03 14:08:02 > Calculate F_beta Score....
[INFO] 2021-01-03 14:08:19 > Calculate Accuracies....
[INFO] 2021-01-03 14:08:22 > Calculate Accuracies....
[INFO] 2021-01-03 14:08:23 > F_8 score (Step: 4000, Using valid images): 0.5153913935782508
[INFO] 2021-01-03 14:08:23 > F_1/8 score (Step: 4000, Using valid images): 0.8305617228773
[INFO] 2021-01-03 14:08:23 > FID score (Step: 4000, Using valid moments): 72.03805107141648
[INFO] 2021-01-03 14:08:23 > Inception score (Step: 4000, 10000 generated images): 7.233361721038818
[INFO] 2021-01-03 14:08:23 > Best FID score (Step: 4000, Using valid moments): 72.03805107141648
[INFO] 2021-01-03 14:08:37 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 14:11:29 > Step:    4100 Progress: 4.1% Elapsed: 1:59:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.64488 Generator_loss: 4.54965 
[INFO] 2021-01-03 14:14:20 > Step:    4200 Progress: 4.2% Elapsed: 2:02:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.68842 Generator_loss: 5.25234 
[INFO] 2021-01-03 14:17:10 > Step:    4300 Progress: 4.3% Elapsed: 2:04:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.65982 Generator_loss: 4.36401 
[INFO] 2021-01-03 14:20:01 > Step:    4400 Progress: 4.4% Elapsed: 2:07:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.66381 Generator_loss: 4.80296 
[INFO] 2021-01-03 14:22:51 > Step:    4500 Progress: 4.5% Elapsed: 2:10:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.5182 Generator_loss: 3.85943 
[INFO] 2021-01-03 14:25:41 > Step:    4600 Progress: 4.6% Elapsed: 2:13:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.67633 Generator_loss: 5.30256 
[INFO] 2021-01-03 14:28:31 > Step:    4700 Progress: 4.7% Elapsed: 2:16:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.51796 Generator_loss: 4.15231 
[INFO] 2021-01-03 14:31:21 > Step:    4800 Progress: 4.8% Elapsed: 2:19:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.55 Generator_loss: 4.08717 
[INFO] 2021-01-03 14:34:14 > Step:    4900 Progress: 4.9% Elapsed: 2:21:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.51887 Generator_loss: 5.06643 
[INFO] 2021-01-03 14:37:06 > Step:    5000 Progress: 5.0% Elapsed: 2:24:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.83032 Generator_loss: 5.2925 
[INFO] 2021-01-03 14:39:58 > Step:    5100 Progress: 5.1% Elapsed: 2:27:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.58856 Generator_loss: 4.92342 
[INFO] 2021-01-03 14:42:48 > Step:    5200 Progress: 5.2% Elapsed: 2:30:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.61013 Generator_loss: 5.31117 
[INFO] 2021-01-03 14:45:38 > Step:    5300 Progress: 5.3% Elapsed: 2:33:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.47276 Generator_loss: 5.3709 
[INFO] 2021-01-03 14:48:29 > Step:    5400 Progress: 5.4% Elapsed: 2:36:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.504 Generator_loss: 5.45289 
[INFO] 2021-01-03 14:51:22 > Step:    5500 Progress: 5.5% Elapsed: 2:39:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.61891 Generator_loss: 4.83698 
[INFO] 2021-01-03 14:54:15 > Step:    5600 Progress: 5.6% Elapsed: 2:41:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.55463 Generator_loss: 4.50593 
[INFO] 2021-01-03 14:57:05 > Step:    5700 Progress: 5.7% Elapsed: 2:44:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.58983 Generator_loss: 5.24965 
[INFO] 2021-01-03 14:59:57 > Step:    5800 Progress: 5.8% Elapsed: 2:47:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.49628 Generator_loss: 4.99251 
[INFO] 2021-01-03 15:02:46 > Step:    5900 Progress: 5.9% Elapsed: 2:50:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.51211 Generator_loss: 4.52487 
[INFO] 2021-01-03 15:05:37 > Step:    6000 Progress: 6.0% Elapsed: 2:53:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.59831 Generator_loss: 4.73029 
[INFO] 2021-01-03 15:05:37 > Start Evaluation (6000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 15:05:37 > Calculating FID Score....
[INFO] 2021-01-03 15:05:51 > Calculating Inception Score....
[INFO] 2021-01-03 15:05:54 > Calculate F_beta Score....
[INFO] 2021-01-03 15:06:11 > Calculate Accuracies....
[INFO] 2021-01-03 15:06:14 > Calculate Accuracies....
[INFO] 2021-01-03 15:06:15 > F_8 score (Step: 6000, Using valid images): 0.590158747215016
[INFO] 2021-01-03 15:06:15 > F_1/8 score (Step: 6000, Using valid images): 0.8802283713941507
[INFO] 2021-01-03 15:06:15 > FID score (Step: 6000, Using valid moments): 62.05987307616209
[INFO] 2021-01-03 15:06:15 > Inception score (Step: 6000, 10000 generated images): 8.064008712768555
[INFO] 2021-01-03 15:06:15 > Best FID score (Step: 6000, Using valid moments): 62.05987307616209
[INFO] 2021-01-03 15:06:29 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 15:09:18 > Step:    6100 Progress: 6.1% Elapsed: 2:56:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.44294 Generator_loss: 4.45973 
[INFO] 2021-01-03 15:12:09 > Step:    6200 Progress: 6.2% Elapsed: 2:59:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.48379 Generator_loss: 4.20441 
[INFO] 2021-01-03 15:15:02 > Step:    6300 Progress: 6.3% Elapsed: 3:02:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.52136 Generator_loss: 3.77244 
[INFO] 2021-01-03 15:17:53 > Step:    6400 Progress: 6.4% Elapsed: 3:05:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.59288 Generator_loss: 5.04758 
[INFO] 2021-01-03 15:20:46 > Step:    6500 Progress: 6.5% Elapsed: 3:08:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.53718 Generator_loss: 4.85435 
[INFO] 2021-01-03 15:23:38 > Step:    6600 Progress: 6.6% Elapsed: 3:11:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.43445 Generator_loss: 4.95111 
[INFO] 2021-01-03 15:26:29 > Step:    6700 Progress: 6.7% Elapsed: 3:14:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.47364 Generator_loss: 4.21987 
[INFO] 2021-01-03 15:29:21 > Step:    6800 Progress: 6.8% Elapsed: 3:17:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.476 Generator_loss: 4.59832 
[INFO] 2021-01-03 15:32:13 > Step:    6900 Progress: 6.9% Elapsed: 3:19:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.44057 Generator_loss: 4.68063 
[INFO] 2021-01-03 15:35:05 > Step:    7000 Progress: 7.0% Elapsed: 3:22:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.69252 Generator_loss: 4.47437 
[INFO] 2021-01-03 15:37:57 > Step:    7100 Progress: 7.1% Elapsed: 3:25:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.43051 Generator_loss: 4.96852 
[INFO] 2021-01-03 15:40:50 > Step:    7200 Progress: 7.2% Elapsed: 3:28:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.50748 Generator_loss: 5.06738 
[INFO] 2021-01-03 15:43:39 > Step:    7300 Progress: 7.3% Elapsed: 3:31:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.57655 Generator_loss: 4.64613 
[INFO] 2021-01-03 15:46:28 > Step:    7400 Progress: 7.4% Elapsed: 3:34:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.5271 Generator_loss: 5.01034 
[INFO] 2021-01-03 15:49:17 > Step:    7500 Progress: 7.5% Elapsed: 3:36:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.58845 Generator_loss: 4.57695 
[INFO] 2021-01-03 15:52:04 > Step:    7600 Progress: 7.6% Elapsed: 3:39:44 temperature: 1.0 ada_p: No Discriminator_loss: 6.52555 Generator_loss: 4.96504 
[INFO] 2021-01-03 15:54:57 > Step:    7700 Progress: 7.7% Elapsed: 3:42:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.45566 Generator_loss: 4.58463 
[INFO] 2021-01-03 15:57:52 > Step:    7800 Progress: 7.8% Elapsed: 3:45:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.45309 Generator_loss: 4.70209 
[INFO] 2021-01-03 16:00:45 > Step:    7900 Progress: 7.9% Elapsed: 3:48:24 temperature: 1.0 ada_p: No Discriminator_loss: 7.0992 Generator_loss: 4.59713 
[INFO] 2021-01-03 16:03:38 > Step:    8000 Progress: 8.0% Elapsed: 3:51:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.61559 Generator_loss: 4.79283 
[INFO] 2021-01-03 16:03:38 > Start Evaluation (8000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 16:03:38 > Calculating FID Score....
[INFO] 2021-01-03 16:03:52 > Calculating Inception Score....
[INFO] 2021-01-03 16:03:55 > Calculate F_beta Score....
[INFO] 2021-01-03 16:04:12 > Calculate Accuracies....
[INFO] 2021-01-03 16:04:15 > Calculate Accuracies....
[INFO] 2021-01-03 16:04:16 > F_8 score (Step: 8000, Using valid images): 0.6530309716889869
[INFO] 2021-01-03 16:04:16 > F_1/8 score (Step: 8000, Using valid images): 0.8973460120830926
[INFO] 2021-01-03 16:04:16 > FID score (Step: 8000, Using valid moments): 51.95023538642607
[INFO] 2021-01-03 16:04:16 > Inception score (Step: 8000, 10000 generated images): 8.87625789642334
[INFO] 2021-01-03 16:04:16 > Best FID score (Step: 8000, Using valid moments): 51.95023538642607
[INFO] 2021-01-03 16:04:30 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 16:07:21 > Step:    8100 Progress: 8.1% Elapsed: 3:55:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.53095 Generator_loss: 4.07903 
[INFO] 2021-01-03 16:10:14 > Step:    8200 Progress: 8.2% Elapsed: 3:57:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.42768 Generator_loss: 4.56545 
[INFO] 2021-01-03 16:13:03 > Step:    8300 Progress: 8.3% Elapsed: 4:00:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.56548 Generator_loss: 3.50281 
[INFO] 2021-01-03 16:15:52 > Step:    8400 Progress: 8.4% Elapsed: 4:03:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.46604 Generator_loss: 3.80247 
[INFO] 2021-01-03 16:18:46 > Step:    8500 Progress: 8.5% Elapsed: 4:06:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.49749 Generator_loss: 4.82673 
[INFO] 2021-01-03 16:21:38 > Step:    8600 Progress: 8.6% Elapsed: 4:09:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.34132 Generator_loss: 4.92894 
[INFO] 2021-01-03 16:24:33 > Step:    8700 Progress: 8.7% Elapsed: 4:12:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.55552 Generator_loss: 4.69475 
[INFO] 2021-01-03 16:27:27 > Step:    8800 Progress: 8.8% Elapsed: 4:15:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.34198 Generator_loss: 4.703 
[INFO] 2021-01-03 16:30:22 > Step:    8900 Progress: 8.9% Elapsed: 4:18:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.42914 Generator_loss: 4.64253 
[INFO] 2021-01-03 16:33:09 > Step:    9000 Progress: 9.0% Elapsed: 4:20:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.35715 Generator_loss: 4.89753 
[INFO] 2021-01-03 16:35:58 > Step:    9100 Progress: 9.1% Elapsed: 4:23:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.58981 Generator_loss: 4.02724 
[INFO] 2021-01-03 16:38:45 > Step:    9200 Progress: 9.2% Elapsed: 4:26:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.41138 Generator_loss: 5.13676 
[INFO] 2021-01-03 16:41:35 > Step:    9300 Progress: 9.3% Elapsed: 4:29:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.43367 Generator_loss: 4.91908 
[INFO] 2021-01-03 16:44:24 > Step:    9400 Progress: 9.4% Elapsed: 4:32:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.46083 Generator_loss: 4.62341 
[INFO] 2021-01-03 16:47:16 > Step:    9500 Progress: 9.5% Elapsed: 4:34:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.37256 Generator_loss: 5.16165 
[INFO] 2021-01-03 16:50:08 > Step:    9600 Progress: 9.6% Elapsed: 4:37:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.5784 Generator_loss: 3.94779 
[INFO] 2021-01-03 16:53:00 > Step:    9700 Progress: 9.7% Elapsed: 4:40:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.30188 Generator_loss: 3.6774 
[INFO] 2021-01-03 16:55:52 > Step:    9800 Progress: 9.8% Elapsed: 4:43:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.4326 Generator_loss: 4.89229 
[INFO] 2021-01-03 16:58:44 > Step:    9900 Progress: 9.9% Elapsed: 4:46:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.43683 Generator_loss: 5.24856 
[INFO] 2021-01-03 17:01:37 > Step:   10000 Progress: 10.0% Elapsed: 4:49:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.42155 Generator_loss: 4.77952 
[INFO] 2021-01-03 17:01:37 > Start Evaluation (10000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 17:01:37 > Calculating FID Score....
[INFO] 2021-01-03 17:01:51 > Calculating Inception Score....
[INFO] 2021-01-03 17:01:54 > Calculate F_beta Score....
[INFO] 2021-01-03 17:02:11 > Calculate Accuracies....
[INFO] 2021-01-03 17:02:14 > Calculate Accuracies....
[INFO] 2021-01-03 17:02:15 > F_8 score (Step: 10000, Using valid images): 0.7188462599762431
[INFO] 2021-01-03 17:02:15 > F_1/8 score (Step: 10000, Using valid images): 0.9214452752809578
[INFO] 2021-01-03 17:02:15 > FID score (Step: 10000, Using valid moments): 46.653244255643926
[INFO] 2021-01-03 17:02:15 > Inception score (Step: 10000, 10000 generated images): 9.68622875213623
[INFO] 2021-01-03 17:02:15 > Best FID score (Step: 10000, Using valid moments): 46.653244255643926
[INFO] 2021-01-03 17:02:29 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 17:05:21 > Step:   10100 Progress: 10.1% Elapsed: 4:53:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.34005 Generator_loss: 4.43887 
[INFO] 2021-01-03 17:08:13 > Step:   10200 Progress: 10.2% Elapsed: 4:55:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.47771 Generator_loss: 4.58318 
[INFO] 2021-01-03 17:11:03 > Step:   10300 Progress: 10.3% Elapsed: 4:58:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.36627 Generator_loss: 5.02635 
[INFO] 2021-01-03 17:13:56 > Step:   10400 Progress: 10.4% Elapsed: 5:01:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.47335 Generator_loss: 4.83058 
[INFO] 2021-01-03 17:16:47 > Step:   10500 Progress: 10.5% Elapsed: 5:04:26 temperature: 1.0 ada_p: No Discriminator_loss: 6.48605 Generator_loss: 5.27837 
[INFO] 2021-01-03 17:19:37 > Step:   10600 Progress: 10.6% Elapsed: 5:07:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.25341 Generator_loss: 4.03693 
[INFO] 2021-01-03 17:22:31 > Step:   10700 Progress: 10.7% Elapsed: 5:10:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.43202 Generator_loss: 4.46722 
[INFO] 2021-01-03 17:25:22 > Step:   10800 Progress: 10.8% Elapsed: 5:13:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.43598 Generator_loss: 4.98462 
[INFO] 2021-01-03 17:28:15 > Step:   10900 Progress: 10.9% Elapsed: 5:15:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.36561 Generator_loss: 3.40403 
[INFO] 2021-01-03 17:31:07 > Step:   11000 Progress: 11.0% Elapsed: 5:18:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.33564 Generator_loss: 5.18975 
[INFO] 2021-01-03 17:33:59 > Step:   11100 Progress: 11.1% Elapsed: 5:21:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.30538 Generator_loss: 4.77967 
[INFO] 2021-01-03 17:36:50 > Step:   11200 Progress: 11.2% Elapsed: 5:24:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.29452 Generator_loss: 5.26917 
[INFO] 2021-01-03 17:39:41 > Step:   11300 Progress: 11.3% Elapsed: 5:27:21 temperature: 1.0 ada_p: No Discriminator_loss: 6.32956 Generator_loss: 5.06068 
[INFO] 2021-01-03 17:42:34 > Step:   11400 Progress: 11.4% Elapsed: 5:30:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.26041 Generator_loss: 5.01911 
[INFO] 2021-01-03 17:45:25 > Step:   11500 Progress: 11.5% Elapsed: 5:33:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.45697 Generator_loss: 4.37622 
[INFO] 2021-01-03 17:48:17 > Step:   11600 Progress: 11.6% Elapsed: 5:35:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.24743 Generator_loss: 4.80228 
[INFO] 2021-01-03 17:51:09 > Step:   11700 Progress: 11.7% Elapsed: 5:38:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.31752 Generator_loss: 4.69717 
[INFO] 2021-01-03 17:53:59 > Step:   11800 Progress: 11.8% Elapsed: 5:41:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.35306 Generator_loss: 4.65288 
[INFO] 2021-01-03 17:56:49 > Step:   11900 Progress: 11.9% Elapsed: 5:44:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.30428 Generator_loss: 4.96402 
[INFO] 2021-01-03 17:59:38 > Step:   12000 Progress: 12.0% Elapsed: 5:47:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.33451 Generator_loss: 4.60749 
[INFO] 2021-01-03 17:59:38 > Start Evaluation (12000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 17:59:38 > Calculating FID Score....
[INFO] 2021-01-03 17:59:52 > Calculating Inception Score....
[INFO] 2021-01-03 17:59:55 > Calculate F_beta Score....
[INFO] 2021-01-03 18:00:13 > Calculate Accuracies....
[INFO] 2021-01-03 18:00:16 > Calculate Accuracies....
[INFO] 2021-01-03 18:00:17 > F_8 score (Step: 12000, Using valid images): 0.7529848455905968
[INFO] 2021-01-03 18:00:17 > F_1/8 score (Step: 12000, Using valid images): 0.9422622262906234
[INFO] 2021-01-03 18:00:17 > FID score (Step: 12000, Using valid moments): 42.88513108292409
[INFO] 2021-01-03 18:00:17 > Inception score (Step: 12000, 10000 generated images): 10.627693176269531
[INFO] 2021-01-03 18:00:17 > Best FID score (Step: 12000, Using valid moments): 42.88513108292409
[INFO] 2021-01-03 18:00:31 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 18:03:23 > Step:   12100 Progress: 12.1% Elapsed: 5:51:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.23661 Generator_loss: 5.11765 
[INFO] 2021-01-03 18:06:14 > Step:   12200 Progress: 12.2% Elapsed: 5:53:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.26215 Generator_loss: 5.23562 
[INFO] 2021-01-03 18:09:06 > Step:   12300 Progress: 12.3% Elapsed: 5:56:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.28344 Generator_loss: 4.84552 
[INFO] 2021-01-03 18:11:59 > Step:   12400 Progress: 12.4% Elapsed: 5:59:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.29989 Generator_loss: 5.25537 
[INFO] 2021-01-03 18:14:53 > Step:   12500 Progress: 12.5% Elapsed: 6:02:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.22388 Generator_loss: 4.57736 
[INFO] 2021-01-03 18:17:45 > Step:   12600 Progress: 12.6% Elapsed: 6:05:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.30389 Generator_loss: 4.65688 
[INFO] 2021-01-03 18:20:39 > Step:   12700 Progress: 12.7% Elapsed: 6:08:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.25882 Generator_loss: 4.5907 
[INFO] 2021-01-03 18:23:32 > Step:   12800 Progress: 12.8% Elapsed: 6:11:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.31346 Generator_loss: 4.65451 
[INFO] 2021-01-03 18:26:25 > Step:   12900 Progress: 12.9% Elapsed: 6:14:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.21457 Generator_loss: 4.59331 
[INFO] 2021-01-03 18:29:19 > Step:   13000 Progress: 13.0% Elapsed: 6:16:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.39392 Generator_loss: 4.54977 
[INFO] 2021-01-03 18:32:12 > Step:   13100 Progress: 13.1% Elapsed: 6:19:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.36447 Generator_loss: 4.12906 
[INFO] 2021-01-03 18:35:05 > Step:   13200 Progress: 13.2% Elapsed: 6:22:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.14617 Generator_loss: 5.07899 
[INFO] 2021-01-03 18:37:55 > Step:   13300 Progress: 13.3% Elapsed: 6:25:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.29672 Generator_loss: 4.50372 
[INFO] 2021-01-03 18:40:45 > Step:   13400 Progress: 13.4% Elapsed: 6:28:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.23071 Generator_loss: 5.19762 
[INFO] 2021-01-03 18:43:36 > Step:   13500 Progress: 13.5% Elapsed: 6:31:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.19848 Generator_loss: 5.22128 
[INFO] 2021-01-03 18:46:31 > Step:   13600 Progress: 13.6% Elapsed: 6:34:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.25029 Generator_loss: 5.18946 
[INFO] 2021-01-03 18:49:26 > Step:   13700 Progress: 13.7% Elapsed: 6:37:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.27307 Generator_loss: 4.59572 
[INFO] 2021-01-03 18:52:18 > Step:   13800 Progress: 13.8% Elapsed: 6:39:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.21245 Generator_loss: 4.99319 
[INFO] 2021-01-03 18:55:10 > Step:   13900 Progress: 13.9% Elapsed: 6:42:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.11853 Generator_loss: 5.32416 
[INFO] 2021-01-03 18:58:02 > Step:   14000 Progress: 14.0% Elapsed: 6:45:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.41975 Generator_loss: 4.05699 
[INFO] 2021-01-03 18:58:02 > Start Evaluation (14000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 18:58:02 > Calculating FID Score....
[INFO] 2021-01-03 18:58:16 > Calculating Inception Score....
[INFO] 2021-01-03 18:58:19 > Calculate F_beta Score....
[INFO] 2021-01-03 18:58:36 > Calculate Accuracies....
[INFO] 2021-01-03 18:58:39 > Calculate Accuracies....
[INFO] 2021-01-03 18:58:40 > F_8 score (Step: 14000, Using valid images): 0.7743453066047139
[INFO] 2021-01-03 18:58:40 > F_1/8 score (Step: 14000, Using valid images): 0.953669388317479
[INFO] 2021-01-03 18:58:40 > FID score (Step: 14000, Using valid moments): 39.81994957304187
[INFO] 2021-01-03 18:58:40 > Inception score (Step: 14000, 10000 generated images): 11.189374923706055
[INFO] 2021-01-03 18:58:40 > Best FID score (Step: 14000, Using valid moments): 39.81994957304187
[INFO] 2021-01-03 18:58:54 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 19:01:49 > Step:   14100 Progress: 14.1% Elapsed: 6:49:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.22365 Generator_loss: 4.75376 
[INFO] 2021-01-03 19:04:44 > Step:   14200 Progress: 14.2% Elapsed: 6:52:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.14843 Generator_loss: 5.20642 
[INFO] 2021-01-03 19:07:36 > Step:   14300 Progress: 14.3% Elapsed: 6:55:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.17961 Generator_loss: 3.71263 
[INFO] 2021-01-03 19:10:30 > Step:   14400 Progress: 14.4% Elapsed: 6:58:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.09383 Generator_loss: 5.04754 
[INFO] 2021-01-03 19:13:19 > Step:   14500 Progress: 14.5% Elapsed: 7:00:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.21457 Generator_loss: 3.90103 
[INFO] 2021-01-03 19:16:09 > Step:   14600 Progress: 14.6% Elapsed: 7:03:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.11512 Generator_loss: 4.44649 
[INFO] 2021-01-03 19:18:58 > Step:   14700 Progress: 14.7% Elapsed: 7:06:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.33124 Generator_loss: 4.81103 
[INFO] 2021-01-03 19:21:47 > Step:   14800 Progress: 14.8% Elapsed: 7:09:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.16006 Generator_loss: 4.68431 
[INFO] 2021-01-03 19:24:40 > Step:   14900 Progress: 14.9% Elapsed: 7:12:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.43555 Generator_loss: 4.22257 
[INFO] 2021-01-03 19:27:32 > Step:   15000 Progress: 15.0% Elapsed: 7:15:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.08762 Generator_loss: 5.15719 
[INFO] 2021-01-03 19:30:26 > Step:   15100 Progress: 15.1% Elapsed: 7:18:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.05859 Generator_loss: 5.22505 
[INFO] 2021-01-03 19:33:18 > Step:   15200 Progress: 15.2% Elapsed: 7:20:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.13573 Generator_loss: 5.25132 
[INFO] 2021-01-03 19:36:11 > Step:   15300 Progress: 15.3% Elapsed: 7:23:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.18969 Generator_loss: 4.24455 
[INFO] 2021-01-03 19:39:04 > Step:   15400 Progress: 15.4% Elapsed: 7:26:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.06485 Generator_loss: 4.75338 
[INFO] 2021-01-03 19:41:58 > Step:   15500 Progress: 15.5% Elapsed: 7:29:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.01888 Generator_loss: 4.75456 
[INFO] 2021-01-03 19:44:49 > Step:   15600 Progress: 15.6% Elapsed: 7:32:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.04361 Generator_loss: 4.83942 
[INFO] 2021-01-03 19:47:41 > Step:   15700 Progress: 15.7% Elapsed: 7:35:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.15848 Generator_loss: 3.61052 
[INFO] 2021-01-03 19:50:34 > Step:   15800 Progress: 15.8% Elapsed: 7:38:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.30043 Generator_loss: 4.35827 
[INFO] 2021-01-03 19:53:25 > Step:   15900 Progress: 15.9% Elapsed: 7:41:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.03799 Generator_loss: 5.18127 
[INFO] 2021-01-03 19:56:18 > Step:   16000 Progress: 16.0% Elapsed: 7:43:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.03975 Generator_loss: 4.54399 
[INFO] 2021-01-03 19:56:18 > Start Evaluation (16000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 19:56:18 > Calculating FID Score....
[INFO] 2021-01-03 19:56:32 > Calculating Inception Score....
[INFO] 2021-01-03 19:56:35 > Calculate F_beta Score....
[INFO] 2021-01-03 19:56:53 > Calculate Accuracies....
[INFO] 2021-01-03 19:56:56 > Calculate Accuracies....
[INFO] 2021-01-03 19:56:58 > F_8 score (Step: 16000, Using valid images): 0.8174838909131533
[INFO] 2021-01-03 19:56:58 > F_1/8 score (Step: 16000, Using valid images): 0.96523826312277
[INFO] 2021-01-03 19:56:58 > FID score (Step: 16000, Using valid moments): 35.40298727795965
[INFO] 2021-01-03 19:56:58 > Inception score (Step: 16000, 10000 generated images): 11.746187210083008
[INFO] 2021-01-03 19:56:58 > Best FID score (Step: 16000, Using valid moments): 35.40298727795965
[INFO] 2021-01-03 19:57:11 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 20:00:01 > Step:   16100 Progress: 16.1% Elapsed: 7:47:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.24383 Generator_loss: 4.6183 
[INFO] 2021-01-03 20:02:54 > Step:   16200 Progress: 16.2% Elapsed: 7:50:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.01668 Generator_loss: 5.2273 
[INFO] 2021-01-03 20:05:45 > Step:   16300 Progress: 16.3% Elapsed: 7:53:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.02378 Generator_loss: 4.68507 
[INFO] 2021-01-03 20:08:38 > Step:   16400 Progress: 16.4% Elapsed: 7:56:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.36911 Generator_loss: 4.17908 
[INFO] 2021-01-03 20:11:30 > Step:   16500 Progress: 16.5% Elapsed: 7:59:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.24009 Generator_loss: 4.73939 
[INFO] 2021-01-03 20:14:20 > Step:   16600 Progress: 16.6% Elapsed: 8:01:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.2693 Generator_loss: 4.47296 
[INFO] 2021-01-03 20:17:09 > Step:   16700 Progress: 16.7% Elapsed: 8:04:49 temperature: 1.0 ada_p: No Discriminator_loss: 6.14914 Generator_loss: 5.19127 
[INFO] 2021-01-03 20:20:02 > Step:   16800 Progress: 16.8% Elapsed: 8:07:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.07733 Generator_loss: 4.95691 
[INFO] 2021-01-03 20:22:55 > Step:   16900 Progress: 16.9% Elapsed: 8:10:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.94311 Generator_loss: 4.5152 
[INFO] 2021-01-03 20:25:44 > Step:   17000 Progress: 17.0% Elapsed: 8:13:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.18333 Generator_loss: 4.55697 
[INFO] 2021-01-03 20:28:36 > Step:   17100 Progress: 17.1% Elapsed: 8:16:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.0346 Generator_loss: 5.35167 
[INFO] 2021-01-03 20:31:26 > Step:   17200 Progress: 17.2% Elapsed: 8:19:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.0905 Generator_loss: 4.48711 
[INFO] 2021-01-03 20:34:14 > Step:   17300 Progress: 17.3% Elapsed: 8:21:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.23563 Generator_loss: 4.43124 
[INFO] 2021-01-03 20:37:02 > Step:   17400 Progress: 17.4% Elapsed: 8:24:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.4978 Generator_loss: 4.24299 
[INFO] 2021-01-03 20:39:55 > Step:   17500 Progress: 17.5% Elapsed: 8:27:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.17403 Generator_loss: 4.55053 
[INFO] 2021-01-03 20:42:46 > Step:   17600 Progress: 17.6% Elapsed: 8:30:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.04128 Generator_loss: 5.18224 
[INFO] 2021-01-03 20:45:40 > Step:   17700 Progress: 17.7% Elapsed: 8:33:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.06469 Generator_loss: 5.07463 
[INFO] 2021-01-03 20:48:30 > Step:   17800 Progress: 17.8% Elapsed: 8:36:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.17645 Generator_loss: 5.41437 
[INFO] 2021-01-03 20:51:23 > Step:   17900 Progress: 17.9% Elapsed: 8:39:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.16824 Generator_loss: 4.54853 
[INFO] 2021-01-03 20:54:17 > Step:   18000 Progress: 18.0% Elapsed: 8:41:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.04326 Generator_loss: 4.99682 
[INFO] 2021-01-03 20:54:17 > Start Evaluation (18000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 20:54:17 > Calculating FID Score....
[INFO] 2021-01-03 20:54:31 > Calculating Inception Score....
[INFO] 2021-01-03 20:54:34 > Calculate F_beta Score....
[INFO] 2021-01-03 20:54:51 > Calculate Accuracies....
[INFO] 2021-01-03 20:54:54 > Calculate Accuracies....
[INFO] 2021-01-03 20:54:55 > F_8 score (Step: 18000, Using valid images): 0.816357971146927
[INFO] 2021-01-03 20:54:55 > F_1/8 score (Step: 18000, Using valid images): 0.9513179005695654
[INFO] 2021-01-03 20:54:55 > FID score (Step: 18000, Using valid moments): 35.176380511962634
[INFO] 2021-01-03 20:54:55 > Inception score (Step: 18000, 10000 generated images): 11.55974292755127
[INFO] 2021-01-03 20:54:55 > Best FID score (Step: 18000, Using valid moments): 35.176380511962634
[INFO] 2021-01-03 20:55:08 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 20:58:00 > Step:   18100 Progress: 18.1% Elapsed: 8:45:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.27405 Generator_loss: 4.5802 
[INFO] 2021-01-03 21:00:52 > Step:   18200 Progress: 18.2% Elapsed: 8:48:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.26836 Generator_loss: 4.89084 
[INFO] 2021-01-03 21:03:44 > Step:   18300 Progress: 18.3% Elapsed: 8:51:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.1374 Generator_loss: 5.00379 
[INFO] 2021-01-03 21:06:36 > Step:   18400 Progress: 18.4% Elapsed: 8:54:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.17395 Generator_loss: 4.50684 
[INFO] 2021-01-03 21:09:23 > Step:   18500 Progress: 18.5% Elapsed: 8:57:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.14714 Generator_loss: 4.5774 
[INFO] 2021-01-03 21:12:12 > Step:   18600 Progress: 18.6% Elapsed: 8:59:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.41853 Generator_loss: 4.19245 
[INFO] 2021-01-03 21:15:03 > Step:   18700 Progress: 18.7% Elapsed: 9:02:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.95348 Generator_loss: 5.47798 
[INFO] 2021-01-03 21:17:55 > Step:   18800 Progress: 18.8% Elapsed: 9:05:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.09692 Generator_loss: 4.7498 
[INFO] 2021-01-03 21:20:45 > Step:   18900 Progress: 18.9% Elapsed: 9:08:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.03754 Generator_loss: 5.15489 
[INFO] 2021-01-03 21:23:38 > Step:   19000 Progress: 19.0% Elapsed: 9:11:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.30324 Generator_loss: 4.43723 
[INFO] 2021-01-03 21:26:30 > Step:   19100 Progress: 19.1% Elapsed: 9:14:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.10669 Generator_loss: 4.5695 
[INFO] 2021-01-03 21:29:21 > Step:   19200 Progress: 19.2% Elapsed: 9:17:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.01281 Generator_loss: 5.36915 
[INFO] 2021-01-03 21:32:13 > Step:   19300 Progress: 19.3% Elapsed: 9:19:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.1336 Generator_loss: 4.71271 
[INFO] 2021-01-03 21:35:04 > Step:   19400 Progress: 19.4% Elapsed: 9:22:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.04579 Generator_loss: 4.75856 
[INFO] 2021-01-03 21:37:57 > Step:   19500 Progress: 19.5% Elapsed: 9:25:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.08477 Generator_loss: 3.84203 
[INFO] 2021-01-03 21:40:49 > Step:   19600 Progress: 19.6% Elapsed: 9:28:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.03259 Generator_loss: 4.67746 
[INFO] 2021-01-03 21:43:40 > Step:   19700 Progress: 19.7% Elapsed: 9:31:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.95914 Generator_loss: 3.69128 
[INFO] 2021-01-03 21:46:33 > Step:   19800 Progress: 19.8% Elapsed: 9:34:12 temperature: 1.0 ada_p: No Discriminator_loss: 6.15181 Generator_loss: 4.46179 
[INFO] 2021-01-03 21:49:26 > Step:   19900 Progress: 19.9% Elapsed: 9:37:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.1094 Generator_loss: 5.06551 
[INFO] 2021-01-03 21:52:19 > Step:   20000 Progress: 20.0% Elapsed: 9:39:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.93004 Generator_loss: 5.50486 
[INFO] 2021-01-03 21:52:19 > Start Evaluation (20000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 21:52:19 > Calculating FID Score....
[INFO] 2021-01-03 21:52:32 > Calculating Inception Score....
[INFO] 2021-01-03 21:52:35 > Calculate F_beta Score....
[INFO] 2021-01-03 21:52:53 > Calculate Accuracies....
[INFO] 2021-01-03 21:52:56 > Calculate Accuracies....
[INFO] 2021-01-03 21:52:57 > F_8 score (Step: 20000, Using valid images): 0.8313522309075897
[INFO] 2021-01-03 21:52:57 > F_1/8 score (Step: 20000, Using valid images): 0.9630507561282226
[INFO] 2021-01-03 21:52:57 > FID score (Step: 20000, Using valid moments): 33.46773739375419
[INFO] 2021-01-03 21:52:57 > Inception score (Step: 20000, 10000 generated images): 12.141357421875
[INFO] 2021-01-03 21:52:57 > Best FID score (Step: 20000, Using valid moments): 33.46773739375419
[INFO] 2021-01-03 21:53:10 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 21:56:00 > Step:   20100 Progress: 20.1% Elapsed: 9:43:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.91118 Generator_loss: 3.83324 
[INFO] 2021-01-03 21:58:51 > Step:   20200 Progress: 20.2% Elapsed: 9:46:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.92018 Generator_loss: 4.9768 
[INFO] 2021-01-03 22:01:44 > Step:   20300 Progress: 20.3% Elapsed: 9:49:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.01199 Generator_loss: 5.31775 
[INFO] 2021-01-03 22:04:36 > Step:   20400 Progress: 20.4% Elapsed: 9:52:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.03181 Generator_loss: 4.87589 
[INFO] 2021-01-03 22:07:28 > Step:   20500 Progress: 20.5% Elapsed: 9:55:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.08286 Generator_loss: 4.98927 
[INFO] 2021-01-03 22:10:20 > Step:   20600 Progress: 20.6% Elapsed: 9:58:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.9201 Generator_loss: 4.65151 
[INFO] 2021-01-03 22:13:12 > Step:   20700 Progress: 20.7% Elapsed: 10:00:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.18672 Generator_loss: 4.43664 
[INFO] 2021-01-03 22:16:00 > Step:   20800 Progress: 20.8% Elapsed: 10:03:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.05173 Generator_loss: 4.97045 
[INFO] 2021-01-03 22:18:52 > Step:   20900 Progress: 20.9% Elapsed: 10:06:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.1363 Generator_loss: 4.82488 
[INFO] 2021-01-03 22:21:43 > Step:   21000 Progress: 21.0% Elapsed: 10:09:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.01826 Generator_loss: 4.94592 
[INFO] 2021-01-03 22:24:32 > Step:   21100 Progress: 21.1% Elapsed: 10:12:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.91722 Generator_loss: 5.23607 
[INFO] 2021-01-03 22:27:21 > Step:   21200 Progress: 21.2% Elapsed: 10:15:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.20767 Generator_loss: 4.20165 
[INFO] 2021-01-03 22:30:14 > Step:   21300 Progress: 21.3% Elapsed: 10:17:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.94264 Generator_loss: 5.05178 
[INFO] 2021-01-03 22:33:07 > Step:   21400 Progress: 21.4% Elapsed: 10:20:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.89438 Generator_loss: 3.89445 
[INFO] 2021-01-03 22:35:58 > Step:   21500 Progress: 21.5% Elapsed: 10:23:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.28159 Generator_loss: 4.09782 
[INFO] 2021-01-03 22:38:50 > Step:   21600 Progress: 21.6% Elapsed: 10:26:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.95474 Generator_loss: 5.15607 
[INFO] 2021-01-03 22:41:41 > Step:   21700 Progress: 21.7% Elapsed: 10:29:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.97035 Generator_loss: 4.77995 
[INFO] 2021-01-03 22:44:32 > Step:   21800 Progress: 21.8% Elapsed: 10:32:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.08493 Generator_loss: 3.93047 
[INFO] 2021-01-03 22:47:23 > Step:   21900 Progress: 21.9% Elapsed: 10:35:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.04206 Generator_loss: 5.01531 
[INFO] 2021-01-03 22:50:14 > Step:   22000 Progress: 22.0% Elapsed: 10:37:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.0764 Generator_loss: 4.92227 
[INFO] 2021-01-03 22:50:14 > Start Evaluation (22000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 22:50:14 > Calculating FID Score....
[INFO] 2021-01-03 22:50:28 > Calculating Inception Score....
[INFO] 2021-01-03 22:50:31 > Calculate F_beta Score....
[INFO] 2021-01-03 22:50:48 > Calculate Accuracies....
[INFO] 2021-01-03 22:50:50 > Calculate Accuracies....
[INFO] 2021-01-03 22:50:52 > F_8 score (Step: 22000, Using valid images): 0.8408362088119222
[INFO] 2021-01-03 22:50:52 > F_1/8 score (Step: 22000, Using valid images): 0.968403250229286
[INFO] 2021-01-03 22:50:52 > FID score (Step: 22000, Using valid moments): 30.942581496208106
[INFO] 2021-01-03 22:50:52 > Inception score (Step: 22000, 10000 generated images): 12.583654403686523
[INFO] 2021-01-03 22:50:52 > Best FID score (Step: 22000, Using valid moments): 30.942581496208106
[INFO] 2021-01-03 22:51:06 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 22:53:58 > Step:   22100 Progress: 22.1% Elapsed: 10:41:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.15754 Generator_loss: 4.52584 
[INFO] 2021-01-03 22:56:49 > Step:   22200 Progress: 22.2% Elapsed: 10:44:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.13919 Generator_loss: 4.51275 
[INFO] 2021-01-03 22:59:40 > Step:   22300 Progress: 22.3% Elapsed: 10:47:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.86698 Generator_loss: 4.6631 
[INFO] 2021-01-03 23:02:29 > Step:   22400 Progress: 22.4% Elapsed: 10:50:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.05431 Generator_loss: 5.23617 
[INFO] 2021-01-03 23:05:19 > Step:   22500 Progress: 22.5% Elapsed: 10:52:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.88091 Generator_loss: 3.53857 
[INFO] 2021-01-03 23:08:11 > Step:   22600 Progress: 22.6% Elapsed: 10:55:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.95811 Generator_loss: 5.03328 
[INFO] 2021-01-03 23:11:04 > Step:   22700 Progress: 22.7% Elapsed: 10:58:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.93921 Generator_loss: 5.13802 
[INFO] 2021-01-03 23:13:56 > Step:   22800 Progress: 22.8% Elapsed: 11:01:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.05633 Generator_loss: 4.22622 
[INFO] 2021-01-03 23:16:47 > Step:   22900 Progress: 22.9% Elapsed: 11:04:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.0466 Generator_loss: 4.83841 
[INFO] 2021-01-03 23:19:37 > Step:   23000 Progress: 23.0% Elapsed: 11:07:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.0245 Generator_loss: 4.77194 
[INFO] 2021-01-03 23:22:26 > Step:   23100 Progress: 23.1% Elapsed: 11:10:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.24516 Generator_loss: 4.74242 
[INFO] 2021-01-03 23:25:16 > Step:   23200 Progress: 23.2% Elapsed: 11:12:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.95914 Generator_loss: 5.04686 
[INFO] 2021-01-03 23:28:03 > Step:   23300 Progress: 23.3% Elapsed: 11:15:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.9379 Generator_loss: 5.02848 
[INFO] 2021-01-03 23:30:54 > Step:   23400 Progress: 23.4% Elapsed: 11:18:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.19589 Generator_loss: 4.75828 
[INFO] 2021-01-03 23:33:41 > Step:   23500 Progress: 23.5% Elapsed: 11:21:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.86278 Generator_loss: 4.6613 
[INFO] 2021-01-03 23:36:33 > Step:   23600 Progress: 23.6% Elapsed: 11:24:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.994 Generator_loss: 4.1246 
[INFO] 2021-01-03 23:39:25 > Step:   23700 Progress: 23.7% Elapsed: 11:27:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.17193 Generator_loss: 5.61724 
[INFO] 2021-01-03 23:42:17 > Step:   23800 Progress: 23.8% Elapsed: 11:29:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.9105 Generator_loss: 5.11153 
[INFO] 2021-01-03 23:45:09 > Step:   23900 Progress: 23.9% Elapsed: 11:32:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.98437 Generator_loss: 4.87014 
[INFO] 2021-01-03 23:48:02 > Step:   24000 Progress: 24.0% Elapsed: 11:35:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.91758 Generator_loss: 5.424 
[INFO] 2021-01-03 23:48:02 > Start Evaluation (24000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 23:48:02 > Calculating FID Score....
[INFO] 2021-01-03 23:48:15 > Calculating Inception Score....
[INFO] 2021-01-03 23:48:18 > Calculate F_beta Score....
[INFO] 2021-01-03 23:48:35 > Calculate Accuracies....
[INFO] 2021-01-03 23:48:38 > Calculate Accuracies....
[INFO] 2021-01-03 23:48:39 > F_8 score (Step: 24000, Using valid images): 0.862002825860582
[INFO] 2021-01-03 23:48:39 > F_1/8 score (Step: 24000, Using valid images): 0.97765413837474
[INFO] 2021-01-03 23:48:39 > FID score (Step: 24000, Using valid moments): 28.153198541185247
[INFO] 2021-01-03 23:48:39 > Inception score (Step: 24000, 10000 generated images): 13.395386695861816
[INFO] 2021-01-03 23:48:39 > Best FID score (Step: 24000, Using valid moments): 28.153198541185247
[INFO] 2021-01-03 23:48:53 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-03 23:51:43 > Step:   24100 Progress: 24.1% Elapsed: 11:39:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.84728 Generator_loss: 4.46789 
[INFO] 2021-01-03 23:54:34 > Step:   24200 Progress: 24.2% Elapsed: 11:42:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.92589 Generator_loss: 3.74505 
[INFO] 2021-01-03 23:57:24 > Step:   24300 Progress: 24.3% Elapsed: 11:45:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.03328 Generator_loss: 4.59505 
[INFO] 2021-01-04 00:00:15 > Step:   24400 Progress: 24.4% Elapsed: 11:47:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.82625 Generator_loss: 4.28191 
[INFO] 2021-01-04 00:03:06 > Step:   24500 Progress: 24.5% Elapsed: 11:50:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.23512 Generator_loss: 4.61258 
[INFO] 2021-01-04 00:05:59 > Step:   24600 Progress: 24.6% Elapsed: 11:53:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.02253 Generator_loss: 5.18855 
[INFO] 2021-01-04 00:08:49 > Step:   24700 Progress: 24.7% Elapsed: 11:56:29 temperature: 1.0 ada_p: No Discriminator_loss: 6.12158 Generator_loss: 4.72159 
[INFO] 2021-01-04 00:11:39 > Step:   24800 Progress: 24.8% Elapsed: 11:59:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.82053 Generator_loss: 4.21238 
[INFO] 2021-01-04 00:14:26 > Step:   24900 Progress: 24.9% Elapsed: 12:02:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.06947 Generator_loss: 4.85108 
[INFO] 2021-01-04 00:17:15 > Step:   25000 Progress: 25.0% Elapsed: 12:04:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.86802 Generator_loss: 5.3142 
[INFO] 2021-01-04 00:20:05 > Step:   25100 Progress: 25.1% Elapsed: 12:07:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.06791 Generator_loss: 4.92526 
[INFO] 2021-01-04 00:22:57 > Step:   25200 Progress: 25.2% Elapsed: 12:10:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.86909 Generator_loss: 5.39464 
[INFO] 2021-01-04 00:25:46 > Step:   25300 Progress: 25.3% Elapsed: 12:13:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.84456 Generator_loss: 4.11281 
[INFO] 2021-01-04 00:28:37 > Step:   25400 Progress: 25.4% Elapsed: 12:16:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.38389 Generator_loss: 4.21548 
[INFO] 2021-01-04 00:31:27 > Step:   25500 Progress: 25.5% Elapsed: 12:19:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.99351 Generator_loss: 5.23053 
[INFO] 2021-01-04 00:34:21 > Step:   25600 Progress: 25.6% Elapsed: 12:22:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.0441 Generator_loss: 4.90547 
[INFO] 2021-01-04 00:37:15 > Step:   25700 Progress: 25.7% Elapsed: 12:24:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.87512 Generator_loss: 4.29742 
[INFO] 2021-01-04 00:40:07 > Step:   25800 Progress: 25.8% Elapsed: 12:27:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.18437 Generator_loss: 4.32149 
[INFO] 2021-01-04 00:42:58 > Step:   25900 Progress: 25.9% Elapsed: 12:30:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.83674 Generator_loss: 5.15339 
[INFO] 2021-01-04 00:45:50 > Step:   26000 Progress: 26.0% Elapsed: 12:33:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.92861 Generator_loss: 3.90691 
[INFO] 2021-01-04 00:45:50 > Start Evaluation (26000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 00:45:50 > Calculating FID Score....
[INFO] 2021-01-04 00:46:04 > Calculating Inception Score....
[INFO] 2021-01-04 00:46:07 > Calculate F_beta Score....
[INFO] 2021-01-04 00:46:23 > Calculate Accuracies....
[INFO] 2021-01-04 00:46:26 > Calculate Accuracies....
[INFO] 2021-01-04 00:46:27 > F_8 score (Step: 26000, Using valid images): 0.8934246911952445
[INFO] 2021-01-04 00:46:27 > F_1/8 score (Step: 26000, Using valid images): 0.9783687151338707
[INFO] 2021-01-04 00:46:27 > FID score (Step: 26000, Using valid moments): 26.611749699605525
[INFO] 2021-01-04 00:46:27 > Inception score (Step: 26000, 10000 generated images): 14.209468841552734
[INFO] 2021-01-04 00:46:27 > Best FID score (Step: 26000, Using valid moments): 26.611749699605525
[INFO] 2021-01-04 00:46:41 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 00:49:31 > Step:   26100 Progress: 26.1% Elapsed: 12:37:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.77635 Generator_loss: 5.19765 
[INFO] 2021-01-04 00:52:23 > Step:   26200 Progress: 26.2% Elapsed: 12:40:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.79581 Generator_loss: 4.61046 
[INFO] 2021-01-04 00:55:15 > Step:   26300 Progress: 26.3% Elapsed: 12:42:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.90822 Generator_loss: 4.79852 
[INFO] 2021-01-04 00:58:10 > Step:   26400 Progress: 26.4% Elapsed: 12:45:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.85504 Generator_loss: 3.72271 
[INFO] 2021-01-04 01:01:01 > Step:   26500 Progress: 26.5% Elapsed: 12:48:40 temperature: 1.0 ada_p: No Discriminator_loss: 6.26119 Generator_loss: 4.54288 
[INFO] 2021-01-04 01:03:49 > Step:   26600 Progress: 26.6% Elapsed: 12:51:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.87149 Generator_loss: 5.28352 
[INFO] 2021-01-04 01:06:40 > Step:   26700 Progress: 26.7% Elapsed: 12:54:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.98593 Generator_loss: 5.06574 
[INFO] 2021-01-04 01:09:30 > Step:   26800 Progress: 26.8% Elapsed: 12:57:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.91693 Generator_loss: 5.00416 
[INFO] 2021-01-04 01:12:21 > Step:   26900 Progress: 26.9% Elapsed: 13:00:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.19039 Generator_loss: 4.86372 
[INFO] 2021-01-04 01:15:10 > Step:   27000 Progress: 27.0% Elapsed: 13:02:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.77615 Generator_loss: 4.39088 
[INFO] 2021-01-04 01:18:02 > Step:   27100 Progress: 27.1% Elapsed: 13:05:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.77486 Generator_loss: 5.24041 
[INFO] 2021-01-04 01:20:55 > Step:   27200 Progress: 27.2% Elapsed: 13:08:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.73644 Generator_loss: 5.03926 
[INFO] 2021-01-04 01:23:44 > Step:   27300 Progress: 27.3% Elapsed: 13:11:24 temperature: 1.0 ada_p: No Discriminator_loss: 6.04303 Generator_loss: 4.59846 
[INFO] 2021-01-04 01:26:34 > Step:   27400 Progress: 27.4% Elapsed: 13:14:14 temperature: 1.0 ada_p: No Discriminator_loss: 6.00853 Generator_loss: 4.98213 
[INFO] 2021-01-04 01:29:27 > Step:   27500 Progress: 27.5% Elapsed: 13:17:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.9464 Generator_loss: 4.96488 
[INFO] 2021-01-04 01:32:17 > Step:   27600 Progress: 27.6% Elapsed: 13:19:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.99309 Generator_loss: 5.18831 
[INFO] 2021-01-04 01:35:10 > Step:   27700 Progress: 27.7% Elapsed: 13:22:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.07489 Generator_loss: 4.62602 
[INFO] 2021-01-04 01:38:03 > Step:   27800 Progress: 27.8% Elapsed: 13:25:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.82676 Generator_loss: 4.79331 
[INFO] 2021-01-04 01:40:50 > Step:   27900 Progress: 27.9% Elapsed: 13:28:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.99419 Generator_loss: 4.98117 
[INFO] 2021-01-04 01:43:41 > Step:   28000 Progress: 28.0% Elapsed: 13:31:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.96694 Generator_loss: 4.94876 
[INFO] 2021-01-04 01:43:41 > Start Evaluation (28000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 01:43:41 > Calculating FID Score....
[INFO] 2021-01-04 01:43:55 > Calculating Inception Score....
[INFO] 2021-01-04 01:43:58 > Calculate F_beta Score....
[INFO] 2021-01-04 01:44:14 > Calculate Accuracies....
[INFO] 2021-01-04 01:44:17 > Calculate Accuracies....
[INFO] 2021-01-04 01:44:18 > F_8 score (Step: 28000, Using valid images): 0.9057959291318524
[INFO] 2021-01-04 01:44:18 > F_1/8 score (Step: 28000, Using valid images): 0.9788229650697776
[INFO] 2021-01-04 01:44:18 > FID score (Step: 28000, Using valid moments): 25.215244035573164
[INFO] 2021-01-04 01:44:18 > Inception score (Step: 28000, 10000 generated images): 14.354519844055176
[INFO] 2021-01-04 01:44:18 > Best FID score (Step: 28000, Using valid moments): 25.215244035573164
[INFO] 2021-01-04 01:44:32 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 01:47:24 > Step:   28100 Progress: 28.1% Elapsed: 13:35:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.05923 Generator_loss: 4.87247 
[INFO] 2021-01-04 01:50:13 > Step:   28200 Progress: 28.2% Elapsed: 13:37:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.05662 Generator_loss: 3.73616 
[INFO] 2021-01-04 01:53:04 > Step:   28300 Progress: 28.3% Elapsed: 13:40:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.77112 Generator_loss: 5.23895 
[INFO] 2021-01-04 01:55:52 > Step:   28400 Progress: 28.4% Elapsed: 13:43:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.81366 Generator_loss: 5.10509 
[INFO] 2021-01-04 01:58:42 > Step:   28500 Progress: 28.5% Elapsed: 13:46:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.8828 Generator_loss: 3.81007 
[INFO] 2021-01-04 02:01:32 > Step:   28600 Progress: 28.6% Elapsed: 13:49:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.2547 Generator_loss: 4.59935 
[INFO] 2021-01-04 02:04:23 > Step:   28700 Progress: 28.7% Elapsed: 13:52:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.79395 Generator_loss: 4.71296 
[INFO] 2021-01-04 02:07:15 > Step:   28800 Progress: 28.8% Elapsed: 13:54:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.91696 Generator_loss: 5.33686 
[INFO] 2021-01-04 02:10:07 > Step:   28900 Progress: 28.9% Elapsed: 13:57:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.81002 Generator_loss: 5.12807 
[INFO] 2021-01-04 02:12:58 > Step:   29000 Progress: 29.0% Elapsed: 14:00:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.83362 Generator_loss: 4.70226 
[INFO] 2021-01-04 02:15:47 > Step:   29100 Progress: 29.1% Elapsed: 14:03:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.79337 Generator_loss: 5.15929 
[INFO] 2021-01-04 02:18:40 > Step:   29200 Progress: 29.2% Elapsed: 14:06:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.95137 Generator_loss: 5.27385 
[INFO] 2021-01-04 02:21:27 > Step:   29300 Progress: 29.3% Elapsed: 14:09:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.80029 Generator_loss: 4.70783 
[INFO] 2021-01-04 02:24:18 > Step:   29400 Progress: 29.4% Elapsed: 14:11:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.10262 Generator_loss: 4.46065 
[INFO] 2021-01-04 02:27:05 > Step:   29500 Progress: 29.5% Elapsed: 14:14:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.82018 Generator_loss: 4.0615 
[INFO] 2021-01-04 02:29:54 > Step:   29600 Progress: 29.6% Elapsed: 14:17:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.7553 Generator_loss: 5.19318 
[INFO] 2021-01-04 02:32:43 > Step:   29700 Progress: 29.7% Elapsed: 14:20:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.08847 Generator_loss: 4.06464 
[INFO] 2021-01-04 02:35:31 > Step:   29800 Progress: 29.8% Elapsed: 14:23:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.79302 Generator_loss: 5.19599 
[INFO] 2021-01-04 02:38:20 > Step:   29900 Progress: 29.9% Elapsed: 14:25:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.99296 Generator_loss: 4.62676 
[INFO] 2021-01-04 02:41:08 > Step:   30000 Progress: 30.0% Elapsed: 14:28:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.9013 Generator_loss: 5.21242 
[INFO] 2021-01-04 02:41:08 > Start Evaluation (30000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 02:41:08 > Calculating FID Score....
[INFO] 2021-01-04 02:41:21 > Calculating Inception Score....
[INFO] 2021-01-04 02:41:24 > Calculate F_beta Score....
[INFO] 2021-01-04 02:41:42 > Calculate Accuracies....
[INFO] 2021-01-04 02:41:44 > Calculate Accuracies....
[INFO] 2021-01-04 02:41:45 > F_8 score (Step: 30000, Using valid images): 0.9159494354524552
[INFO] 2021-01-04 02:41:46 > F_1/8 score (Step: 30000, Using valid images): 0.978091457211549
[INFO] 2021-01-04 02:41:46 > FID score (Step: 30000, Using valid moments): 24.124912626268156
[INFO] 2021-01-04 02:41:46 > Inception score (Step: 30000, 10000 generated images): 14.858887672424316
[INFO] 2021-01-04 02:41:46 > Best FID score (Step: 30000, Using valid moments): 24.124912626268156
[INFO] 2021-01-04 02:41:59 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 02:44:49 > Step:   30100 Progress: 30.1% Elapsed: 14:32:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.9238 Generator_loss: 4.9625 
[INFO] 2021-01-04 02:47:41 > Step:   30200 Progress: 30.2% Elapsed: 14:35:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.21639 Generator_loss: 4.27666 
[INFO] 2021-01-04 02:50:32 > Step:   30300 Progress: 30.3% Elapsed: 14:38:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.88256 Generator_loss: 5.35594 
[INFO] 2021-01-04 02:53:26 > Step:   30400 Progress: 30.4% Elapsed: 14:41:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.93519 Generator_loss: 4.80257 
[INFO] 2021-01-04 02:56:18 > Step:   30500 Progress: 30.5% Elapsed: 14:43:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.10909 Generator_loss: 4.66004 
[INFO] 2021-01-04 02:59:11 > Step:   30600 Progress: 30.6% Elapsed: 14:46:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.91948 Generator_loss: 5.43436 
[INFO] 2021-01-04 03:02:02 > Step:   30700 Progress: 30.7% Elapsed: 14:49:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.78161 Generator_loss: 5.20562 
[INFO] 2021-01-04 03:04:53 > Step:   30800 Progress: 30.8% Elapsed: 14:52:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.99257 Generator_loss: 4.85526 
[INFO] 2021-01-04 03:07:45 > Step:   30900 Progress: 30.9% Elapsed: 14:55:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.91717 Generator_loss: 4.19687 
[INFO] 2021-01-04 03:10:39 > Step:   31000 Progress: 31.0% Elapsed: 14:58:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.91592 Generator_loss: 3.7221 
[INFO] 2021-01-04 03:13:30 > Step:   31100 Progress: 31.1% Elapsed: 15:01:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.05582 Generator_loss: 3.66615 
[INFO] 2021-01-04 03:16:24 > Step:   31200 Progress: 31.2% Elapsed: 15:04:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.86444 Generator_loss: 4.99346 
[INFO] 2021-01-04 03:19:18 > Step:   31300 Progress: 31.3% Elapsed: 15:06:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.0246 Generator_loss: 5.32401 
[INFO] 2021-01-04 03:22:10 > Step:   31400 Progress: 31.4% Elapsed: 15:09:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.91962 Generator_loss: 3.84845 
[INFO] 2021-01-04 03:25:01 > Step:   31500 Progress: 31.5% Elapsed: 15:12:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.151 Generator_loss: 4.98849 
[INFO] 2021-01-04 03:27:55 > Step:   31600 Progress: 31.6% Elapsed: 15:15:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.75064 Generator_loss: 5.19176 
[INFO] 2021-01-04 03:30:47 > Step:   31700 Progress: 31.7% Elapsed: 15:18:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.77819 Generator_loss: 4.14528 
[INFO] 2021-01-04 03:33:36 > Step:   31800 Progress: 31.8% Elapsed: 15:21:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.79568 Generator_loss: 4.53241 
[INFO] 2021-01-04 03:36:26 > Step:   31900 Progress: 31.9% Elapsed: 15:24:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.04681 Generator_loss: 5.10143 
[INFO] 2021-01-04 03:39:17 > Step:   32000 Progress: 32.0% Elapsed: 15:26:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.05411 Generator_loss: 4.62126 
[INFO] 2021-01-04 03:39:17 > Start Evaluation (32000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 03:39:17 > Calculating FID Score....
[INFO] 2021-01-04 03:39:31 > Calculating Inception Score....
[INFO] 2021-01-04 03:39:34 > Calculate F_beta Score....
[INFO] 2021-01-04 03:39:51 > Calculate Accuracies....
[INFO] 2021-01-04 03:39:54 > Calculate Accuracies....
[INFO] 2021-01-04 03:39:55 > F_8 score (Step: 32000, Using valid images): 0.9195150915774237
[INFO] 2021-01-04 03:39:55 > F_1/8 score (Step: 32000, Using valid images): 0.9805234791510679
[INFO] 2021-01-04 03:39:55 > FID score (Step: 32000, Using valid moments): 23.270787259444262
[INFO] 2021-01-04 03:39:55 > Inception score (Step: 32000, 10000 generated images): 14.830945014953613
[INFO] 2021-01-04 03:39:55 > Best FID score (Step: 32000, Using valid moments): 23.270787259444262
[INFO] 2021-01-04 03:40:08 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 03:42:57 > Step:   32100 Progress: 32.1% Elapsed: 15:30:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.90769 Generator_loss: 5.24737 
[INFO] 2021-01-04 03:45:48 > Step:   32200 Progress: 32.2% Elapsed: 15:33:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.94998 Generator_loss: 4.89912 
[INFO] 2021-01-04 03:48:38 > Step:   32300 Progress: 32.3% Elapsed: 15:36:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.98931 Generator_loss: 4.93533 
[INFO] 2021-01-04 03:51:30 > Step:   32400 Progress: 32.4% Elapsed: 15:39:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.75761 Generator_loss: 5.19064 
[INFO] 2021-01-04 03:54:22 > Step:   32500 Progress: 32.5% Elapsed: 15:42:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.87855 Generator_loss: 4.23869 
[INFO] 2021-01-04 03:57:16 > Step:   32600 Progress: 32.6% Elapsed: 15:44:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.93243 Generator_loss: 3.66571 
[INFO] 2021-01-04 04:00:10 > Step:   32700 Progress: 32.7% Elapsed: 15:47:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.92446 Generator_loss: 5.30082 
[INFO] 2021-01-04 04:03:01 > Step:   32800 Progress: 32.8% Elapsed: 15:50:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.76929 Generator_loss: 5.2447 
[INFO] 2021-01-04 04:05:55 > Step:   32900 Progress: 32.9% Elapsed: 15:53:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.81893 Generator_loss: 3.95012 
[INFO] 2021-01-04 04:08:50 > Step:   33000 Progress: 33.0% Elapsed: 15:56:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.99702 Generator_loss: 4.68975 
[INFO] 2021-01-04 04:11:41 > Step:   33100 Progress: 33.1% Elapsed: 15:59:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.93054 Generator_loss: 4.75752 
[INFO] 2021-01-04 04:14:34 > Step:   33200 Progress: 33.2% Elapsed: 16:02:13 temperature: 1.0 ada_p: No Discriminator_loss: 6.10779 Generator_loss: 5.10056 
[INFO] 2021-01-04 04:17:26 > Step:   33300 Progress: 33.3% Elapsed: 16:05:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.03397 Generator_loss: 4.72813 
[INFO] 2021-01-04 04:20:18 > Step:   33400 Progress: 33.4% Elapsed: 16:07:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.84681 Generator_loss: 5.30121 
[INFO] 2021-01-04 04:23:07 > Step:   33500 Progress: 33.5% Elapsed: 16:10:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.90069 Generator_loss: 5.52058 
[INFO] 2021-01-04 04:25:57 > Step:   33600 Progress: 33.6% Elapsed: 16:13:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.81533 Generator_loss: 4.10468 
[INFO] 2021-01-04 04:28:48 > Step:   33700 Progress: 33.7% Elapsed: 16:16:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.98952 Generator_loss: 4.96544 
[INFO] 2021-01-04 04:31:41 > Step:   33800 Progress: 33.8% Elapsed: 16:19:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.83972 Generator_loss: 5.22457 
[INFO] 2021-01-04 04:34:31 > Step:   33900 Progress: 33.9% Elapsed: 16:22:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.91419 Generator_loss: 3.79901 
[INFO] 2021-01-04 04:37:18 > Step:   34000 Progress: 34.0% Elapsed: 16:24:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.89638 Generator_loss: 5.22464 
[INFO] 2021-01-04 04:37:18 > Start Evaluation (34000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 04:37:18 > Calculating FID Score....
[INFO] 2021-01-04 04:37:31 > Calculating Inception Score....
[INFO] 2021-01-04 04:37:34 > Calculate F_beta Score....
[INFO] 2021-01-04 04:37:52 > Calculate Accuracies....
[INFO] 2021-01-04 04:37:55 > Calculate Accuracies....
[INFO] 2021-01-04 04:37:57 > F_8 score (Step: 34000, Using valid images): 0.9211944358504397
[INFO] 2021-01-04 04:37:57 > F_1/8 score (Step: 34000, Using valid images): 0.9799096219529532
[INFO] 2021-01-04 04:37:57 > FID score (Step: 34000, Using valid moments): 22.86985938787177
[INFO] 2021-01-04 04:37:57 > Inception score (Step: 34000, 10000 generated images): 15.44773006439209
[INFO] 2021-01-04 04:37:57 > Best FID score (Step: 34000, Using valid moments): 22.86985938787177
[INFO] 2021-01-04 04:38:10 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 04:41:02 > Step:   34100 Progress: 34.1% Elapsed: 16:28:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.75831 Generator_loss: 5.2404 
[INFO] 2021-01-04 04:43:54 > Step:   34200 Progress: 34.2% Elapsed: 16:31:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.93476 Generator_loss: 4.32296 
[INFO] 2021-01-04 04:46:48 > Step:   34300 Progress: 34.3% Elapsed: 16:34:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.88809 Generator_loss: 4.45723 
[INFO] 2021-01-04 04:49:39 > Step:   34400 Progress: 34.4% Elapsed: 16:37:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.91257 Generator_loss: 4.09651 
[INFO] 2021-01-04 04:52:31 > Step:   34500 Progress: 34.5% Elapsed: 16:40:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.86471 Generator_loss: 5.06828 
[INFO] 2021-01-04 04:55:25 > Step:   34600 Progress: 34.6% Elapsed: 16:43:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.769 Generator_loss: 4.61504 
[INFO] 2021-01-04 04:58:18 > Step:   34700 Progress: 34.7% Elapsed: 16:45:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.99118 Generator_loss: 5.06433 
[INFO] 2021-01-04 05:01:11 > Step:   34800 Progress: 34.8% Elapsed: 16:48:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.84211 Generator_loss: 5.4148 
[INFO] 2021-01-04 05:04:04 > Step:   34900 Progress: 34.9% Elapsed: 16:51:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.77756 Generator_loss: 4.71471 
[INFO] 2021-01-04 05:06:58 > Step:   35000 Progress: 35.0% Elapsed: 16:54:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.88711 Generator_loss: 3.91128 
[INFO] 2021-01-04 05:09:50 > Step:   35100 Progress: 35.1% Elapsed: 16:57:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.80271 Generator_loss: 4.4737 
[INFO] 2021-01-04 05:12:45 > Step:   35200 Progress: 35.2% Elapsed: 17:00:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.96165 Generator_loss: 5.35566 
[INFO] 2021-01-04 05:15:33 > Step:   35300 Progress: 35.3% Elapsed: 17:03:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.7494 Generator_loss: 4.78609 
[INFO] 2021-01-04 05:18:23 > Step:   35400 Progress: 35.4% Elapsed: 17:06:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.88344 Generator_loss: 3.94516 
[INFO] 2021-01-04 05:21:11 > Step:   35500 Progress: 35.5% Elapsed: 17:08:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.78513 Generator_loss: 5.21246 
[INFO] 2021-01-04 05:24:00 > Step:   35600 Progress: 35.6% Elapsed: 17:11:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.91792 Generator_loss: 5.40763 
[INFO] 2021-01-04 05:26:53 > Step:   35700 Progress: 35.7% Elapsed: 17:14:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.31545 Generator_loss: 4.4056 
[INFO] 2021-01-04 05:29:45 > Step:   35800 Progress: 35.8% Elapsed: 17:17:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.65134 Generator_loss: 5.39265 
[INFO] 2021-01-04 05:32:38 > Step:   35900 Progress: 35.9% Elapsed: 17:20:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.14044 Generator_loss: 4.74043 
[INFO] 2021-01-04 05:35:29 > Step:   36000 Progress: 36.0% Elapsed: 17:23:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.80885 Generator_loss: 5.26224 
[INFO] 2021-01-04 05:35:29 > Start Evaluation (36000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 05:35:29 > Calculating FID Score....
[INFO] 2021-01-04 05:35:43 > Calculating Inception Score....
[INFO] 2021-01-04 05:35:46 > Calculate F_beta Score....
[INFO] 2021-01-04 05:36:03 > Calculate Accuracies....
[INFO] 2021-01-04 05:36:06 > Calculate Accuracies....
[INFO] 2021-01-04 05:36:07 > F_8 score (Step: 36000, Using valid images): 0.9274813112665417
[INFO] 2021-01-04 05:36:07 > F_1/8 score (Step: 36000, Using valid images): 0.9797853580651039
[INFO] 2021-01-04 05:36:07 > FID score (Step: 36000, Using valid moments): 22.709128780229037
[INFO] 2021-01-04 05:36:07 > Inception score (Step: 36000, 10000 generated images): 15.865052223205566
[INFO] 2021-01-04 05:36:07 > Best FID score (Step: 36000, Using valid moments): 22.709128780229037
[INFO] 2021-01-04 05:36:21 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 05:39:14 > Step:   36100 Progress: 36.1% Elapsed: 17:26:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.94171 Generator_loss: 4.86355 
[INFO] 2021-01-04 05:42:06 > Step:   36200 Progress: 36.2% Elapsed: 17:29:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.73821 Generator_loss: 5.17477 
[INFO] 2021-01-04 05:45:00 > Step:   36300 Progress: 36.3% Elapsed: 17:32:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.79775 Generator_loss: 3.82153 
[INFO] 2021-01-04 05:47:52 > Step:   36400 Progress: 36.4% Elapsed: 17:35:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.99582 Generator_loss: 3.71446 
[INFO] 2021-01-04 05:50:45 > Step:   36500 Progress: 36.5% Elapsed: 17:38:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.78181 Generator_loss: 4.3076 
[INFO] 2021-01-04 05:53:36 > Step:   36600 Progress: 36.6% Elapsed: 17:41:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.72393 Generator_loss: 5.46427 
[INFO] 2021-01-04 05:56:29 > Step:   36700 Progress: 36.7% Elapsed: 17:44:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.75475 Generator_loss: 5.08877 
[INFO] 2021-01-04 05:59:20 > Step:   36800 Progress: 36.8% Elapsed: 17:47:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.86558 Generator_loss: 5.31199 
[INFO] 2021-01-04 06:02:11 > Step:   36900 Progress: 36.9% Elapsed: 17:49:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.11178 Generator_loss: 4.2639 
[INFO] 2021-01-04 06:05:03 > Step:   37000 Progress: 37.0% Elapsed: 17:52:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.68783 Generator_loss: 4.71677 
[INFO] 2021-01-04 06:07:57 > Step:   37100 Progress: 37.1% Elapsed: 17:55:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.22162 Generator_loss: 4.64697 
[INFO] 2021-01-04 06:10:48 > Step:   37200 Progress: 37.2% Elapsed: 17:58:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.31946 Generator_loss: 4.49687 
[INFO] 2021-01-04 06:13:41 > Step:   37300 Progress: 37.3% Elapsed: 18:01:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.69502 Generator_loss: 4.79748 
[INFO] 2021-01-04 06:16:33 > Step:   37400 Progress: 37.4% Elapsed: 18:04:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.89778 Generator_loss: 4.94005 
[INFO] 2021-01-04 06:19:24 > Step:   37500 Progress: 37.5% Elapsed: 18:07:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.06992 Generator_loss: 4.63647 
[INFO] 2021-01-04 06:22:15 > Step:   37600 Progress: 37.6% Elapsed: 18:09:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.68803 Generator_loss: 4.00437 
[INFO] 2021-01-04 06:25:08 > Step:   37700 Progress: 37.7% Elapsed: 18:12:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.95714 Generator_loss: 4.79084 
[INFO] 2021-01-04 06:28:00 > Step:   37800 Progress: 37.8% Elapsed: 18:15:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.0272 Generator_loss: 4.70721 
[INFO] 2021-01-04 06:30:51 > Step:   37900 Progress: 37.9% Elapsed: 18:18:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.8511 Generator_loss: 5.14773 
[INFO] 2021-01-04 06:33:42 > Step:   38000 Progress: 38.0% Elapsed: 18:21:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.80799 Generator_loss: 5.15367 
[INFO] 2021-01-04 06:33:42 > Start Evaluation (38000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 06:33:42 > Calculating FID Score....
[INFO] 2021-01-04 06:33:57 > Calculating Inception Score....
[INFO] 2021-01-04 06:34:00 > Calculate F_beta Score....
[INFO] 2021-01-04 06:34:17 > Calculate Accuracies....
[INFO] 2021-01-04 06:34:19 > Calculate Accuracies....
[INFO] 2021-01-04 06:34:21 > F_8 score (Step: 38000, Using valid images): 0.9346073171682014
[INFO] 2021-01-04 06:34:21 > F_1/8 score (Step: 38000, Using valid images): 0.9793852996240497
[INFO] 2021-01-04 06:34:21 > FID score (Step: 38000, Using valid moments): 22.533851833913957
[INFO] 2021-01-04 06:34:21 > Inception score (Step: 38000, 10000 generated images): 16.089069366455078
[INFO] 2021-01-04 06:34:21 > Best FID score (Step: 38000, Using valid moments): 22.533851833913957
[INFO] 2021-01-04 06:34:34 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 06:37:25 > Step:   38100 Progress: 38.1% Elapsed: 18:25:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.79226 Generator_loss: 4.16973 
[INFO] 2021-01-04 06:40:15 > Step:   38200 Progress: 38.2% Elapsed: 18:27:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.86625 Generator_loss: 5.15074 
[INFO] 2021-01-04 06:43:07 > Step:   38300 Progress: 38.3% Elapsed: 18:30:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.90716 Generator_loss: 4.05023 
[INFO] 2021-01-04 06:45:57 > Step:   38400 Progress: 38.4% Elapsed: 18:33:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.21374 Generator_loss: 4.67913 
[INFO] 2021-01-04 06:48:50 > Step:   38500 Progress: 38.5% Elapsed: 18:36:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.86305 Generator_loss: 5.15187 
[INFO] 2021-01-04 06:51:40 > Step:   38600 Progress: 38.6% Elapsed: 18:39:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.83608 Generator_loss: 5.43298 
[INFO] 2021-01-04 06:54:32 > Step:   38700 Progress: 38.7% Elapsed: 18:42:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.89606 Generator_loss: 3.72059 
[INFO] 2021-01-04 06:57:23 > Step:   38800 Progress: 38.8% Elapsed: 18:45:03 temperature: 1.0 ada_p: No Discriminator_loss: 6.12654 Generator_loss: 4.74697 
[INFO] 2021-01-04 07:00:16 > Step:   38900 Progress: 38.9% Elapsed: 18:47:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.78475 Generator_loss: 4.93835 
[INFO] 2021-01-04 07:03:04 > Step:   39000 Progress: 39.0% Elapsed: 18:50:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.84908 Generator_loss: 4.19576 
[INFO] 2021-01-04 07:05:56 > Step:   39100 Progress: 39.1% Elapsed: 18:53:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.314 Generator_loss: 4.4134 
[INFO] 2021-01-04 07:08:45 > Step:   39200 Progress: 39.2% Elapsed: 18:56:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.69829 Generator_loss: 5.17552 
[INFO] 2021-01-04 07:11:34 > Step:   39300 Progress: 39.3% Elapsed: 18:59:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.76774 Generator_loss: 3.96794 
[INFO] 2021-01-04 07:14:27 > Step:   39400 Progress: 39.4% Elapsed: 19:02:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.06595 Generator_loss: 4.38544 
[INFO] 2021-01-04 07:17:17 > Step:   39500 Progress: 39.5% Elapsed: 19:04:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.88678 Generator_loss: 5.19608 
[INFO] 2021-01-04 07:20:06 > Step:   39600 Progress: 39.6% Elapsed: 19:07:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.7771 Generator_loss: 5.15732 
[INFO] 2021-01-04 07:22:58 > Step:   39700 Progress: 39.7% Elapsed: 19:10:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.68086 Generator_loss: 4.94705 
[INFO] 2021-01-04 07:25:49 > Step:   39800 Progress: 39.8% Elapsed: 19:13:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.76062 Generator_loss: 4.81189 
[INFO] 2021-01-04 07:28:39 > Step:   39900 Progress: 39.9% Elapsed: 19:16:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.78695 Generator_loss: 5.22504 
[INFO] 2021-01-04 07:31:30 > Step:   40000 Progress: 40.0% Elapsed: 19:19:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.04536 Generator_loss: 4.03917 
[INFO] 2021-01-04 07:31:30 > Start Evaluation (40000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 07:31:30 > Calculating FID Score....
[INFO] 2021-01-04 07:31:43 > Calculating Inception Score....
[INFO] 2021-01-04 07:31:46 > Calculate F_beta Score....
[INFO] 2021-01-04 07:32:03 > Calculate Accuracies....
[INFO] 2021-01-04 07:32:05 > Calculate Accuracies....
[INFO] 2021-01-04 07:32:07 > F_8 score (Step: 40000, Using valid images): 0.9439221208991879
[INFO] 2021-01-04 07:32:07 > F_1/8 score (Step: 40000, Using valid images): 0.9819860984722611
[INFO] 2021-01-04 07:32:07 > FID score (Step: 40000, Using valid moments): 22.62015078072517
[INFO] 2021-01-04 07:32:07 > Inception score (Step: 40000, 10000 generated images): 15.5962495803833
[INFO] 2021-01-04 07:32:07 > Best FID score (Step: 38000, Using valid moments): 22.533851833913957
[INFO] 2021-01-04 07:32:14 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 07:35:05 > Step:   40100 Progress: 40.1% Elapsed: 19:22:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.19775 Generator_loss: 4.33187 
[INFO] 2021-01-04 07:37:57 > Step:   40200 Progress: 40.2% Elapsed: 19:25:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.91704 Generator_loss: 5.29068 
[INFO] 2021-01-04 07:40:49 > Step:   40300 Progress: 40.3% Elapsed: 19:28:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.71379 Generator_loss: 4.27446 
[INFO] 2021-01-04 07:43:39 > Step:   40400 Progress: 40.4% Elapsed: 19:31:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.06033 Generator_loss: 4.60858 
[INFO] 2021-01-04 07:46:28 > Step:   40500 Progress: 40.5% Elapsed: 19:34:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.71814 Generator_loss: 5.12578 
[INFO] 2021-01-04 07:49:18 > Step:   40600 Progress: 40.6% Elapsed: 19:36:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.73154 Generator_loss: 5.22885 
[INFO] 2021-01-04 07:52:08 > Step:   40700 Progress: 40.7% Elapsed: 19:39:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.80582 Generator_loss: 4.49532 
[INFO] 2021-01-04 07:54:58 > Step:   40800 Progress: 40.8% Elapsed: 19:42:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.69933 Generator_loss: 4.60039 
[INFO] 2021-01-04 07:57:49 > Step:   40900 Progress: 40.9% Elapsed: 19:45:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.84102 Generator_loss: 3.95304 
[INFO] 2021-01-04 08:00:40 > Step:   41000 Progress: 41.0% Elapsed: 19:48:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.01866 Generator_loss: 4.80361 
[INFO] 2021-01-04 08:03:31 > Step:   41100 Progress: 41.1% Elapsed: 19:51:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.91153 Generator_loss: 4.84798 
[INFO] 2021-01-04 08:06:23 > Step:   41200 Progress: 41.2% Elapsed: 19:54:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.95102 Generator_loss: 4.998 
[INFO] 2021-01-04 08:09:14 > Step:   41300 Progress: 41.3% Elapsed: 19:56:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.94354 Generator_loss: 5.12923 
[INFO] 2021-01-04 08:12:02 > Step:   41400 Progress: 41.4% Elapsed: 19:59:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.8546 Generator_loss: 5.09351 
[INFO] 2021-01-04 08:14:54 > Step:   41500 Progress: 41.5% Elapsed: 20:02:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.70051 Generator_loss: 5.23879 
[INFO] 2021-01-04 08:17:46 > Step:   41600 Progress: 41.6% Elapsed: 20:05:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.85435 Generator_loss: 4.30917 
[INFO] 2021-01-04 08:20:39 > Step:   41700 Progress: 41.7% Elapsed: 20:08:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.03258 Generator_loss: 4.97575 
[INFO] 2021-01-04 08:23:31 > Step:   41800 Progress: 41.8% Elapsed: 20:11:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.90071 Generator_loss: 5.19441 
[INFO] 2021-01-04 08:26:20 > Step:   41900 Progress: 41.9% Elapsed: 20:13:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.8682 Generator_loss: 5.019 
[INFO] 2021-01-04 08:29:10 > Step:   42000 Progress: 42.0% Elapsed: 20:16:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.90198 Generator_loss: 5.00041 
[INFO] 2021-01-04 08:29:10 > Start Evaluation (42000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 08:29:10 > Calculating FID Score....
[INFO] 2021-01-04 08:29:23 > Calculating Inception Score....
[INFO] 2021-01-04 08:29:26 > Calculate F_beta Score....
[INFO] 2021-01-04 08:29:43 > Calculate Accuracies....
[INFO] 2021-01-04 08:29:46 > Calculate Accuracies....
[INFO] 2021-01-04 08:29:47 > F_8 score (Step: 42000, Using valid images): 0.9441973842359257
[INFO] 2021-01-04 08:29:47 > F_1/8 score (Step: 42000, Using valid images): 0.9802786292757988
[INFO] 2021-01-04 08:29:47 > FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 08:29:47 > Inception score (Step: 42000, 10000 generated images): 15.829724311828613
[INFO] 2021-01-04 08:29:47 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 08:30:00 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 08:32:52 > Step:   42100 Progress: 42.1% Elapsed: 20:20:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.01533 Generator_loss: 4.92571 
[INFO] 2021-01-04 08:35:42 > Step:   42200 Progress: 42.2% Elapsed: 20:23:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.77962 Generator_loss: 3.81468 
[INFO] 2021-01-04 08:38:34 > Step:   42300 Progress: 42.3% Elapsed: 20:26:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.80216 Generator_loss: 4.00125 
[INFO] 2021-01-04 08:41:25 > Step:   42400 Progress: 42.4% Elapsed: 20:29:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.78341 Generator_loss: 4.69938 
[INFO] 2021-01-04 08:44:16 > Step:   42500 Progress: 42.5% Elapsed: 20:31:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.85585 Generator_loss: 5.26301 
[INFO] 2021-01-04 08:47:07 > Step:   42600 Progress: 42.6% Elapsed: 20:34:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.74124 Generator_loss: 4.11472 
[INFO] 2021-01-04 08:49:58 > Step:   42700 Progress: 42.7% Elapsed: 20:37:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.90922 Generator_loss: 5.21008 
[INFO] 2021-01-04 08:52:49 > Step:   42800 Progress: 42.8% Elapsed: 20:40:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.67159 Generator_loss: 4.29913 
[INFO] 2021-01-04 08:55:41 > Step:   42900 Progress: 42.9% Elapsed: 20:43:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.90606 Generator_loss: 5.35779 
[INFO] 2021-01-04 08:58:31 > Step:   43000 Progress: 43.0% Elapsed: 20:46:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.70275 Generator_loss: 4.71656 
[INFO] 2021-01-04 09:01:23 > Step:   43100 Progress: 43.1% Elapsed: 20:49:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.83628 Generator_loss: 3.91584 
[INFO] 2021-01-04 09:04:15 > Step:   43200 Progress: 43.2% Elapsed: 20:51:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.76796 Generator_loss: 5.53349 
[INFO] 2021-01-04 09:07:03 > Step:   43300 Progress: 43.3% Elapsed: 20:54:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.89667 Generator_loss: 5.21075 
[INFO] 2021-01-04 09:09:50 > Step:   43400 Progress: 43.4% Elapsed: 20:57:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.15107 Generator_loss: 4.64097 
[INFO] 2021-01-04 09:12:38 > Step:   43500 Progress: 43.5% Elapsed: 21:00:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.69535 Generator_loss: 4.98607 
[INFO] 2021-01-04 09:15:25 > Step:   43600 Progress: 43.6% Elapsed: 21:03:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.95932 Generator_loss: 3.67422 
[INFO] 2021-01-04 09:18:12 > Step:   43700 Progress: 43.7% Elapsed: 21:05:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.92173 Generator_loss: 3.87928 
[INFO] 2021-01-04 09:21:01 > Step:   43800 Progress: 43.8% Elapsed: 21:08:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.74764 Generator_loss: 4.84092 
[INFO] 2021-01-04 09:23:48 > Step:   43900 Progress: 43.9% Elapsed: 21:11:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.7468 Generator_loss: 5.22231 
[INFO] 2021-01-04 09:26:37 > Step:   44000 Progress: 44.0% Elapsed: 21:14:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.00269 Generator_loss: 4.87469 
[INFO] 2021-01-04 09:26:37 > Start Evaluation (44000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 09:26:37 > Calculating FID Score....
[INFO] 2021-01-04 09:26:51 > Calculating Inception Score....
[INFO] 2021-01-04 09:26:54 > Calculate F_beta Score....
[INFO] 2021-01-04 09:27:11 > Calculate Accuracies....
[INFO] 2021-01-04 09:27:14 > Calculate Accuracies....
[INFO] 2021-01-04 09:27:15 > F_8 score (Step: 44000, Using valid images): 0.9469580840943881
[INFO] 2021-01-04 09:27:15 > F_1/8 score (Step: 44000, Using valid images): 0.9821933803148349
[INFO] 2021-01-04 09:27:15 > FID score (Step: 44000, Using valid moments): 22.279194145304814
[INFO] 2021-01-04 09:27:15 > Inception score (Step: 44000, 10000 generated images): 16.117626190185547
[INFO] 2021-01-04 09:27:15 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 09:27:22 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 09:30:13 > Step:   44100 Progress: 44.1% Elapsed: 21:17:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.71551 Generator_loss: 4.93992 
[INFO] 2021-01-04 09:33:05 > Step:   44200 Progress: 44.2% Elapsed: 21:20:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.89225 Generator_loss: 5.13502 
[INFO] 2021-01-04 09:35:54 > Step:   44300 Progress: 44.3% Elapsed: 21:23:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.95147 Generator_loss: 5.24334 
[INFO] 2021-01-04 09:38:46 > Step:   44400 Progress: 44.4% Elapsed: 21:26:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.69099 Generator_loss: 5.23055 
[INFO] 2021-01-04 09:41:38 > Step:   44500 Progress: 44.5% Elapsed: 21:29:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.78365 Generator_loss: 3.78656 
[INFO] 2021-01-04 09:44:29 > Step:   44600 Progress: 44.6% Elapsed: 21:32:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.94313 Generator_loss: 4.70285 
[INFO] 2021-01-04 09:47:20 > Step:   44700 Progress: 44.7% Elapsed: 21:34:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.77053 Generator_loss: 4.03227 
[INFO] 2021-01-04 09:50:10 > Step:   44800 Progress: 44.8% Elapsed: 21:37:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.92756 Generator_loss: 3.79475 
[INFO] 2021-01-04 09:52:59 > Step:   44900 Progress: 44.9% Elapsed: 21:40:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.74716 Generator_loss: 5.42413 
[INFO] 2021-01-04 09:55:48 > Step:   45000 Progress: 45.0% Elapsed: 21:43:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.69188 Generator_loss: 5.17962 
[INFO] 2021-01-04 09:58:38 > Step:   45100 Progress: 45.1% Elapsed: 21:46:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.78773 Generator_loss: 4.01935 
[INFO] 2021-01-04 10:01:24 > Step:   45200 Progress: 45.2% Elapsed: 21:49:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.8271 Generator_loss: 5.18453 
[INFO] 2021-01-04 10:04:14 > Step:   45300 Progress: 45.3% Elapsed: 21:51:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.77275 Generator_loss: 5.34932 
[INFO] 2021-01-04 10:07:02 > Step:   45400 Progress: 45.4% Elapsed: 21:54:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.62245 Generator_loss: 4.43898 
[INFO] 2021-01-04 10:09:52 > Step:   45500 Progress: 45.5% Elapsed: 21:57:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.65056 Generator_loss: 4.92723 
[INFO] 2021-01-04 10:12:43 > Step:   45600 Progress: 45.6% Elapsed: 22:00:22 temperature: 1.0 ada_p: No Discriminator_loss: 6.12456 Generator_loss: 4.47013 
[INFO] 2021-01-04 10:15:31 > Step:   45700 Progress: 45.7% Elapsed: 22:03:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.71796 Generator_loss: 4.47074 
[INFO] 2021-01-04 10:18:21 > Step:   45800 Progress: 45.8% Elapsed: 22:06:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.70242 Generator_loss: 4.58622 
[INFO] 2021-01-04 10:21:10 > Step:   45900 Progress: 45.9% Elapsed: 22:08:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.81436 Generator_loss: 3.94216 
[INFO] 2021-01-04 10:23:58 > Step:   46000 Progress: 46.0% Elapsed: 22:11:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.75848 Generator_loss: 4.21565 
[INFO] 2021-01-04 10:23:58 > Start Evaluation (46000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 10:23:58 > Calculating FID Score....
[INFO] 2021-01-04 10:24:12 > Calculating Inception Score....
[INFO] 2021-01-04 10:24:15 > Calculate F_beta Score....
[INFO] 2021-01-04 10:24:31 > Calculate Accuracies....
[INFO] 2021-01-04 10:24:34 > Calculate Accuracies....
[INFO] 2021-01-04 10:24:35 > F_8 score (Step: 46000, Using valid images): 0.9458368378242207
[INFO] 2021-01-04 10:24:35 > F_1/8 score (Step: 46000, Using valid images): 0.9787583949109054
[INFO] 2021-01-04 10:24:35 > FID score (Step: 46000, Using valid moments): 21.961532533817945
[INFO] 2021-01-04 10:24:35 > Inception score (Step: 46000, 10000 generated images): 16.16314125061035
[INFO] 2021-01-04 10:24:35 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 10:24:42 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 10:27:30 > Step:   46100 Progress: 46.1% Elapsed: 22:15:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.12059 Generator_loss: 4.56875 
[INFO] 2021-01-04 10:30:18 > Step:   46200 Progress: 46.2% Elapsed: 22:17:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.87186 Generator_loss: 5.00915 
[INFO] 2021-01-04 10:33:07 > Step:   46300 Progress: 46.3% Elapsed: 22:20:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.74668 Generator_loss: 4.2102 
[INFO] 2021-01-04 10:35:55 > Step:   46400 Progress: 46.4% Elapsed: 22:23:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.73078 Generator_loss: 5.2914 
[INFO] 2021-01-04 10:38:46 > Step:   46500 Progress: 46.5% Elapsed: 22:26:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.87387 Generator_loss: 5.21145 
[INFO] 2021-01-04 10:41:35 > Step:   46600 Progress: 46.6% Elapsed: 22:29:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.76231 Generator_loss: 3.81682 
[INFO] 2021-01-04 10:44:23 > Step:   46700 Progress: 46.7% Elapsed: 22:32:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.77409 Generator_loss: 5.17829 
[INFO] 2021-01-04 10:47:15 > Step:   46800 Progress: 46.8% Elapsed: 22:34:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.21086 Generator_loss: 4.49677 
[INFO] 2021-01-04 10:50:03 > Step:   46900 Progress: 46.9% Elapsed: 22:37:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.66624 Generator_loss: 4.80126 
[INFO] 2021-01-04 10:52:51 > Step:   47000 Progress: 47.0% Elapsed: 22:40:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.76917 Generator_loss: 4.58169 
[INFO] 2021-01-04 10:55:40 > Step:   47100 Progress: 47.1% Elapsed: 22:43:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.71328 Generator_loss: 4.21893 
[INFO] 2021-01-04 10:58:30 > Step:   47200 Progress: 47.2% Elapsed: 22:46:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.89928 Generator_loss: 5.24032 
[INFO] 2021-01-04 11:01:18 > Step:   47300 Progress: 47.3% Elapsed: 22:48:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.76295 Generator_loss: 4.3644 
[INFO] 2021-01-04 11:04:09 > Step:   47400 Progress: 47.4% Elapsed: 22:51:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.78616 Generator_loss: 4.04615 
[INFO] 2021-01-04 11:06:57 > Step:   47500 Progress: 47.5% Elapsed: 22:54:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.76125 Generator_loss: 5.19111 
[INFO] 2021-01-04 11:09:45 > Step:   47600 Progress: 47.6% Elapsed: 22:57:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.84595 Generator_loss: 3.82652 
[INFO] 2021-01-04 11:12:35 > Step:   47700 Progress: 47.7% Elapsed: 23:00:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.7839 Generator_loss: 3.90142 
[INFO] 2021-01-04 11:15:23 > Step:   47800 Progress: 47.8% Elapsed: 23:03:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.95781 Generator_loss: 5.49107 
[INFO] 2021-01-04 11:18:13 > Step:   47900 Progress: 47.9% Elapsed: 23:05:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.83582 Generator_loss: 4.97132 
[INFO] 2021-01-04 11:21:04 > Step:   48000 Progress: 48.0% Elapsed: 23:08:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.68378 Generator_loss: 5.00048 
[INFO] 2021-01-04 11:21:04 > Start Evaluation (48000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 11:21:04 > Calculating FID Score....
[INFO] 2021-01-04 11:21:18 > Calculating Inception Score....
[INFO] 2021-01-04 11:21:21 > Calculate F_beta Score....
[INFO] 2021-01-04 11:21:37 > Calculate Accuracies....
[INFO] 2021-01-04 11:21:40 > Calculate Accuracies....
[INFO] 2021-01-04 11:21:41 > F_8 score (Step: 48000, Using valid images): 0.94984460517484
[INFO] 2021-01-04 11:21:41 > F_1/8 score (Step: 48000, Using valid images): 0.9805840007076215
[INFO] 2021-01-04 11:21:41 > FID score (Step: 48000, Using valid moments): 22.10565104716443
[INFO] 2021-01-04 11:21:41 > Inception score (Step: 48000, 10000 generated images): 15.984935760498047
[INFO] 2021-01-04 11:21:41 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 11:21:49 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 11:24:40 > Step:   48100 Progress: 48.1% Elapsed: 23:12:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.71813 Generator_loss: 4.16741 
[INFO] 2021-01-04 11:27:30 > Step:   48200 Progress: 48.2% Elapsed: 23:15:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.84771 Generator_loss: 5.14585 
[INFO] 2021-01-04 11:30:21 > Step:   48300 Progress: 48.3% Elapsed: 23:18:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.98554 Generator_loss: 4.76746 
[INFO] 2021-01-04 11:33:09 > Step:   48400 Progress: 48.4% Elapsed: 23:20:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.66049 Generator_loss: 5.10203 
[INFO] 2021-01-04 11:35:59 > Step:   48500 Progress: 48.5% Elapsed: 23:23:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.66797 Generator_loss: 4.45164 
[INFO] 2021-01-04 11:38:52 > Step:   48600 Progress: 48.6% Elapsed: 23:26:31 temperature: 1.0 ada_p: No Discriminator_loss: 6.01781 Generator_loss: 4.73724 
[INFO] 2021-01-04 11:41:42 > Step:   48700 Progress: 48.7% Elapsed: 23:29:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.87689 Generator_loss: 5.05435 
[INFO] 2021-01-04 11:44:32 > Step:   48800 Progress: 48.8% Elapsed: 23:32:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.80899 Generator_loss: 4.27456 
[INFO] 2021-01-04 11:47:24 > Step:   48900 Progress: 48.9% Elapsed: 23:35:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.81196 Generator_loss: 5.10786 
[INFO] 2021-01-04 11:50:15 > Step:   49000 Progress: 49.0% Elapsed: 23:37:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.78733 Generator_loss: 5.11145 
[INFO] 2021-01-04 11:53:05 > Step:   49100 Progress: 49.1% Elapsed: 23:40:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.65978 Generator_loss: 4.68456 
[INFO] 2021-01-04 11:55:56 > Step:   49200 Progress: 49.2% Elapsed: 23:43:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.0673 Generator_loss: 4.68324 
[INFO] 2021-01-04 11:58:45 > Step:   49300 Progress: 49.3% Elapsed: 23:46:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.91199 Generator_loss: 5.04827 
[INFO] 2021-01-04 12:01:37 > Step:   49400 Progress: 49.4% Elapsed: 23:49:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.96484 Generator_loss: 4.597 
[INFO] 2021-01-04 12:04:29 > Step:   49500 Progress: 49.5% Elapsed: 23:52:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.91851 Generator_loss: 3.87646 
[INFO] 2021-01-04 12:07:19 > Step:   49600 Progress: 49.6% Elapsed: 23:54:59 temperature: 1.0 ada_p: No Discriminator_loss: 6.23602 Generator_loss: 4.41551 
[INFO] 2021-01-04 12:10:11 > Step:   49700 Progress: 49.7% Elapsed: 23:57:50 temperature: 1.0 ada_p: No Discriminator_loss: 6.12206 Generator_loss: 4.57369 
[INFO] 2021-01-04 12:12:59 > Step:   49800 Progress: 49.8% Elapsed: 1 day, 0:00:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.70825 Generator_loss: 4.44948 
[INFO] 2021-01-04 12:15:49 > Step:   49900 Progress: 49.9% Elapsed: 1 day, 0:03:28 temperature: 1.0 ada_p: No Discriminator_loss: 6.08185 Generator_loss: 4.75137 
[INFO] 2021-01-04 12:18:39 > Step:   50000 Progress: 50.0% Elapsed: 1 day, 0:06:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.69996 Generator_loss: 4.11851 
[INFO] 2021-01-04 12:18:39 > Start Evaluation (50000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 12:18:39 > Calculating FID Score....
[INFO] 2021-01-04 12:18:53 > Calculating Inception Score....
[INFO] 2021-01-04 12:18:56 > Calculate F_beta Score....
[INFO] 2021-01-04 12:19:14 > Calculate Accuracies....
[INFO] 2021-01-04 12:19:16 > Calculate Accuracies....
[INFO] 2021-01-04 12:19:18 > F_8 score (Step: 50000, Using valid images): 0.9480677300981798
[INFO] 2021-01-04 12:19:18 > F_1/8 score (Step: 50000, Using valid images): 0.9759141692484056
[INFO] 2021-01-04 12:19:18 > FID score (Step: 50000, Using valid moments): 22.074991333698676
[INFO] 2021-01-04 12:19:18 > Inception score (Step: 50000, 10000 generated images): 16.50278663635254
[INFO] 2021-01-04 12:19:18 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 12:19:25 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 12:22:16 > Step:   50100 Progress: 50.1% Elapsed: 1 day, 0:09:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.84665 Generator_loss: 5.13173 
[INFO] 2021-01-04 12:25:06 > Step:   50200 Progress: 50.2% Elapsed: 1 day, 0:12:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.7423 Generator_loss: 5.42729 
[INFO] 2021-01-04 12:27:56 > Step:   50300 Progress: 50.3% Elapsed: 1 day, 0:15:35 temperature: 1.0 ada_p: No Discriminator_loss: 6.14093 Generator_loss: 4.61821 
[INFO] 2021-01-04 12:30:46 > Step:   50400 Progress: 50.4% Elapsed: 1 day, 0:18:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.71108 Generator_loss: 4.22004 
[INFO] 2021-01-04 12:33:36 > Step:   50500 Progress: 50.5% Elapsed: 1 day, 0:21:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.8837 Generator_loss: 5.17635 
[INFO] 2021-01-04 12:36:26 > Step:   50600 Progress: 50.6% Elapsed: 1 day, 0:24:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.83407 Generator_loss: 5.12183 
[INFO] 2021-01-04 12:39:16 > Step:   50700 Progress: 50.7% Elapsed: 1 day, 0:26:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.68101 Generator_loss: 4.82753 
[INFO] 2021-01-04 12:42:06 > Step:   50800 Progress: 50.8% Elapsed: 1 day, 0:29:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.65819 Generator_loss: 4.67781 
[INFO] 2021-01-04 12:44:55 > Step:   50900 Progress: 50.9% Elapsed: 1 day, 0:32:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.84873 Generator_loss: 5.04355 
[INFO] 2021-01-04 12:47:47 > Step:   51000 Progress: 51.0% Elapsed: 1 day, 0:35:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.68342 Generator_loss: 5.21696 
[INFO] 2021-01-04 12:50:36 > Step:   51100 Progress: 51.1% Elapsed: 1 day, 0:38:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.66549 Generator_loss: 4.40009 
[INFO] 2021-01-04 12:53:27 > Step:   51200 Progress: 51.2% Elapsed: 1 day, 0:41:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.01867 Generator_loss: 5.02034 
[INFO] 2021-01-04 12:56:18 > Step:   51300 Progress: 51.3% Elapsed: 1 day, 0:43:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.92698 Generator_loss: 5.18303 
[INFO] 2021-01-04 12:59:09 > Step:   51400 Progress: 51.4% Elapsed: 1 day, 0:46:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.744 Generator_loss: 5.35359 
[INFO] 2021-01-04 13:02:00 > Step:   51500 Progress: 51.5% Elapsed: 1 day, 0:49:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.8236 Generator_loss: 3.81915 
[INFO] 2021-01-04 13:04:51 > Step:   51600 Progress: 51.6% Elapsed: 1 day, 0:52:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.79425 Generator_loss: 4.17925 
[INFO] 2021-01-04 13:07:41 > Step:   51700 Progress: 51.7% Elapsed: 1 day, 0:55:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.85101 Generator_loss: 3.73782 
[INFO] 2021-01-04 13:10:32 > Step:   51800 Progress: 51.8% Elapsed: 1 day, 0:58:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.67932 Generator_loss: 5.24567 
[INFO] 2021-01-04 13:13:22 > Step:   51900 Progress: 51.9% Elapsed: 1 day, 1:01:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.72299 Generator_loss: 4.38802 
[INFO] 2021-01-04 13:16:12 > Step:   52000 Progress: 52.0% Elapsed: 1 day, 1:03:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.72872 Generator_loss: 4.00074 
[INFO] 2021-01-04 13:16:12 > Start Evaluation (52000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 13:16:12 > Calculating FID Score....
[INFO] 2021-01-04 13:16:26 > Calculating Inception Score....
[INFO] 2021-01-04 13:16:29 > Calculate F_beta Score....
[INFO] 2021-01-04 13:16:47 > Calculate Accuracies....
[INFO] 2021-01-04 13:16:49 > Calculate Accuracies....
[INFO] 2021-01-04 13:16:51 > F_8 score (Step: 52000, Using valid images): 0.9417679924718281
[INFO] 2021-01-04 13:16:51 > F_1/8 score (Step: 52000, Using valid images): 0.9809515981781807
[INFO] 2021-01-04 13:16:51 > FID score (Step: 52000, Using valid moments): 22.717282411948645
[INFO] 2021-01-04 13:16:51 > Inception score (Step: 52000, 10000 generated images): 16.595346450805664
[INFO] 2021-01-04 13:16:51 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 13:16:58 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 13:19:48 > Step:   52100 Progress: 52.1% Elapsed: 1 day, 1:07:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.69256 Generator_loss: 5.41436 
[INFO] 2021-01-04 13:22:39 > Step:   52200 Progress: 52.2% Elapsed: 1 day, 1:10:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.87328 Generator_loss: 5.30366 
[INFO] 2021-01-04 13:25:28 > Step:   52300 Progress: 52.3% Elapsed: 1 day, 1:13:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.64213 Generator_loss: 5.32791 
[INFO] 2021-01-04 13:28:18 > Step:   52400 Progress: 52.4% Elapsed: 1 day, 1:15:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.66317 Generator_loss: 4.91196 
[INFO] 2021-01-04 13:31:07 > Step:   52500 Progress: 52.5% Elapsed: 1 day, 1:18:46 temperature: 1.0 ada_p: No Discriminator_loss: 6.15884 Generator_loss: 4.66895 
[INFO] 2021-01-04 13:33:57 > Step:   52600 Progress: 52.6% Elapsed: 1 day, 1:21:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.87277 Generator_loss: 3.71498 
[INFO] 2021-01-04 13:36:47 > Step:   52700 Progress: 52.7% Elapsed: 1 day, 1:24:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.78234 Generator_loss: 4.9449 
[INFO] 2021-01-04 13:39:39 > Step:   52800 Progress: 52.8% Elapsed: 1 day, 1:27:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.85445 Generator_loss: 4.99977 
[INFO] 2021-01-04 13:42:27 > Step:   52900 Progress: 52.9% Elapsed: 1 day, 1:30:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.6537 Generator_loss: 5.09913 
[INFO] 2021-01-04 13:45:17 > Step:   53000 Progress: 53.0% Elapsed: 1 day, 1:32:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.7544 Generator_loss: 5.42906 
[INFO] 2021-01-04 13:48:07 > Step:   53100 Progress: 53.1% Elapsed: 1 day, 1:35:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.90377 Generator_loss: 4.94084 
[INFO] 2021-01-04 13:50:57 > Step:   53200 Progress: 53.2% Elapsed: 1 day, 1:38:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.87613 Generator_loss: 5.18225 
[INFO] 2021-01-04 13:53:46 > Step:   53300 Progress: 53.3% Elapsed: 1 day, 1:41:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.97258 Generator_loss: 4.973 
[INFO] 2021-01-04 13:56:35 > Step:   53400 Progress: 53.4% Elapsed: 1 day, 1:44:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.75985 Generator_loss: 5.22267 
[INFO] 2021-01-04 13:59:26 > Step:   53500 Progress: 53.5% Elapsed: 1 day, 1:47:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.14624 Generator_loss: 4.63705 
[INFO] 2021-01-04 14:02:16 > Step:   53600 Progress: 53.6% Elapsed: 1 day, 1:49:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.92046 Generator_loss: 5.13356 
[INFO] 2021-01-04 14:05:04 > Step:   53700 Progress: 53.7% Elapsed: 1 day, 1:52:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.80948 Generator_loss: 5.07062 
[INFO] 2021-01-04 14:07:54 > Step:   53800 Progress: 53.8% Elapsed: 1 day, 1:55:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.07395 Generator_loss: 4.64274 
[INFO] 2021-01-04 14:10:46 > Step:   53900 Progress: 53.9% Elapsed: 1 day, 1:58:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.83177 Generator_loss: 4.01362 
[INFO] 2021-01-04 14:13:37 > Step:   54000 Progress: 54.0% Elapsed: 1 day, 2:01:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.68302 Generator_loss: 4.29564 
[INFO] 2021-01-04 14:13:37 > Start Evaluation (54000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 14:13:37 > Calculating FID Score....
[INFO] 2021-01-04 14:13:51 > Calculating Inception Score....
[INFO] 2021-01-04 14:13:54 > Calculate F_beta Score....
[INFO] 2021-01-04 14:14:11 > Calculate Accuracies....
[INFO] 2021-01-04 14:14:14 > Calculate Accuracies....
[INFO] 2021-01-04 14:14:15 > F_8 score (Step: 54000, Using valid images): 0.9484348791976879
[INFO] 2021-01-04 14:14:15 > F_1/8 score (Step: 54000, Using valid images): 0.9756393101729159
[INFO] 2021-01-04 14:14:15 > FID score (Step: 54000, Using valid moments): 23.170480703576743
[INFO] 2021-01-04 14:14:15 > Inception score (Step: 54000, 10000 generated images): 16.68976593017578
[INFO] 2021-01-04 14:14:15 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 14:14:23 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 14:17:15 > Step:   54100 Progress: 54.1% Elapsed: 1 day, 2:04:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.75701 Generator_loss: 3.8642 
[INFO] 2021-01-04 14:20:07 > Step:   54200 Progress: 54.2% Elapsed: 1 day, 2:07:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.84711 Generator_loss: 3.61528 
[INFO] 2021-01-04 14:22:57 > Step:   54300 Progress: 54.3% Elapsed: 1 day, 2:10:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.75061 Generator_loss: 4.23188 
[INFO] 2021-01-04 14:25:46 > Step:   54400 Progress: 54.4% Elapsed: 1 day, 2:13:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.73702 Generator_loss: 4.40822 
[INFO] 2021-01-04 14:28:35 > Step:   54500 Progress: 54.5% Elapsed: 1 day, 2:16:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.90305 Generator_loss: 4.13935 
[INFO] 2021-01-04 14:31:24 > Step:   54600 Progress: 54.6% Elapsed: 1 day, 2:19:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.74594 Generator_loss: 5.12229 
[INFO] 2021-01-04 14:34:15 > Step:   54700 Progress: 54.7% Elapsed: 1 day, 2:21:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.10548 Generator_loss: 4.47712 
[INFO] 2021-01-04 14:37:05 > Step:   54800 Progress: 54.8% Elapsed: 1 day, 2:24:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.58421 Generator_loss: 5.27971 
[INFO] 2021-01-04 14:39:56 > Step:   54900 Progress: 54.9% Elapsed: 1 day, 2:27:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.96115 Generator_loss: 5.2906 
[INFO] 2021-01-04 14:42:48 > Step:   55000 Progress: 55.0% Elapsed: 1 day, 2:30:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.6779 Generator_loss: 5.18346 
[INFO] 2021-01-04 14:45:39 > Step:   55100 Progress: 55.1% Elapsed: 1 day, 2:33:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.6394 Generator_loss: 4.88978 
[INFO] 2021-01-04 14:48:30 > Step:   55200 Progress: 55.2% Elapsed: 1 day, 2:36:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.83929 Generator_loss: 5.08142 
[INFO] 2021-01-04 14:51:20 > Step:   55300 Progress: 55.3% Elapsed: 1 day, 2:39:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.89107 Generator_loss: 3.65196 
[INFO] 2021-01-04 14:54:11 > Step:   55400 Progress: 55.4% Elapsed: 1 day, 2:41:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.65975 Generator_loss: 4.98871 
[INFO] 2021-01-04 14:57:00 > Step:   55500 Progress: 55.5% Elapsed: 1 day, 2:44:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.71021 Generator_loss: 5.28019 
[INFO] 2021-01-04 14:59:50 > Step:   55600 Progress: 55.6% Elapsed: 1 day, 2:47:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.77252 Generator_loss: 3.91715 
[INFO] 2021-01-04 15:02:42 > Step:   55700 Progress: 55.7% Elapsed: 1 day, 2:50:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.74747 Generator_loss: 5.16012 
[INFO] 2021-01-04 15:05:34 > Step:   55800 Progress: 55.8% Elapsed: 1 day, 2:53:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.67163 Generator_loss: 4.81632 
[INFO] 2021-01-04 15:08:26 > Step:   55900 Progress: 55.9% Elapsed: 1 day, 2:56:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.88179 Generator_loss: 5.18362 
[INFO] 2021-01-04 15:11:17 > Step:   56000 Progress: 56.0% Elapsed: 1 day, 2:58:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.65031 Generator_loss: 4.86674 
[INFO] 2021-01-04 15:11:17 > Start Evaluation (56000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 15:11:17 > Calculating FID Score....
[INFO] 2021-01-04 15:11:31 > Calculating Inception Score....
[INFO] 2021-01-04 15:11:34 > Calculate F_beta Score....
[INFO] 2021-01-04 15:11:50 > Calculate Accuracies....
[INFO] 2021-01-04 15:11:53 > Calculate Accuracies....
[INFO] 2021-01-04 15:11:54 > F_8 score (Step: 56000, Using valid images): 0.9522830457643942
[INFO] 2021-01-04 15:11:54 > F_1/8 score (Step: 56000, Using valid images): 0.9678411750770701
[INFO] 2021-01-04 15:11:54 > FID score (Step: 56000, Using valid moments): 24.074237050902525
[INFO] 2021-01-04 15:11:54 > Inception score (Step: 56000, 10000 generated images): 16.183805465698242
[INFO] 2021-01-04 15:11:54 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 15:12:01 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 15:14:51 > Step:   56100 Progress: 56.1% Elapsed: 1 day, 3:02:30 temperature: 1.0 ada_p: No Discriminator_loss: 6.06346 Generator_loss: 4.7321 
[INFO] 2021-01-04 15:17:41 > Step:   56200 Progress: 56.2% Elapsed: 1 day, 3:05:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.87289 Generator_loss: 3.76796 
[INFO] 2021-01-04 15:20:30 > Step:   56300 Progress: 56.3% Elapsed: 1 day, 3:08:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.76645 Generator_loss: 5.37882 
[INFO] 2021-01-04 15:23:20 > Step:   56400 Progress: 56.4% Elapsed: 1 day, 3:10:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.66101 Generator_loss: 4.92269 
[INFO] 2021-01-04 15:26:10 > Step:   56500 Progress: 56.5% Elapsed: 1 day, 3:13:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.80376 Generator_loss: 4.09197 
[INFO] 2021-01-04 15:29:00 > Step:   56600 Progress: 56.6% Elapsed: 1 day, 3:16:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.66717 Generator_loss: 5.12112 
[INFO] 2021-01-04 15:31:52 > Step:   56700 Progress: 56.7% Elapsed: 1 day, 3:19:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.80551 Generator_loss: 3.98521 
[INFO] 2021-01-04 15:34:42 > Step:   56800 Progress: 56.8% Elapsed: 1 day, 3:22:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.72153 Generator_loss: 5.11553 
[INFO] 2021-01-04 15:37:33 > Step:   56900 Progress: 56.9% Elapsed: 1 day, 3:25:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.98417 Generator_loss: 4.86192 
[INFO] 2021-01-04 15:40:21 > Step:   57000 Progress: 57.0% Elapsed: 1 day, 3:28:00 temperature: 1.0 ada_p: No Discriminator_loss: 6.09216 Generator_loss: 4.63476 
[INFO] 2021-01-04 15:43:10 > Step:   57100 Progress: 57.1% Elapsed: 1 day, 3:30:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.68945 Generator_loss: 5.18733 
[INFO] 2021-01-04 15:46:02 > Step:   57200 Progress: 57.2% Elapsed: 1 day, 3:33:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.88116 Generator_loss: 3.80971 
[INFO] 2021-01-04 15:48:53 > Step:   57300 Progress: 57.3% Elapsed: 1 day, 3:36:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.68465 Generator_loss: 4.87975 
[INFO] 2021-01-04 15:51:42 > Step:   57400 Progress: 57.4% Elapsed: 1 day, 3:39:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.96767 Generator_loss: 4.88806 
[INFO] 2021-01-04 15:54:30 > Step:   57500 Progress: 57.5% Elapsed: 1 day, 3:42:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.75621 Generator_loss: 4.31759 
[INFO] 2021-01-04 15:57:19 > Step:   57600 Progress: 57.6% Elapsed: 1 day, 3:44:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.99167 Generator_loss: 4.96326 
[INFO] 2021-01-04 16:00:07 > Step:   57700 Progress: 57.7% Elapsed: 1 day, 3:47:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.65748 Generator_loss: 4.41977 
[INFO] 2021-01-04 16:02:58 > Step:   57800 Progress: 57.8% Elapsed: 1 day, 3:50:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.65077 Generator_loss: 5.0008 
[INFO] 2021-01-04 16:05:47 > Step:   57900 Progress: 57.9% Elapsed: 1 day, 3:53:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.66928 Generator_loss: 4.45438 
[INFO] 2021-01-04 16:08:36 > Step:   58000 Progress: 58.0% Elapsed: 1 day, 3:56:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.92827 Generator_loss: 5.00814 
[INFO] 2021-01-04 16:08:36 > Start Evaluation (58000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 16:08:36 > Calculating FID Score....
[INFO] 2021-01-04 16:08:50 > Calculating Inception Score....
[INFO] 2021-01-04 16:08:53 > Calculate F_beta Score....
[INFO] 2021-01-04 16:09:09 > Calculate Accuracies....
[INFO] 2021-01-04 16:09:12 > Calculate Accuracies....
[INFO] 2021-01-04 16:09:13 > F_8 score (Step: 58000, Using valid images): 0.9443655522181208
[INFO] 2021-01-04 16:09:13 > F_1/8 score (Step: 58000, Using valid images): 0.9679903731528445
[INFO] 2021-01-04 16:09:13 > FID score (Step: 58000, Using valid moments): 26.38564516056681
[INFO] 2021-01-04 16:09:13 > Inception score (Step: 58000, 10000 generated images): 15.62291145324707
[INFO] 2021-01-04 16:09:13 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 16:09:20 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 16:12:12 > Step:   58100 Progress: 58.1% Elapsed: 1 day, 3:59:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.66511 Generator_loss: 4.65133 
[INFO] 2021-01-04 16:15:02 > Step:   58200 Progress: 58.2% Elapsed: 1 day, 4:02:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.74935 Generator_loss: 5.28697 
[INFO] 2021-01-04 16:17:53 > Step:   58300 Progress: 58.3% Elapsed: 1 day, 4:05:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.67916 Generator_loss: 5.37404 
[INFO] 2021-01-04 16:20:45 > Step:   58400 Progress: 58.4% Elapsed: 1 day, 4:08:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.63224 Generator_loss: 5.21818 
[INFO] 2021-01-04 16:23:33 > Step:   58500 Progress: 58.5% Elapsed: 1 day, 4:11:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.61721 Generator_loss: 4.79797 
[INFO] 2021-01-04 16:26:22 > Step:   58600 Progress: 58.6% Elapsed: 1 day, 4:14:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.72313 Generator_loss: 5.37467 
[INFO] 2021-01-04 16:29:11 > Step:   58700 Progress: 58.7% Elapsed: 1 day, 4:16:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.87822 Generator_loss: 3.71085 
[INFO] 2021-01-04 16:32:01 > Step:   58800 Progress: 58.8% Elapsed: 1 day, 4:19:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.7239 Generator_loss: 5.20665 
[INFO] 2021-01-04 16:34:52 > Step:   58900 Progress: 58.9% Elapsed: 1 day, 4:22:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.75362 Generator_loss: 3.69887 
[INFO] 2021-01-04 16:37:43 > Step:   59000 Progress: 59.0% Elapsed: 1 day, 4:25:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.65953 Generator_loss: 4.94857 
[INFO] 2021-01-04 16:40:35 > Step:   59100 Progress: 59.1% Elapsed: 1 day, 4:28:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.71637 Generator_loss: 4.68592 
[INFO] 2021-01-04 16:43:25 > Step:   59200 Progress: 59.2% Elapsed: 1 day, 4:31:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.10083 Generator_loss: 4.82437 
[INFO] 2021-01-04 16:46:15 > Step:   59300 Progress: 59.3% Elapsed: 1 day, 4:33:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.83472 Generator_loss: 3.86219 
[INFO] 2021-01-04 16:49:05 > Step:   59400 Progress: 59.4% Elapsed: 1 day, 4:36:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.68308 Generator_loss: 5.10995 
[INFO] 2021-01-04 16:51:54 > Step:   59500 Progress: 59.5% Elapsed: 1 day, 4:39:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.67546 Generator_loss: 5.44686 
[INFO] 2021-01-04 16:54:43 > Step:   59600 Progress: 59.6% Elapsed: 1 day, 4:42:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.66391 Generator_loss: 5.27815 
[INFO] 2021-01-04 16:57:32 > Step:   59700 Progress: 59.7% Elapsed: 1 day, 4:45:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.85087 Generator_loss: 5.34473 
[INFO] 2021-01-04 17:00:21 > Step:   59800 Progress: 59.8% Elapsed: 1 day, 4:48:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.0433 Generator_loss: 4.80823 
[INFO] 2021-01-04 17:03:12 > Step:   59900 Progress: 59.9% Elapsed: 1 day, 4:50:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.70101 Generator_loss: 4.57369 
[INFO] 2021-01-04 17:06:03 > Step:   60000 Progress: 60.0% Elapsed: 1 day, 4:53:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.83601 Generator_loss: 4.27408 
[INFO] 2021-01-04 17:06:03 > Start Evaluation (60000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 17:06:03 > Calculating FID Score....
[INFO] 2021-01-04 17:06:17 > Calculating Inception Score....
[INFO] 2021-01-04 17:06:20 > Calculate F_beta Score....
[INFO] 2021-01-04 17:06:37 > Calculate Accuracies....
[INFO] 2021-01-04 17:06:40 > Calculate Accuracies....
[INFO] 2021-01-04 17:06:41 > F_8 score (Step: 60000, Using valid images): 0.9419425983315111
[INFO] 2021-01-04 17:06:41 > F_1/8 score (Step: 60000, Using valid images): 0.9545687549543412
[INFO] 2021-01-04 17:06:41 > FID score (Step: 60000, Using valid moments): 29.23396557967567
[INFO] 2021-01-04 17:06:41 > Inception score (Step: 60000, 10000 generated images): 15.228200912475586
[INFO] 2021-01-04 17:06:41 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 17:06:48 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 17:09:40 > Step:   60100 Progress: 60.1% Elapsed: 1 day, 4:57:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.58115 Generator_loss: 4.80234 
[INFO] 2021-01-04 17:12:29 > Step:   60200 Progress: 60.2% Elapsed: 1 day, 5:00:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.59777 Generator_loss: 4.50457 
[INFO] 2021-01-04 17:15:18 > Step:   60300 Progress: 60.3% Elapsed: 1 day, 5:02:58 temperature: 1.0 ada_p: No Discriminator_loss: 6.09435 Generator_loss: 4.60458 
[INFO] 2021-01-04 17:18:07 > Step:   60400 Progress: 60.4% Elapsed: 1 day, 5:05:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.9722 Generator_loss: 5.15902 
[INFO] 2021-01-04 17:20:56 > Step:   60500 Progress: 60.5% Elapsed: 1 day, 5:08:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.10568 Generator_loss: 4.70772 
[INFO] 2021-01-04 17:23:46 > Step:   60600 Progress: 60.6% Elapsed: 1 day, 5:11:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.57461 Generator_loss: 5.39787 
[INFO] 2021-01-04 17:26:37 > Step:   60700 Progress: 60.7% Elapsed: 1 day, 5:14:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.68681 Generator_loss: 4.85743 
[INFO] 2021-01-04 17:29:28 > Step:   60800 Progress: 60.8% Elapsed: 1 day, 5:17:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.62077 Generator_loss: 4.22394 
[INFO] 2021-01-04 17:32:19 > Step:   60900 Progress: 60.9% Elapsed: 1 day, 5:19:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.93085 Generator_loss: 4.98509 
[INFO] 2021-01-04 17:35:09 > Step:   61000 Progress: 61.0% Elapsed: 1 day, 5:22:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.90756 Generator_loss: 5.09346 
[INFO] 2021-01-04 17:38:00 > Step:   61100 Progress: 61.1% Elapsed: 1 day, 5:25:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.89692 Generator_loss: 3.7734 
[INFO] 2021-01-04 17:40:50 > Step:   61200 Progress: 61.2% Elapsed: 1 day, 5:28:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.53936 Generator_loss: 5.35861 
[INFO] 2021-01-04 17:43:41 > Step:   61300 Progress: 61.3% Elapsed: 1 day, 5:31:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.77683 Generator_loss: 3.97811 
[INFO] 2021-01-04 17:46:29 > Step:   61400 Progress: 61.4% Elapsed: 1 day, 5:34:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.65166 Generator_loss: 5.45867 
[INFO] 2021-01-04 17:49:19 > Step:   61500 Progress: 61.5% Elapsed: 1 day, 5:36:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.55449 Generator_loss: 5.10729 
[INFO] 2021-01-04 17:52:09 > Step:   61600 Progress: 61.6% Elapsed: 1 day, 5:39:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.58484 Generator_loss: 5.41171 
[INFO] 2021-01-04 17:54:59 > Step:   61700 Progress: 61.7% Elapsed: 1 day, 5:42:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.66892 Generator_loss: 5.44294 
[INFO] 2021-01-04 17:57:50 > Step:   61800 Progress: 61.8% Elapsed: 1 day, 5:45:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.86573 Generator_loss: 5.1549 
[INFO] 2021-01-04 18:00:40 > Step:   61900 Progress: 61.9% Elapsed: 1 day, 5:48:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.79901 Generator_loss: 3.93221 
[INFO] 2021-01-04 18:03:29 > Step:   62000 Progress: 62.0% Elapsed: 1 day, 5:51:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.70911 Generator_loss: 5.44485 
[INFO] 2021-01-04 18:03:29 > Start Evaluation (62000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 18:03:29 > Calculating FID Score....
[INFO] 2021-01-04 18:03:43 > Calculating Inception Score....
[INFO] 2021-01-04 18:03:46 > Calculate F_beta Score....
[INFO] 2021-01-04 18:04:03 > Calculate Accuracies....
[INFO] 2021-01-04 18:04:06 > Calculate Accuracies....
[INFO] 2021-01-04 18:04:07 > F_8 score (Step: 62000, Using valid images): 0.941387777788846
[INFO] 2021-01-04 18:04:07 > F_1/8 score (Step: 62000, Using valid images): 0.9331883142664702
[INFO] 2021-01-04 18:04:07 > FID score (Step: 62000, Using valid moments): 33.8753492378101
[INFO] 2021-01-04 18:04:07 > Inception score (Step: 62000, 10000 generated images): 14.759422302246094
[INFO] 2021-01-04 18:04:07 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 18:04:15 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 18:07:03 > Step:   62100 Progress: 62.1% Elapsed: 1 day, 5:54:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.55022 Generator_loss: 5.28515 
[INFO] 2021-01-04 18:09:51 > Step:   62200 Progress: 62.2% Elapsed: 1 day, 5:57:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.66971 Generator_loss: 5.11952 
[INFO] 2021-01-04 18:12:41 > Step:   62300 Progress: 62.3% Elapsed: 1 day, 6:00:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.74991 Generator_loss: 5.36804 
[INFO] 2021-01-04 18:15:31 > Step:   62400 Progress: 62.4% Elapsed: 1 day, 6:03:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.91068 Generator_loss: 4.91664 
[INFO] 2021-01-04 18:18:18 > Step:   62500 Progress: 62.5% Elapsed: 1 day, 6:05:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.64425 Generator_loss: 5.43547 
[INFO] 2021-01-04 18:21:05 > Step:   62600 Progress: 62.6% Elapsed: 1 day, 6:08:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.63523 Generator_loss: 5.24744 
[INFO] 2021-01-04 18:23:55 > Step:   62700 Progress: 62.7% Elapsed: 1 day, 6:11:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.84077 Generator_loss: 5.34173 
[INFO] 2021-01-04 18:26:46 > Step:   62800 Progress: 62.8% Elapsed: 1 day, 6:14:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.66805 Generator_loss: 5.47386 
[INFO] 2021-01-04 18:29:34 > Step:   62900 Progress: 62.9% Elapsed: 1 day, 6:17:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.54927 Generator_loss: 5.39107 
[INFO] 2021-01-04 18:32:24 > Step:   63000 Progress: 63.0% Elapsed: 1 day, 6:20:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.61086 Generator_loss: 4.35543 
[INFO] 2021-01-04 18:35:14 > Step:   63100 Progress: 63.1% Elapsed: 1 day, 6:22:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.54979 Generator_loss: 5.31725 
[INFO] 2021-01-04 18:38:05 > Step:   63200 Progress: 63.2% Elapsed: 1 day, 6:25:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.61962 Generator_loss: 4.22574 
[INFO] 2021-01-04 18:40:54 > Step:   63300 Progress: 63.3% Elapsed: 1 day, 6:28:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.57746 Generator_loss: 5.11936 
[INFO] 2021-01-04 18:43:44 > Step:   63400 Progress: 63.4% Elapsed: 1 day, 6:31:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.51938 Generator_loss: 5.29537 
[INFO] 2021-01-04 18:46:35 > Step:   63500 Progress: 63.5% Elapsed: 1 day, 6:34:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.99445 Generator_loss: 4.97365 
[INFO] 2021-01-04 18:49:26 > Step:   63600 Progress: 63.6% Elapsed: 1 day, 6:37:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.7247 Generator_loss: 5.14897 
[INFO] 2021-01-04 18:52:18 > Step:   63700 Progress: 63.7% Elapsed: 1 day, 6:39:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.53131 Generator_loss: 5.30624 
[INFO] 2021-01-04 18:55:10 > Step:   63800 Progress: 63.8% Elapsed: 1 day, 6:42:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.61696 Generator_loss: 4.16155 
[INFO] 2021-01-04 18:58:02 > Step:   63900 Progress: 63.9% Elapsed: 1 day, 6:45:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.57551 Generator_loss: 4.73144 
[INFO] 2021-01-04 19:00:51 > Step:   64000 Progress: 64.0% Elapsed: 1 day, 6:48:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.76802 Generator_loss: 4.08718 
[INFO] 2021-01-04 19:00:51 > Start Evaluation (64000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 19:00:51 > Calculating FID Score....
[INFO] 2021-01-04 19:01:05 > Calculating Inception Score....
[INFO] 2021-01-04 19:01:08 > Calculate F_beta Score....
[INFO] 2021-01-04 19:01:25 > Calculate Accuracies....
[INFO] 2021-01-04 19:01:28 > Calculate Accuracies....
[INFO] 2021-01-04 19:01:29 > F_8 score (Step: 64000, Using valid images): 0.9421727034447593
[INFO] 2021-01-04 19:01:29 > F_1/8 score (Step: 64000, Using valid images): 0.9102453726026829
[INFO] 2021-01-04 19:01:29 > FID score (Step: 64000, Using valid moments): 40.865999601151486
[INFO] 2021-01-04 19:01:29 > Inception score (Step: 64000, 10000 generated images): 13.335052490234375
[INFO] 2021-01-04 19:01:29 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 19:01:37 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 19:04:28 > Step:   64100 Progress: 64.1% Elapsed: 1 day, 6:52:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.63479 Generator_loss: 5.32515 
[INFO] 2021-01-04 19:07:19 > Step:   64200 Progress: 64.2% Elapsed: 1 day, 6:54:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.52226 Generator_loss: 5.25444 
[INFO] 2021-01-04 19:10:07 > Step:   64300 Progress: 64.3% Elapsed: 1 day, 6:57:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.69684 Generator_loss: 4.1471 
[INFO] 2021-01-04 19:12:59 > Step:   64400 Progress: 64.4% Elapsed: 1 day, 7:00:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.48496 Generator_loss: 5.36531 
[INFO] 2021-01-04 19:15:49 > Step:   64500 Progress: 64.5% Elapsed: 1 day, 7:03:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.58379 Generator_loss: 4.06617 
[INFO] 2021-01-04 19:18:40 > Step:   64600 Progress: 64.6% Elapsed: 1 day, 7:06:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.5779 Generator_loss: 5.20906 
[INFO] 2021-01-04 19:21:30 > Step:   64700 Progress: 64.7% Elapsed: 1 day, 7:09:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.59696 Generator_loss: 4.69793 
[INFO] 2021-01-04 19:24:21 > Step:   64800 Progress: 64.8% Elapsed: 1 day, 7:12:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.68775 Generator_loss: 4.02946 
[INFO] 2021-01-04 19:27:14 > Step:   64900 Progress: 64.9% Elapsed: 1 day, 7:14:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.51647 Generator_loss: 5.56118 
[INFO] 2021-01-04 19:30:05 > Step:   65000 Progress: 65.0% Elapsed: 1 day, 7:17:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.50072 Generator_loss: 5.31932 
[INFO] 2021-01-04 19:32:56 > Step:   65100 Progress: 65.1% Elapsed: 1 day, 7:20:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.63371 Generator_loss: 3.99011 
[INFO] 2021-01-04 19:35:49 > Step:   65200 Progress: 65.2% Elapsed: 1 day, 7:23:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.53334 Generator_loss: 4.6693 
[INFO] 2021-01-04 19:38:41 > Step:   65300 Progress: 65.3% Elapsed: 1 day, 7:26:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.66363 Generator_loss: 5.25543 
[INFO] 2021-01-04 19:41:32 > Step:   65400 Progress: 65.4% Elapsed: 1 day, 7:29:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.7619 Generator_loss: 3.93265 
[INFO] 2021-01-04 19:44:22 > Step:   65500 Progress: 65.5% Elapsed: 1 day, 7:32:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.1882 Generator_loss: 4.67368 
[INFO] 2021-01-04 19:47:12 > Step:   65600 Progress: 65.6% Elapsed: 1 day, 7:34:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.15281 Generator_loss: 4.86293 
[INFO] 2021-01-04 19:50:04 > Step:   65700 Progress: 65.7% Elapsed: 1 day, 7:37:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.56576 Generator_loss: 4.82571 
[INFO] 2021-01-04 19:52:55 > Step:   65800 Progress: 65.8% Elapsed: 1 day, 7:40:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.55154 Generator_loss: 5.36578 
[INFO] 2021-01-04 19:55:49 > Step:   65900 Progress: 65.9% Elapsed: 1 day, 7:43:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.61021 Generator_loss: 4.75401 
[INFO] 2021-01-04 19:58:41 > Step:   66000 Progress: 66.0% Elapsed: 1 day, 7:46:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.64482 Generator_loss: 5.41527 
[INFO] 2021-01-04 19:58:41 > Start Evaluation (66000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 19:58:41 > Calculating FID Score....
[INFO] 2021-01-04 19:58:54 > Calculating Inception Score....
[INFO] 2021-01-04 19:58:57 > Calculate F_beta Score....
[INFO] 2021-01-04 19:59:14 > Calculate Accuracies....
[INFO] 2021-01-04 19:59:16 > Calculate Accuracies....
[INFO] 2021-01-04 19:59:18 > F_8 score (Step: 66000, Using valid images): 0.914289554542949
[INFO] 2021-01-04 19:59:18 > F_1/8 score (Step: 66000, Using valid images): 0.8733080677773442
[INFO] 2021-01-04 19:59:18 > FID score (Step: 66000, Using valid moments): 50.39725637889063
[INFO] 2021-01-04 19:59:18 > Inception score (Step: 66000, 10000 generated images): 11.843459129333496
[INFO] 2021-01-04 19:59:18 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 19:59:25 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 20:02:17 > Step:   66100 Progress: 66.1% Elapsed: 1 day, 7:49:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.6001 Generator_loss: 5.57081 
[INFO] 2021-01-04 20:05:09 > Step:   66200 Progress: 66.2% Elapsed: 1 day, 7:52:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.8107 Generator_loss: 5.45122 
[INFO] 2021-01-04 20:08:01 > Step:   66300 Progress: 66.3% Elapsed: 1 day, 7:55:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.60806 Generator_loss: 4.12328 
[INFO] 2021-01-04 20:10:51 > Step:   66400 Progress: 66.4% Elapsed: 1 day, 7:58:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.65117 Generator_loss: 5.20635 
[INFO] 2021-01-04 20:13:40 > Step:   66500 Progress: 66.5% Elapsed: 1 day, 8:01:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.0018 Generator_loss: 5.01995 
[INFO] 2021-01-04 20:16:30 > Step:   66600 Progress: 66.6% Elapsed: 1 day, 8:04:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.58173 Generator_loss: 5.25803 
[INFO] 2021-01-04 20:19:19 > Step:   66700 Progress: 66.7% Elapsed: 1 day, 8:06:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.47365 Generator_loss: 5.21767 
[INFO] 2021-01-04 20:22:12 > Step:   66800 Progress: 66.8% Elapsed: 1 day, 8:09:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.57072 Generator_loss: 5.09658 
[INFO] 2021-01-04 20:25:02 > Step:   66900 Progress: 66.9% Elapsed: 1 day, 8:12:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.70673 Generator_loss: 4.26891 
[INFO] 2021-01-04 20:27:54 > Step:   67000 Progress: 67.0% Elapsed: 1 day, 8:15:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.51478 Generator_loss: 4.54056 
[INFO] 2021-01-04 20:30:44 > Step:   67100 Progress: 67.1% Elapsed: 1 day, 8:18:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.47039 Generator_loss: 5.52001 
[INFO] 2021-01-04 20:33:33 > Step:   67200 Progress: 67.2% Elapsed: 1 day, 8:21:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.43449 Generator_loss: 5.45518 
[INFO] 2021-01-04 20:36:21 > Step:   67300 Progress: 67.3% Elapsed: 1 day, 8:24:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.54157 Generator_loss: 4.22454 
[INFO] 2021-01-04 20:39:13 > Step:   67400 Progress: 67.4% Elapsed: 1 day, 8:26:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.72051 Generator_loss: 4.46793 
[INFO] 2021-01-04 20:42:03 > Step:   67500 Progress: 67.5% Elapsed: 1 day, 8:29:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.52207 Generator_loss: 5.07401 
[INFO] 2021-01-04 20:44:54 > Step:   67600 Progress: 67.6% Elapsed: 1 day, 8:32:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.51438 Generator_loss: 5.6552 
[INFO] 2021-01-04 20:47:46 > Step:   67700 Progress: 67.7% Elapsed: 1 day, 8:35:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.46709 Generator_loss: 5.62058 
[INFO] 2021-01-04 20:50:36 > Step:   67800 Progress: 67.8% Elapsed: 1 day, 8:38:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.49152 Generator_loss: 4.57983 
[INFO] 2021-01-04 20:53:28 > Step:   67900 Progress: 67.9% Elapsed: 1 day, 8:41:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.64069 Generator_loss: 4.50652 
[INFO] 2021-01-04 20:56:20 > Step:   68000 Progress: 68.0% Elapsed: 1 day, 8:43:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.50038 Generator_loss: 4.86553 
[INFO] 2021-01-04 20:56:20 > Start Evaluation (68000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 20:56:20 > Calculating FID Score....
[INFO] 2021-01-04 20:56:34 > Calculating Inception Score....
[INFO] 2021-01-04 20:56:37 > Calculate F_beta Score....
[INFO] 2021-01-04 20:56:54 > Calculate Accuracies....
[INFO] 2021-01-04 20:56:56 > Calculate Accuracies....
[INFO] 2021-01-04 20:56:58 > F_8 score (Step: 68000, Using valid images): 0.876474417705579
[INFO] 2021-01-04 20:56:58 > F_1/8 score (Step: 68000, Using valid images): 0.7982050554467756
[INFO] 2021-01-04 20:56:58 > FID score (Step: 68000, Using valid moments): 62.88405762750887
[INFO] 2021-01-04 20:56:58 > Inception score (Step: 68000, 10000 generated images): 11.00351619720459
[INFO] 2021-01-04 20:56:58 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 20:57:05 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 20:59:54 > Step:   68100 Progress: 68.1% Elapsed: 1 day, 8:47:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.57897 Generator_loss: 5.46604 
[INFO] 2021-01-04 21:02:44 > Step:   68200 Progress: 68.2% Elapsed: 1 day, 8:50:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.61997 Generator_loss: 5.42752 
[INFO] 2021-01-04 21:05:34 > Step:   68300 Progress: 68.3% Elapsed: 1 day, 8:53:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.62847 Generator_loss: 4.49173 
[INFO] 2021-01-04 21:08:25 > Step:   68400 Progress: 68.4% Elapsed: 1 day, 8:56:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.80627 Generator_loss: 5.24814 
[INFO] 2021-01-04 21:11:15 > Step:   68500 Progress: 68.5% Elapsed: 1 day, 8:58:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.65258 Generator_loss: 5.37553 
[INFO] 2021-01-04 21:14:04 > Step:   68600 Progress: 68.6% Elapsed: 1 day, 9:01:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.45601 Generator_loss: 5.4468 
[INFO] 2021-01-04 21:16:55 > Step:   68700 Progress: 68.7% Elapsed: 1 day, 9:04:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.45622 Generator_loss: 5.3107 
[INFO] 2021-01-04 21:19:46 > Step:   68800 Progress: 68.8% Elapsed: 1 day, 9:07:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.81101 Generator_loss: 5.36801 
[INFO] 2021-01-04 21:22:37 > Step:   68900 Progress: 68.9% Elapsed: 1 day, 9:10:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.91759 Generator_loss: 5.55194 
[INFO] 2021-01-04 21:25:26 > Step:   69000 Progress: 69.0% Elapsed: 1 day, 9:13:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.55898 Generator_loss: 4.75476 
[INFO] 2021-01-04 21:28:17 > Step:   69100 Progress: 69.1% Elapsed: 1 day, 9:15:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.6806 Generator_loss: 4.51725 
[INFO] 2021-01-04 21:31:08 > Step:   69200 Progress: 69.2% Elapsed: 1 day, 9:18:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.72774 Generator_loss: 4.45075 
[INFO] 2021-01-04 21:33:59 > Step:   69300 Progress: 69.3% Elapsed: 1 day, 9:21:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.5217 Generator_loss: 4.74603 
[INFO] 2021-01-04 21:36:50 > Step:   69400 Progress: 69.4% Elapsed: 1 day, 9:24:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.53742 Generator_loss: 5.43271 
[INFO] 2021-01-04 21:39:40 > Step:   69500 Progress: 69.5% Elapsed: 1 day, 9:27:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.45347 Generator_loss: 5.37818 
[INFO] 2021-01-04 21:42:31 > Step:   69600 Progress: 69.6% Elapsed: 1 day, 9:30:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.49477 Generator_loss: 4.43303 
[INFO] 2021-01-04 21:45:21 > Step:   69700 Progress: 69.7% Elapsed: 1 day, 9:33:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.50231 Generator_loss: 4.5952 
[INFO] 2021-01-04 21:48:12 > Step:   69800 Progress: 69.8% Elapsed: 1 day, 9:35:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.69255 Generator_loss: 4.81838 
[INFO] 2021-01-04 21:51:04 > Step:   69900 Progress: 69.9% Elapsed: 1 day, 9:38:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.87737 Generator_loss: 5.55059 
[INFO] 2021-01-04 21:53:55 > Step:   70000 Progress: 70.0% Elapsed: 1 day, 9:41:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.56848 Generator_loss: 5.49906 
[INFO] 2021-01-04 21:53:55 > Start Evaluation (70000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 21:53:55 > Calculating FID Score....
[INFO] 2021-01-04 21:54:09 > Calculating Inception Score....
[INFO] 2021-01-04 21:54:12 > Calculate F_beta Score....
[INFO] 2021-01-04 21:54:29 > Calculate Accuracies....
[INFO] 2021-01-04 21:54:31 > Calculate Accuracies....
[INFO] 2021-01-04 21:54:33 > F_8 score (Step: 70000, Using valid images): 0.7719393020311069
[INFO] 2021-01-04 21:54:33 > F_1/8 score (Step: 70000, Using valid images): 0.7209552178495032
[INFO] 2021-01-04 21:54:33 > FID score (Step: 70000, Using valid moments): 79.21427951757727
[INFO] 2021-01-04 21:54:33 > Inception score (Step: 70000, 10000 generated images): 9.326851844787598
[INFO] 2021-01-04 21:54:33 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 21:54:40 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 21:57:31 > Step:   70100 Progress: 70.1% Elapsed: 1 day, 9:45:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.68494 Generator_loss: 5.06837 
[INFO] 2021-01-04 22:00:20 > Step:   70200 Progress: 70.2% Elapsed: 1 day, 9:47:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.95294 Generator_loss: 5.29992 
[INFO] 2021-01-04 22:03:11 > Step:   70300 Progress: 70.3% Elapsed: 1 day, 9:50:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.53093 Generator_loss: 5.51645 
[INFO] 2021-01-04 22:06:00 > Step:   70400 Progress: 70.4% Elapsed: 1 day, 9:53:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.59546 Generator_loss: 4.69781 
[INFO] 2021-01-04 22:08:50 > Step:   70500 Progress: 70.5% Elapsed: 1 day, 9:56:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.7394 Generator_loss: 4.90669 
[INFO] 2021-01-04 22:11:41 > Step:   70600 Progress: 70.6% Elapsed: 1 day, 9:59:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.52828 Generator_loss: 4.82249 
[INFO] 2021-01-04 22:14:30 > Step:   70700 Progress: 70.7% Elapsed: 1 day, 10:02:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.55258 Generator_loss: 4.90638 
[INFO] 2021-01-04 22:17:19 > Step:   70800 Progress: 70.8% Elapsed: 1 day, 10:04:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.51539 Generator_loss: 5.03469 
[INFO] 2021-01-04 22:20:10 > Step:   70900 Progress: 70.9% Elapsed: 1 day, 10:07:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.84149 Generator_loss: 4.5137 
[INFO] 2021-01-04 22:22:59 > Step:   71000 Progress: 71.0% Elapsed: 1 day, 10:10:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.47595 Generator_loss: 4.41427 
[INFO] 2021-01-04 22:25:50 > Step:   71100 Progress: 71.1% Elapsed: 1 day, 10:13:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.80819 Generator_loss: 3.99486 
[INFO] 2021-01-04 22:28:41 > Step:   71200 Progress: 71.2% Elapsed: 1 day, 10:16:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.51387 Generator_loss: 4.61742 
[INFO] 2021-01-04 22:31:29 > Step:   71300 Progress: 71.3% Elapsed: 1 day, 10:19:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.65605 Generator_loss: 4.37817 
[INFO] 2021-01-04 22:34:17 > Step:   71400 Progress: 71.4% Elapsed: 1 day, 10:21:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.49594 Generator_loss: 4.58986 
[INFO] 2021-01-04 22:37:07 > Step:   71500 Progress: 71.5% Elapsed: 1 day, 10:24:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.83921 Generator_loss: 4.82769 
[INFO] 2021-01-04 22:39:59 > Step:   71600 Progress: 71.6% Elapsed: 1 day, 10:27:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.38752 Generator_loss: 5.35265 
[INFO] 2021-01-04 22:42:48 > Step:   71700 Progress: 71.7% Elapsed: 1 day, 10:30:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.88251 Generator_loss: 4.67378 
[INFO] 2021-01-04 22:45:37 > Step:   71800 Progress: 71.8% Elapsed: 1 day, 10:33:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.49478 Generator_loss: 5.51578 
[INFO] 2021-01-04 22:48:29 > Step:   71900 Progress: 71.9% Elapsed: 1 day, 10:36:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.94661 Generator_loss: 4.71594 
[INFO] 2021-01-04 22:51:19 > Step:   72000 Progress: 72.0% Elapsed: 1 day, 10:38:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.61043 Generator_loss: 4.65749 
[INFO] 2021-01-04 22:51:19 > Start Evaluation (72000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 22:51:19 > Calculating FID Score....
[INFO] 2021-01-04 22:51:32 > Calculating Inception Score....
[INFO] 2021-01-04 22:51:35 > Calculate F_beta Score....
[INFO] 2021-01-04 22:51:51 > Calculate Accuracies....
[INFO] 2021-01-04 22:51:54 > Calculate Accuracies....
[INFO] 2021-01-04 22:51:55 > F_8 score (Step: 72000, Using valid images): 0.6012540179891266
[INFO] 2021-01-04 22:51:55 > F_1/8 score (Step: 72000, Using valid images): 0.6758419890941326
[INFO] 2021-01-04 22:51:55 > FID score (Step: 72000, Using valid moments): 99.42046020250876
[INFO] 2021-01-04 22:51:55 > Inception score (Step: 72000, 10000 generated images): 7.338165283203125
[INFO] 2021-01-04 22:51:55 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 22:52:02 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 22:54:53 > Step:   72100 Progress: 72.1% Elapsed: 1 day, 10:42:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.51534 Generator_loss: 5.3531 
[INFO] 2021-01-04 22:57:42 > Step:   72200 Progress: 72.2% Elapsed: 1 day, 10:45:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.51085 Generator_loss: 4.77439 
[INFO] 2021-01-04 23:00:32 > Step:   72300 Progress: 72.3% Elapsed: 1 day, 10:48:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.56395 Generator_loss: 4.61771 
[INFO] 2021-01-04 23:03:24 > Step:   72400 Progress: 72.4% Elapsed: 1 day, 10:51:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.60078 Generator_loss: 4.70321 
[INFO] 2021-01-04 23:06:14 > Step:   72500 Progress: 72.5% Elapsed: 1 day, 10:53:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.82776 Generator_loss: 4.87166 
[INFO] 2021-01-04 23:09:04 > Step:   72600 Progress: 72.6% Elapsed: 1 day, 10:56:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.41396 Generator_loss: 5.38002 
[INFO] 2021-01-04 23:11:51 > Step:   72700 Progress: 72.7% Elapsed: 1 day, 10:59:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.55387 Generator_loss: 5.40447 
[INFO] 2021-01-04 23:14:42 > Step:   72800 Progress: 72.8% Elapsed: 1 day, 11:02:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.77741 Generator_loss: 5.05243 
[INFO] 2021-01-04 23:17:34 > Step:   72900 Progress: 72.9% Elapsed: 1 day, 11:05:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.58035 Generator_loss: 5.06887 
[INFO] 2021-01-04 23:20:24 > Step:   73000 Progress: 73.0% Elapsed: 1 day, 11:08:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.54309 Generator_loss: 4.35834 
[INFO] 2021-01-04 23:23:14 > Step:   73100 Progress: 73.1% Elapsed: 1 day, 11:10:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.68945 Generator_loss: 5.21815 
[INFO] 2021-01-04 23:26:05 > Step:   73200 Progress: 73.2% Elapsed: 1 day, 11:13:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.58335 Generator_loss: 4.623 
[INFO] 2021-01-04 23:28:56 > Step:   73300 Progress: 73.3% Elapsed: 1 day, 11:16:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.4543 Generator_loss: 5.50108 
[INFO] 2021-01-04 23:31:46 > Step:   73400 Progress: 73.4% Elapsed: 1 day, 11:19:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.6629 Generator_loss: 5.44741 
[INFO] 2021-01-04 23:34:36 > Step:   73500 Progress: 73.5% Elapsed: 1 day, 11:22:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.39575 Generator_loss: 5.55913 
[INFO] 2021-01-04 23:37:26 > Step:   73600 Progress: 73.6% Elapsed: 1 day, 11:25:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.48322 Generator_loss: 4.73472 
[INFO] 2021-01-04 23:40:16 > Step:   73700 Progress: 73.7% Elapsed: 1 day, 11:27:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.57891 Generator_loss: 5.33383 
[INFO] 2021-01-04 23:43:06 > Step:   73800 Progress: 73.8% Elapsed: 1 day, 11:30:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.42557 Generator_loss: 4.82748 
[INFO] 2021-01-04 23:45:57 > Step:   73900 Progress: 73.9% Elapsed: 1 day, 11:33:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.66981 Generator_loss: 4.57048 
[INFO] 2021-01-04 23:48:47 > Step:   74000 Progress: 74.0% Elapsed: 1 day, 11:36:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.60868 Generator_loss: 4.55704 
[INFO] 2021-01-04 23:48:47 > Start Evaluation (74000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 23:48:47 > Calculating FID Score....
[INFO] 2021-01-04 23:49:01 > Calculating Inception Score....
[INFO] 2021-01-04 23:49:04 > Calculate F_beta Score....
[INFO] 2021-01-04 23:49:20 > Calculate Accuracies....
[INFO] 2021-01-04 23:49:23 > Calculate Accuracies....
[INFO] 2021-01-04 23:49:24 > F_8 score (Step: 74000, Using valid images): 0.6114094749491874
[INFO] 2021-01-04 23:49:24 > F_1/8 score (Step: 74000, Using valid images): 0.579533595472902
[INFO] 2021-01-04 23:49:24 > FID score (Step: 74000, Using valid moments): 121.50277451495333
[INFO] 2021-01-04 23:49:24 > Inception score (Step: 74000, 10000 generated images): 6.099513530731201
[INFO] 2021-01-04 23:49:24 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-04 23:49:31 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-04 23:52:20 > Step:   74100 Progress: 74.1% Elapsed: 1 day, 11:39:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.62593 Generator_loss: 4.71256 
[INFO] 2021-01-04 23:55:12 > Step:   74200 Progress: 74.2% Elapsed: 1 day, 11:42:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.52295 Generator_loss: 4.59818 
[INFO] 2021-01-04 23:58:04 > Step:   74300 Progress: 74.3% Elapsed: 1 day, 11:45:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.90472 Generator_loss: 4.7323 
[INFO] 2021-01-05 00:00:55 > Step:   74400 Progress: 74.4% Elapsed: 1 day, 11:48:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.76388 Generator_loss: 4.80962 
[INFO] 2021-01-05 00:03:44 > Step:   74500 Progress: 74.5% Elapsed: 1 day, 11:51:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.37003 Generator_loss: 4.73616 
[INFO] 2021-01-05 00:06:35 > Step:   74600 Progress: 74.6% Elapsed: 1 day, 11:54:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.4758 Generator_loss: 5.42044 
[INFO] 2021-01-05 00:09:25 > Step:   74700 Progress: 74.7% Elapsed: 1 day, 11:57:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.65064 Generator_loss: 5.57972 
[INFO] 2021-01-05 00:12:17 > Step:   74800 Progress: 74.8% Elapsed: 1 day, 11:59:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.70194 Generator_loss: 4.98195 
[INFO] 2021-01-05 00:15:06 > Step:   74900 Progress: 74.9% Elapsed: 1 day, 12:02:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.47455 Generator_loss: 4.68009 
[INFO] 2021-01-05 00:17:57 > Step:   75000 Progress: 75.0% Elapsed: 1 day, 12:05:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.64866 Generator_loss: 4.55316 
[INFO] 2021-01-05 00:20:47 > Step:   75100 Progress: 75.1% Elapsed: 1 day, 12:08:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.66979 Generator_loss: 4.61567 
[INFO] 2021-01-05 00:23:35 > Step:   75200 Progress: 75.2% Elapsed: 1 day, 12:11:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.57345 Generator_loss: 4.85928 
[INFO] 2021-01-05 00:26:26 > Step:   75300 Progress: 75.3% Elapsed: 1 day, 12:14:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.46704 Generator_loss: 5.10156 
[INFO] 2021-01-05 00:29:17 > Step:   75400 Progress: 75.4% Elapsed: 1 day, 12:16:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.65102 Generator_loss: 5.14463 
[INFO] 2021-01-05 00:32:07 > Step:   75500 Progress: 75.5% Elapsed: 1 day, 12:19:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.39445 Generator_loss: 5.24001 
[INFO] 2021-01-05 00:34:58 > Step:   75600 Progress: 75.6% Elapsed: 1 day, 12:22:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.72172 Generator_loss: 4.86927 
[INFO] 2021-01-05 00:37:48 > Step:   75700 Progress: 75.7% Elapsed: 1 day, 12:25:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.59119 Generator_loss: 4.5733 
[INFO] 2021-01-05 00:40:39 > Step:   75800 Progress: 75.8% Elapsed: 1 day, 12:28:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.64496 Generator_loss: 4.75078 
[INFO] 2021-01-05 00:43:32 > Step:   75900 Progress: 75.9% Elapsed: 1 day, 12:31:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.30338 Generator_loss: 5.26812 
[INFO] 2021-01-05 00:46:24 > Step:   76000 Progress: 76.0% Elapsed: 1 day, 12:34:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.4195 Generator_loss: 4.67268 
[INFO] 2021-01-05 00:46:24 > Start Evaluation (76000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 00:46:24 > Calculating FID Score....
[INFO] 2021-01-05 00:46:37 > Calculating Inception Score....
[INFO] 2021-01-05 00:46:40 > Calculate F_beta Score....
[INFO] 2021-01-05 00:46:56 > Calculate Accuracies....
[INFO] 2021-01-05 00:46:59 > Calculate Accuracies....
[INFO] 2021-01-05 00:47:01 > F_8 score (Step: 76000, Using valid images): 0.533283360354136
[INFO] 2021-01-05 00:47:01 > F_1/8 score (Step: 76000, Using valid images): 0.5350256378589654
[INFO] 2021-01-05 00:47:01 > FID score (Step: 76000, Using valid moments): 136.92374369693607
[INFO] 2021-01-05 00:47:01 > Inception score (Step: 76000, 10000 generated images): 5.8049397468566895
[INFO] 2021-01-05 00:47:01 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 00:47:08 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 00:49:57 > Step:   76100 Progress: 76.1% Elapsed: 1 day, 12:37:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.51911 Generator_loss: 5.08686 
[INFO] 2021-01-05 00:52:47 > Step:   76200 Progress: 76.2% Elapsed: 1 day, 12:40:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.63632 Generator_loss: 5.1049 
[INFO] 2021-01-05 00:55:37 > Step:   76300 Progress: 76.3% Elapsed: 1 day, 12:43:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.36621 Generator_loss: 5.37081 
[INFO] 2021-01-05 00:58:26 > Step:   76400 Progress: 76.4% Elapsed: 1 day, 12:46:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.7143 Generator_loss: 4.62203 
[INFO] 2021-01-05 01:01:17 > Step:   76500 Progress: 76.5% Elapsed: 1 day, 12:48:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.68049 Generator_loss: 4.72816 
[INFO] 2021-01-05 01:04:07 > Step:   76600 Progress: 76.6% Elapsed: 1 day, 12:51:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.56892 Generator_loss: 5.25505 
[INFO] 2021-01-05 01:06:57 > Step:   76700 Progress: 76.7% Elapsed: 1 day, 12:54:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.42798 Generator_loss: 4.81409 
[INFO] 2021-01-05 01:09:49 > Step:   76800 Progress: 76.8% Elapsed: 1 day, 12:57:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.62113 Generator_loss: 4.69081 
[INFO] 2021-01-05 01:12:40 > Step:   76900 Progress: 76.9% Elapsed: 1 day, 13:00:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.50649 Generator_loss: 4.71207 
[INFO] 2021-01-05 01:15:27 > Step:   77000 Progress: 77.0% Elapsed: 1 day, 13:03:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.63102 Generator_loss: 4.89761 
[INFO] 2021-01-05 01:18:17 > Step:   77100 Progress: 77.1% Elapsed: 1 day, 13:05:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.6263 Generator_loss: 5.25708 
[INFO] 2021-01-05 01:21:08 > Step:   77200 Progress: 77.2% Elapsed: 1 day, 13:08:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.48482 Generator_loss: 4.74213 
[INFO] 2021-01-05 01:23:58 > Step:   77300 Progress: 77.3% Elapsed: 1 day, 13:11:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.58232 Generator_loss: 5.48688 
[INFO] 2021-01-05 01:26:49 > Step:   77400 Progress: 77.4% Elapsed: 1 day, 13:14:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.71386 Generator_loss: 4.6523 
[INFO] 2021-01-05 01:29:41 > Step:   77500 Progress: 77.5% Elapsed: 1 day, 13:17:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.47927 Generator_loss: 5.24242 
[INFO] 2021-01-05 01:32:32 > Step:   77600 Progress: 77.6% Elapsed: 1 day, 13:20:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.65468 Generator_loss: 5.08349 
[INFO] 2021-01-05 01:35:24 > Step:   77700 Progress: 77.7% Elapsed: 1 day, 13:23:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.44004 Generator_loss: 5.19656 
[INFO] 2021-01-05 01:38:14 > Step:   77800 Progress: 77.8% Elapsed: 1 day, 13:25:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.39114 Generator_loss: 4.66924 
[INFO] 2021-01-05 01:41:04 > Step:   77900 Progress: 77.9% Elapsed: 1 day, 13:28:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.55746 Generator_loss: 5.28914 
[INFO] 2021-01-05 01:43:54 > Step:   78000 Progress: 78.0% Elapsed: 1 day, 13:31:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.61423 Generator_loss: 5.10909 
[INFO] 2021-01-05 01:43:54 > Start Evaluation (78000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 01:43:54 > Calculating FID Score....
[INFO] 2021-01-05 01:44:07 > Calculating Inception Score....
[INFO] 2021-01-05 01:44:11 > Calculate F_beta Score....
[INFO] 2021-01-05 01:44:26 > Calculate Accuracies....
[INFO] 2021-01-05 01:44:29 > Calculate Accuracies....
[INFO] 2021-01-05 01:44:30 > F_8 score (Step: 78000, Using valid images): 0.5456866667346392
[INFO] 2021-01-05 01:44:30 > F_1/8 score (Step: 78000, Using valid images): 0.5153989185867812
[INFO] 2021-01-05 01:44:30 > FID score (Step: 78000, Using valid moments): 161.22997961803503
[INFO] 2021-01-05 01:44:30 > Inception score (Step: 78000, 10000 generated images): 5.632672309875488
[INFO] 2021-01-05 01:44:30 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 01:44:37 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 01:47:27 > Step:   78100 Progress: 78.1% Elapsed: 1 day, 13:35:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.48516 Generator_loss: 4.63236 
[INFO] 2021-01-05 01:50:18 > Step:   78200 Progress: 78.2% Elapsed: 1 day, 13:37:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.61048 Generator_loss: 4.7077 
[INFO] 2021-01-05 01:53:08 > Step:   78300 Progress: 78.3% Elapsed: 1 day, 13:40:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.57376 Generator_loss: 4.67291 
[INFO] 2021-01-05 01:55:59 > Step:   78400 Progress: 78.4% Elapsed: 1 day, 13:43:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.44565 Generator_loss: 5.4909 
[INFO] 2021-01-05 01:58:50 > Step:   78500 Progress: 78.5% Elapsed: 1 day, 13:46:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.43812 Generator_loss: 5.33191 
[INFO] 2021-01-05 02:01:40 > Step:   78600 Progress: 78.6% Elapsed: 1 day, 13:49:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.37893 Generator_loss: 5.41352 
[INFO] 2021-01-05 02:04:32 > Step:   78700 Progress: 78.7% Elapsed: 1 day, 13:52:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.54187 Generator_loss: 4.74434 
[INFO] 2021-01-05 02:07:24 > Step:   78800 Progress: 78.8% Elapsed: 1 day, 13:55:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.33802 Generator_loss: 4.42549 
[INFO] 2021-01-05 02:10:13 > Step:   78900 Progress: 78.9% Elapsed: 1 day, 13:57:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.78928 Generator_loss: 5.00071 
[INFO] 2021-01-05 02:13:02 > Step:   79000 Progress: 79.0% Elapsed: 1 day, 14:00:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.53701 Generator_loss: 4.65342 
[INFO] 2021-01-05 02:15:52 > Step:   79100 Progress: 79.1% Elapsed: 1 day, 14:03:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.6212 Generator_loss: 4.57133 
[INFO] 2021-01-05 02:18:42 > Step:   79200 Progress: 79.2% Elapsed: 1 day, 14:06:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.57047 Generator_loss: 5.41156 
[INFO] 2021-01-05 02:21:30 > Step:   79300 Progress: 79.3% Elapsed: 1 day, 14:09:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.51519 Generator_loss: 5.47133 
[INFO] 2021-01-05 02:24:19 > Step:   79400 Progress: 79.4% Elapsed: 1 day, 14:11:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.81852 Generator_loss: 4.87431 
[INFO] 2021-01-05 02:27:09 > Step:   79500 Progress: 79.5% Elapsed: 1 day, 14:14:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.46904 Generator_loss: 5.35933 
[INFO] 2021-01-05 02:29:59 > Step:   79600 Progress: 79.6% Elapsed: 1 day, 14:17:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.54395 Generator_loss: 5.37868 
[INFO] 2021-01-05 02:32:48 > Step:   79700 Progress: 79.7% Elapsed: 1 day, 14:20:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.54085 Generator_loss: 5.15206 
[INFO] 2021-01-05 02:35:37 > Step:   79800 Progress: 79.8% Elapsed: 1 day, 14:23:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.59471 Generator_loss: 5.15779 
[INFO] 2021-01-05 02:38:26 > Step:   79900 Progress: 79.9% Elapsed: 1 day, 14:26:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.54986 Generator_loss: 4.76591 
[INFO] 2021-01-05 02:41:14 > Step:   80000 Progress: 80.0% Elapsed: 1 day, 14:28:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.54518 Generator_loss: 4.64189 
[INFO] 2021-01-05 02:41:14 > Start Evaluation (80000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 02:41:14 > Calculating FID Score....
[INFO] 2021-01-05 02:41:28 > Calculating Inception Score....
[INFO] 2021-01-05 02:41:31 > Calculate F_beta Score....
[INFO] 2021-01-05 02:41:47 > Calculate Accuracies....
[INFO] 2021-01-05 02:41:50 > Calculate Accuracies....
[INFO] 2021-01-05 02:41:52 > F_8 score (Step: 80000, Using valid images): 0.48404368274023274
[INFO] 2021-01-05 02:41:52 > F_1/8 score (Step: 80000, Using valid images): 0.4425335698428516
[INFO] 2021-01-05 02:41:52 > FID score (Step: 80000, Using valid moments): 169.66818086754938
[INFO] 2021-01-05 02:41:52 > Inception score (Step: 80000, 10000 generated images): 4.146853446960449
[INFO] 2021-01-05 02:41:52 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 02:41:59 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 02:44:50 > Step:   80100 Progress: 80.1% Elapsed: 1 day, 14:32:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.5456 Generator_loss: 5.4999 
[INFO] 2021-01-05 02:47:40 > Step:   80200 Progress: 80.2% Elapsed: 1 day, 14:35:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.5716 Generator_loss: 4.72911 
[INFO] 2021-01-05 02:50:30 > Step:   80300 Progress: 80.3% Elapsed: 1 day, 14:38:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.60272 Generator_loss: 4.4767 
[INFO] 2021-01-05 02:53:21 > Step:   80400 Progress: 80.4% Elapsed: 1 day, 14:41:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.49036 Generator_loss: 5.34781 
[INFO] 2021-01-05 02:56:13 > Step:   80500 Progress: 80.5% Elapsed: 1 day, 14:43:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.48041 Generator_loss: 4.9144 
[INFO] 2021-01-05 02:59:01 > Step:   80600 Progress: 80.6% Elapsed: 1 day, 14:46:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.61756 Generator_loss: 4.8446 
[INFO] 2021-01-05 03:01:50 > Step:   80700 Progress: 80.7% Elapsed: 1 day, 14:49:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.77346 Generator_loss: 4.74566 
[INFO] 2021-01-05 03:04:40 > Step:   80800 Progress: 80.8% Elapsed: 1 day, 14:52:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.82442 Generator_loss: 4.78458 
[INFO] 2021-01-05 03:07:31 > Step:   80900 Progress: 80.9% Elapsed: 1 day, 14:55:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.1176 Generator_loss: 5.05794 
[INFO] 2021-01-05 03:10:22 > Step:   81000 Progress: 81.0% Elapsed: 1 day, 14:58:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.48191 Generator_loss: 4.87607 
[INFO] 2021-01-05 03:13:15 > Step:   81100 Progress: 81.1% Elapsed: 1 day, 15:00:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.46442 Generator_loss: 5.24682 
[INFO] 2021-01-05 03:16:06 > Step:   81200 Progress: 81.2% Elapsed: 1 day, 15:03:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.0718 Generator_loss: 5.20691 
[INFO] 2021-01-05 03:18:57 > Step:   81300 Progress: 81.3% Elapsed: 1 day, 15:06:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.46199 Generator_loss: 5.39309 
[INFO] 2021-01-05 03:21:47 > Step:   81400 Progress: 81.4% Elapsed: 1 day, 15:09:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.65382 Generator_loss: 4.46878 
[INFO] 2021-01-05 03:24:38 > Step:   81500 Progress: 81.5% Elapsed: 1 day, 15:12:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.06686 Generator_loss: 5.4953 
[INFO] 2021-01-05 03:27:29 > Step:   81600 Progress: 81.6% Elapsed: 1 day, 15:15:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.53533 Generator_loss: 5.07058 
[INFO] 2021-01-05 03:30:19 > Step:   81700 Progress: 81.7% Elapsed: 1 day, 15:17:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.5991 Generator_loss: 5.51683 
[INFO] 2021-01-05 03:33:08 > Step:   81800 Progress: 81.8% Elapsed: 1 day, 15:20:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.09675 Generator_loss: 5.4832 
[INFO] 2021-01-05 03:35:58 > Step:   81900 Progress: 81.9% Elapsed: 1 day, 15:23:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.48058 Generator_loss: 5.54468 
[INFO] 2021-01-05 03:38:48 > Step:   82000 Progress: 82.0% Elapsed: 1 day, 15:26:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.57775 Generator_loss: 5.18336 
[INFO] 2021-01-05 03:38:48 > Start Evaluation (82000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 03:38:48 > Calculating FID Score....
[INFO] 2021-01-05 03:39:02 > Calculating Inception Score....
[INFO] 2021-01-05 03:39:05 > Calculate F_beta Score....
[INFO] 2021-01-05 03:39:20 > Calculate Accuracies....
[INFO] 2021-01-05 03:39:23 > Calculate Accuracies....
[INFO] 2021-01-05 03:39:24 > F_8 score (Step: 82000, Using valid images): 0.5098969516262597
[INFO] 2021-01-05 03:39:24 > F_1/8 score (Step: 82000, Using valid images): 0.4180640843177654
[INFO] 2021-01-05 03:39:24 > FID score (Step: 82000, Using valid moments): 177.36633607397255
[INFO] 2021-01-05 03:39:24 > Inception score (Step: 82000, 10000 generated images): 3.859508514404297
[INFO] 2021-01-05 03:39:24 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 03:39:31 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 03:42:21 > Step:   82100 Progress: 82.1% Elapsed: 1 day, 15:30:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.55151 Generator_loss: 4.65035 
[INFO] 2021-01-05 03:45:13 > Step:   82200 Progress: 82.2% Elapsed: 1 day, 15:32:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.92853 Generator_loss: 4.92026 
[INFO] 2021-01-05 03:48:05 > Step:   82300 Progress: 82.3% Elapsed: 1 day, 15:35:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.44765 Generator_loss: 5.02326 
[INFO] 2021-01-05 03:50:55 > Step:   82400 Progress: 82.4% Elapsed: 1 day, 15:38:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.63669 Generator_loss: 5.26879 
[INFO] 2021-01-05 03:53:44 > Step:   82500 Progress: 82.5% Elapsed: 1 day, 15:41:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.45993 Generator_loss: 5.23882 
[INFO] 2021-01-05 03:56:34 > Step:   82600 Progress: 82.6% Elapsed: 1 day, 15:44:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.29832 Generator_loss: 4.6015 
[INFO] 2021-01-05 03:59:25 > Step:   82700 Progress: 82.7% Elapsed: 1 day, 15:47:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.51659 Generator_loss: 5.53983 
[INFO] 2021-01-05 04:02:16 > Step:   82800 Progress: 82.8% Elapsed: 1 day, 15:49:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.62054 Generator_loss: 4.67801 
[INFO] 2021-01-05 04:05:07 > Step:   82900 Progress: 82.9% Elapsed: 1 day, 15:52:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.39845 Generator_loss: 5.36269 
[INFO] 2021-01-05 04:08:00 > Step:   83000 Progress: 83.0% Elapsed: 1 day, 15:55:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.57217 Generator_loss: 4.61786 
[INFO] 2021-01-05 04:10:50 > Step:   83100 Progress: 83.1% Elapsed: 1 day, 15:58:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.74646 Generator_loss: 4.83478 
[INFO] 2021-01-05 04:13:41 > Step:   83200 Progress: 83.2% Elapsed: 1 day, 16:01:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.42993 Generator_loss: 5.05841 
[INFO] 2021-01-05 04:16:32 > Step:   83300 Progress: 83.3% Elapsed: 1 day, 16:04:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.72438 Generator_loss: 4.69768 
[INFO] 2021-01-05 04:19:22 > Step:   83400 Progress: 83.4% Elapsed: 1 day, 16:07:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.42135 Generator_loss: 4.63926 
[INFO] 2021-01-05 04:22:13 > Step:   83500 Progress: 83.5% Elapsed: 1 day, 16:09:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.58589 Generator_loss: 4.92573 
[INFO] 2021-01-05 04:25:05 > Step:   83600 Progress: 83.6% Elapsed: 1 day, 16:12:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.49214 Generator_loss: 5.39549 
[INFO] 2021-01-05 04:27:55 > Step:   83700 Progress: 83.7% Elapsed: 1 day, 16:15:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.41847 Generator_loss: 5.13518 
[INFO] 2021-01-05 04:30:47 > Step:   83800 Progress: 83.8% Elapsed: 1 day, 16:18:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.52887 Generator_loss: 5.41254 
[INFO] 2021-01-05 04:33:36 > Step:   83900 Progress: 83.9% Elapsed: 1 day, 16:21:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.4878 Generator_loss: 5.27265 
[INFO] 2021-01-05 04:36:29 > Step:   84000 Progress: 84.0% Elapsed: 1 day, 16:24:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.43269 Generator_loss: 4.94306 
[INFO] 2021-01-05 04:36:29 > Start Evaluation (84000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 04:36:29 > Calculating FID Score....
[INFO] 2021-01-05 04:36:43 > Calculating Inception Score....
[INFO] 2021-01-05 04:36:46 > Calculate F_beta Score....
[INFO] 2021-01-05 04:37:01 > Calculate Accuracies....
[INFO] 2021-01-05 04:37:04 > Calculate Accuracies....
[INFO] 2021-01-05 04:37:06 > F_8 score (Step: 84000, Using valid images): 0.5282843324183355
[INFO] 2021-01-05 04:37:06 > F_1/8 score (Step: 84000, Using valid images): 0.4086815244323028
[INFO] 2021-01-05 04:37:06 > FID score (Step: 84000, Using valid moments): 187.01113630734363
[INFO] 2021-01-05 04:37:06 > Inception score (Step: 84000, 10000 generated images): 4.053681373596191
[INFO] 2021-01-05 04:37:06 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 04:37:13 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 04:40:05 > Step:   84100 Progress: 84.1% Elapsed: 1 day, 16:27:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.60413 Generator_loss: 4.61037 
[INFO] 2021-01-05 04:42:54 > Step:   84200 Progress: 84.2% Elapsed: 1 day, 16:30:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.66065 Generator_loss: 5.28959 
[INFO] 2021-01-05 04:45:44 > Step:   84300 Progress: 84.3% Elapsed: 1 day, 16:33:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.43227 Generator_loss: 5.1816 
[INFO] 2021-01-05 04:48:35 > Step:   84400 Progress: 84.4% Elapsed: 1 day, 16:36:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.54139 Generator_loss: 5.2333 
[INFO] 2021-01-05 04:51:26 > Step:   84500 Progress: 84.5% Elapsed: 1 day, 16:39:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.57847 Generator_loss: 4.40923 
[INFO] 2021-01-05 04:54:18 > Step:   84600 Progress: 84.6% Elapsed: 1 day, 16:41:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.48541 Generator_loss: 4.52108 
[INFO] 2021-01-05 04:57:09 > Step:   84700 Progress: 84.7% Elapsed: 1 day, 16:44:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.50222 Generator_loss: 5.51726 
[INFO] 2021-01-05 05:00:02 > Step:   84800 Progress: 84.8% Elapsed: 1 day, 16:47:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.52986 Generator_loss: 4.74922 
[INFO] 2021-01-05 05:02:53 > Step:   84900 Progress: 84.9% Elapsed: 1 day, 16:50:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.52486 Generator_loss: 5.29891 
[INFO] 2021-01-05 05:05:44 > Step:   85000 Progress: 85.0% Elapsed: 1 day, 16:53:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.67049 Generator_loss: 4.2527 
[INFO] 2021-01-05 05:08:33 > Step:   85100 Progress: 85.1% Elapsed: 1 day, 16:56:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.60653 Generator_loss: 5.14836 
[INFO] 2021-01-05 05:11:23 > Step:   85200 Progress: 85.2% Elapsed: 1 day, 16:59:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.51363 Generator_loss: 5.191 
[INFO] 2021-01-05 05:14:14 > Step:   85300 Progress: 85.3% Elapsed: 1 day, 17:01:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.57366 Generator_loss: 5.1377 
[INFO] 2021-01-05 05:17:04 > Step:   85400 Progress: 85.4% Elapsed: 1 day, 17:04:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.56408 Generator_loss: 4.98844 
[INFO] 2021-01-05 05:19:54 > Step:   85500 Progress: 85.5% Elapsed: 1 day, 17:07:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.55958 Generator_loss: 5.38628 
[INFO] 2021-01-05 05:22:45 > Step:   85600 Progress: 85.6% Elapsed: 1 day, 17:10:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.37772 Generator_loss: 5.14356 
[INFO] 2021-01-05 05:25:34 > Step:   85700 Progress: 85.7% Elapsed: 1 day, 17:13:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.67728 Generator_loss: 5.27805 
[INFO] 2021-01-05 05:28:23 > Step:   85800 Progress: 85.8% Elapsed: 1 day, 17:16:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.52728 Generator_loss: 5.45326 
[INFO] 2021-01-05 05:31:14 > Step:   85900 Progress: 85.9% Elapsed: 1 day, 17:18:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.3251 Generator_loss: 4.82511 
[INFO] 2021-01-05 05:34:08 > Step:   86000 Progress: 86.0% Elapsed: 1 day, 17:21:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.46612 Generator_loss: 4.56354 
[INFO] 2021-01-05 05:34:08 > Start Evaluation (86000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 05:34:08 > Calculating FID Score....
[INFO] 2021-01-05 05:34:21 > Calculating Inception Score....
[INFO] 2021-01-05 05:34:24 > Calculate F_beta Score....
[INFO] 2021-01-05 05:34:40 > Calculate Accuracies....
[INFO] 2021-01-05 05:34:43 > Calculate Accuracies....
[INFO] 2021-01-05 05:34:44 > F_8 score (Step: 86000, Using valid images): 0.5369014427765576
[INFO] 2021-01-05 05:34:44 > F_1/8 score (Step: 86000, Using valid images): 0.4012027137151441
[INFO] 2021-01-05 05:34:44 > FID score (Step: 86000, Using valid moments): 189.54189372502293
[INFO] 2021-01-05 05:34:44 > Inception score (Step: 86000, 10000 generated images): 5.086221694946289
[INFO] 2021-01-05 05:34:44 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 05:34:51 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 05:37:42 > Step:   86100 Progress: 86.1% Elapsed: 1 day, 17:25:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.67556 Generator_loss: 5.19239 
[INFO] 2021-01-05 05:40:32 > Step:   86200 Progress: 86.2% Elapsed: 1 day, 17:28:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.41406 Generator_loss: 5.30348 
[INFO] 2021-01-05 05:43:23 > Step:   86300 Progress: 86.3% Elapsed: 1 day, 17:31:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.70251 Generator_loss: 4.88797 
[INFO] 2021-01-05 05:46:12 > Step:   86400 Progress: 86.4% Elapsed: 1 day, 17:33:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.57094 Generator_loss: 4.59749 
[INFO] 2021-01-05 05:49:04 > Step:   86500 Progress: 86.5% Elapsed: 1 day, 17:36:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.52633 Generator_loss: 5.18585 
[INFO] 2021-01-05 05:51:53 > Step:   86600 Progress: 86.6% Elapsed: 1 day, 17:39:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.70407 Generator_loss: 5.35119 
[INFO] 2021-01-05 05:54:43 > Step:   86700 Progress: 86.7% Elapsed: 1 day, 17:42:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.65357 Generator_loss: 4.60988 
[INFO] 2021-01-05 05:57:32 > Step:   86800 Progress: 86.8% Elapsed: 1 day, 17:45:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.73125 Generator_loss: 4.61966 
[INFO] 2021-01-05 06:00:21 > Step:   86900 Progress: 86.9% Elapsed: 1 day, 17:48:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.3688 Generator_loss: 4.93649 
[INFO] 2021-01-05 06:03:10 > Step:   87000 Progress: 87.0% Elapsed: 1 day, 17:50:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.67648 Generator_loss: 5.13279 
[INFO] 2021-01-05 06:06:01 > Step:   87100 Progress: 87.1% Elapsed: 1 day, 17:53:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.05932 Generator_loss: 4.74862 
[INFO] 2021-01-05 06:08:52 > Step:   87200 Progress: 87.2% Elapsed: 1 day, 17:56:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.67761 Generator_loss: 5.3227 
[INFO] 2021-01-05 06:11:42 > Step:   87300 Progress: 87.3% Elapsed: 1 day, 17:59:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.56347 Generator_loss: 5.21423 
[INFO] 2021-01-05 06:14:32 > Step:   87400 Progress: 87.4% Elapsed: 1 day, 18:02:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.70224 Generator_loss: 4.78635 
[INFO] 2021-01-05 06:17:21 > Step:   87500 Progress: 87.5% Elapsed: 1 day, 18:05:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.66733 Generator_loss: 4.85936 
[INFO] 2021-01-05 06:20:10 > Step:   87600 Progress: 87.6% Elapsed: 1 day, 18:07:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.56022 Generator_loss: 5.23024 
[INFO] 2021-01-05 06:22:59 > Step:   87700 Progress: 87.7% Elapsed: 1 day, 18:10:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.44971 Generator_loss: 5.03789 
[INFO] 2021-01-05 06:25:48 > Step:   87800 Progress: 87.8% Elapsed: 1 day, 18:13:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.42253 Generator_loss: 5.55082 
[INFO] 2021-01-05 06:28:38 > Step:   87900 Progress: 87.9% Elapsed: 1 day, 18:16:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.87549 Generator_loss: 4.71015 
[INFO] 2021-01-05 06:31:26 > Step:   88000 Progress: 88.0% Elapsed: 1 day, 18:19:05 temperature: 1.0 ada_p: No Discriminator_loss: 6.01971 Generator_loss: 4.99869 
[INFO] 2021-01-05 06:31:26 > Start Evaluation (88000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 06:31:26 > Calculating FID Score....
[INFO] 2021-01-05 06:31:40 > Calculating Inception Score....
[INFO] 2021-01-05 06:31:42 > Calculate F_beta Score....
[INFO] 2021-01-05 06:31:58 > Calculate Accuracies....
[INFO] 2021-01-05 06:32:00 > Calculate Accuracies....
[INFO] 2021-01-05 06:32:02 > F_8 score (Step: 88000, Using valid images): 0.5210820687170629
[INFO] 2021-01-05 06:32:02 > F_1/8 score (Step: 88000, Using valid images): 0.4090614012486026
[INFO] 2021-01-05 06:32:02 > FID score (Step: 88000, Using valid moments): 193.20920367423543
[INFO] 2021-01-05 06:32:02 > Inception score (Step: 88000, 10000 generated images): 4.0381999015808105
[INFO] 2021-01-05 06:32:02 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 06:32:09 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 06:34:58 > Step:   88100 Progress: 88.1% Elapsed: 1 day, 18:22:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.31467 Generator_loss: 4.94932 
[INFO] 2021-01-05 06:37:49 > Step:   88200 Progress: 88.2% Elapsed: 1 day, 18:25:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.48688 Generator_loss: 5.20893 
[INFO] 2021-01-05 06:40:39 > Step:   88300 Progress: 88.3% Elapsed: 1 day, 18:28:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.55572 Generator_loss: 4.66639 
[INFO] 2021-01-05 06:43:29 > Step:   88400 Progress: 88.4% Elapsed: 1 day, 18:31:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.61018 Generator_loss: 4.57021 
[INFO] 2021-01-05 06:46:16 > Step:   88500 Progress: 88.5% Elapsed: 1 day, 18:33:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.62732 Generator_loss: 4.5959 
[INFO] 2021-01-05 06:49:04 > Step:   88600 Progress: 88.6% Elapsed: 1 day, 18:36:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.39004 Generator_loss: 4.92972 
[INFO] 2021-01-05 06:51:52 > Step:   88700 Progress: 88.7% Elapsed: 1 day, 18:39:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.53732 Generator_loss: 5.01036 
[INFO] 2021-01-05 06:54:42 > Step:   88800 Progress: 88.8% Elapsed: 1 day, 18:42:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.49212 Generator_loss: 5.00456 
[INFO] 2021-01-05 06:57:32 > Step:   88900 Progress: 88.9% Elapsed: 1 day, 18:45:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.42864 Generator_loss: 5.36013 
[INFO] 2021-01-05 07:00:22 > Step:   89000 Progress: 89.0% Elapsed: 1 day, 18:48:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.56722 Generator_loss: 4.38079 
[INFO] 2021-01-05 07:03:11 > Step:   89100 Progress: 89.1% Elapsed: 1 day, 18:50:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.51573 Generator_loss: 4.57687 
[INFO] 2021-01-05 07:06:02 > Step:   89200 Progress: 89.2% Elapsed: 1 day, 18:53:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.10462 Generator_loss: 5.01393 
[INFO] 2021-01-05 07:08:52 > Step:   89300 Progress: 89.3% Elapsed: 1 day, 18:56:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.62958 Generator_loss: 4.974 
[INFO] 2021-01-05 07:11:44 > Step:   89400 Progress: 89.4% Elapsed: 1 day, 18:59:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.68145 Generator_loss: 5.2159 
[INFO] 2021-01-05 07:14:34 > Step:   89500 Progress: 89.5% Elapsed: 1 day, 19:02:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.63782 Generator_loss: 4.99508 
[INFO] 2021-01-05 07:17:25 > Step:   89600 Progress: 89.6% Elapsed: 1 day, 19:05:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.52789 Generator_loss: 5.32658 
[INFO] 2021-01-05 07:20:16 > Step:   89700 Progress: 89.7% Elapsed: 1 day, 19:07:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.52668 Generator_loss: 5.11158 
[INFO] 2021-01-05 07:23:03 > Step:   89800 Progress: 89.8% Elapsed: 1 day, 19:10:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.70391 Generator_loss: 5.38357 
[INFO] 2021-01-05 07:25:51 > Step:   89900 Progress: 89.9% Elapsed: 1 day, 19:13:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.47418 Generator_loss: 5.31145 
[INFO] 2021-01-05 07:28:42 > Step:   90000 Progress: 90.0% Elapsed: 1 day, 19:16:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.5266 Generator_loss: 4.5798 
[INFO] 2021-01-05 07:28:42 > Start Evaluation (90000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 07:28:42 > Calculating FID Score....
[INFO] 2021-01-05 07:28:56 > Calculating Inception Score....
[INFO] 2021-01-05 07:28:59 > Calculate F_beta Score....
[INFO] 2021-01-05 07:29:15 > Calculate Accuracies....
[INFO] 2021-01-05 07:29:18 > Calculate Accuracies....
[INFO] 2021-01-05 07:29:19 > F_8 score (Step: 90000, Using valid images): 0.48522437548302777
[INFO] 2021-01-05 07:29:19 > F_1/8 score (Step: 90000, Using valid images): 0.4184586530706605
[INFO] 2021-01-05 07:29:19 > FID score (Step: 90000, Using valid moments): 197.78773503030706
[INFO] 2021-01-05 07:29:19 > Inception score (Step: 90000, 10000 generated images): 3.8509628772735596
[INFO] 2021-01-05 07:29:19 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 07:29:26 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 07:32:17 > Step:   90100 Progress: 90.1% Elapsed: 1 day, 19:19:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.44056 Generator_loss: 5.27272 
[INFO] 2021-01-05 07:35:08 > Step:   90200 Progress: 90.2% Elapsed: 1 day, 19:22:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.83297 Generator_loss: 5.25114 
[INFO] 2021-01-05 07:38:00 > Step:   90300 Progress: 90.3% Elapsed: 1 day, 19:25:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.69194 Generator_loss: 4.82113 
[INFO] 2021-01-05 07:40:50 > Step:   90400 Progress: 90.4% Elapsed: 1 day, 19:28:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.41263 Generator_loss: 4.67993 
[INFO] 2021-01-05 07:43:41 > Step:   90500 Progress: 90.5% Elapsed: 1 day, 19:31:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.3012 Generator_loss: 5.66923 
[INFO] 2021-01-05 07:46:31 > Step:   90600 Progress: 90.6% Elapsed: 1 day, 19:34:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.62958 Generator_loss: 5.37072 
[INFO] 2021-01-05 07:49:22 > Step:   90700 Progress: 90.7% Elapsed: 1 day, 19:37:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.44103 Generator_loss: 5.27149 
[INFO] 2021-01-05 07:52:12 > Step:   90800 Progress: 90.8% Elapsed: 1 day, 19:39:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.31278 Generator_loss: 5.3915 
[INFO] 2021-01-05 07:55:02 > Step:   90900 Progress: 90.9% Elapsed: 1 day, 19:42:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.639 Generator_loss: 5.18252 
[INFO] 2021-01-05 07:57:52 > Step:   91000 Progress: 91.0% Elapsed: 1 day, 19:45:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.58238 Generator_loss: 5.26807 
[INFO] 2021-01-05 08:00:43 > Step:   91100 Progress: 91.1% Elapsed: 1 day, 19:48:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.51702 Generator_loss: 5.09223 
[INFO] 2021-01-05 08:03:34 > Step:   91200 Progress: 91.2% Elapsed: 1 day, 19:51:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.39444 Generator_loss: 4.77385 
[INFO] 2021-01-05 08:06:23 > Step:   91300 Progress: 91.3% Elapsed: 1 day, 19:54:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.43129 Generator_loss: 4.50786 
[INFO] 2021-01-05 08:09:13 > Step:   91400 Progress: 91.4% Elapsed: 1 day, 19:56:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.35141 Generator_loss: 5.40608 
[INFO] 2021-01-05 08:12:03 > Step:   91500 Progress: 91.5% Elapsed: 1 day, 19:59:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.59809 Generator_loss: 4.68148 
[INFO] 2021-01-05 08:14:51 > Step:   91600 Progress: 91.6% Elapsed: 1 day, 20:02:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.76821 Generator_loss: 4.54959 
[INFO] 2021-01-05 08:17:41 > Step:   91700 Progress: 91.7% Elapsed: 1 day, 20:05:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.47054 Generator_loss: 5.11628 
[INFO] 2021-01-05 08:20:31 > Step:   91800 Progress: 91.8% Elapsed: 1 day, 20:08:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.30936 Generator_loss: 5.18659 
[INFO] 2021-01-05 08:23:22 > Step:   91900 Progress: 91.9% Elapsed: 1 day, 20:11:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.58085 Generator_loss: 5.31172 
[INFO] 2021-01-05 08:26:11 > Step:   92000 Progress: 92.0% Elapsed: 1 day, 20:13:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.61524 Generator_loss: 4.41927 
[INFO] 2021-01-05 08:26:11 > Start Evaluation (92000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 08:26:11 > Calculating FID Score....
[INFO] 2021-01-05 08:26:25 > Calculating Inception Score....
[INFO] 2021-01-05 08:26:28 > Calculate F_beta Score....
[INFO] 2021-01-05 08:26:44 > Calculate Accuracies....
[INFO] 2021-01-05 08:26:47 > Calculate Accuracies....
[INFO] 2021-01-05 08:26:48 > F_8 score (Step: 92000, Using valid images): 0.46298617443477746
[INFO] 2021-01-05 08:26:48 > F_1/8 score (Step: 92000, Using valid images): 0.4492884335204468
[INFO] 2021-01-05 08:26:48 > FID score (Step: 92000, Using valid moments): 201.0923193281513
[INFO] 2021-01-05 08:26:48 > Inception score (Step: 92000, 10000 generated images): 4.072584629058838
[INFO] 2021-01-05 08:26:48 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 08:26:55 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 08:29:44 > Step:   92100 Progress: 92.1% Elapsed: 1 day, 20:17:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.41795 Generator_loss: 5.2247 
[INFO] 2021-01-05 08:32:35 > Step:   92200 Progress: 92.2% Elapsed: 1 day, 20:20:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.59823 Generator_loss: 5.15545 
[INFO] 2021-01-05 08:35:25 > Step:   92300 Progress: 92.3% Elapsed: 1 day, 20:23:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.51245 Generator_loss: 5.53537 
[INFO] 2021-01-05 08:38:13 > Step:   92400 Progress: 92.4% Elapsed: 1 day, 20:25:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.68296 Generator_loss: 4.72231 
[INFO] 2021-01-05 08:41:03 > Step:   92500 Progress: 92.5% Elapsed: 1 day, 20:28:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.34368 Generator_loss: 5.41653 
[INFO] 2021-01-05 08:43:52 > Step:   92600 Progress: 92.6% Elapsed: 1 day, 20:31:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.49438 Generator_loss: 5.28616 
[INFO] 2021-01-05 08:46:41 > Step:   92700 Progress: 92.7% Elapsed: 1 day, 20:34:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.43562 Generator_loss: 5.14166 
[INFO] 2021-01-05 08:49:32 > Step:   92800 Progress: 92.8% Elapsed: 1 day, 20:37:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.65498 Generator_loss: 4.60189 
[INFO] 2021-01-05 08:52:22 > Step:   92900 Progress: 92.9% Elapsed: 1 day, 20:40:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.58378 Generator_loss: 5.45398 
[INFO] 2021-01-05 08:55:12 > Step:   93000 Progress: 93.0% Elapsed: 1 day, 20:42:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.66583 Generator_loss: 4.58453 
[INFO] 2021-01-05 08:58:03 > Step:   93100 Progress: 93.1% Elapsed: 1 day, 20:45:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.68221 Generator_loss: 4.5883 
[INFO] 2021-01-05 09:00:52 > Step:   93200 Progress: 93.2% Elapsed: 1 day, 20:48:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.43809 Generator_loss: 5.057 
[INFO] 2021-01-05 09:03:40 > Step:   93300 Progress: 93.3% Elapsed: 1 day, 20:51:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.4723 Generator_loss: 5.26701 
[INFO] 2021-01-05 09:06:32 > Step:   93400 Progress: 93.4% Elapsed: 1 day, 20:54:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.37541 Generator_loss: 4.56274 
[INFO] 2021-01-05 09:09:20 > Step:   93500 Progress: 93.5% Elapsed: 1 day, 20:57:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.66065 Generator_loss: 4.84237 
[INFO] 2021-01-05 09:12:08 > Step:   93600 Progress: 93.6% Elapsed: 1 day, 20:59:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.80405 Generator_loss: 4.71199 
[INFO] 2021-01-05 09:14:58 > Step:   93700 Progress: 93.7% Elapsed: 1 day, 21:02:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.48298 Generator_loss: 5.44639 
[INFO] 2021-01-05 09:17:50 > Step:   93800 Progress: 93.8% Elapsed: 1 day, 21:05:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.65681 Generator_loss: 5.33073 
[INFO] 2021-01-05 09:20:40 > Step:   93900 Progress: 93.9% Elapsed: 1 day, 21:08:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.33479 Generator_loss: 5.04475 
[INFO] 2021-01-05 09:23:30 > Step:   94000 Progress: 94.0% Elapsed: 1 day, 21:11:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.30151 Generator_loss: 5.23101 
[INFO] 2021-01-05 09:23:30 > Start Evaluation (94000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 09:23:30 > Calculating FID Score....
[INFO] 2021-01-05 09:23:44 > Calculating Inception Score....
[INFO] 2021-01-05 09:23:47 > Calculate F_beta Score....
[INFO] 2021-01-05 09:24:03 > Calculate Accuracies....
[INFO] 2021-01-05 09:24:06 > Calculate Accuracies....
[INFO] 2021-01-05 09:24:07 > F_8 score (Step: 94000, Using valid images): 0.42736615580929244
[INFO] 2021-01-05 09:24:07 > F_1/8 score (Step: 94000, Using valid images): 0.37750348580930443
[INFO] 2021-01-05 09:24:07 > FID score (Step: 94000, Using valid moments): 194.38858217582245
[INFO] 2021-01-05 09:24:07 > Inception score (Step: 94000, 10000 generated images): 3.569258213043213
[INFO] 2021-01-05 09:24:07 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 09:24:14 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 09:27:04 > Step:   94100 Progress: 94.1% Elapsed: 1 day, 21:14:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.9253 Generator_loss: 4.96154 
[INFO] 2021-01-05 09:29:53 > Step:   94200 Progress: 94.2% Elapsed: 1 day, 21:17:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.51672 Generator_loss: 5.12841 
[INFO] 2021-01-05 09:32:45 > Step:   94300 Progress: 94.3% Elapsed: 1 day, 21:20:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.79254 Generator_loss: 4.731 
[INFO] 2021-01-05 09:35:34 > Step:   94400 Progress: 94.4% Elapsed: 1 day, 21:23:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.57592 Generator_loss: 5.176 
[INFO] 2021-01-05 09:38:22 > Step:   94500 Progress: 94.5% Elapsed: 1 day, 21:26:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.62285 Generator_loss: 5.49689 
[INFO] 2021-01-05 09:41:14 > Step:   94600 Progress: 94.6% Elapsed: 1 day, 21:28:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.37261 Generator_loss: 5.07338 
[INFO] 2021-01-05 09:44:06 > Step:   94700 Progress: 94.7% Elapsed: 1 day, 21:31:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.63752 Generator_loss: 4.5338 
[INFO] 2021-01-05 09:46:55 > Step:   94800 Progress: 94.8% Elapsed: 1 day, 21:34:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.42473 Generator_loss: 4.78179 
[INFO] 2021-01-05 09:49:45 > Step:   94900 Progress: 94.9% Elapsed: 1 day, 21:37:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.7652 Generator_loss: 5.12864 
[INFO] 2021-01-05 09:52:36 > Step:   95000 Progress: 95.0% Elapsed: 1 day, 21:40:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.43519 Generator_loss: 5.40465 
[INFO] 2021-01-05 09:55:27 > Step:   95100 Progress: 95.1% Elapsed: 1 day, 21:43:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.49555 Generator_loss: 5.32008 
[INFO] 2021-01-05 09:58:19 > Step:   95200 Progress: 95.2% Elapsed: 1 day, 21:45:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.58395 Generator_loss: 4.86993 
[INFO] 2021-01-05 10:01:08 > Step:   95300 Progress: 95.3% Elapsed: 1 day, 21:48:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.65569 Generator_loss: 4.84144 
[INFO] 2021-01-05 10:03:59 > Step:   95400 Progress: 95.4% Elapsed: 1 day, 21:51:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.65795 Generator_loss: 4.71356 
[INFO] 2021-01-05 10:06:51 > Step:   95500 Progress: 95.5% Elapsed: 1 day, 21:54:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.86415 Generator_loss: 4.76581 
[INFO] 2021-01-05 10:09:43 > Step:   95600 Progress: 95.6% Elapsed: 1 day, 21:57:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.49506 Generator_loss: 5.29693 
[INFO] 2021-01-05 10:12:34 > Step:   95700 Progress: 95.7% Elapsed: 1 day, 22:00:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.90195 Generator_loss: 4.8314 
[INFO] 2021-01-05 10:15:25 > Step:   95800 Progress: 95.8% Elapsed: 1 day, 22:03:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.43682 Generator_loss: 4.9368 
[INFO] 2021-01-05 10:18:17 > Step:   95900 Progress: 95.9% Elapsed: 1 day, 22:05:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.53193 Generator_loss: 5.28967 
[INFO] 2021-01-05 10:21:06 > Step:   96000 Progress: 96.0% Elapsed: 1 day, 22:08:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.6547 Generator_loss: 4.61348 
[INFO] 2021-01-05 10:21:06 > Start Evaluation (96000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 10:21:06 > Calculating FID Score....
[INFO] 2021-01-05 10:21:20 > Calculating Inception Score....
[INFO] 2021-01-05 10:21:23 > Calculate F_beta Score....
[INFO] 2021-01-05 10:21:39 > Calculate Accuracies....
[INFO] 2021-01-05 10:21:42 > Calculate Accuracies....
[INFO] 2021-01-05 10:21:43 > F_8 score (Step: 96000, Using valid images): 0.439763121103494
[INFO] 2021-01-05 10:21:43 > F_1/8 score (Step: 96000, Using valid images): 0.4038510689703975
[INFO] 2021-01-05 10:21:43 > FID score (Step: 96000, Using valid moments): 197.2172386350543
[INFO] 2021-01-05 10:21:43 > Inception score (Step: 96000, 10000 generated images): 3.8039653301239014
[INFO] 2021-01-05 10:21:43 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 10:21:50 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 10:24:40 > Step:   96100 Progress: 96.1% Elapsed: 1 day, 22:12:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.52816 Generator_loss: 5.31479 
[INFO] 2021-01-05 10:27:31 > Step:   96200 Progress: 96.2% Elapsed: 1 day, 22:15:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.4869 Generator_loss: 5.36503 
[INFO] 2021-01-05 10:30:22 > Step:   96300 Progress: 96.3% Elapsed: 1 day, 22:18:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.53326 Generator_loss: 5.43934 
[INFO] 2021-01-05 10:33:12 > Step:   96400 Progress: 96.4% Elapsed: 1 day, 22:20:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.45161 Generator_loss: 5.18695 
[INFO] 2021-01-05 10:36:03 > Step:   96500 Progress: 96.5% Elapsed: 1 day, 22:23:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.35123 Generator_loss: 4.76946 
[INFO] 2021-01-05 10:38:53 > Step:   96600 Progress: 96.6% Elapsed: 1 day, 22:26:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.54531 Generator_loss: 4.14633 
[INFO] 2021-01-05 10:41:44 > Step:   96700 Progress: 96.7% Elapsed: 1 day, 22:29:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.51109 Generator_loss: 5.39568 
[INFO] 2021-01-05 10:44:35 > Step:   96800 Progress: 96.8% Elapsed: 1 day, 22:32:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.52174 Generator_loss: 5.3884 
[INFO] 2021-01-05 10:47:27 > Step:   96900 Progress: 96.9% Elapsed: 1 day, 22:35:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.45746 Generator_loss: 5.43833 
[INFO] 2021-01-05 10:50:17 > Step:   97000 Progress: 97.0% Elapsed: 1 day, 22:37:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.84214 Generator_loss: 4.81104 
[INFO] 2021-01-05 10:53:10 > Step:   97100 Progress: 97.1% Elapsed: 1 day, 22:40:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.50603 Generator_loss: 4.57055 
[INFO] 2021-01-05 10:56:00 > Step:   97200 Progress: 97.2% Elapsed: 1 day, 22:43:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.74362 Generator_loss: 4.66764 
[INFO] 2021-01-05 10:58:50 > Step:   97300 Progress: 97.3% Elapsed: 1 day, 22:46:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.47967 Generator_loss: 5.52456 
[INFO] 2021-01-05 11:01:42 > Step:   97400 Progress: 97.4% Elapsed: 1 day, 22:49:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.49195 Generator_loss: 4.76535 
[INFO] 2021-01-05 11:04:32 > Step:   97500 Progress: 97.5% Elapsed: 1 day, 22:52:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.71684 Generator_loss: 4.77161 
[INFO] 2021-01-05 11:07:24 > Step:   97600 Progress: 97.6% Elapsed: 1 day, 22:55:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.51989 Generator_loss: 5.09144 
[INFO] 2021-01-05 11:10:13 > Step:   97700 Progress: 97.7% Elapsed: 1 day, 22:57:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.61596 Generator_loss: 4.5138 
[INFO] 2021-01-05 11:13:03 > Step:   97800 Progress: 97.8% Elapsed: 1 day, 23:00:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.53897 Generator_loss: 5.24168 
[INFO] 2021-01-05 11:15:53 > Step:   97900 Progress: 97.9% Elapsed: 1 day, 23:03:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.4699 Generator_loss: 5.4253 
[INFO] 2021-01-05 11:18:44 > Step:   98000 Progress: 98.0% Elapsed: 1 day, 23:06:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.49034 Generator_loss: 5.23131 
[INFO] 2021-01-05 11:18:44 > Start Evaluation (98000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 11:18:44 > Calculating FID Score....
[INFO] 2021-01-05 11:18:57 > Calculating Inception Score....
[INFO] 2021-01-05 11:19:00 > Calculate F_beta Score....
[INFO] 2021-01-05 11:19:15 > Calculate Accuracies....
[INFO] 2021-01-05 11:19:18 > Calculate Accuracies....
[INFO] 2021-01-05 11:19:20 > F_8 score (Step: 98000, Using valid images): 0.3674202333635193
[INFO] 2021-01-05 11:19:20 > F_1/8 score (Step: 98000, Using valid images): 0.4381859151187287
[INFO] 2021-01-05 11:19:20 > FID score (Step: 98000, Using valid moments): 202.5128277085849
[INFO] 2021-01-05 11:19:20 > Inception score (Step: 98000, 10000 generated images): 3.9684324264526367
[INFO] 2021-01-05 11:19:20 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 11:19:27 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 11:22:16 > Step:   98100 Progress: 98.1% Elapsed: 1 day, 23:09:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.58023 Generator_loss: 4.51426 
[INFO] 2021-01-05 11:25:05 > Step:   98200 Progress: 98.2% Elapsed: 1 day, 23:12:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.44702 Generator_loss: 5.30351 
[INFO] 2021-01-05 11:27:55 > Step:   98300 Progress: 98.3% Elapsed: 1 day, 23:15:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.44277 Generator_loss: 4.95085 
[INFO] 2021-01-05 11:30:45 > Step:   98400 Progress: 98.4% Elapsed: 1 day, 23:18:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.41212 Generator_loss: 5.31615 
[INFO] 2021-01-05 11:33:34 > Step:   98500 Progress: 98.5% Elapsed: 1 day, 23:21:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.54487 Generator_loss: 5.15541 
[INFO] 2021-01-05 11:36:23 > Step:   98600 Progress: 98.6% Elapsed: 1 day, 23:24:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.76382 Generator_loss: 5.36351 
[INFO] 2021-01-05 11:39:15 > Step:   98700 Progress: 98.7% Elapsed: 1 day, 23:26:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.66863 Generator_loss: 4.84659 
[INFO] 2021-01-05 11:42:05 > Step:   98800 Progress: 98.8% Elapsed: 1 day, 23:29:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.57596 Generator_loss: 4.94459 
[INFO] 2021-01-05 11:44:54 > Step:   98900 Progress: 98.9% Elapsed: 1 day, 23:32:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.41669 Generator_loss: 4.74218 
[INFO] 2021-01-05 11:47:45 > Step:   99000 Progress: 99.0% Elapsed: 1 day, 23:35:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.43498 Generator_loss: 5.30035 
[INFO] 2021-01-05 11:50:33 > Step:   99100 Progress: 99.1% Elapsed: 1 day, 23:38:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.57186 Generator_loss: 5.37127 
[INFO] 2021-01-05 11:53:24 > Step:   99200 Progress: 99.2% Elapsed: 1 day, 23:41:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.70237 Generator_loss: 5.21997 
[INFO] 2021-01-05 11:56:16 > Step:   99300 Progress: 99.3% Elapsed: 1 day, 23:43:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.69011 Generator_loss: 4.70109 
[INFO] 2021-01-05 11:59:06 > Step:   99400 Progress: 99.4% Elapsed: 1 day, 23:46:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.6287 Generator_loss: 5.42147 
[INFO] 2021-01-05 12:01:57 > Step:   99500 Progress: 99.5% Elapsed: 1 day, 23:49:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.61369 Generator_loss: 4.58949 
[INFO] 2021-01-05 12:04:49 > Step:   99600 Progress: 99.6% Elapsed: 1 day, 23:52:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.53448 Generator_loss: 5.38332 
[INFO] 2021-01-05 12:07:42 > Step:   99700 Progress: 99.7% Elapsed: 1 day, 23:55:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.39668 Generator_loss: 4.86678 
[INFO] 2021-01-05 12:10:34 > Step:   99800 Progress: 99.8% Elapsed: 1 day, 23:58:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.64125 Generator_loss: 4.65611 
[INFO] 2021-01-05 12:13:25 > Step:   99900 Progress: 99.9% Elapsed: 2 days, 0:01:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.58701 Generator_loss: 5.02953 
[INFO] 2021-01-05 12:16:14 > Step:  100000 Progress: 100.0% Elapsed: 2 days, 0:03:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.42671 Generator_loss: 5.37308 
[INFO] 2021-01-05 12:16:14 > Start Evaluation (100000 Step): ICRGAN(C)-train-2021_01_03_12_11_56
[INFO] 2021-01-05 12:16:14 > Calculating FID Score....
[INFO] 2021-01-05 12:16:28 > Calculating Inception Score....
[INFO] 2021-01-05 12:16:31 > Calculate F_beta Score....
[INFO] 2021-01-05 12:16:47 > Calculate Accuracies....
[INFO] 2021-01-05 12:16:50 > Calculate Accuracies....
[INFO] 2021-01-05 12:16:51 > F_8 score (Step: 100000, Using valid images): 0.5088675454998332
[INFO] 2021-01-05 12:16:51 > F_1/8 score (Step: 100000, Using valid images): 0.4279090336315307
[INFO] 2021-01-05 12:16:51 > FID score (Step: 100000, Using valid moments): 201.67136700837332
[INFO] 2021-01-05 12:16:51 > Inception score (Step: 100000, 10000 generated images): 3.653662919998169
[INFO] 2021-01-05 12:16:51 > Best FID score (Step: 42000, Using valid moments): 21.940317870899662
[INFO] 2021-01-05 12:16:58 > Save model to checkpoints/ICRGAN(C)-train-2021_01_03_12_11_56