BigGAN2048-train-2020_11_17_15_17_48.log

[INFO] 2020-11-17 15:17:48 > Run name : BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-17 15:17:48 > {'config_path': './configs/ILSVRC2012/BigGAN2048.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, '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] 2020-11-17 15:17:48 > {'data_processing': {'dataset_name': 'imagenet', 'data_path': './data/ILSVRC2012', 'img_size': 128, 'num_classes': 1000, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ProjGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 4, 'attention_after_nth_dis_block': 1, 'z_dim': 120, 'shared_dim': 128, 'g_conv_dim': 96, 'd_conv_dim': 96, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 512, 'accumulation_steps': 4, 'd_lr': 0.0002, 'g_lr': 5e-05, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 2, 'total_step': 200000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': True, 'ema_decay': 0.9999, 'ema_start': 20000}}}
[INFO] 2020-11-17 15:17:48 > Loading train datasets...
[INFO] 2020-11-17 15:22:25 > Train dataset size : 1281167
[INFO] 2020-11-17 15:22:25 > Loading valid datasets...
[INFO] 2020-11-17 15:22:25 > Eval dataset size : 50000
[INFO] 2020-11-17 15:22:25 > Building model...
[INFO] 2020-11-17 15:22:25 > Modules are located on models.big_resnet
[INFO] 2020-11-17 15:22:32 > Number of parameters: 70433988
[INFO] 2020-11-17 15:22:32 > Generator(
  (linear0): Linear(in_features=20, out_features=24576, bias=True)
  (shared): Embedding(1000, 128)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=1536, bias=False)
          (bias): Linear(in_features=148, out_features=1536, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=1536, bias=False)
          (bias): Linear(in_features=148, out_features=1536, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1536, 1536, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=1536, bias=False)
          (bias): Linear(in_features=148, out_features=1536, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(768, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=768, bias=False)
          (bias): Linear(in_features=148, out_features=768, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1536, 768, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1536, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(768, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=768, bias=False)
          (bias): Linear(in_features=148, out_features=768, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(768, 384, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(768, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (3): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(192, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=192, bias=False)
          (bias): Linear(in_features=148, out_features=192, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(384, 192, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(384, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (4): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (5): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(192, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=192, bias=False)
          (bias): Linear(in_features=148, out_features=192, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(96, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=96, bias=False)
          (bias): Linear(in_features=148, out_features=96, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(192, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(96, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(96, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2020-11-17 15:22:32 > Number of parameters: 87982370
[INFO] 2020-11-17 15:22:32 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 96, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(96, 96, 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(96, 12, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(96, 12, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(96, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(48, 96, 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(96, 192, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(96, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(192, 384, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(192, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(384, 768, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(384, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(768, 768, 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(768, 1536, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(768, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (6): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d1): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1536, 1536, 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=1536, out_features=1, bias=True)
  (embedding): Embedding(1000, 1536)
)
[INFO] 2020-11-17 15:22:35 > Start training....
[INFO] 2020-11-17 15:42:55 > Step:     100 Progress: 0.1% Elapsed: 0:20:20 temperature: no ada_p: No Discriminator_loss: 0.476282 Generator_loss: 0.00552685 
[INFO] 2020-11-17 16:02:41 > Step:     200 Progress: 0.1% Elapsed: 0:40:06 temperature: no ada_p: No Discriminator_loss: 0.474725 Generator_loss: 0.0473631 
[INFO] 2020-11-17 16:22:28 > Step:     300 Progress: 0.1% Elapsed: 0:59:52 temperature: no ada_p: No Discriminator_loss: 0.528052 Generator_loss: -0.192911 
[INFO] 2020-11-17 16:42:21 > Step:     400 Progress: 0.2% Elapsed: 1:19:46 temperature: no ada_p: No Discriminator_loss: 0.47571 Generator_loss: 0.137804 
[INFO] 2020-11-17 17:02:06 > Step:     500 Progress: 0.2% Elapsed: 1:39:31 temperature: no ada_p: No Discriminator_loss: 0.430471 Generator_loss: -0.141614 
[INFO] 2020-11-17 17:21:52 > Step:     600 Progress: 0.3% Elapsed: 1:59:17 temperature: no ada_p: No Discriminator_loss: 0.456613 Generator_loss: 0.133695 
[INFO] 2020-11-17 17:41:45 > Step:     700 Progress: 0.4% Elapsed: 2:19:10 temperature: no ada_p: No Discriminator_loss: 0.389046 Generator_loss: -0.132807 
[INFO] 2020-11-17 18:01:30 > Step:     800 Progress: 0.4% Elapsed: 2:38:55 temperature: no ada_p: No Discriminator_loss: 0.374559 Generator_loss: 0.271558 
[INFO] 2020-11-17 18:21:16 > Step:     900 Progress: 0.4% Elapsed: 2:58:41 temperature: no ada_p: No Discriminator_loss: 0.369046 Generator_loss: 0.137064 
[INFO] 2020-11-17 18:41:09 > Step:    1000 Progress: 0.5% Elapsed: 3:18:33 temperature: no ada_p: No Discriminator_loss: 0.360478 Generator_loss: 0.12013 
[INFO] 2020-11-17 19:00:55 > Step:    1100 Progress: 0.5% Elapsed: 3:38:20 temperature: no ada_p: No Discriminator_loss: 0.413098 Generator_loss: -0.0442711 
[INFO] 2020-11-17 19:20:43 > Step:    1200 Progress: 0.6% Elapsed: 3:58:08 temperature: no ada_p: No Discriminator_loss: 0.374669 Generator_loss: 0.236094 
[INFO] 2020-11-17 19:40:35 > Step:    1300 Progress: 0.7% Elapsed: 4:18:00 temperature: no ada_p: No Discriminator_loss: 0.374069 Generator_loss: 0.345717 
[INFO] 2020-11-17 20:00:23 > Step:    1400 Progress: 0.7% Elapsed: 4:37:48 temperature: no ada_p: No Discriminator_loss: 0.395655 Generator_loss: 0.215133 
[INFO] 2020-11-17 20:20:11 > Step:    1500 Progress: 0.8% Elapsed: 4:57:36 temperature: no ada_p: No Discriminator_loss: 0.367944 Generator_loss: 0.25822 
[INFO] 2020-11-17 20:40:03 > Step:    1600 Progress: 0.8% Elapsed: 5:17:28 temperature: no ada_p: No Discriminator_loss: 0.476192 Generator_loss: -0.0568822 
[INFO] 2020-11-17 20:59:52 > Step:    1700 Progress: 0.9% Elapsed: 5:37:17 temperature: no ada_p: No Discriminator_loss: 0.342151 Generator_loss: 0.250478 
[INFO] 2020-11-17 21:19:41 > Step:    1800 Progress: 0.9% Elapsed: 5:57:06 temperature: no ada_p: No Discriminator_loss: 0.417296 Generator_loss: -0.164853 
[INFO] 2020-11-17 21:39:34 > Step:    1900 Progress: 0.9% Elapsed: 6:16:59 temperature: no ada_p: No Discriminator_loss: 0.354378 Generator_loss: 0.326327 
[INFO] 2020-11-17 21:59:25 > Step:    2000 Progress: 1.0% Elapsed: 6:36:49 temperature: no ada_p: No Discriminator_loss: 0.454931 Generator_loss: 0.189445 
[INFO] 2020-11-17 21:59:28 > Start Evaluation (2000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-17 22:06:25 > F_8 score (Step: 2000, Using valid images): 0.25818907054584017
[INFO] 2020-11-17 22:06:25 > F_1/8 score (Step: 2000, Using valid images): 0.21900902025001595
[INFO] 2020-11-17 22:06:25 > FID score (Step: 2000, Using valid moments): 137.082013112536
[INFO] 2020-11-17 22:06:25 > Inception score (Step: 2000, 50000 generated images): 5.226285934448242
[INFO] 2020-11-17 22:06:25 > Best FID score (Step: 2000, Using valid moments): 137.082013112536
[INFO] 2020-11-17 22:06:39 > Saved model to checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-17 22:26:19 > Step:    2100 Progress: 1.1% Elapsed: 7:03:44 temperature: no ada_p: No Discriminator_loss: 0.356651 Generator_loss: -0.157545 
[INFO] 2020-11-17 22:46:09 > Step:    2200 Progress: 1.1% Elapsed: 7:23:34 temperature: no ada_p: No Discriminator_loss: 0.381813 Generator_loss: 0.125921 
[INFO] 2020-11-17 23:06:00 > Step:    2300 Progress: 1.1% Elapsed: 7:43:24 temperature: no ada_p: No Discriminator_loss: 0.359938 Generator_loss: 0.192433 
[INFO] 2020-11-17 23:25:48 > Step:    2400 Progress: 1.2% Elapsed: 8:03:13 temperature: no ada_p: No Discriminator_loss: 0.350591 Generator_loss: 0.0437788 
[INFO] 2020-11-17 23:45:37 > Step:    2500 Progress: 1.2% Elapsed: 8:23:02 temperature: no ada_p: No Discriminator_loss: 0.512016 Generator_loss: 0.074543 
[INFO] 2020-11-18 00:05:29 > Step:    2600 Progress: 1.3% Elapsed: 8:42:54 temperature: no ada_p: No Discriminator_loss: 0.371242 Generator_loss: 0.227465 
[INFO] 2020-11-18 00:25:18 > Step:    2700 Progress: 1.4% Elapsed: 9:02:43 temperature: no ada_p: No Discriminator_loss: 0.361238 Generator_loss: 0.17379 
[INFO] 2020-11-18 00:45:07 > Step:    2800 Progress: 1.4% Elapsed: 9:22:32 temperature: no ada_p: No Discriminator_loss: 0.355389 Generator_loss: -0.0696909 
[INFO] 2020-11-18 01:05:03 > Step:    2900 Progress: 1.5% Elapsed: 9:42:28 temperature: no ada_p: No Discriminator_loss: 0.317562 Generator_loss: 0.243463 
[INFO] 2020-11-18 01:24:52 > Step:    3000 Progress: 1.5% Elapsed: 10:02:17 temperature: no ada_p: No Discriminator_loss: 0.358795 Generator_loss: 0.193083 
[INFO] 2020-11-18 01:44:39 > Step:    3100 Progress: 1.6% Elapsed: 10:22:04 temperature: no ada_p: No Discriminator_loss: 0.344772 Generator_loss: -0.0484294 
[INFO] 2020-11-18 02:04:37 > Step:    3200 Progress: 1.6% Elapsed: 10:42:02 temperature: no ada_p: No Discriminator_loss: 0.304744 Generator_loss: -0.0315389 
[INFO] 2020-11-18 02:24:25 > Step:    3300 Progress: 1.7% Elapsed: 11:01:50 temperature: no ada_p: No Discriminator_loss: 0.319861 Generator_loss: 0.339492 
[INFO] 2020-11-18 02:44:14 > Step:    3400 Progress: 1.7% Elapsed: 11:21:39 temperature: no ada_p: No Discriminator_loss: 0.293385 Generator_loss: 0.322506 
[INFO] 2020-11-18 03:04:10 > Step:    3500 Progress: 1.8% Elapsed: 11:41:35 temperature: no ada_p: No Discriminator_loss: 0.32048 Generator_loss: -0.0140796 
[INFO] 2020-11-18 03:24:01 > Step:    3600 Progress: 1.8% Elapsed: 12:01:26 temperature: no ada_p: No Discriminator_loss: 0.31399 Generator_loss: -0.0596081 
[INFO] 2020-11-18 03:43:52 > Step:    3700 Progress: 1.8% Elapsed: 12:21:17 temperature: no ada_p: No Discriminator_loss: 0.349985 Generator_loss: 0.185887 
[INFO] 2020-11-18 04:03:47 > Step:    3800 Progress: 1.9% Elapsed: 12:41:12 temperature: no ada_p: No Discriminator_loss: 0.275384 Generator_loss: 0.235105 
[INFO] 2020-11-18 04:23:35 > Step:    3900 Progress: 1.9% Elapsed: 13:01:00 temperature: no ada_p: No Discriminator_loss: 0.286688 Generator_loss: 0.305684 
[INFO] 2020-11-18 04:43:27 > Step:    4000 Progress: 2.0% Elapsed: 13:20:52 temperature: no ada_p: No Discriminator_loss: 0.363002 Generator_loss: -0.119829 
[INFO] 2020-11-18 04:43:30 > Start Evaluation (4000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 04:50:04 > F_8 score (Step: 4000, Using valid images): 0.43423210915520916
[INFO] 2020-11-18 04:50:04 > F_1/8 score (Step: 4000, Using valid images): 0.5013656540516607
[INFO] 2020-11-18 04:50:04 > FID score (Step: 4000, Using valid moments): 96.79743430141332
[INFO] 2020-11-18 04:50:04 > Inception score (Step: 4000, 50000 generated images): 9.001781463623047
[INFO] 2020-11-18 04:50:04 > Best FID score (Step: 4000, Using valid moments): 96.79743430141332
[INFO] 2020-11-18 04:50:18 > Saved model to checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 05:10:04 > Step:    4100 Progress: 2.1% Elapsed: 13:47:29 temperature: no ada_p: No Discriminator_loss: 0.340737 Generator_loss: 0.013106 
[INFO] 2020-11-18 05:29:53 > Step:    4200 Progress: 2.1% Elapsed: 14:07:18 temperature: no ada_p: No Discriminator_loss: 0.275817 Generator_loss: 0.121723 
[INFO] 2020-11-18 05:49:42 > Step:    4300 Progress: 2.1% Elapsed: 14:27:07 temperature: no ada_p: No Discriminator_loss: 0.309005 Generator_loss: 0.151626 
[INFO] 2020-11-18 06:09:36 > Step:    4400 Progress: 2.2% Elapsed: 14:47:01 temperature: no ada_p: No Discriminator_loss: 0.260686 Generator_loss: 0.077288 
[INFO] 2020-11-18 06:29:27 > Step:    4500 Progress: 2.2% Elapsed: 15:06:52 temperature: no ada_p: No Discriminator_loss: 0.262747 Generator_loss: 0.0844129 
[INFO] 2020-11-18 06:49:18 > Step:    4600 Progress: 2.3% Elapsed: 15:26:43 temperature: no ada_p: No Discriminator_loss: 0.307867 Generator_loss: -0.139414 
[INFO] 2020-11-18 07:09:13 > Step:    4700 Progress: 2.4% Elapsed: 15:46:38 temperature: no ada_p: No Discriminator_loss: 0.255678 Generator_loss: 0.258244 
[INFO] 2020-11-18 07:29:07 > Step:    4800 Progress: 2.4% Elapsed: 16:06:32 temperature: no ada_p: No Discriminator_loss: 0.308872 Generator_loss: 0.0691425 
[INFO] 2020-11-18 07:49:00 > Step:    4900 Progress: 2.5% Elapsed: 16:26:25 temperature: no ada_p: No Discriminator_loss: 0.323804 Generator_loss: -0.101133 
[INFO] 2020-11-18 08:08:50 > Step:    5000 Progress: 2.5% Elapsed: 16:46:15 temperature: no ada_p: No Discriminator_loss: 0.257991 Generator_loss: 0.0780403 
[INFO] 2020-11-18 08:28:46 > Step:    5100 Progress: 2.5% Elapsed: 17:06:11 temperature: no ada_p: No Discriminator_loss: 0.231812 Generator_loss: 0.177125 
[INFO] 2020-11-18 08:48:37 > Step:    5200 Progress: 2.6% Elapsed: 17:26:02 temperature: no ada_p: No Discriminator_loss: 0.343381 Generator_loss: 0.0687347 
[INFO] 2020-11-18 09:08:28 > Step:    5300 Progress: 2.6% Elapsed: 17:45:53 temperature: no ada_p: No Discriminator_loss: 0.309186 Generator_loss: 0.0319351 
[INFO] 2020-11-18 09:28:24 > Step:    5400 Progress: 2.7% Elapsed: 18:05:49 temperature: no ada_p: No Discriminator_loss: 0.251854 Generator_loss: 0.226472 
[INFO] 2020-11-18 09:48:15 > Step:    5500 Progress: 2.8% Elapsed: 18:25:40 temperature: no ada_p: No Discriminator_loss: 0.266366 Generator_loss: 0.0220332 
[INFO] 2020-11-18 10:08:07 > Step:    5600 Progress: 2.8% Elapsed: 18:45:32 temperature: no ada_p: No Discriminator_loss: 0.301605 Generator_loss: 0.175505 
[INFO] 2020-11-18 10:28:03 > Step:    5700 Progress: 2.9% Elapsed: 19:05:28 temperature: no ada_p: No Discriminator_loss: 0.321939 Generator_loss: -0.114874 
[INFO] 2020-11-18 10:47:54 > Step:    5800 Progress: 2.9% Elapsed: 19:25:19 temperature: no ada_p: No Discriminator_loss: 0.26931 Generator_loss: 0.0876258 
[INFO] 2020-11-18 11:07:45 > Step:    5900 Progress: 2.9% Elapsed: 19:45:10 temperature: no ada_p: No Discriminator_loss: 0.294214 Generator_loss: 0.0412327 
[INFO] 2020-11-18 11:27:42 > Step:    6000 Progress: 3.0% Elapsed: 20:05:07 temperature: no ada_p: No Discriminator_loss: 0.299983 Generator_loss: 0.168859 
[INFO] 2020-11-18 11:27:45 > Start Evaluation (6000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 11:34:34 > F_8 score (Step: 6000, Using valid images): 0.5043222680651175
[INFO] 2020-11-18 11:34:34 > F_1/8 score (Step: 6000, Using valid images): 0.6712350698754092
[INFO] 2020-11-18 11:34:34 > FID score (Step: 6000, Using valid moments): 79.9479897826667
[INFO] 2020-11-18 11:34:34 > Inception score (Step: 6000, 50000 generated images): 11.056448936462402
[INFO] 2020-11-18 11:34:34 > Best FID score (Step: 6000, Using valid moments): 79.9479897826667
[INFO] 2020-11-18 11:34:48 > Saved model to checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 11:54:23 > Step:    6100 Progress: 3.0% Elapsed: 20:31:48 temperature: no ada_p: No Discriminator_loss: 0.263298 Generator_loss: 0.100568 
[INFO] 2020-11-18 12:14:15 > Step:    6200 Progress: 3.1% Elapsed: 20:51:40 temperature: no ada_p: No Discriminator_loss: 0.292109 Generator_loss: -0.0194184 
[INFO] 2020-11-18 12:34:10 > Step:    6300 Progress: 3.1% Elapsed: 21:11:35 temperature: no ada_p: No Discriminator_loss: 0.22678 Generator_loss: 0.135575 
[INFO] 2020-11-18 12:54:03 > Step:    6400 Progress: 3.2% Elapsed: 21:31:28 temperature: no ada_p: No Discriminator_loss: 0.298772 Generator_loss: 0.104111 
[INFO] 2020-11-18 13:13:55 > Step:    6500 Progress: 3.2% Elapsed: 21:51:20 temperature: no ada_p: No Discriminator_loss: 0.304178 Generator_loss: 0.13277 
[INFO] 2020-11-18 13:33:53 > Step:    6600 Progress: 3.3% Elapsed: 22:11:18 temperature: no ada_p: No Discriminator_loss: 0.239567 Generator_loss: 0.114234 
[INFO] 2020-11-18 13:53:46 > Step:    6700 Progress: 3.4% Elapsed: 22:31:10 temperature: no ada_p: No Discriminator_loss: 0.257257 Generator_loss: 0.0458174 
[INFO] 2020-11-18 14:13:37 > Step:    6800 Progress: 3.4% Elapsed: 22:51:02 temperature: no ada_p: No Discriminator_loss: 0.266383 Generator_loss: 0.104827 
[INFO] 2020-11-18 14:33:32 > Step:    6900 Progress: 3.5% Elapsed: 23:10:57 temperature: no ada_p: No Discriminator_loss: 0.244054 Generator_loss: 0.192406 
[INFO] 2020-11-18 14:53:26 > Step:    7000 Progress: 3.5% Elapsed: 23:30:51 temperature: no ada_p: No Discriminator_loss: 0.261311 Generator_loss: 0.0736779 
[INFO] 2020-11-18 15:13:19 > Step:    7100 Progress: 3.5% Elapsed: 23:50:43 temperature: no ada_p: No Discriminator_loss: 0.251039 Generator_loss: 0.0559909 
[INFO] 2020-11-18 15:33:13 > Step:    7200 Progress: 3.6% Elapsed: 1 day, 0:10:38 temperature: no ada_p: No Discriminator_loss: 0.265022 Generator_loss: 0.169313 
[INFO] 2020-11-18 15:53:07 > Step:    7300 Progress: 3.6% Elapsed: 1 day, 0:30:32 temperature: no ada_p: No Discriminator_loss: 0.221981 Generator_loss: 0.179908 
[INFO] 2020-11-18 16:12:59 > Step:    7400 Progress: 3.7% Elapsed: 1 day, 0:50:24 temperature: no ada_p: No Discriminator_loss: 0.255618 Generator_loss: 0.0659716 
[INFO] 2020-11-18 16:32:50 > Step:    7500 Progress: 3.8% Elapsed: 1 day, 1:10:15 temperature: no ada_p: No Discriminator_loss: 0.253802 Generator_loss: 0.202794 
[INFO] 2020-11-18 16:52:50 > Step:    7600 Progress: 3.8% Elapsed: 1 day, 1:30:15 temperature: no ada_p: No Discriminator_loss: 0.263726 Generator_loss: 0.135688 
[INFO] 2020-11-18 17:12:43 > Step:    7700 Progress: 3.9% Elapsed: 1 day, 1:50:08 temperature: no ada_p: No Discriminator_loss: 0.211887 Generator_loss: 0.092421 
[INFO] 2020-11-18 17:32:37 > Step:    7800 Progress: 3.9% Elapsed: 1 day, 2:10:02 temperature: no ada_p: No Discriminator_loss: 0.252003 Generator_loss: 0.0493305 
[INFO] 2020-11-18 17:52:36 > Step:    7900 Progress: 4.0% Elapsed: 1 day, 2:30:01 temperature: no ada_p: No Discriminator_loss: 0.276506 Generator_loss: 0.128925 
[INFO] 2020-11-18 18:12:28 > Step:    8000 Progress: 4.0% Elapsed: 1 day, 2:49:53 temperature: no ada_p: No Discriminator_loss: 0.25602 Generator_loss: 0.176396 
[INFO] 2020-11-18 18:12:31 > Start Evaluation (8000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 18:19:17 > F_8 score (Step: 8000, Using valid images): 0.5741004639111378
[INFO] 2020-11-18 18:19:17 > F_1/8 score (Step: 8000, Using valid images): 0.7219935351772346
[INFO] 2020-11-18 18:19:17 > FID score (Step: 8000, Using valid moments): 70.30912377034406
[INFO] 2020-11-18 18:19:17 > Inception score (Step: 8000, 50000 generated images): 12.87334156036377
[INFO] 2020-11-18 18:19:17 > Best FID score (Step: 8000, Using valid moments): 70.30912377034406
[INFO] 2020-11-18 18:19:30 > Saved model to checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-18 18:39:14 > Step:    8100 Progress: 4.0% Elapsed: 1 day, 3:16:39 temperature: no ada_p: No Discriminator_loss: 0.243818 Generator_loss: 0.116462 
[INFO] 2020-11-18 18:59:11 > Step:    8200 Progress: 4.1% Elapsed: 1 day, 3:36:36 temperature: no ada_p: No Discriminator_loss: 0.209659 Generator_loss: 0.12754 
[INFO] 2020-11-18 19:19:07 > Step:    8300 Progress: 4.2% Elapsed: 1 day, 3:56:32 temperature: no ada_p: No Discriminator_loss: 0.221617 Generator_loss: 0.104785 
[INFO] 2020-11-18 19:39:00 > Step:    8400 Progress: 4.2% Elapsed: 1 day, 4:16:24 temperature: no ada_p: No Discriminator_loss: 0.239512 Generator_loss: 0.152214 
[INFO] 2020-11-18 19:58:57 > Step:    8500 Progress: 4.2% Elapsed: 1 day, 4:36:22 temperature: no ada_p: No Discriminator_loss: 0.249378 Generator_loss: 0.108344 
[INFO] 2020-11-18 20:18:50 > Step:    8600 Progress: 4.3% Elapsed: 1 day, 4:56:15 temperature: no ada_p: No Discriminator_loss: 0.229048 Generator_loss: 0.0838614 
[INFO] 2020-11-18 20:38:41 > Step:    8700 Progress: 4.3% Elapsed: 1 day, 5:16:05 temperature: no ada_p: No Discriminator_loss: 0.242849 Generator_loss: 0.133821 
[INFO] 2020-11-18 20:58:39 > Step:    8800 Progress: 4.4% Elapsed: 1 day, 5:36:04 temperature: no ada_p: No Discriminator_loss: 0.269449 Generator_loss: 0.144803 
[INFO] 2020-11-18 21:18:32 > Step:    8900 Progress: 4.5% Elapsed: 1 day, 5:55:57 temperature: no ada_p: No Discriminator_loss: 0.205253 Generator_loss: 0.164602 
[INFO] 2020-11-18 21:38:22 > Step:    9000 Progress: 4.5% Elapsed: 1 day, 6:15:47 temperature: no ada_p: No Discriminator_loss: 0.179189 Generator_loss: 0.164918 
[INFO] 2020-11-18 21:58:19 > Step:    9100 Progress: 4.5% Elapsed: 1 day, 6:35:44 temperature: no ada_p: No Discriminator_loss: 0.241334 Generator_loss: 0.214757 
[INFO] 2020-11-18 22:18:15 > Step:    9200 Progress: 4.6% Elapsed: 1 day, 6:55:40 temperature: no ada_p: No Discriminator_loss: 0.203833 Generator_loss: 0.167384 
[INFO] 2020-11-18 22:38:08 > Step:    9300 Progress: 4.7% Elapsed: 1 day, 7:15:33 temperature: no ada_p: No Discriminator_loss: 0.237497 Generator_loss: 0.135439 
[INFO] 2020-11-18 22:58:04 > Step:    9400 Progress: 4.7% Elapsed: 1 day, 7:35:29 temperature: no ada_p: No Discriminator_loss: 0.245804 Generator_loss: 0.0764196 
[INFO] 2020-11-18 23:17:59 > Step:    9500 Progress: 4.8% Elapsed: 1 day, 7:55:24 temperature: no ada_p: No Discriminator_loss: 0.271051 Generator_loss: 0.119601 
[INFO] 2020-11-18 23:37:51 > Step:    9600 Progress: 4.8% Elapsed: 1 day, 8:15:16 temperature: no ada_p: No Discriminator_loss: 0.238833 Generator_loss: 0.169793 
[INFO] 2020-11-18 23:57:45 > Step:    9700 Progress: 4.9% Elapsed: 1 day, 8:35:10 temperature: no ada_p: No Discriminator_loss: 0.28613 Generator_loss: 0.205662 
[INFO] 2020-11-19 00:17:42 > Step:    9800 Progress: 4.9% Elapsed: 1 day, 8:55:06 temperature: no ada_p: No Discriminator_loss: 0.217022 Generator_loss: 0.123579 
[INFO] 2020-11-19 00:37:34 > Step:    9900 Progress: 5.0% Elapsed: 1 day, 9:14:59 temperature: no ada_p: No Discriminator_loss: 0.264173 Generator_loss: 0.0923347 
[INFO] 2020-11-19 00:57:26 > Step:   10000 Progress: 5.0% Elapsed: 1 day, 9:34:51 temperature: no ada_p: No Discriminator_loss: 0.216421 Generator_loss: 0.161249 
[INFO] 2020-11-19 00:57:30 > Start Evaluation (10000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-19 01:04:25 > F_8 score (Step: 10000, Using valid images): 0.6214663442633134
[INFO] 2020-11-19 01:04:25 > F_1/8 score (Step: 10000, Using valid images): 0.7763883552713049
[INFO] 2020-11-19 01:04:25 > FID score (Step: 10000, Using valid moments): 63.19989380954826
[INFO] 2020-11-19 01:04:25 > Inception score (Step: 10000, 50000 generated images): 14.373313903808594
[INFO] 2020-11-19 01:04:25 > Best FID score (Step: 10000, Using valid moments): 63.19989380954826
[INFO] 2020-11-19 01:04:39 > Saved model to checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-19 01:24:31 > Step:   10100 Progress: 5.1% Elapsed: 1 day, 10:01:56 temperature: no ada_p: No Discriminator_loss: 0.246791 Generator_loss: 0.12967 
[INFO] 2020-11-19 01:44:24 > Step:   10200 Progress: 5.1% Elapsed: 1 day, 10:21:49 temperature: no ada_p: No Discriminator_loss: 0.243391 Generator_loss: 0.122277 
[INFO] 2020-11-19 02:04:17 > Step:   10300 Progress: 5.1% Elapsed: 1 day, 10:41:42 temperature: no ada_p: No Discriminator_loss: 0.191367 Generator_loss: 0.154431 
[INFO] 2020-11-20 15:10:38 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=10000.pth
[INFO] 2020-11-20 15:10:38 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=10000.pth
[INFO] 2020-11-20 15:10:41 > Start training....
[INFO] 2020-11-20 15:30:42 > Step:   10100 Progress: 5.1% Elapsed: 0:20:00 temperature: no ada_p: No Discriminator_loss: 0.2295 Generator_loss: 0.18205 
[INFO] 2020-11-20 15:50:05 > Step:   10200 Progress: 5.1% Elapsed: 0:39:23 temperature: no ada_p: No Discriminator_loss: 0.20716 Generator_loss: 0.154448 
[INFO] 2020-11-20 16:09:29 > Step:   10300 Progress: 5.1% Elapsed: 0:58:48 temperature: no ada_p: No Discriminator_loss: 0.220435 Generator_loss: 0.1357 
[INFO] 2020-11-20 16:28:56 > Step:   10400 Progress: 5.2% Elapsed: 1:18:14 temperature: no ada_p: No Discriminator_loss: 0.227416 Generator_loss: 0.163683 
[INFO] 2020-11-20 16:48:18 > Step:   10500 Progress: 5.2% Elapsed: 1:37:37 temperature: no ada_p: No Discriminator_loss: 0.242945 Generator_loss: 0.216558 
[INFO] 2020-11-20 17:07:42 > Step:   10600 Progress: 5.3% Elapsed: 1:57:01 temperature: no ada_p: No Discriminator_loss: 0.217788 Generator_loss: 0.130572 
[INFO] 2020-11-20 17:27:10 > Step:   10700 Progress: 5.3% Elapsed: 2:16:29 temperature: no ada_p: No Discriminator_loss: 0.202118 Generator_loss: 0.176072 
[INFO] 2020-11-20 17:46:34 > Step:   10800 Progress: 5.4% Elapsed: 2:35:53 temperature: no ada_p: No Discriminator_loss: 0.190897 Generator_loss: 0.155501 
[INFO] 2020-11-20 18:05:58 > Step:   10900 Progress: 5.5% Elapsed: 2:55:17 temperature: no ada_p: No Discriminator_loss: 0.183894 Generator_loss: 0.169229 
[INFO] 2020-11-20 18:25:24 > Step:   11000 Progress: 5.5% Elapsed: 3:14:43 temperature: no ada_p: No Discriminator_loss: 0.219678 Generator_loss: 0.162573 
[INFO] 2020-11-20 18:44:47 > Step:   11100 Progress: 5.5% Elapsed: 3:34:06 temperature: no ada_p: No Discriminator_loss: 0.233288 Generator_loss: 0.0581817 
[INFO] 2020-11-20 19:04:10 > Step:   11200 Progress: 5.6% Elapsed: 3:53:28 temperature: no ada_p: No Discriminator_loss: 0.193857 Generator_loss: 0.137527 
[INFO] 2020-11-20 19:23:35 > Step:   11300 Progress: 5.7% Elapsed: 4:12:54 temperature: no ada_p: No Discriminator_loss: 0.205817 Generator_loss: 0.0780122 
[INFO] 2020-11-20 19:43:00 > Step:   11400 Progress: 5.7% Elapsed: 4:32:18 temperature: no ada_p: No Discriminator_loss: 0.271368 Generator_loss: 0.272416 
[INFO] 2020-11-20 20:02:23 > Step:   11500 Progress: 5.8% Elapsed: 4:51:42 temperature: no ada_p: No Discriminator_loss: 0.228676 Generator_loss: 0.106567 
[INFO] 2020-11-20 20:21:50 > Step:   11600 Progress: 5.8% Elapsed: 5:11:08 temperature: no ada_p: No Discriminator_loss: 0.194463 Generator_loss: 0.193247 
[INFO] 2020-11-20 20:41:15 > Step:   11700 Progress: 5.9% Elapsed: 5:30:33 temperature: no ada_p: No Discriminator_loss: 0.248362 Generator_loss: 0.172948 
[INFO] 2020-11-20 21:00:38 > Step:   11800 Progress: 5.9% Elapsed: 5:49:56 temperature: no ada_p: No Discriminator_loss: 0.238869 Generator_loss: 0.187043 
[INFO] 2020-11-20 21:20:05 > Step:   11900 Progress: 5.9% Elapsed: 6:09:24 temperature: no ada_p: No Discriminator_loss: 0.209479 Generator_loss: 0.151155 
[INFO] 2020-11-20 21:39:30 > Step:   12000 Progress: 6.0% Elapsed: 6:28:49 temperature: no ada_p: No Discriminator_loss: 0.196707 Generator_loss: 0.181716 
[INFO] 2020-11-20 21:39:34 > Start Evaluation (12000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-20 21:46:45 > F_8 score (Step: 12000, Using valid images): 0.6386777121393609
[INFO] 2020-11-20 21:46:45 > F_1/8 score (Step: 12000, Using valid images): 0.8161765801067036
[INFO] 2020-11-20 21:46:45 > FID score (Step: 12000, Using valid moments): 58.11073175714472
[INFO] 2020-11-20 21:46:45 > Inception score (Step: 12000, 50000 generated images): 15.325325965881348
[INFO] 2020-11-20 21:46:45 > Best FID score (Step: 12000, Using valid moments): 58.11073175714472
[INFO] 2020-11-20 21:47:00 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-20 22:06:15 > Step:   12100 Progress: 6.0% Elapsed: 6:55:34 temperature: no ada_p: No Discriminator_loss: 0.190874 Generator_loss: 0.241293 
[INFO] 2020-11-20 22:25:41 > Step:   12200 Progress: 6.1% Elapsed: 7:15:00 temperature: no ada_p: No Discriminator_loss: 0.203435 Generator_loss: 0.19241 
[INFO] 2020-11-20 22:45:05 > Step:   12300 Progress: 6.2% Elapsed: 7:34:24 temperature: no ada_p: No Discriminator_loss: 0.220744 Generator_loss: 0.152102 
[INFO] 2020-11-20 23:04:29 > Step:   12400 Progress: 6.2% Elapsed: 7:53:48 temperature: no ada_p: No Discriminator_loss: 0.218192 Generator_loss: 0.179594 
[INFO] 2020-11-20 23:23:52 > Step:   12500 Progress: 6.2% Elapsed: 8:13:11 temperature: no ada_p: No Discriminator_loss: 0.176835 Generator_loss: 0.169712 
[INFO] 2020-11-20 23:43:19 > Step:   12600 Progress: 6.3% Elapsed: 8:32:37 temperature: no ada_p: No Discriminator_loss: 0.201265 Generator_loss: 0.145578 
[INFO] 2020-11-21 00:02:42 > Step:   12700 Progress: 6.3% Elapsed: 8:52:00 temperature: no ada_p: No Discriminator_loss: 0.196354 Generator_loss: 0.170638 
[INFO] 2020-11-21 00:22:04 > Step:   12800 Progress: 6.4% Elapsed: 9:11:23 temperature: no ada_p: No Discriminator_loss: 0.192557 Generator_loss: 0.258708 
[INFO] 2020-11-21 00:41:32 > Step:   12900 Progress: 6.5% Elapsed: 9:30:50 temperature: no ada_p: No Discriminator_loss: 0.215605 Generator_loss: 0.159161 
[INFO] 2020-11-21 01:00:56 > Step:   13000 Progress: 6.5% Elapsed: 9:50:15 temperature: no ada_p: No Discriminator_loss: 0.202839 Generator_loss: 0.206511 
[INFO] 2020-11-21 01:20:20 > Step:   13100 Progress: 6.6% Elapsed: 10:09:39 temperature: no ada_p: No Discriminator_loss: 0.300764 Generator_loss: 0.090572 
[INFO] 2020-11-21 01:39:48 > Step:   13200 Progress: 6.6% Elapsed: 10:29:06 temperature: no ada_p: No Discriminator_loss: 0.185969 Generator_loss: 0.145989 
[INFO] 2020-11-21 01:59:10 > Step:   13300 Progress: 6.7% Elapsed: 10:48:28 temperature: no ada_p: No Discriminator_loss: 0.200087 Generator_loss: 0.152552 
[INFO] 2020-11-21 02:18:33 > Step:   13400 Progress: 6.7% Elapsed: 11:07:51 temperature: no ada_p: No Discriminator_loss: 0.192052 Generator_loss: 0.193024 
[INFO] 2020-11-21 02:37:59 > Step:   13500 Progress: 6.8% Elapsed: 11:27:18 temperature: no ada_p: No Discriminator_loss: 0.184602 Generator_loss: 0.18231 
[INFO] 2020-11-21 02:57:24 > Step:   13600 Progress: 6.8% Elapsed: 11:46:42 temperature: no ada_p: No Discriminator_loss: 0.208961 Generator_loss: 0.196294 
[INFO] 2020-11-21 03:16:48 > Step:   13700 Progress: 6.9% Elapsed: 12:06:07 temperature: no ada_p: No Discriminator_loss: 0.217737 Generator_loss: 0.104413 
[INFO] 2020-11-21 03:36:14 > Step:   13800 Progress: 6.9% Elapsed: 12:25:33 temperature: no ada_p: No Discriminator_loss: 0.186282 Generator_loss: 0.184791 
[INFO] 2020-11-21 03:55:38 > Step:   13900 Progress: 7.0% Elapsed: 12:44:56 temperature: no ada_p: No Discriminator_loss: 0.170052 Generator_loss: 0.210327 
[INFO] 2020-11-21 04:15:02 > Step:   14000 Progress: 7.0% Elapsed: 13:04:21 temperature: no ada_p: No Discriminator_loss: 0.212125 Generator_loss: 0.140775 
[INFO] 2020-11-21 04:15:06 > Start Evaluation (14000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 04:21:41 > F_8 score (Step: 14000, Using valid images): 0.7240523376836312
[INFO] 2020-11-21 04:21:41 > F_1/8 score (Step: 14000, Using valid images): 0.8294053826683297
[INFO] 2020-11-21 04:21:41 > FID score (Step: 14000, Using valid moments): 54.80619541110764
[INFO] 2020-11-21 04:21:41 > Inception score (Step: 14000, 50000 generated images): 16.564987182617188
[INFO] 2020-11-21 04:21:41 > Best FID score (Step: 14000, Using valid moments): 54.80619541110764
[INFO] 2020-11-21 04:21:56 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 04:41:16 > Step:   14100 Progress: 7.0% Elapsed: 13:30:34 temperature: no ada_p: No Discriminator_loss: 0.208052 Generator_loss: 0.186488 
[INFO] 2020-11-21 05:00:41 > Step:   14200 Progress: 7.1% Elapsed: 13:49:59 temperature: no ada_p: No Discriminator_loss: 0.162561 Generator_loss: 0.211545 
[INFO] 2020-11-21 05:20:05 > Step:   14300 Progress: 7.1% Elapsed: 14:09:24 temperature: no ada_p: No Discriminator_loss: 0.16516 Generator_loss: 0.159399 
[INFO] 2020-11-21 05:39:33 > Step:   14400 Progress: 7.2% Elapsed: 14:28:51 temperature: no ada_p: No Discriminator_loss: 0.194885 Generator_loss: 0.20671 
[INFO] 2020-11-21 05:58:58 > Step:   14500 Progress: 7.2% Elapsed: 14:48:16 temperature: no ada_p: No Discriminator_loss: 0.182064 Generator_loss: 0.226482 
[INFO] 2020-11-21 06:18:21 > Step:   14600 Progress: 7.3% Elapsed: 15:07:39 temperature: no ada_p: No Discriminator_loss: 0.194142 Generator_loss: 0.246529 
[INFO] 2020-11-21 06:37:47 > Step:   14700 Progress: 7.3% Elapsed: 15:27:05 temperature: no ada_p: No Discriminator_loss: 0.213864 Generator_loss: 0.195803 
[INFO] 2020-11-21 06:57:11 > Step:   14800 Progress: 7.4% Elapsed: 15:46:29 temperature: no ada_p: No Discriminator_loss: 0.227983 Generator_loss: 0.139411 
[INFO] 2020-11-21 07:16:35 > Step:   14900 Progress: 7.4% Elapsed: 16:05:53 temperature: no ada_p: No Discriminator_loss: 0.201532 Generator_loss: 0.23371 
[INFO] 2020-11-21 07:35:59 > Step:   15000 Progress: 7.5% Elapsed: 16:25:17 temperature: no ada_p: No Discriminator_loss: 0.185803 Generator_loss: 0.187043 
[INFO] 2020-11-21 07:55:26 > Step:   15100 Progress: 7.5% Elapsed: 16:44:45 temperature: no ada_p: No Discriminator_loss: 0.184926 Generator_loss: 0.262945 
[INFO] 2020-11-21 08:14:51 > Step:   15200 Progress: 7.6% Elapsed: 17:04:10 temperature: no ada_p: No Discriminator_loss: 0.190671 Generator_loss: 0.197297 
[INFO] 2020-11-21 08:34:16 > Step:   15300 Progress: 7.6% Elapsed: 17:23:35 temperature: no ada_p: No Discriminator_loss: 0.198568 Generator_loss: 0.313341 
[INFO] 2020-11-21 08:53:45 > Step:   15400 Progress: 7.7% Elapsed: 17:43:03 temperature: no ada_p: No Discriminator_loss: 0.187435 Generator_loss: 0.170301 
[INFO] 2020-11-21 09:13:08 > Step:   15500 Progress: 7.8% Elapsed: 18:02:26 temperature: no ada_p: No Discriminator_loss: 0.208097 Generator_loss: 0.182295 
[INFO] 2020-11-21 09:32:33 > Step:   15600 Progress: 7.8% Elapsed: 18:21:51 temperature: no ada_p: No Discriminator_loss: 0.202931 Generator_loss: 0.218646 
[INFO] 2020-11-21 09:52:01 > Step:   15700 Progress: 7.8% Elapsed: 18:41:19 temperature: no ada_p: No Discriminator_loss: 0.174455 Generator_loss: 0.223203 
[INFO] 2020-11-21 10:11:25 > Step:   15800 Progress: 7.9% Elapsed: 19:00:44 temperature: no ada_p: No Discriminator_loss: 0.154905 Generator_loss: 0.23655 
[INFO] 2020-11-21 10:30:51 > Step:   15900 Progress: 8.0% Elapsed: 19:20:10 temperature: no ada_p: No Discriminator_loss: 0.186583 Generator_loss: 0.245319 
[INFO] 2020-11-21 10:50:18 > Step:   16000 Progress: 8.0% Elapsed: 19:39:37 temperature: no ada_p: No Discriminator_loss: 0.181818 Generator_loss: 0.182402 
[INFO] 2020-11-21 10:50:22 > Start Evaluation (16000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 10:57:03 > F_8 score (Step: 16000, Using valid images): 0.7352061588178772
[INFO] 2020-11-21 10:57:03 > F_1/8 score (Step: 16000, Using valid images): 0.8330093274036363
[INFO] 2020-11-21 10:57:03 > FID score (Step: 16000, Using valid moments): 50.32117789410228
[INFO] 2020-11-21 10:57:03 > Inception score (Step: 16000, 50000 generated images): 17.532384872436523
[INFO] 2020-11-21 10:57:03 > Best FID score (Step: 16000, Using valid moments): 50.32117789410228
[INFO] 2020-11-21 10:57:17 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 11:16:34 > Step:   16100 Progress: 8.1% Elapsed: 20:05:52 temperature: no ada_p: No Discriminator_loss: 0.207189 Generator_loss: 0.239634 
[INFO] 2020-11-21 11:35:58 > Step:   16200 Progress: 8.1% Elapsed: 20:25:17 temperature: no ada_p: No Discriminator_loss: 0.190123 Generator_loss: 0.211176 
[INFO] 2020-11-21 11:55:26 > Step:   16300 Progress: 8.2% Elapsed: 20:44:44 temperature: no ada_p: No Discriminator_loss: 0.194597 Generator_loss: 0.270841 
[INFO] 2020-11-21 12:14:50 > Step:   16400 Progress: 8.2% Elapsed: 21:04:08 temperature: no ada_p: No Discriminator_loss: 0.157201 Generator_loss: 0.245637 
[INFO] 2020-11-21 12:34:14 > Step:   16500 Progress: 8.2% Elapsed: 21:23:33 temperature: no ada_p: No Discriminator_loss: 0.198247 Generator_loss: 0.223583 
[INFO] 2020-11-21 12:53:44 > Step:   16600 Progress: 8.3% Elapsed: 21:43:03 temperature: no ada_p: No Discriminator_loss: 0.200724 Generator_loss: 0.191067 
[INFO] 2020-11-21 13:13:10 > Step:   16700 Progress: 8.3% Elapsed: 22:02:28 temperature: no ada_p: No Discriminator_loss: 0.179026 Generator_loss: 0.205771 
[INFO] 2020-11-21 13:32:35 > Step:   16800 Progress: 8.4% Elapsed: 22:21:53 temperature: no ada_p: No Discriminator_loss: 0.184025 Generator_loss: 0.220627 
[INFO] 2020-11-21 13:52:03 > Step:   16900 Progress: 8.5% Elapsed: 22:41:22 temperature: no ada_p: No Discriminator_loss: 0.167278 Generator_loss: 0.16851 
[INFO] 2020-11-21 14:11:28 > Step:   17000 Progress: 8.5% Elapsed: 23:00:46 temperature: no ada_p: No Discriminator_loss: 0.159555 Generator_loss: 0.260082 
[INFO] 2020-11-21 14:30:52 > Step:   17100 Progress: 8.6% Elapsed: 23:20:10 temperature: no ada_p: No Discriminator_loss: 0.242695 Generator_loss: 0.39664 
[INFO] 2020-11-21 14:50:18 > Step:   17200 Progress: 8.6% Elapsed: 23:39:36 temperature: no ada_p: No Discriminator_loss: 0.196402 Generator_loss: 0.195383 
[INFO] 2020-11-21 15:09:43 > Step:   17300 Progress: 8.6% Elapsed: 23:59:01 temperature: no ada_p: No Discriminator_loss: 0.147858 Generator_loss: 0.231061 
[INFO] 2020-11-21 15:29:08 > Step:   17400 Progress: 8.7% Elapsed: 1 day, 0:18:27 temperature: no ada_p: No Discriminator_loss: 0.159027 Generator_loss: 0.238632 
[INFO] 2020-11-21 15:48:33 > Step:   17500 Progress: 8.8% Elapsed: 1 day, 0:37:52 temperature: no ada_p: No Discriminator_loss: 0.140123 Generator_loss: 0.229517 
[INFO] 2020-11-21 16:08:04 > Step:   17600 Progress: 8.8% Elapsed: 1 day, 0:57:23 temperature: no ada_p: No Discriminator_loss: 0.204319 Generator_loss: 0.20997 
[INFO] 2020-11-21 16:27:29 > Step:   17700 Progress: 8.8% Elapsed: 1 day, 1:16:48 temperature: no ada_p: No Discriminator_loss: 0.215372 Generator_loss: 0.162894 
[INFO] 2020-11-21 16:46:54 > Step:   17800 Progress: 8.9% Elapsed: 1 day, 1:36:12 temperature: no ada_p: No Discriminator_loss: 0.192246 Generator_loss: 0.20657 
[INFO] 2020-11-21 17:06:22 > Step:   17900 Progress: 8.9% Elapsed: 1 day, 1:55:40 temperature: no ada_p: No Discriminator_loss: 0.164632 Generator_loss: 0.25305 
[INFO] 2020-11-21 17:25:48 > Step:   18000 Progress: 9.0% Elapsed: 1 day, 2:15:06 temperature: no ada_p: No Discriminator_loss: 0.192146 Generator_loss: 0.174159 
[INFO] 2020-11-21 17:25:51 > Start Evaluation (18000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 17:32:23 > F_8 score (Step: 18000, Using valid images): 0.7957542930285093
[INFO] 2020-11-21 17:32:23 > F_1/8 score (Step: 18000, Using valid images): 0.864556390918145
[INFO] 2020-11-21 17:32:23 > FID score (Step: 18000, Using valid moments): 45.90127907948647
[INFO] 2020-11-21 17:32:23 > Inception score (Step: 18000, 50000 generated images): 18.828737258911133
[INFO] 2020-11-21 17:32:23 > Best FID score (Step: 18000, Using valid moments): 45.90127907948647
[INFO] 2020-11-21 17:32:38 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-21 17:51:54 > Step:   18100 Progress: 9.0% Elapsed: 1 day, 2:41:12 temperature: no ada_p: No Discriminator_loss: 0.148594 Generator_loss: 0.277427 
[INFO] 2020-11-21 18:11:21 > Step:   18200 Progress: 9.1% Elapsed: 1 day, 3:00:40 temperature: no ada_p: No Discriminator_loss: 0.160869 Generator_loss: 0.191888 
[INFO] 2020-11-21 18:30:45 > Step:   18300 Progress: 9.2% Elapsed: 1 day, 3:20:04 temperature: no ada_p: No Discriminator_loss: 0.190503 Generator_loss: 0.146608 
[INFO] 2020-11-21 18:50:10 > Step:   18400 Progress: 9.2% Elapsed: 1 day, 3:39:28 temperature: no ada_p: No Discriminator_loss: 0.192317 Generator_loss: 0.241573 
[INFO] 2020-11-21 19:09:37 > Step:   18500 Progress: 9.2% Elapsed: 1 day, 3:58:56 temperature: no ada_p: No Discriminator_loss: 0.162851 Generator_loss: 0.266342 
[INFO] 2020-11-21 19:29:02 > Step:   18600 Progress: 9.3% Elapsed: 1 day, 4:18:20 temperature: no ada_p: No Discriminator_loss: 0.169373 Generator_loss: 0.252053 
[INFO] 2020-11-21 19:48:26 > Step:   18700 Progress: 9.3% Elapsed: 1 day, 4:37:44 temperature: no ada_p: No Discriminator_loss: 0.176343 Generator_loss: 0.185214 
[INFO] 2020-11-21 20:07:54 > Step:   18800 Progress: 9.4% Elapsed: 1 day, 4:57:12 temperature: no ada_p: No Discriminator_loss: 0.173464 Generator_loss: 0.236285 
[INFO] 2020-11-21 20:27:19 > Step:   18900 Progress: 9.4% Elapsed: 1 day, 5:16:37 temperature: no ada_p: No Discriminator_loss: 0.16186 Generator_loss: 0.248078 
[INFO] 2020-11-21 20:46:42 > Step:   19000 Progress: 9.5% Elapsed: 1 day, 5:36:00 temperature: no ada_p: No Discriminator_loss: 0.201582 Generator_loss: 0.209764 
[INFO] 2020-11-21 21:06:10 > Step:   19100 Progress: 9.6% Elapsed: 1 day, 5:55:29 temperature: no ada_p: No Discriminator_loss: 0.166787 Generator_loss: 0.197507 
[INFO] 2020-11-21 21:25:35 > Step:   19200 Progress: 9.6% Elapsed: 1 day, 6:14:53 temperature: no ada_p: No Discriminator_loss: 0.146623 Generator_loss: 0.25138 
[INFO] 2020-11-21 21:45:01 > Step:   19300 Progress: 9.7% Elapsed: 1 day, 6:34:19 temperature: no ada_p: No Discriminator_loss: 0.210267 Generator_loss: 0.205066 
[INFO] 2020-11-21 22:04:29 > Step:   19400 Progress: 9.7% Elapsed: 1 day, 6:53:47 temperature: no ada_p: No Discriminator_loss: 0.157833 Generator_loss: 0.256069 
[INFO] 2020-11-21 22:23:52 > Step:   19500 Progress: 9.8% Elapsed: 1 day, 7:13:11 temperature: no ada_p: No Discriminator_loss: 0.145279 Generator_loss: 0.212783 
[INFO] 2020-11-21 22:43:17 > Step:   19600 Progress: 9.8% Elapsed: 1 day, 7:32:36 temperature: no ada_p: No Discriminator_loss: 0.193121 Generator_loss: 0.20408 
[INFO] 2020-11-21 23:02:44 > Step:   19700 Progress: 9.8% Elapsed: 1 day, 7:52:02 temperature: no ada_p: No Discriminator_loss: 0.155017 Generator_loss: 0.210152 
[INFO] 2020-11-21 23:22:10 > Step:   19800 Progress: 9.9% Elapsed: 1 day, 8:11:29 temperature: no ada_p: No Discriminator_loss: 0.165952 Generator_loss: 0.191186 
[INFO] 2020-11-21 23:41:35 > Step:   19900 Progress: 10.0% Elapsed: 1 day, 8:30:54 temperature: no ada_p: No Discriminator_loss: 0.154897 Generator_loss: 0.280766 
[INFO] 2020-11-22 00:01:01 > Step:   20000 Progress: 10.0% Elapsed: 1 day, 8:50:19 temperature: no ada_p: No Discriminator_loss: 0.166901 Generator_loss: 0.268471 
[INFO] 2020-11-22 00:01:04 > Start Evaluation (20000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 00:07:48 > F_8 score (Step: 20000, Using valid images): 0.8008841834347961
[INFO] 2020-11-22 00:07:48 > F_1/8 score (Step: 20000, Using valid images): 0.8765825740207532
[INFO] 2020-11-22 00:07:48 > FID score (Step: 20000, Using valid moments): 43.95102812558173
[INFO] 2020-11-22 00:07:48 > Inception score (Step: 20000, 50000 generated images): 19.429798126220703
[INFO] 2020-11-22 00:07:48 > Best FID score (Step: 20000, Using valid moments): 43.95102812558173
[INFO] 2020-11-22 00:08:02 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 00:27:25 > Step:   20100 Progress: 10.1% Elapsed: 1 day, 9:16:43 temperature: no ada_p: No Discriminator_loss: 0.2019 Generator_loss: 0.200847 
[INFO] 2020-11-22 00:46:52 > Step:   20200 Progress: 10.1% Elapsed: 1 day, 9:36:11 temperature: no ada_p: No Discriminator_loss: 0.246713 Generator_loss: 0.23093 
[INFO] 2020-11-22 01:06:18 > Step:   20300 Progress: 10.2% Elapsed: 1 day, 9:55:37 temperature: no ada_p: No Discriminator_loss: 0.148689 Generator_loss: 0.240132 
[INFO] 2020-11-22 01:25:48 > Step:   20400 Progress: 10.2% Elapsed: 1 day, 10:15:07 temperature: no ada_p: No Discriminator_loss: 0.172045 Generator_loss: 0.221278 
[INFO] 2020-11-22 01:45:14 > Step:   20500 Progress: 10.2% Elapsed: 1 day, 10:34:32 temperature: no ada_p: No Discriminator_loss: 0.163006 Generator_loss: 0.276033 
[INFO] 2020-11-22 02:04:40 > Step:   20600 Progress: 10.3% Elapsed: 1 day, 10:53:58 temperature: no ada_p: No Discriminator_loss: 0.181071 Generator_loss: 0.248876 
[INFO] 2020-11-22 02:24:09 > Step:   20700 Progress: 10.3% Elapsed: 1 day, 11:13:27 temperature: no ada_p: No Discriminator_loss: 0.139187 Generator_loss: 0.252851 
[INFO] 2020-11-22 02:43:35 > Step:   20800 Progress: 10.4% Elapsed: 1 day, 11:32:53 temperature: no ada_p: No Discriminator_loss: 0.133034 Generator_loss: 0.248489 
[INFO] 2020-11-22 03:03:00 > Step:   20900 Progress: 10.4% Elapsed: 1 day, 11:52:18 temperature: no ada_p: No Discriminator_loss: 0.163318 Generator_loss: 0.224829 
[INFO] 2020-11-22 03:22:29 > Step:   21000 Progress: 10.5% Elapsed: 1 day, 12:11:47 temperature: no ada_p: No Discriminator_loss: 0.154853 Generator_loss: 0.227852 
[INFO] 2020-11-22 03:41:54 > Step:   21100 Progress: 10.5% Elapsed: 1 day, 12:31:12 temperature: no ada_p: No Discriminator_loss: 0.145436 Generator_loss: 0.262715 
[INFO] 2020-11-22 04:01:19 > Step:   21200 Progress: 10.6% Elapsed: 1 day, 12:50:38 temperature: no ada_p: No Discriminator_loss: 0.217216 Generator_loss: 0.135683 
[INFO] 2020-11-22 04:20:48 > Step:   21300 Progress: 10.7% Elapsed: 1 day, 13:10:06 temperature: no ada_p: No Discriminator_loss: 0.127514 Generator_loss: 0.291351 
[INFO] 2020-11-22 04:40:13 > Step:   21400 Progress: 10.7% Elapsed: 1 day, 13:29:32 temperature: no ada_p: No Discriminator_loss: 0.149552 Generator_loss: 0.235281 
[INFO] 2020-11-22 04:59:39 > Step:   21500 Progress: 10.8% Elapsed: 1 day, 13:48:58 temperature: no ada_p: No Discriminator_loss: 0.182367 Generator_loss: 0.234479 
[INFO] 2020-11-22 05:19:06 > Step:   21600 Progress: 10.8% Elapsed: 1 day, 14:08:24 temperature: no ada_p: No Discriminator_loss: 0.142829 Generator_loss: 0.264045 
[INFO] 2020-11-22 05:38:31 > Step:   21700 Progress: 10.8% Elapsed: 1 day, 14:27:50 temperature: no ada_p: No Discriminator_loss: 0.173463 Generator_loss: 0.202868 
[INFO] 2020-11-22 05:57:57 > Step:   21800 Progress: 10.9% Elapsed: 1 day, 14:47:15 temperature: no ada_p: No Discriminator_loss: 0.134472 Generator_loss: 0.27978 
[INFO] 2020-11-22 06:17:27 > Step:   21900 Progress: 10.9% Elapsed: 1 day, 15:06:45 temperature: no ada_p: No Discriminator_loss: 0.152797 Generator_loss: 0.265621 
[INFO] 2020-11-22 06:36:54 > Step:   22000 Progress: 11.0% Elapsed: 1 day, 15:26:12 temperature: no ada_p: No Discriminator_loss: 0.166114 Generator_loss: 0.229891 
[INFO] 2020-11-22 06:36:57 > Start Evaluation (22000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 06:43:34 > F_8 score (Step: 22000, Using valid images): 0.8311077467618045
[INFO] 2020-11-22 06:43:34 > F_1/8 score (Step: 22000, Using valid images): 0.8928053962184226
[INFO] 2020-11-22 06:43:34 > FID score (Step: 22000, Using valid moments): 39.88624114048582
[INFO] 2020-11-22 06:43:34 > Inception score (Step: 22000, 50000 generated images): 21.281982421875
[INFO] 2020-11-22 06:43:34 > Best FID score (Step: 22000, Using valid moments): 39.88624114048582
[INFO] 2020-11-22 06:43:48 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 07:03:07 > Step:   22100 Progress: 11.1% Elapsed: 1 day, 15:52:25 temperature: no ada_p: No Discriminator_loss: 0.147149 Generator_loss: 0.289615 
[INFO] 2020-11-22 07:22:35 > Step:   22200 Progress: 11.1% Elapsed: 1 day, 16:11:54 temperature: no ada_p: No Discriminator_loss: 0.178392 Generator_loss: 0.231077 
[INFO] 2020-11-22 07:42:00 > Step:   22300 Progress: 11.2% Elapsed: 1 day, 16:31:19 temperature: no ada_p: No Discriminator_loss: 0.160645 Generator_loss: 0.232123 
[INFO] 2020-11-22 08:01:26 > Step:   22400 Progress: 11.2% Elapsed: 1 day, 16:50:44 temperature: no ada_p: No Discriminator_loss: 0.184243 Generator_loss: 0.248059 
[INFO] 2020-11-22 08:20:52 > Step:   22500 Progress: 11.2% Elapsed: 1 day, 17:10:11 temperature: no ada_p: No Discriminator_loss: 0.136931 Generator_loss: 0.259816 
[INFO] 2020-11-22 08:40:21 > Step:   22600 Progress: 11.3% Elapsed: 1 day, 17:29:40 temperature: no ada_p: No Discriminator_loss: 0.143929 Generator_loss: 0.252785 
[INFO] 2020-11-22 08:59:47 > Step:   22700 Progress: 11.3% Elapsed: 1 day, 17:49:05 temperature: no ada_p: No Discriminator_loss: 0.186946 Generator_loss: 0.231675 
[INFO] 2020-11-22 09:19:13 > Step:   22800 Progress: 11.4% Elapsed: 1 day, 18:08:31 temperature: no ada_p: No Discriminator_loss: 0.155268 Generator_loss: 0.272854 
[INFO] 2020-11-22 09:38:43 > Step:   22900 Progress: 11.5% Elapsed: 1 day, 18:28:01 temperature: no ada_p: No Discriminator_loss: 0.171437 Generator_loss: 0.216679 
[INFO] 2020-11-22 09:58:08 > Step:   23000 Progress: 11.5% Elapsed: 1 day, 18:47:26 temperature: no ada_p: No Discriminator_loss: 0.173686 Generator_loss: 0.241284 
[INFO] 2020-11-22 10:17:34 > Step:   23100 Progress: 11.6% Elapsed: 1 day, 19:06:52 temperature: no ada_p: No Discriminator_loss: 0.313538 Generator_loss: 0.154556 
[INFO] 2020-11-22 10:37:02 > Step:   23200 Progress: 11.6% Elapsed: 1 day, 19:26:20 temperature: no ada_p: No Discriminator_loss: 0.172899 Generator_loss: 0.207569 
[INFO] 2020-11-22 10:56:28 > Step:   23300 Progress: 11.7% Elapsed: 1 day, 19:45:46 temperature: no ada_p: No Discriminator_loss: 0.143269 Generator_loss: 0.313879 
[INFO] 2020-11-22 11:15:54 > Step:   23400 Progress: 11.7% Elapsed: 1 day, 20:05:13 temperature: no ada_p: No Discriminator_loss: 0.173692 Generator_loss: 0.26916 
[INFO] 2020-11-22 11:35:22 > Step:   23500 Progress: 11.8% Elapsed: 1 day, 20:24:41 temperature: no ada_p: No Discriminator_loss: 0.140163 Generator_loss: 0.252365 
[INFO] 2020-11-22 11:54:48 > Step:   23600 Progress: 11.8% Elapsed: 1 day, 20:44:07 temperature: no ada_p: No Discriminator_loss: 0.147721 Generator_loss: 0.25243 
[INFO] 2020-11-22 12:14:13 > Step:   23700 Progress: 11.8% Elapsed: 1 day, 21:03:32 temperature: no ada_p: No Discriminator_loss: 0.206204 Generator_loss: 0.157489 
[INFO] 2020-11-22 12:33:43 > Step:   23800 Progress: 11.9% Elapsed: 1 day, 21:23:02 temperature: no ada_p: No Discriminator_loss: 0.136949 Generator_loss: 0.25243 
[INFO] 2020-11-22 12:53:08 > Step:   23900 Progress: 11.9% Elapsed: 1 day, 21:42:27 temperature: no ada_p: No Discriminator_loss: 0.1576 Generator_loss: 0.275765 
[INFO] 2020-11-22 13:12:33 > Step:   24000 Progress: 12.0% Elapsed: 1 day, 22:01:52 temperature: no ada_p: No Discriminator_loss: 0.167492 Generator_loss: 0.23366 
[INFO] 2020-11-22 13:12:37 > Start Evaluation (24000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 13:19:22 > F_8 score (Step: 24000, Using valid images): 0.8612629688979154
[INFO] 2020-11-22 13:19:22 > F_1/8 score (Step: 24000, Using valid images): 0.9090002551816145
[INFO] 2020-11-22 13:19:22 > FID score (Step: 24000, Using valid moments): 36.225534927762226
[INFO] 2020-11-22 13:19:22 > Inception score (Step: 24000, 50000 generated images): 23.147884368896484
[INFO] 2020-11-22 13:19:22 > Best FID score (Step: 24000, Using valid moments): 36.225534927762226
[INFO] 2020-11-22 13:19:36 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 13:38:58 > Step:   24100 Progress: 12.0% Elapsed: 1 day, 22:28:16 temperature: no ada_p: No Discriminator_loss: 0.189223 Generator_loss: 0.23115 
[INFO] 2020-11-22 13:58:23 > Step:   24200 Progress: 12.1% Elapsed: 1 day, 22:47:42 temperature: no ada_p: No Discriminator_loss: 0.117916 Generator_loss: 0.28607 
[INFO] 2020-11-22 14:17:49 > Step:   24300 Progress: 12.2% Elapsed: 1 day, 23:07:07 temperature: no ada_p: No Discriminator_loss: 0.427253 Generator_loss: 0.00827525 
[INFO] 2020-11-22 14:37:18 > Step:   24400 Progress: 12.2% Elapsed: 1 day, 23:26:37 temperature: no ada_p: No Discriminator_loss: 0.112923 Generator_loss: 0.319743 
[INFO] 2020-11-22 14:56:44 > Step:   24500 Progress: 12.2% Elapsed: 1 day, 23:46:03 temperature: no ada_p: No Discriminator_loss: 0.178331 Generator_loss: 0.321524 
[INFO] 2020-11-22 15:16:11 > Step:   24600 Progress: 12.3% Elapsed: 2 days, 0:05:29 temperature: no ada_p: No Discriminator_loss: 0.135866 Generator_loss: 0.271457 
[INFO] 2020-11-22 15:35:40 > Step:   24700 Progress: 12.3% Elapsed: 2 days, 0:24:58 temperature: no ada_p: No Discriminator_loss: 0.167005 Generator_loss: 0.231472 
[INFO] 2020-11-22 15:55:07 > Step:   24800 Progress: 12.4% Elapsed: 2 days, 0:44:26 temperature: no ada_p: No Discriminator_loss: 0.124954 Generator_loss: 0.270985 
[INFO] 2020-11-22 16:14:34 > Step:   24900 Progress: 12.4% Elapsed: 2 days, 1:03:53 temperature: no ada_p: No Discriminator_loss: 0.150697 Generator_loss: 0.261182 
[INFO] 2020-11-22 16:34:00 > Step:   25000 Progress: 12.5% Elapsed: 2 days, 1:23:19 temperature: no ada_p: No Discriminator_loss: 0.210318 Generator_loss: 0.248096 
[INFO] 2020-11-22 16:53:32 > Step:   25100 Progress: 12.6% Elapsed: 2 days, 1:42:50 temperature: no ada_p: No Discriminator_loss: 0.122953 Generator_loss: 0.307201 
[INFO] 2020-11-22 17:12:58 > Step:   25200 Progress: 12.6% Elapsed: 2 days, 2:02:16 temperature: no ada_p: No Discriminator_loss: 0.15858 Generator_loss: 0.26299 
[INFO] 2020-11-22 17:32:24 > Step:   25300 Progress: 12.7% Elapsed: 2 days, 2:21:42 temperature: no ada_p: No Discriminator_loss: 0.147586 Generator_loss: 0.277608 
[INFO] 2020-11-22 17:51:54 > Step:   25400 Progress: 12.7% Elapsed: 2 days, 2:41:12 temperature: no ada_p: No Discriminator_loss: 0.151356 Generator_loss: 0.287967 
[INFO] 2020-11-22 18:11:20 > Step:   25500 Progress: 12.8% Elapsed: 2 days, 3:00:38 temperature: no ada_p: No Discriminator_loss: 0.191884 Generator_loss: 0.232955 
[INFO] 2020-11-22 18:30:46 > Step:   25600 Progress: 12.8% Elapsed: 2 days, 3:20:04 temperature: no ada_p: No Discriminator_loss: 0.143293 Generator_loss: 0.265294 
[INFO] 2020-11-22 18:50:17 > Step:   25700 Progress: 12.8% Elapsed: 2 days, 3:39:35 temperature: no ada_p: No Discriminator_loss: 0.111512 Generator_loss: 0.323056 
[INFO] 2020-11-22 19:09:42 > Step:   25800 Progress: 12.9% Elapsed: 2 days, 3:59:00 temperature: no ada_p: No Discriminator_loss: 0.141827 Generator_loss: 0.26962 
[INFO] 2020-11-22 19:29:08 > Step:   25900 Progress: 13.0% Elapsed: 2 days, 4:18:26 temperature: no ada_p: No Discriminator_loss: 0.146207 Generator_loss: 0.296434 
[INFO] 2020-11-22 19:48:38 > Step:   26000 Progress: 13.0% Elapsed: 2 days, 4:37:56 temperature: no ada_p: No Discriminator_loss: 0.151198 Generator_loss: 0.254302 
[INFO] 2020-11-22 19:48:41 > Start Evaluation (26000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 19:55:29 > F_8 score (Step: 26000, Using valid images): 0.8749925030827396
[INFO] 2020-11-22 19:55:29 > F_1/8 score (Step: 26000, Using valid images): 0.9143484592588216
[INFO] 2020-11-22 19:55:29 > FID score (Step: 26000, Using valid moments): 33.259617064162626
[INFO] 2020-11-22 19:55:29 > Inception score (Step: 26000, 50000 generated images): 24.855907440185547
[INFO] 2020-11-22 19:55:29 > Best FID score (Step: 26000, Using valid moments): 33.259617064162626
[INFO] 2020-11-22 19:55:43 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-22 20:15:02 > Step:   26100 Progress: 13.1% Elapsed: 2 days, 5:04:21 temperature: no ada_p: No Discriminator_loss: 0.174687 Generator_loss: 0.223162 
[INFO] 2020-11-22 20:34:29 > Step:   26200 Progress: 13.1% Elapsed: 2 days, 5:23:47 temperature: no ada_p: No Discriminator_loss: 0.135735 Generator_loss: 0.276758 
[INFO] 2020-11-22 20:54:01 > Step:   26300 Progress: 13.2% Elapsed: 2 days, 5:43:20 temperature: no ada_p: No Discriminator_loss: 0.115258 Generator_loss: 0.335619 
[INFO] 2020-11-22 21:13:29 > Step:   26400 Progress: 13.2% Elapsed: 2 days, 6:02:47 temperature: no ada_p: No Discriminator_loss: 0.119187 Generator_loss: 0.294939 
[INFO] 2020-11-22 21:32:55 > Step:   26500 Progress: 13.2% Elapsed: 2 days, 6:22:13 temperature: no ada_p: No Discriminator_loss: 0.146951 Generator_loss: 0.241675 
[INFO] 2020-11-22 21:52:25 > Step:   26600 Progress: 13.3% Elapsed: 2 days, 6:41:44 temperature: no ada_p: No Discriminator_loss: 0.126094 Generator_loss: 0.303206 
[INFO] 2020-11-22 22:11:53 > Step:   26700 Progress: 13.4% Elapsed: 2 days, 7:01:11 temperature: no ada_p: No Discriminator_loss: 0.166306 Generator_loss: 0.220524 
[INFO] 2020-11-22 22:31:20 > Step:   26800 Progress: 13.4% Elapsed: 2 days, 7:20:38 temperature: no ada_p: No Discriminator_loss: 0.132892 Generator_loss: 0.278295 
[INFO] 2020-11-22 22:50:50 > Step:   26900 Progress: 13.5% Elapsed: 2 days, 7:40:08 temperature: no ada_p: No Discriminator_loss: 0.12449 Generator_loss: 0.27495 
[INFO] 2020-11-22 23:10:18 > Step:   27000 Progress: 13.5% Elapsed: 2 days, 7:59:36 temperature: no ada_p: No Discriminator_loss: 0.16215 Generator_loss: 0.277183 
[INFO] 2020-11-22 23:29:44 > Step:   27100 Progress: 13.6% Elapsed: 2 days, 8:19:03 temperature: no ada_p: No Discriminator_loss: 0.160704 Generator_loss: 0.226751 
[INFO] 2020-11-22 23:49:10 > Step:   27200 Progress: 13.6% Elapsed: 2 days, 8:38:29 temperature: no ada_p: No Discriminator_loss: 0.118589 Generator_loss: 0.311485 
[INFO] 2020-11-23 00:08:42 > Step:   27300 Progress: 13.7% Elapsed: 2 days, 8:58:00 temperature: no ada_p: No Discriminator_loss: 0.131029 Generator_loss: 0.255391 
[INFO] 2020-11-23 00:28:08 > Step:   27400 Progress: 13.7% Elapsed: 2 days, 9:17:26 temperature: no ada_p: No Discriminator_loss: 0.158667 Generator_loss: 0.250678 
[INFO] 2020-11-23 00:47:34 > Step:   27500 Progress: 13.8% Elapsed: 2 days, 9:36:52 temperature: no ada_p: No Discriminator_loss: 0.133369 Generator_loss: 0.302631 
[INFO] 2020-11-23 01:07:05 > Step:   27600 Progress: 13.8% Elapsed: 2 days, 9:56:23 temperature: no ada_p: No Discriminator_loss: 0.129428 Generator_loss: 0.338332 
[INFO] 2020-11-23 01:26:31 > Step:   27700 Progress: 13.9% Elapsed: 2 days, 10:15:49 temperature: no ada_p: No Discriminator_loss: 0.127838 Generator_loss: 0.258467 
[INFO] 2020-11-23 01:45:57 > Step:   27800 Progress: 13.9% Elapsed: 2 days, 10:35:15 temperature: no ada_p: No Discriminator_loss: 0.145223 Generator_loss: 0.288452 
[INFO] 2020-11-23 02:05:28 > Step:   27900 Progress: 14.0% Elapsed: 2 days, 10:54:46 temperature: no ada_p: No Discriminator_loss: 0.101338 Generator_loss: 0.308973 
[INFO] 2020-11-23 02:25:10 > Step:   28000 Progress: 14.0% Elapsed: 2 days, 11:14:28 temperature: no ada_p: No Discriminator_loss: 0.119035 Generator_loss: 0.274916 
[INFO] 2020-11-23 02:25:14 > Start Evaluation (28000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 02:32:03 > F_8 score (Step: 28000, Using valid images): 0.8901403843756196
[INFO] 2020-11-23 02:32:03 > F_1/8 score (Step: 28000, Using valid images): 0.9238969213393575
[INFO] 2020-11-23 02:32:03 > FID score (Step: 28000, Using valid moments): 30.797370554382155
[INFO] 2020-11-23 02:32:03 > Inception score (Step: 28000, 50000 generated images): 27.040239334106445
[INFO] 2020-11-23 02:32:03 > Best FID score (Step: 28000, Using valid moments): 30.797370554382155
[INFO] 2020-11-23 02:32:17 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 02:51:51 > Step:   28100 Progress: 14.1% Elapsed: 2 days, 11:41:09 temperature: no ada_p: No Discriminator_loss: 0.146033 Generator_loss: 0.320769 
[INFO] 2020-11-23 03:11:36 > Step:   28200 Progress: 14.1% Elapsed: 2 days, 12:00:55 temperature: no ada_p: No Discriminator_loss: 0.263197 Generator_loss: -0.0227761 
[INFO] 2020-11-23 03:31:19 > Step:   28300 Progress: 14.1% Elapsed: 2 days, 12:20:38 temperature: no ada_p: No Discriminator_loss: 0.122202 Generator_loss: 0.332619 
[INFO] 2020-11-23 03:51:02 > Step:   28400 Progress: 14.2% Elapsed: 2 days, 12:40:20 temperature: no ada_p: No Discriminator_loss: 0.126358 Generator_loss: 0.315357 
[INFO] 2020-11-23 04:10:46 > Step:   28500 Progress: 14.2% Elapsed: 2 days, 13:00:05 temperature: no ada_p: No Discriminator_loss: 0.106972 Generator_loss: 0.317873 
[INFO] 2020-11-23 04:30:28 > Step:   28600 Progress: 14.3% Elapsed: 2 days, 13:19:46 temperature: no ada_p: No Discriminator_loss: 0.132333 Generator_loss: 0.276509 
[INFO] 2020-11-23 04:50:09 > Step:   28700 Progress: 14.3% Elapsed: 2 days, 13:39:28 temperature: no ada_p: No Discriminator_loss: 0.140277 Generator_loss: 0.288012 
[INFO] 2020-11-23 05:09:55 > Step:   28800 Progress: 14.4% Elapsed: 2 days, 13:59:14 temperature: no ada_p: No Discriminator_loss: 0.100897 Generator_loss: 0.363415 
[INFO] 2020-11-23 05:29:37 > Step:   28900 Progress: 14.4% Elapsed: 2 days, 14:18:55 temperature: no ada_p: No Discriminator_loss: 0.134835 Generator_loss: 0.277534 
[INFO] 2020-11-23 05:49:19 > Step:   29000 Progress: 14.5% Elapsed: 2 days, 14:38:37 temperature: no ada_p: No Discriminator_loss: 0.114051 Generator_loss: 0.283625 
[INFO] 2020-11-23 06:09:05 > Step:   29100 Progress: 14.5% Elapsed: 2 days, 14:58:23 temperature: no ada_p: No Discriminator_loss: 0.128407 Generator_loss: 0.295245 
[INFO] 2020-11-23 06:28:47 > Step:   29200 Progress: 14.6% Elapsed: 2 days, 15:18:05 temperature: no ada_p: No Discriminator_loss: 0.112779 Generator_loss: 0.329207 
[INFO] 2020-11-23 06:48:29 > Step:   29300 Progress: 14.6% Elapsed: 2 days, 15:37:47 temperature: no ada_p: No Discriminator_loss: 0.104262 Generator_loss: 0.29699 
[INFO] 2020-11-23 07:08:15 > Step:   29400 Progress: 14.7% Elapsed: 2 days, 15:57:33 temperature: no ada_p: No Discriminator_loss: 0.165938 Generator_loss: 0.223813 
[INFO] 2020-11-23 07:27:56 > Step:   29500 Progress: 14.8% Elapsed: 2 days, 16:17:15 temperature: no ada_p: No Discriminator_loss: 0.109904 Generator_loss: 0.335598 
[INFO] 2020-11-23 07:47:37 > Step:   29600 Progress: 14.8% Elapsed: 2 days, 16:36:56 temperature: no ada_p: No Discriminator_loss: 0.149305 Generator_loss: 0.288835 
[INFO] 2020-11-23 08:07:19 > Step:   29700 Progress: 14.8% Elapsed: 2 days, 16:56:38 temperature: no ada_p: No Discriminator_loss: 0.135118 Generator_loss: 0.305188 
[INFO] 2020-11-23 08:27:03 > Step:   29800 Progress: 14.9% Elapsed: 2 days, 17:16:21 temperature: no ada_p: No Discriminator_loss: 0.15399 Generator_loss: 0.277033 
[INFO] 2020-11-23 08:46:43 > Step:   29900 Progress: 14.9% Elapsed: 2 days, 17:36:02 temperature: no ada_p: No Discriminator_loss: 0.114545 Generator_loss: 0.353846 
[INFO] 2020-11-23 09:06:23 > Step:   30000 Progress: 15.0% Elapsed: 2 days, 17:55:41 temperature: no ada_p: No Discriminator_loss: 0.122387 Generator_loss: 0.335481 
[INFO] 2020-11-23 09:06:27 > Start Evaluation (30000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 09:13:16 > F_8 score (Step: 30000, Using valid images): 0.9048493841324995
[INFO] 2020-11-23 09:13:16 > F_1/8 score (Step: 30000, Using valid images): 0.934264631260878
[INFO] 2020-11-23 09:13:16 > FID score (Step: 30000, Using valid moments): 28.84310999482699
[INFO] 2020-11-23 09:13:16 > Inception score (Step: 30000, 50000 generated images): 28.249053955078125
[INFO] 2020-11-23 09:13:16 > Best FID score (Step: 30000, Using valid moments): 28.84310999482699
[INFO] 2020-11-23 09:13:30 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 09:33:08 > Step:   30100 Progress: 15.0% Elapsed: 2 days, 18:22:27 temperature: no ada_p: No Discriminator_loss: 0.138669 Generator_loss: 0.309116 
[INFO] 2020-11-23 09:52:48 > Step:   30200 Progress: 15.1% Elapsed: 2 days, 18:42:07 temperature: no ada_p: No Discriminator_loss: 0.142817 Generator_loss: 0.302504 
[INFO] 2020-11-23 10:12:28 > Step:   30300 Progress: 15.2% Elapsed: 2 days, 19:01:47 temperature: no ada_p: No Discriminator_loss: 0.142763 Generator_loss: 0.289947 
[INFO] 2020-11-23 10:32:11 > Step:   30400 Progress: 15.2% Elapsed: 2 days, 19:21:30 temperature: no ada_p: No Discriminator_loss: 0.154131 Generator_loss: 0.323114 
[INFO] 2020-11-23 10:51:52 > Step:   30500 Progress: 15.2% Elapsed: 2 days, 19:41:10 temperature: no ada_p: No Discriminator_loss: 0.0981903 Generator_loss: 0.35849 
[INFO] 2020-11-23 11:11:33 > Step:   30600 Progress: 15.3% Elapsed: 2 days, 20:00:51 temperature: no ada_p: No Discriminator_loss: 0.124692 Generator_loss: 0.348699 
[INFO] 2020-11-23 11:31:16 > Step:   30700 Progress: 15.3% Elapsed: 2 days, 20:20:35 temperature: no ada_p: No Discriminator_loss: 0.122693 Generator_loss: 0.309261 
[INFO] 2020-11-23 11:50:57 > Step:   30800 Progress: 15.4% Elapsed: 2 days, 20:40:15 temperature: no ada_p: No Discriminator_loss: 0.131725 Generator_loss: 0.315605 
[INFO] 2020-11-23 12:10:37 > Step:   30900 Progress: 15.4% Elapsed: 2 days, 20:59:56 temperature: no ada_p: No Discriminator_loss: 0.115865 Generator_loss: 0.307261 
[INFO] 2020-11-23 12:30:21 > Step:   31000 Progress: 15.5% Elapsed: 2 days, 21:19:40 temperature: no ada_p: No Discriminator_loss: 0.11271 Generator_loss: 0.289744 
[INFO] 2020-11-23 12:50:02 > Step:   31100 Progress: 15.6% Elapsed: 2 days, 21:39:20 temperature: no ada_p: No Discriminator_loss: 0.117456 Generator_loss: 0.30469 
[INFO] 2020-11-23 13:09:42 > Step:   31200 Progress: 15.6% Elapsed: 2 days, 21:59:01 temperature: no ada_p: No Discriminator_loss: 0.102771 Generator_loss: 0.338613 
[INFO] 2020-11-23 13:29:26 > Step:   31300 Progress: 15.7% Elapsed: 2 days, 22:18:44 temperature: no ada_p: No Discriminator_loss: 0.111022 Generator_loss: 0.322642 
[INFO] 2020-11-23 13:49:07 > Step:   31400 Progress: 15.7% Elapsed: 2 days, 22:38:25 temperature: no ada_p: No Discriminator_loss: 0.128029 Generator_loss: 0.273819 
[INFO] 2020-11-23 14:08:48 > Step:   31500 Progress: 15.8% Elapsed: 2 days, 22:58:06 temperature: no ada_p: No Discriminator_loss: 0.1721 Generator_loss: 0.285659 
[INFO] 2020-11-23 14:28:33 > Step:   31600 Progress: 15.8% Elapsed: 2 days, 23:17:51 temperature: no ada_p: No Discriminator_loss: 0.11295 Generator_loss: 0.360949 
[INFO] 2020-11-23 14:48:14 > Step:   31700 Progress: 15.8% Elapsed: 2 days, 23:37:33 temperature: no ada_p: No Discriminator_loss: 0.109369 Generator_loss: 0.350968 
[INFO] 2020-11-23 15:07:57 > Step:   31800 Progress: 15.9% Elapsed: 2 days, 23:57:15 temperature: no ada_p: No Discriminator_loss: 0.12213 Generator_loss: 0.335443 
[INFO] 2020-11-23 15:27:41 > Step:   31900 Progress: 16.0% Elapsed: 3 days, 0:17:00 temperature: no ada_p: No Discriminator_loss: 0.0956644 Generator_loss: 0.371505 
[INFO] 2020-11-23 15:47:25 > Step:   32000 Progress: 16.0% Elapsed: 3 days, 0:36:43 temperature: no ada_p: No Discriminator_loss: 0.107786 Generator_loss: 0.293104 
[INFO] 2020-11-23 15:47:28 > Start Evaluation (32000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 15:54:19 > F_8 score (Step: 32000, Using valid images): 0.9113892065087437
[INFO] 2020-11-23 15:54:19 > F_1/8 score (Step: 32000, Using valid images): 0.9437773850054949
[INFO] 2020-11-23 15:54:19 > FID score (Step: 32000, Using valid moments): 27.095396253589342
[INFO] 2020-11-23 15:54:19 > Inception score (Step: 32000, 50000 generated images): 29.94966697692871
[INFO] 2020-11-23 15:54:19 > Best FID score (Step: 32000, Using valid moments): 27.095396253589342
[INFO] 2020-11-23 15:54:34 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 16:14:08 > Step:   32100 Progress: 16.1% Elapsed: 3 days, 1:03:26 temperature: no ada_p: No Discriminator_loss: 0.101193 Generator_loss: 0.285831 
[INFO] 2020-11-23 16:33:49 > Step:   32200 Progress: 16.1% Elapsed: 3 days, 1:23:07 temperature: no ada_p: No Discriminator_loss: 0.0908216 Generator_loss: 0.352618 
[INFO] 2020-11-23 16:53:33 > Step:   32300 Progress: 16.2% Elapsed: 3 days, 1:42:51 temperature: no ada_p: No Discriminator_loss: 0.121504 Generator_loss: 0.303717 
[INFO] 2020-11-23 17:13:14 > Step:   32400 Progress: 16.2% Elapsed: 3 days, 2:02:32 temperature: no ada_p: No Discriminator_loss: 0.13334 Generator_loss: 0.286192 
[INFO] 2020-11-23 17:32:54 > Step:   32500 Progress: 16.2% Elapsed: 3 days, 2:22:12 temperature: no ada_p: No Discriminator_loss: 0.126809 Generator_loss: 0.29976 
[INFO] 2020-11-23 17:52:39 > Step:   32600 Progress: 16.3% Elapsed: 3 days, 2:41:57 temperature: no ada_p: No Discriminator_loss: 0.12806 Generator_loss: 0.313735 
[INFO] 2020-11-23 18:12:18 > Step:   32700 Progress: 16.4% Elapsed: 3 days, 3:01:37 temperature: no ada_p: No Discriminator_loss: 0.11309 Generator_loss: 0.350365 
[INFO] 2020-11-23 18:31:59 > Step:   32800 Progress: 16.4% Elapsed: 3 days, 3:21:18 temperature: no ada_p: No Discriminator_loss: 0.179723 Generator_loss: 0.271011 
[INFO] 2020-11-23 18:51:45 > Step:   32900 Progress: 16.4% Elapsed: 3 days, 3:41:03 temperature: no ada_p: No Discriminator_loss: 0.105105 Generator_loss: 0.374449 
[INFO] 2020-11-23 19:11:27 > Step:   33000 Progress: 16.5% Elapsed: 3 days, 4:00:45 temperature: no ada_p: No Discriminator_loss: 0.120872 Generator_loss: 0.292918 
[INFO] 2020-11-23 19:31:08 > Step:   33100 Progress: 16.6% Elapsed: 3 days, 4:20:26 temperature: no ada_p: No Discriminator_loss: 0.141718 Generator_loss: 0.228165 
[INFO] 2020-11-23 19:50:54 > Step:   33200 Progress: 16.6% Elapsed: 3 days, 4:40:12 temperature: no ada_p: No Discriminator_loss: 0.122016 Generator_loss: 0.275157 
[INFO] 2020-11-23 20:10:36 > Step:   33300 Progress: 16.7% Elapsed: 3 days, 4:59:54 temperature: no ada_p: No Discriminator_loss: 0.103044 Generator_loss: 0.400305 
[INFO] 2020-11-23 20:30:18 > Step:   33400 Progress: 16.7% Elapsed: 3 days, 5:19:37 temperature: no ada_p: No Discriminator_loss: 0.125098 Generator_loss: 0.256477 
[INFO] 2020-11-23 20:50:04 > Step:   33500 Progress: 16.8% Elapsed: 3 days, 5:39:22 temperature: no ada_p: No Discriminator_loss: 0.1274 Generator_loss: 0.347376 
[INFO] 2020-11-23 21:09:44 > Step:   33600 Progress: 16.8% Elapsed: 3 days, 5:59:02 temperature: no ada_p: No Discriminator_loss: 0.137925 Generator_loss: 0.293649 
[INFO] 2020-11-23 21:29:26 > Step:   33700 Progress: 16.9% Elapsed: 3 days, 6:18:44 temperature: no ada_p: No Discriminator_loss: 0.138008 Generator_loss: 0.338343 
[INFO] 2020-11-23 21:49:12 > Step:   33800 Progress: 16.9% Elapsed: 3 days, 6:38:30 temperature: no ada_p: No Discriminator_loss: 0.1256 Generator_loss: 0.294341 
[INFO] 2020-11-23 22:08:54 > Step:   33900 Progress: 17.0% Elapsed: 3 days, 6:58:12 temperature: no ada_p: No Discriminator_loss: 0.106625 Generator_loss: 0.341574 
[INFO] 2020-11-23 22:28:35 > Step:   34000 Progress: 17.0% Elapsed: 3 days, 7:17:53 temperature: no ada_p: No Discriminator_loss: 0.121078 Generator_loss: 0.296304 
[INFO] 2020-11-23 22:28:39 > Start Evaluation (34000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 22:35:32 > F_8 score (Step: 34000, Using valid images): 0.9227165204211288
[INFO] 2020-11-23 22:35:32 > F_1/8 score (Step: 34000, Using valid images): 0.9421322180823061
[INFO] 2020-11-23 22:35:32 > FID score (Step: 34000, Using valid moments): 25.606371230971888
[INFO] 2020-11-23 22:35:32 > Inception score (Step: 34000, 50000 generated images): 31.19971466064453
[INFO] 2020-11-23 22:35:32 > Best FID score (Step: 34000, Using valid moments): 25.606371230971888
[INFO] 2020-11-23 22:35:46 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-23 22:55:25 > Step:   34100 Progress: 17.1% Elapsed: 3 days, 7:44:44 temperature: no ada_p: No Discriminator_loss: 0.117671 Generator_loss: 0.324635 
[INFO] 2020-11-23 23:15:09 > Step:   34200 Progress: 17.1% Elapsed: 3 days, 8:04:27 temperature: no ada_p: No Discriminator_loss: 0.105919 Generator_loss: 0.364735 
[INFO] 2020-11-23 23:34:50 > Step:   34300 Progress: 17.2% Elapsed: 3 days, 8:24:09 temperature: no ada_p: No Discriminator_loss: 0.122371 Generator_loss: 0.353286 
[INFO] 2020-11-23 23:54:37 > Step:   34400 Progress: 17.2% Elapsed: 3 days, 8:43:55 temperature: no ada_p: No Discriminator_loss: 0.115529 Generator_loss: 0.392166 
[INFO] 2020-11-24 00:14:18 > Step:   34500 Progress: 17.2% Elapsed: 3 days, 9:03:37 temperature: no ada_p: No Discriminator_loss: 0.110575 Generator_loss: 0.334117 
[INFO] 2020-11-24 00:34:00 > Step:   34600 Progress: 17.3% Elapsed: 3 days, 9:23:19 temperature: no ada_p: No Discriminator_loss: 0.115471 Generator_loss: 0.314279 
[INFO] 2020-11-24 00:53:42 > Step:   34700 Progress: 17.3% Elapsed: 3 days, 9:43:01 temperature: no ada_p: No Discriminator_loss: 0.107188 Generator_loss: 0.346352 
[INFO] 2020-11-24 01:13:29 > Step:   34800 Progress: 17.4% Elapsed: 3 days, 10:02:47 temperature: no ada_p: No Discriminator_loss: 0.123635 Generator_loss: 0.357836 
[INFO] 2020-11-24 01:33:10 > Step:   34900 Progress: 17.4% Elapsed: 3 days, 10:22:29 temperature: no ada_p: No Discriminator_loss: 0.129703 Generator_loss: 0.309236 
[INFO] 2020-11-24 01:52:52 > Step:   35000 Progress: 17.5% Elapsed: 3 days, 10:42:11 temperature: no ada_p: No Discriminator_loss: 0.0964005 Generator_loss: 0.345492 
[INFO] 2020-11-24 02:12:38 > Step:   35100 Progress: 17.5% Elapsed: 3 days, 11:01:57 temperature: no ada_p: No Discriminator_loss: 0.123221 Generator_loss: 0.333643 
[INFO] 2020-11-24 02:32:20 > Step:   35200 Progress: 17.6% Elapsed: 3 days, 11:21:39 temperature: no ada_p: No Discriminator_loss: 0.116686 Generator_loss: 0.375125 
[INFO] 2020-11-24 02:52:03 > Step:   35300 Progress: 17.6% Elapsed: 3 days, 11:41:21 temperature: no ada_p: No Discriminator_loss: 0.103107 Generator_loss: 0.368755 
[INFO] 2020-11-24 03:11:49 > Step:   35400 Progress: 17.7% Elapsed: 3 days, 12:01:07 temperature: no ada_p: No Discriminator_loss: 0.122254 Generator_loss: 0.37248 
[INFO] 2020-11-24 03:31:31 > Step:   35500 Progress: 17.8% Elapsed: 3 days, 12:20:49 temperature: no ada_p: No Discriminator_loss: 0.118955 Generator_loss: 0.284936 
[INFO] 2020-11-24 03:51:13 > Step:   35600 Progress: 17.8% Elapsed: 3 days, 12:40:31 temperature: no ada_p: No Discriminator_loss: 0.0915333 Generator_loss: 0.334427 
[INFO] 2020-11-24 04:10:58 > Step:   35700 Progress: 17.8% Elapsed: 3 days, 13:00:16 temperature: no ada_p: No Discriminator_loss: 0.0854186 Generator_loss: 0.387633 
[INFO] 2020-11-24 04:30:39 > Step:   35800 Progress: 17.9% Elapsed: 3 days, 13:19:58 temperature: no ada_p: No Discriminator_loss: 0.115844 Generator_loss: 0.35795 
[INFO] 2020-11-24 04:50:19 > Step:   35900 Progress: 17.9% Elapsed: 3 days, 13:39:38 temperature: no ada_p: No Discriminator_loss: 0.126115 Generator_loss: 0.344915 
[INFO] 2020-11-24 05:09:12 > Step:   36000 Progress: 18.0% Elapsed: 3 days, 13:58:30 temperature: no ada_p: No Discriminator_loss: 0.0898138 Generator_loss: 0.377923 
[INFO] 2020-11-24 05:09:16 > Start Evaluation (36000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 05:15:47 > F_8 score (Step: 36000, Using valid images): 0.9317157022387892
[INFO] 2020-11-24 05:15:47 > F_1/8 score (Step: 36000, Using valid images): 0.946687404479171
[INFO] 2020-11-24 05:15:47 > FID score (Step: 36000, Using valid moments): 24.563902688790336
[INFO] 2020-11-24 05:15:47 > Inception score (Step: 36000, 50000 generated images): 32.529640197753906
[INFO] 2020-11-24 05:15:47 > Best FID score (Step: 36000, Using valid moments): 24.563902688790336
[INFO] 2020-11-24 05:16:02 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 05:35:35 > Step:   36100 Progress: 18.1% Elapsed: 3 days, 14:24:54 temperature: no ada_p: No Discriminator_loss: 0.110751 Generator_loss: 0.387373 
[INFO] 2020-11-24 05:55:17 > Step:   36200 Progress: 18.1% Elapsed: 3 days, 14:44:35 temperature: no ada_p: No Discriminator_loss: 0.104671 Generator_loss: 0.325534 
[INFO] 2020-11-24 06:15:01 > Step:   36300 Progress: 18.1% Elapsed: 3 days, 15:04:20 temperature: no ada_p: No Discriminator_loss: 0.105177 Generator_loss: 0.391152 
[INFO] 2020-11-24 06:34:41 > Step:   36400 Progress: 18.2% Elapsed: 3 days, 15:24:00 temperature: no ada_p: No Discriminator_loss: 0.11813 Generator_loss: 0.330243 
[INFO] 2020-11-24 06:54:23 > Step:   36500 Progress: 18.2% Elapsed: 3 days, 15:43:41 temperature: no ada_p: No Discriminator_loss: 0.0926493 Generator_loss: 0.333855 
[INFO] 2020-11-24 07:14:09 > Step:   36600 Progress: 18.3% Elapsed: 3 days, 16:03:27 temperature: no ada_p: No Discriminator_loss: 0.0890961 Generator_loss: 0.396569 
[INFO] 2020-11-24 07:33:51 > Step:   36700 Progress: 18.4% Elapsed: 3 days, 16:23:09 temperature: no ada_p: No Discriminator_loss: 0.101035 Generator_loss: 0.362057 
[INFO] 2020-11-24 07:53:34 > Step:   36800 Progress: 18.4% Elapsed: 3 days, 16:42:53 temperature: no ada_p: No Discriminator_loss: 0.0862508 Generator_loss: 0.347821 
[INFO] 2020-11-24 08:13:19 > Step:   36900 Progress: 18.4% Elapsed: 3 days, 17:02:37 temperature: no ada_p: No Discriminator_loss: 0.0786664 Generator_loss: 0.416221 
[INFO] 2020-11-24 08:33:00 > Step:   37000 Progress: 18.5% Elapsed: 3 days, 17:22:18 temperature: no ada_p: No Discriminator_loss: 0.11545 Generator_loss: 0.331292 
[INFO] 2020-11-24 08:52:41 > Step:   37100 Progress: 18.6% Elapsed: 3 days, 17:42:00 temperature: no ada_p: No Discriminator_loss: 0.312576 Generator_loss: 0.0441337 
[INFO] 2020-11-24 09:12:21 > Step:   37200 Progress: 18.6% Elapsed: 3 days, 18:01:39 temperature: no ada_p: No Discriminator_loss: 0.107211 Generator_loss: 0.3364 
[INFO] 2020-11-24 09:32:07 > Step:   37300 Progress: 18.6% Elapsed: 3 days, 18:21:25 temperature: no ada_p: No Discriminator_loss: 0.096911 Generator_loss: 0.337997 
[INFO] 2020-11-24 09:51:48 > Step:   37400 Progress: 18.7% Elapsed: 3 days, 18:41:06 temperature: no ada_p: No Discriminator_loss: 0.0948339 Generator_loss: 0.387093 
[INFO] 2020-11-24 10:11:29 > Step:   37500 Progress: 18.8% Elapsed: 3 days, 19:00:48 temperature: no ada_p: No Discriminator_loss: 0.116134 Generator_loss: 0.371084 
[INFO] 2020-11-24 10:31:13 > Step:   37600 Progress: 18.8% Elapsed: 3 days, 19:20:31 temperature: no ada_p: No Discriminator_loss: 0.134414 Generator_loss: 0.314394 
[INFO] 2020-11-24 10:50:53 > Step:   37700 Progress: 18.9% Elapsed: 3 days, 19:40:11 temperature: no ada_p: No Discriminator_loss: 0.103684 Generator_loss: 0.348342 
[INFO] 2020-11-24 11:10:32 > Step:   37800 Progress: 18.9% Elapsed: 3 days, 19:59:50 temperature: no ada_p: No Discriminator_loss: 0.0857653 Generator_loss: 0.305629 
[INFO] 2020-11-24 11:30:17 > Step:   37900 Progress: 18.9% Elapsed: 3 days, 20:19:36 temperature: no ada_p: No Discriminator_loss: 0.0905182 Generator_loss: 0.376465 
[INFO] 2020-11-24 11:49:58 > Step:   38000 Progress: 19.0% Elapsed: 3 days, 20:39:17 temperature: no ada_p: No Discriminator_loss: 0.110897 Generator_loss: 0.375773 
[INFO] 2020-11-24 11:50:02 > Start Evaluation (38000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 11:56:47 > F_8 score (Step: 38000, Using valid images): 0.9170893976553236
[INFO] 2020-11-24 11:56:47 > F_1/8 score (Step: 38000, Using valid images): 0.9511208036124809
[INFO] 2020-11-24 11:56:47 > FID score (Step: 38000, Using valid moments): 23.382137978812636
[INFO] 2020-11-24 11:56:47 > Inception score (Step: 38000, 50000 generated images): 33.77598190307617
[INFO] 2020-11-24 11:56:47 > Best FID score (Step: 38000, Using valid moments): 23.382137978812636
[INFO] 2020-11-24 11:57:01 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 12:16:37 > Step:   38100 Progress: 19.1% Elapsed: 3 days, 21:05:56 temperature: no ada_p: No Discriminator_loss: 0.0945455 Generator_loss: 0.401761 
[INFO] 2020-11-24 12:36:21 > Step:   38200 Progress: 19.1% Elapsed: 3 days, 21:25:40 temperature: no ada_p: No Discriminator_loss: 0.150446 Generator_loss: 0.273456 
[INFO] 2020-11-24 12:56:03 > Step:   38300 Progress: 19.1% Elapsed: 3 days, 21:45:21 temperature: no ada_p: No Discriminator_loss: 0.0664746 Generator_loss: 0.416183 
[INFO] 2020-11-24 13:15:45 > Step:   38400 Progress: 19.2% Elapsed: 3 days, 22:05:03 temperature: no ada_p: No Discriminator_loss: 0.138428 Generator_loss: 0.3118 
[INFO] 2020-11-24 13:35:30 > Step:   38500 Progress: 19.2% Elapsed: 3 days, 22:24:49 temperature: no ada_p: No Discriminator_loss: 0.157778 Generator_loss: 0.216887 
[INFO] 2020-11-24 13:55:12 > Step:   38600 Progress: 19.3% Elapsed: 3 days, 22:44:30 temperature: no ada_p: No Discriminator_loss: 0.0919977 Generator_loss: 0.347311 
[INFO] 2020-11-24 14:14:54 > Step:   38700 Progress: 19.4% Elapsed: 3 days, 23:04:13 temperature: no ada_p: No Discriminator_loss: 0.107988 Generator_loss: 0.320531 
[INFO] 2020-11-24 14:34:40 > Step:   38800 Progress: 19.4% Elapsed: 3 days, 23:23:58 temperature: no ada_p: No Discriminator_loss: 0.0844615 Generator_loss: 0.423134 
[INFO] 2020-11-24 14:54:21 > Step:   38900 Progress: 19.4% Elapsed: 3 days, 23:43:39 temperature: no ada_p: No Discriminator_loss: 0.088274 Generator_loss: 0.443828 
[INFO] 2020-11-24 15:14:01 > Step:   39000 Progress: 19.5% Elapsed: 4 days, 0:03:20 temperature: no ada_p: No Discriminator_loss: 0.0996659 Generator_loss: 0.323435 
[INFO] 2020-11-24 15:33:46 > Step:   39100 Progress: 19.6% Elapsed: 4 days, 0:23:04 temperature: no ada_p: No Discriminator_loss: 0.109573 Generator_loss: 0.375577 
[INFO] 2020-11-24 15:53:28 > Step:   39200 Progress: 19.6% Elapsed: 4 days, 0:42:47 temperature: no ada_p: No Discriminator_loss: 0.0994809 Generator_loss: 0.392229 
[INFO] 2020-11-24 16:13:11 > Step:   39300 Progress: 19.7% Elapsed: 4 days, 1:02:29 temperature: no ada_p: No Discriminator_loss: 0.0803142 Generator_loss: 0.363221 
[INFO] 2020-11-24 16:32:57 > Step:   39400 Progress: 19.7% Elapsed: 4 days, 1:22:16 temperature: no ada_p: No Discriminator_loss: 0.113906 Generator_loss: 0.302915 
[INFO] 2020-11-24 16:52:40 > Step:   39500 Progress: 19.8% Elapsed: 4 days, 1:41:58 temperature: no ada_p: No Discriminator_loss: 0.120503 Generator_loss: 0.366996 
[INFO] 2020-11-24 17:12:23 > Step:   39600 Progress: 19.8% Elapsed: 4 days, 2:01:41 temperature: no ada_p: No Discriminator_loss: 0.0883265 Generator_loss: 0.40455 
[INFO] 2020-11-24 17:32:06 > Step:   39700 Progress: 19.9% Elapsed: 4 days, 2:21:24 temperature: no ada_p: No Discriminator_loss: 0.133311 Generator_loss: 0.331603 
[INFO] 2020-11-24 17:51:52 > Step:   39800 Progress: 19.9% Elapsed: 4 days, 2:41:10 temperature: no ada_p: No Discriminator_loss: 0.0750109 Generator_loss: 0.414832 
[INFO] 2020-11-24 18:11:33 > Step:   39900 Progress: 20.0% Elapsed: 4 days, 3:00:51 temperature: no ada_p: No Discriminator_loss: 0.0787289 Generator_loss: 0.444961 
[INFO] 2020-11-24 18:31:14 > Step:   40000 Progress: 20.0% Elapsed: 4 days, 3:20:33 temperature: no ada_p: No Discriminator_loss: 0.131488 Generator_loss: 0.425132 
[INFO] 2020-11-24 18:31:18 > Start Evaluation (40000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 18:38:07 > F_8 score (Step: 40000, Using valid images): 0.9350179547437376
[INFO] 2020-11-24 18:38:07 > F_1/8 score (Step: 40000, Using valid images): 0.9491239253682218
[INFO] 2020-11-24 18:38:07 > FID score (Step: 40000, Using valid moments): 22.472303703982504
[INFO] 2020-11-24 18:38:07 > Inception score (Step: 40000, 50000 generated images): 34.98752975463867
[INFO] 2020-11-24 18:38:07 > Best FID score (Step: 40000, Using valid moments): 22.472303703982504
[INFO] 2020-11-24 18:38:21 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-24 18:58:00 > Step:   40100 Progress: 20.1% Elapsed: 4 days, 3:47:18 temperature: no ada_p: No Discriminator_loss: 0.0711418 Generator_loss: 0.414391 
[INFO] 2020-11-24 19:17:42 > Step:   40200 Progress: 20.1% Elapsed: 4 days, 4:07:00 temperature: no ada_p: No Discriminator_loss: 0.0910902 Generator_loss: 0.400621 
[INFO] 2020-11-24 19:37:23 > Step:   40300 Progress: 20.2% Elapsed: 4 days, 4:26:42 temperature: no ada_p: No Discriminator_loss: 0.0814872 Generator_loss: 0.406255 
[INFO] 2020-11-24 19:57:09 > Step:   40400 Progress: 20.2% Elapsed: 4 days, 4:46:28 temperature: no ada_p: No Discriminator_loss: 0.0756382 Generator_loss: 0.399779 
[INFO] 2020-11-24 20:16:52 > Step:   40500 Progress: 20.2% Elapsed: 4 days, 5:06:10 temperature: no ada_p: No Discriminator_loss: 0.0899966 Generator_loss: 0.362723 
[INFO] 2020-11-24 20:36:34 > Step:   40600 Progress: 20.3% Elapsed: 4 days, 5:25:53 temperature: no ada_p: No Discriminator_loss: 0.225182 Generator_loss: 0.208282 
[INFO] 2020-11-24 20:56:19 > Step:   40700 Progress: 20.3% Elapsed: 4 days, 5:45:37 temperature: no ada_p: No Discriminator_loss: 0.196722 Generator_loss: 0.315707 
[INFO] 2020-11-24 21:16:00 > Step:   40800 Progress: 20.4% Elapsed: 4 days, 6:05:18 temperature: no ada_p: No Discriminator_loss: 0.152177 Generator_loss: 0.299976 
[INFO] 2020-11-24 21:35:40 > Step:   40900 Progress: 20.4% Elapsed: 4 days, 6:24:59 temperature: no ada_p: No Discriminator_loss: 0.0861962 Generator_loss: 0.384052 
[INFO] 2020-11-24 21:55:25 > Step:   41000 Progress: 20.5% Elapsed: 4 days, 6:44:44 temperature: no ada_p: No Discriminator_loss: 0.0747675 Generator_loss: 0.454826 
[INFO] 2020-11-24 22:15:06 > Step:   41100 Progress: 20.5% Elapsed: 4 days, 7:04:25 temperature: no ada_p: No Discriminator_loss: 0.0993828 Generator_loss: 0.349769 
[INFO] 2020-11-24 22:34:48 > Step:   41200 Progress: 20.6% Elapsed: 4 days, 7:24:06 temperature: no ada_p: No Discriminator_loss: 0.086821 Generator_loss: 0.356575 
[INFO] 2020-11-24 22:54:33 > Step:   41300 Progress: 20.6% Elapsed: 4 days, 7:43:51 temperature: no ada_p: No Discriminator_loss: 0.0971212 Generator_loss: 0.394373 
[INFO] 2020-11-24 23:14:15 > Step:   41400 Progress: 20.7% Elapsed: 4 days, 8:03:34 temperature: no ada_p: No Discriminator_loss: 0.0580981 Generator_loss: 0.603948 
[INFO] 2020-11-24 23:33:57 > Step:   41500 Progress: 20.8% Elapsed: 4 days, 8:23:15 temperature: no ada_p: No Discriminator_loss: 0.104685 Generator_loss: 0.372625 
[INFO] 2020-11-24 23:53:43 > Step:   41600 Progress: 20.8% Elapsed: 4 days, 8:43:01 temperature: no ada_p: No Discriminator_loss: 0.0945871 Generator_loss: 0.428911 
[INFO] 2020-11-25 00:13:26 > Step:   41700 Progress: 20.8% Elapsed: 4 days, 9:02:45 temperature: no ada_p: No Discriminator_loss: 0.127777 Generator_loss: 0.310814 
[INFO] 2020-11-25 00:33:09 > Step:   41800 Progress: 20.9% Elapsed: 4 days, 9:22:27 temperature: no ada_p: No Discriminator_loss: 0.0799284 Generator_loss: 0.376855 
[INFO] 2020-11-25 00:52:51 > Step:   41900 Progress: 20.9% Elapsed: 4 days, 9:42:09 temperature: no ada_p: No Discriminator_loss: 0.0819698 Generator_loss: 0.406055 
[INFO] 2020-11-25 01:12:35 > Step:   42000 Progress: 21.0% Elapsed: 4 days, 10:01:53 temperature: no ada_p: No Discriminator_loss: 0.101331 Generator_loss: 0.373785 
[INFO] 2020-11-25 01:12:38 > Start Evaluation (42000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 01:19:21 > F_8 score (Step: 42000, Using valid images): 0.939983544148174
[INFO] 2020-11-25 01:19:21 > F_1/8 score (Step: 42000, Using valid images): 0.9542481128453854
[INFO] 2020-11-25 01:19:21 > FID score (Step: 42000, Using valid moments): 21.80925980172441
[INFO] 2020-11-25 01:19:21 > Inception score (Step: 42000, 50000 generated images): 36.281307220458984
[INFO] 2020-11-25 01:19:21 > Best FID score (Step: 42000, Using valid moments): 21.80925980172441
[INFO] 2020-11-25 01:19:36 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 01:39:09 > Step:   42100 Progress: 21.1% Elapsed: 4 days, 10:28:27 temperature: no ada_p: No Discriminator_loss: 0.121386 Generator_loss: 0.312409 
[INFO] 2020-11-25 01:58:50 > Step:   42200 Progress: 21.1% Elapsed: 4 days, 10:48:08 temperature: no ada_p: No Discriminator_loss: 0.124661 Generator_loss: 0.352092 
[INFO] 2020-11-25 02:18:38 > Step:   42300 Progress: 21.1% Elapsed: 4 days, 11:07:56 temperature: no ada_p: No Discriminator_loss: 0.0812452 Generator_loss: 0.34505 
[INFO] 2020-11-25 02:38:19 > Step:   42400 Progress: 21.2% Elapsed: 4 days, 11:27:37 temperature: no ada_p: No Discriminator_loss: 0.11485 Generator_loss: 0.307777 
[INFO] 2020-11-25 02:58:00 > Step:   42500 Progress: 21.2% Elapsed: 4 days, 11:47:18 temperature: no ada_p: No Discriminator_loss: 0.0830102 Generator_loss: 0.408665 
[INFO] 2020-11-25 03:17:46 > Step:   42600 Progress: 21.3% Elapsed: 4 days, 12:07:04 temperature: no ada_p: No Discriminator_loss: 0.0658573 Generator_loss: 0.4331 
[INFO] 2020-11-25 03:37:28 > Step:   42700 Progress: 21.3% Elapsed: 4 days, 12:26:46 temperature: no ada_p: No Discriminator_loss: 0.122348 Generator_loss: 0.362717 
[INFO] 2020-11-25 03:57:10 > Step:   42800 Progress: 21.4% Elapsed: 4 days, 12:46:29 temperature: no ada_p: No Discriminator_loss: 0.114453 Generator_loss: 0.366277 
[INFO] 2020-11-25 04:16:56 > Step:   42900 Progress: 21.4% Elapsed: 4 days, 13:06:15 temperature: no ada_p: No Discriminator_loss: 0.126691 Generator_loss: 0.361684 
[INFO] 2020-11-25 04:36:37 > Step:   43000 Progress: 21.5% Elapsed: 4 days, 13:25:56 temperature: no ada_p: No Discriminator_loss: 0.0671214 Generator_loss: 0.417447 
[INFO] 2020-11-25 04:56:19 > Step:   43100 Progress: 21.6% Elapsed: 4 days, 13:45:38 temperature: no ada_p: No Discriminator_loss: 0.0810829 Generator_loss: 0.409226 
[INFO] 2020-11-25 05:16:05 > Step:   43200 Progress: 21.6% Elapsed: 4 days, 14:05:24 temperature: no ada_p: No Discriminator_loss: 0.074148 Generator_loss: 0.457549 
[INFO] 2020-11-25 05:35:47 > Step:   43300 Progress: 21.6% Elapsed: 4 days, 14:25:05 temperature: no ada_p: No Discriminator_loss: 0.0909486 Generator_loss: 0.366597 
[INFO] 2020-11-25 05:55:28 > Step:   43400 Progress: 21.7% Elapsed: 4 days, 14:44:47 temperature: no ada_p: No Discriminator_loss: 0.110965 Generator_loss: 0.395362 
[INFO] 2020-11-25 06:15:14 > Step:   43500 Progress: 21.8% Elapsed: 4 days, 15:04:32 temperature: no ada_p: No Discriminator_loss: 0.111143 Generator_loss: 0.366635 
[INFO] 2020-11-25 06:34:56 > Step:   43600 Progress: 21.8% Elapsed: 4 days, 15:24:14 temperature: no ada_p: No Discriminator_loss: 0.101831 Generator_loss: 0.420221 
[INFO] 2020-11-25 06:54:38 > Step:   43700 Progress: 21.9% Elapsed: 4 days, 15:43:56 temperature: no ada_p: No Discriminator_loss: 0.0824239 Generator_loss: 0.419596 
[INFO] 2020-11-25 07:14:24 > Step:   43800 Progress: 21.9% Elapsed: 4 days, 16:03:42 temperature: no ada_p: No Discriminator_loss: 0.0772855 Generator_loss: 0.410595 
[INFO] 2020-11-25 07:34:06 > Step:   43900 Progress: 21.9% Elapsed: 4 days, 16:23:25 temperature: no ada_p: No Discriminator_loss: 0.103938 Generator_loss: 0.337384 
[INFO] 2020-11-25 07:53:48 > Step:   44000 Progress: 22.0% Elapsed: 4 days, 16:43:06 temperature: no ada_p: No Discriminator_loss: 0.0981455 Generator_loss: 0.372197 
[INFO] 2020-11-25 07:53:51 > Start Evaluation (44000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 08:00:41 > F_8 score (Step: 44000, Using valid images): 0.9406931661987531
[INFO] 2020-11-25 08:00:41 > F_1/8 score (Step: 44000, Using valid images): 0.954805263222242
[INFO] 2020-11-25 08:00:41 > FID score (Step: 44000, Using valid moments): 20.925823820728283
[INFO] 2020-11-25 08:00:41 > Inception score (Step: 44000, 50000 generated images): 37.08279037475586
[INFO] 2020-11-25 08:00:41 > Best FID score (Step: 44000, Using valid moments): 20.925823820728283
[INFO] 2020-11-25 08:00:55 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 08:20:34 > Step:   44100 Progress: 22.1% Elapsed: 4 days, 17:09:53 temperature: no ada_p: No Discriminator_loss: 0.0855619 Generator_loss: 0.393102 
[INFO] 2020-11-25 08:40:16 > Step:   44200 Progress: 22.1% Elapsed: 4 days, 17:29:35 temperature: no ada_p: No Discriminator_loss: 0.108514 Generator_loss: 0.391171 
[INFO] 2020-11-25 08:59:59 > Step:   44300 Progress: 22.1% Elapsed: 4 days, 17:49:17 temperature: no ada_p: No Discriminator_loss: 0.130121 Generator_loss: 0.272295 
[INFO] 2020-11-25 09:19:40 > Step:   44400 Progress: 22.2% Elapsed: 4 days, 18:08:59 temperature: no ada_p: No Discriminator_loss: 0.0917773 Generator_loss: 0.389668 
[INFO] 2020-11-25 09:39:28 > Step:   44500 Progress: 22.2% Elapsed: 4 days, 18:28:46 temperature: no ada_p: No Discriminator_loss: 0.0897264 Generator_loss: 0.415184 
[INFO] 2020-11-25 09:59:10 > Step:   44600 Progress: 22.3% Elapsed: 4 days, 18:48:28 temperature: no ada_p: No Discriminator_loss: 0.10772 Generator_loss: 0.359192 
[INFO] 2020-11-25 10:18:51 > Step:   44700 Progress: 22.4% Elapsed: 4 days, 19:08:09 temperature: no ada_p: No Discriminator_loss: 0.108627 Generator_loss: 0.351436 
[INFO] 2020-11-25 10:38:36 > Step:   44800 Progress: 22.4% Elapsed: 4 days, 19:27:55 temperature: no ada_p: No Discriminator_loss: 0.0674666 Generator_loss: 0.427593 
[INFO] 2020-11-25 10:58:18 > Step:   44900 Progress: 22.4% Elapsed: 4 days, 19:47:37 temperature: no ada_p: No Discriminator_loss: 0.0837591 Generator_loss: 0.433433 
[INFO] 2020-11-25 11:17:59 > Step:   45000 Progress: 22.5% Elapsed: 4 days, 20:07:17 temperature: no ada_p: No Discriminator_loss: 0.0951945 Generator_loss: 0.345066 
[INFO] 2020-11-25 11:37:45 > Step:   45100 Progress: 22.6% Elapsed: 4 days, 20:27:04 temperature: no ada_p: No Discriminator_loss: 0.0722417 Generator_loss: 0.468149 
[INFO] 2020-11-25 11:57:29 > Step:   45200 Progress: 22.6% Elapsed: 4 days, 20:46:47 temperature: no ada_p: No Discriminator_loss: 0.0725934 Generator_loss: 0.407033 
[INFO] 2020-11-25 12:17:11 > Step:   45300 Progress: 22.7% Elapsed: 4 days, 21:06:30 temperature: no ada_p: No Discriminator_loss: 0.0726448 Generator_loss: 0.434635 
[INFO] 2020-11-25 12:36:56 > Step:   45400 Progress: 22.7% Elapsed: 4 days, 21:26:15 temperature: no ada_p: No Discriminator_loss: 0.0876491 Generator_loss: 0.460517 
[INFO] 2020-11-25 12:56:37 > Step:   45500 Progress: 22.8% Elapsed: 4 days, 21:45:56 temperature: no ada_p: No Discriminator_loss: 0.0778914 Generator_loss: 0.463614 
[INFO] 2020-11-25 13:16:20 > Step:   45600 Progress: 22.8% Elapsed: 4 days, 22:05:38 temperature: no ada_p: No Discriminator_loss: 0.0840309 Generator_loss: 0.42271 
[INFO] 2020-11-25 13:36:06 > Step:   45700 Progress: 22.9% Elapsed: 4 days, 22:25:24 temperature: no ada_p: No Discriminator_loss: 0.105779 Generator_loss: 0.353721 
[INFO] 2020-11-25 13:55:47 > Step:   45800 Progress: 22.9% Elapsed: 4 days, 22:45:06 temperature: no ada_p: No Discriminator_loss: 0.10467 Generator_loss: 0.422485 
[INFO] 2020-11-25 14:15:28 > Step:   45900 Progress: 22.9% Elapsed: 4 days, 23:04:46 temperature: no ada_p: No Discriminator_loss: 0.0761963 Generator_loss: 0.413298 
[INFO] 2020-11-25 14:35:15 > Step:   46000 Progress: 23.0% Elapsed: 4 days, 23:24:33 temperature: no ada_p: No Discriminator_loss: 0.101597 Generator_loss: 0.423147 
[INFO] 2020-11-25 14:35:18 > Start Evaluation (46000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 14:42:12 > F_8 score (Step: 46000, Using valid images): 0.9408990999245948
[INFO] 2020-11-25 14:42:12 > F_1/8 score (Step: 46000, Using valid images): 0.958441022777643
[INFO] 2020-11-25 14:42:12 > FID score (Step: 46000, Using valid moments): 20.101072507316246
[INFO] 2020-11-25 14:42:12 > Inception score (Step: 46000, 50000 generated images): 38.418701171875
[INFO] 2020-11-25 14:42:12 > Best FID score (Step: 46000, Using valid moments): 20.101072507316246
[INFO] 2020-11-25 14:42:26 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 15:02:03 > Step:   46100 Progress: 23.1% Elapsed: 4 days, 23:51:21 temperature: no ada_p: No Discriminator_loss: 0.0827453 Generator_loss: 0.36995 
[INFO] 2020-11-25 15:21:46 > Step:   46200 Progress: 23.1% Elapsed: 5 days, 0:11:04 temperature: no ada_p: No Discriminator_loss: 0.0768089 Generator_loss: 0.446076 
[INFO] 2020-11-25 15:41:31 > Step:   46300 Progress: 23.2% Elapsed: 5 days, 0:30:50 temperature: no ada_p: No Discriminator_loss: 0.0649905 Generator_loss: 0.504948 
[INFO] 2020-11-25 16:01:15 > Step:   46400 Progress: 23.2% Elapsed: 5 days, 0:50:33 temperature: no ada_p: No Discriminator_loss: 0.0831242 Generator_loss: 0.421331 
[INFO] 2020-11-25 16:20:58 > Step:   46500 Progress: 23.2% Elapsed: 5 days, 1:10:17 temperature: no ada_p: No Discriminator_loss: 0.0833313 Generator_loss: 0.45259 
[INFO] 2020-11-25 16:40:45 > Step:   46600 Progress: 23.3% Elapsed: 5 days, 1:30:04 temperature: no ada_p: No Discriminator_loss: 0.130778 Generator_loss: 0.31346 
[INFO] 2020-11-25 17:00:26 > Step:   46700 Progress: 23.4% Elapsed: 5 days, 1:49:44 temperature: no ada_p: No Discriminator_loss: 0.077335 Generator_loss: 0.426437 
[INFO] 2020-11-25 17:20:07 > Step:   46800 Progress: 23.4% Elapsed: 5 days, 2:09:25 temperature: no ada_p: No Discriminator_loss: 0.0575682 Generator_loss: 0.463139 
[INFO] 2020-11-25 17:39:48 > Step:   46900 Progress: 23.4% Elapsed: 5 days, 2:29:06 temperature: no ada_p: No Discriminator_loss: 0.113721 Generator_loss: 0.381175 
[INFO] 2020-11-25 17:59:35 > Step:   47000 Progress: 23.5% Elapsed: 5 days, 2:48:54 temperature: no ada_p: No Discriminator_loss: 0.0737276 Generator_loss: 0.441891 
[INFO] 2020-11-25 18:19:19 > Step:   47100 Progress: 23.5% Elapsed: 5 days, 3:08:37 temperature: no ada_p: No Discriminator_loss: 0.0851169 Generator_loss: 0.389544 
[INFO] 2020-11-25 18:39:02 > Step:   47200 Progress: 23.6% Elapsed: 5 days, 3:28:21 temperature: no ada_p: No Discriminator_loss: 0.0650339 Generator_loss: 0.440628 
[INFO] 2020-11-25 18:58:47 > Step:   47300 Progress: 23.6% Elapsed: 5 days, 3:48:06 temperature: no ada_p: No Discriminator_loss: 0.0937401 Generator_loss: 0.394655 
[INFO] 2020-11-25 19:18:29 > Step:   47400 Progress: 23.7% Elapsed: 5 days, 4:07:47 temperature: no ada_p: No Discriminator_loss: 0.0738178 Generator_loss: 0.417092 
[INFO] 2020-11-25 19:38:10 > Step:   47500 Progress: 23.8% Elapsed: 5 days, 4:27:29 temperature: no ada_p: No Discriminator_loss: 0.0679605 Generator_loss: 0.48221 
[INFO] 2020-11-25 19:57:54 > Step:   47600 Progress: 23.8% Elapsed: 5 days, 4:47:13 temperature: no ada_p: No Discriminator_loss: 0.0925649 Generator_loss: 0.347032 
[INFO] 2020-11-25 20:17:35 > Step:   47700 Progress: 23.8% Elapsed: 5 days, 5:06:54 temperature: no ada_p: No Discriminator_loss: 0.073563 Generator_loss: 0.444146 
[INFO] 2020-11-25 20:37:17 > Step:   47800 Progress: 23.9% Elapsed: 5 days, 5:26:35 temperature: no ada_p: No Discriminator_loss: 0.0993238 Generator_loss: 0.40618 
[INFO] 2020-11-25 20:57:03 > Step:   47900 Progress: 23.9% Elapsed: 5 days, 5:46:22 temperature: no ada_p: No Discriminator_loss: 0.0703666 Generator_loss: 0.433072 
[INFO] 2020-11-25 21:16:46 > Step:   48000 Progress: 24.0% Elapsed: 5 days, 6:06:05 temperature: no ada_p: No Discriminator_loss: 0.0629096 Generator_loss: 0.490987 
[INFO] 2020-11-25 21:16:50 > Start Evaluation (48000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 21:23:39 > F_8 score (Step: 48000, Using valid images): 0.9470091728431321
[INFO] 2020-11-25 21:23:39 > F_1/8 score (Step: 48000, Using valid images): 0.9629491901968185
[INFO] 2020-11-25 21:23:39 > FID score (Step: 48000, Using valid moments): 19.554270733789565
[INFO] 2020-11-25 21:23:39 > Inception score (Step: 48000, 50000 generated images): 40.044708251953125
[INFO] 2020-11-25 21:23:39 > Best FID score (Step: 48000, Using valid moments): 19.554270733789565
[INFO] 2020-11-25 21:23:53 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-25 21:43:29 > Step:   48100 Progress: 24.1% Elapsed: 5 days, 6:32:47 temperature: no ada_p: No Discriminator_loss: 0.105795 Generator_loss: 0.38082 
[INFO] 2020-11-25 22:03:16 > Step:   48200 Progress: 24.1% Elapsed: 5 days, 6:52:35 temperature: no ada_p: No Discriminator_loss: 0.110943 Generator_loss: 0.339863 
[INFO] 2020-11-25 22:22:59 > Step:   48300 Progress: 24.1% Elapsed: 5 days, 7:12:17 temperature: no ada_p: No Discriminator_loss: 0.495902 Generator_loss: -0.00600291 
[INFO] 2020-11-25 22:42:42 > Step:   48400 Progress: 24.2% Elapsed: 5 days, 7:32:00 temperature: no ada_p: No Discriminator_loss: 0.483716 Generator_loss: -0.0645851 
[INFO] 2020-11-25 23:02:30 > Step:   48500 Progress: 24.2% Elapsed: 5 days, 7:51:49 temperature: no ada_p: No Discriminator_loss: 0.36183 Generator_loss: 0.0318474 
[INFO] 2020-11-25 23:22:13 > Step:   48600 Progress: 24.3% Elapsed: 5 days, 8:11:32 temperature: no ada_p: No Discriminator_loss: 0.133341 Generator_loss: 0.273725 
[INFO] 2020-11-25 23:41:57 > Step:   48700 Progress: 24.3% Elapsed: 5 days, 8:31:16 temperature: no ada_p: No Discriminator_loss: 0.0949356 Generator_loss: 0.392323 
[INFO] 2020-11-26 00:01:45 > Step:   48800 Progress: 24.4% Elapsed: 5 days, 8:51:03 temperature: no ada_p: No Discriminator_loss: 0.0642429 Generator_loss: 0.481013 
[INFO] 2020-11-26 00:21:29 > Step:   48900 Progress: 24.4% Elapsed: 5 days, 9:10:48 temperature: no ada_p: No Discriminator_loss: 0.0758763 Generator_loss: 0.446842 
[INFO] 2020-11-26 00:41:13 > Step:   49000 Progress: 24.5% Elapsed: 5 days, 9:30:31 temperature: no ada_p: No Discriminator_loss: 0.0659934 Generator_loss: 0.462687 
[INFO] 2020-11-26 01:00:59 > Step:   49100 Progress: 24.6% Elapsed: 5 days, 9:50:17 temperature: no ada_p: No Discriminator_loss: 0.0626124 Generator_loss: 0.468028 
[INFO] 2020-11-26 01:20:42 > Step:   49200 Progress: 24.6% Elapsed: 5 days, 10:10:00 temperature: no ada_p: No Discriminator_loss: 0.0569665 Generator_loss: 0.501493 
[INFO] 2020-11-26 01:40:24 > Step:   49300 Progress: 24.6% Elapsed: 5 days, 10:29:42 temperature: no ada_p: No Discriminator_loss: 0.0847381 Generator_loss: 0.44994 
[INFO] 2020-11-26 02:00:06 > Step:   49400 Progress: 24.7% Elapsed: 5 days, 10:49:25 temperature: no ada_p: No Discriminator_loss: 0.0791005 Generator_loss: 0.485104 
[INFO] 2020-11-26 02:19:53 > Step:   49500 Progress: 24.8% Elapsed: 5 days, 11:09:12 temperature: no ada_p: No Discriminator_loss: 0.0660638 Generator_loss: 0.403064 
[INFO] 2020-11-26 02:39:36 > Step:   49600 Progress: 24.8% Elapsed: 5 days, 11:28:55 temperature: no ada_p: No Discriminator_loss: 0.0816795 Generator_loss: 0.469832 
[INFO] 2020-11-26 02:59:19 > Step:   49700 Progress: 24.9% Elapsed: 5 days, 11:48:37 temperature: no ada_p: No Discriminator_loss: 0.106624 Generator_loss: 0.403405 
[INFO] 2020-11-26 03:19:06 > Step:   49800 Progress: 24.9% Elapsed: 5 days, 12:08:24 temperature: no ada_p: No Discriminator_loss: 0.067633 Generator_loss: 0.452366 
[INFO] 2020-11-26 03:38:48 > Step:   49900 Progress: 24.9% Elapsed: 5 days, 12:28:07 temperature: no ada_p: No Discriminator_loss: 0.0738626 Generator_loss: 0.502908 
[INFO] 2020-11-26 03:58:30 > Step:   50000 Progress: 25.0% Elapsed: 5 days, 12:47:49 temperature: no ada_p: No Discriminator_loss: 0.0820512 Generator_loss: 0.422908 
[INFO] 2020-11-26 03:58:34 > Start Evaluation (50000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 04:05:16 > F_8 score (Step: 50000, Using valid images): 0.9415443010554271
[INFO] 2020-11-26 04:05:16 > F_1/8 score (Step: 50000, Using valid images): 0.960599212581258
[INFO] 2020-11-26 04:05:16 > FID score (Step: 50000, Using valid moments): 18.71825206169808
[INFO] 2020-11-26 04:05:16 > Inception score (Step: 50000, 50000 generated images): 40.6351318359375
[INFO] 2020-11-26 04:05:16 > Best FID score (Step: 50000, Using valid moments): 18.71825206169808
[INFO] 2020-11-26 04:05:30 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 04:25:11 > Step:   50100 Progress: 25.1% Elapsed: 5 days, 13:14:29 temperature: no ada_p: No Discriminator_loss: 0.089438 Generator_loss: 0.442389 
[INFO] 2020-11-26 04:48:29 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=50000.pth
[INFO] 2020-11-26 04:48:29 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=50000.pth
[INFO] 2020-11-26 04:48:32 > Start Evaluation (50000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 06:02:42 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=50000.pth
[INFO] 2020-11-26 06:02:42 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=50000.pth
[INFO] 2020-11-26 06:02:44 > Start Evaluation (50000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 06:10:07 > F_8 score (Step: 50000, Using valid images): 0.9494747321281751
[INFO] 2020-11-26 06:10:07 > F_1/8 score (Step: 50000, Using valid images): 0.9584964699675631
[INFO] 2020-11-26 06:10:07 > FID score (Step: 50000, Using valid moments): 19.06644398929234
[INFO] 2020-11-26 06:10:07 > Inception score (Step: 50000, 50000 generated images): 40.53861618041992
[INFO] 2020-11-26 06:10:07 > Best FID score (Step: 50000, Using valid moments): 18.71825206169808
[INFO] 2020-11-26 06:31:38 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=50000.pth
[INFO] 2020-11-26 06:31:38 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=50000.pth
[INFO] 2020-11-26 06:31:40 > Start training....
[INFO] 2020-11-26 06:51:51 > Step:   50100 Progress: 25.1% Elapsed: 0:20:11 temperature: no ada_p: No Discriminator_loss: 0.0705871 Generator_loss: 0.458863 
[INFO] 2020-11-26 07:11:28 > Step:   50200 Progress: 25.1% Elapsed: 0:39:48 temperature: no ada_p: No Discriminator_loss: 0.0943071 Generator_loss: 0.407288 
[INFO] 2020-11-26 07:31:06 > Step:   50300 Progress: 25.1% Elapsed: 0:59:26 temperature: no ada_p: No Discriminator_loss: 0.112551 Generator_loss: 0.389127 
[INFO] 2020-11-26 07:50:48 > Step:   50400 Progress: 25.2% Elapsed: 1:19:08 temperature: no ada_p: No Discriminator_loss: 0.0645716 Generator_loss: 0.458352 
[INFO] 2020-11-26 08:10:27 > Step:   50500 Progress: 25.2% Elapsed: 1:38:46 temperature: no ada_p: No Discriminator_loss: 0.064868 Generator_loss: 0.486911 
[INFO] 2020-11-26 08:30:07 > Step:   50600 Progress: 25.3% Elapsed: 1:58:26 temperature: no ada_p: No Discriminator_loss: 0.0722345 Generator_loss: 0.418041 
[INFO] 2020-11-26 08:49:50 > Step:   50700 Progress: 25.4% Elapsed: 2:18:10 temperature: no ada_p: No Discriminator_loss: 0.0633621 Generator_loss: 0.478788 
[INFO] 2020-11-26 09:09:31 > Step:   50800 Progress: 25.4% Elapsed: 2:37:50 temperature: no ada_p: No Discriminator_loss: 0.103822 Generator_loss: 0.36077 
[INFO] 2020-11-26 09:29:11 > Step:   50900 Progress: 25.4% Elapsed: 2:57:31 temperature: no ada_p: No Discriminator_loss: 0.146215 Generator_loss: 0.538413 
[INFO] 2020-11-26 09:48:55 > Step:   51000 Progress: 25.5% Elapsed: 3:17:14 temperature: no ada_p: No Discriminator_loss: 0.082728 Generator_loss: 0.433075 
[INFO] 2020-11-26 10:08:34 > Step:   51100 Progress: 25.6% Elapsed: 3:36:54 temperature: no ada_p: No Discriminator_loss: 0.0617068 Generator_loss: 0.462759 
[INFO] 2020-11-26 10:28:14 > Step:   51200 Progress: 25.6% Elapsed: 3:56:33 temperature: no ada_p: No Discriminator_loss: 0.0654848 Generator_loss: 0.511127 
[INFO] 2020-11-26 10:47:57 > Step:   51300 Progress: 25.7% Elapsed: 4:16:16 temperature: no ada_p: No Discriminator_loss: 0.0722955 Generator_loss: 0.477597 
[INFO] 2020-11-26 11:07:37 > Step:   51400 Progress: 25.7% Elapsed: 4:35:56 temperature: no ada_p: No Discriminator_loss: 0.0761768 Generator_loss: 0.440558 
[INFO] 2020-11-26 11:27:17 > Step:   51500 Progress: 25.8% Elapsed: 4:55:37 temperature: no ada_p: No Discriminator_loss: 0.0779587 Generator_loss: 0.436932 
[INFO] 2020-11-26 11:47:00 > Step:   51600 Progress: 25.8% Elapsed: 5:15:19 temperature: no ada_p: No Discriminator_loss: 0.0715174 Generator_loss: 0.432724 
[INFO] 2020-11-26 12:06:40 > Step:   51700 Progress: 25.9% Elapsed: 5:34:59 temperature: no ada_p: No Discriminator_loss: 0.0775282 Generator_loss: 0.424473 
[INFO] 2020-11-26 12:26:19 > Step:   51800 Progress: 25.9% Elapsed: 5:54:39 temperature: no ada_p: No Discriminator_loss: 0.087561 Generator_loss: 0.436573 
[INFO] 2020-11-26 12:46:01 > Step:   51900 Progress: 25.9% Elapsed: 6:14:21 temperature: no ada_p: No Discriminator_loss: 0.0993047 Generator_loss: 0.41444 
[INFO] 2020-11-26 13:05:39 > Step:   52000 Progress: 26.0% Elapsed: 6:33:58 temperature: no ada_p: No Discriminator_loss: 0.118596 Generator_loss: 0.367028 
[INFO] 2020-11-26 13:05:43 > Start Evaluation (52000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 13:12:41 > F_8 score (Step: 52000, Using valid images): 0.9507411098717257
[INFO] 2020-11-26 13:12:41 > F_1/8 score (Step: 52000, Using valid images): 0.9626652576249211
[INFO] 2020-11-26 13:12:41 > FID score (Step: 52000, Using valid moments): 18.445206481217156
[INFO] 2020-11-26 13:12:41 > Inception score (Step: 52000, 50000 generated images): 42.321624755859375
[INFO] 2020-11-26 13:12:41 > Best FID score (Step: 52000, Using valid moments): 18.445206481217156
[INFO] 2020-11-26 13:12:56 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 13:32:26 > Step:   52100 Progress: 26.1% Elapsed: 7:00:45 temperature: no ada_p: No Discriminator_loss: 0.0611977 Generator_loss: 0.538658 
[INFO] 2020-11-26 13:52:06 > Step:   52200 Progress: 26.1% Elapsed: 7:20:26 temperature: no ada_p: No Discriminator_loss: 0.0590963 Generator_loss: 0.488049 
[INFO] 2020-11-26 14:11:46 > Step:   52300 Progress: 26.2% Elapsed: 7:40:06 temperature: no ada_p: No Discriminator_loss: 0.0596902 Generator_loss: 0.501905 
[INFO] 2020-11-26 14:31:25 > Step:   52400 Progress: 26.2% Elapsed: 7:59:45 temperature: no ada_p: No Discriminator_loss: 0.0672394 Generator_loss: 0.550468 
[INFO] 2020-11-26 14:51:05 > Step:   52500 Progress: 26.2% Elapsed: 8:19:24 temperature: no ada_p: No Discriminator_loss: 0.0882622 Generator_loss: 0.415007 
[INFO] 2020-11-26 15:10:48 > Step:   52600 Progress: 26.3% Elapsed: 8:39:07 temperature: no ada_p: No Discriminator_loss: 0.0720424 Generator_loss: 0.437442 
[INFO] 2020-11-26 15:30:27 > Step:   52700 Progress: 26.4% Elapsed: 8:58:46 temperature: no ada_p: No Discriminator_loss: 0.0569562 Generator_loss: 0.502489 
[INFO] 2020-11-26 15:50:05 > Step:   52800 Progress: 26.4% Elapsed: 9:18:25 temperature: no ada_p: No Discriminator_loss: 0.0657346 Generator_loss: 0.43535 
[INFO] 2020-11-26 16:09:47 > Step:   52900 Progress: 26.5% Elapsed: 9:38:07 temperature: no ada_p: No Discriminator_loss: 0.445613 Generator_loss: 0.0140407 
[INFO] 2020-11-26 16:29:26 > Step:   53000 Progress: 26.5% Elapsed: 9:57:45 temperature: no ada_p: No Discriminator_loss: 0.108987 Generator_loss: 0.363432 
[INFO] 2020-11-26 16:49:06 > Step:   53100 Progress: 26.6% Elapsed: 10:17:25 temperature: no ada_p: No Discriminator_loss: 0.0730789 Generator_loss: 0.417173 
[INFO] 2020-11-26 17:08:47 > Step:   53200 Progress: 26.6% Elapsed: 10:37:06 temperature: no ada_p: No Discriminator_loss: 0.0756734 Generator_loss: 0.429835 
[INFO] 2020-11-26 17:28:26 > Step:   53300 Progress: 26.7% Elapsed: 10:56:46 temperature: no ada_p: No Discriminator_loss: 0.0586703 Generator_loss: 0.517106 
[INFO] 2020-11-26 17:48:06 > Step:   53400 Progress: 26.7% Elapsed: 11:16:25 temperature: no ada_p: No Discriminator_loss: 0.103956 Generator_loss: 0.353298 
[INFO] 2020-11-26 18:07:48 > Step:   53500 Progress: 26.8% Elapsed: 11:36:07 temperature: no ada_p: No Discriminator_loss: 0.0703811 Generator_loss: 0.422485 
[INFO] 2020-11-26 18:27:27 > Step:   53600 Progress: 26.8% Elapsed: 11:55:47 temperature: no ada_p: No Discriminator_loss: 0.0889895 Generator_loss: 0.452511 
[INFO] 2020-11-26 18:47:06 > Step:   53700 Progress: 26.9% Elapsed: 12:15:26 temperature: no ada_p: No Discriminator_loss: 0.062138 Generator_loss: 0.461903 
[INFO] 2020-11-26 19:06:49 > Step:   53800 Progress: 26.9% Elapsed: 12:35:08 temperature: no ada_p: No Discriminator_loss: 0.0632654 Generator_loss: 0.528231 
[INFO] 2020-11-26 19:26:28 > Step:   53900 Progress: 27.0% Elapsed: 12:54:48 temperature: no ada_p: No Discriminator_loss: 0.102801 Generator_loss: 0.357077 
[INFO] 2020-11-26 19:46:08 > Step:   54000 Progress: 27.0% Elapsed: 13:14:28 temperature: no ada_p: No Discriminator_loss: 0.477713 Generator_loss: 0.0214375 
[INFO] 2020-11-26 19:46:12 > Start Evaluation (54000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 19:52:50 > F_8 score (Step: 54000, Using valid images): 0.9561679102596524
[INFO] 2020-11-26 19:52:50 > F_1/8 score (Step: 54000, Using valid images): 0.9577689547235907
[INFO] 2020-11-26 19:52:50 > FID score (Step: 54000, Using valid moments): 17.924764994994916
[INFO] 2020-11-26 19:52:50 > Inception score (Step: 54000, 50000 generated images): 43.352333068847656
[INFO] 2020-11-26 19:52:50 > Best FID score (Step: 54000, Using valid moments): 17.924764994994916
[INFO] 2020-11-26 19:53:06 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-26 20:12:42 > Step:   54100 Progress: 27.1% Elapsed: 13:41:02 temperature: no ada_p: No Discriminator_loss: 0.244045 Generator_loss: 0.0888468 
[INFO] 2020-11-26 20:32:19 > Step:   54200 Progress: 27.1% Elapsed: 14:00:39 temperature: no ada_p: No Discriminator_loss: 0.101694 Generator_loss: 0.310409 
[INFO] 2020-11-26 20:51:57 > Step:   54300 Progress: 27.2% Elapsed: 14:20:16 temperature: no ada_p: No Discriminator_loss: 0.0793551 Generator_loss: 0.391207 
[INFO] 2020-11-26 21:11:39 > Step:   54400 Progress: 27.2% Elapsed: 14:39:58 temperature: no ada_p: No Discriminator_loss: 0.0829587 Generator_loss: 0.413361 
[INFO] 2020-11-26 21:31:19 > Step:   54500 Progress: 27.3% Elapsed: 14:59:38 temperature: no ada_p: No Discriminator_loss: 0.0764899 Generator_loss: 0.433944 
[INFO] 2020-11-26 21:50:58 > Step:   54600 Progress: 27.3% Elapsed: 15:19:17 temperature: no ada_p: No Discriminator_loss: 0.0634348 Generator_loss: 0.511788 
[INFO] 2020-11-26 22:10:41 > Step:   54700 Progress: 27.4% Elapsed: 15:39:01 temperature: no ada_p: No Discriminator_loss: 0.0605599 Generator_loss: 0.476855 
[INFO] 2020-11-26 22:30:20 > Step:   54800 Progress: 27.4% Elapsed: 15:58:39 temperature: no ada_p: No Discriminator_loss: 0.129943 Generator_loss: 0.355213 
[INFO] 2020-11-26 22:49:58 > Step:   54900 Progress: 27.5% Elapsed: 16:18:17 temperature: no ada_p: No Discriminator_loss: 0.0561556 Generator_loss: 0.491011 
[INFO] 2020-11-26 23:09:38 > Step:   55000 Progress: 27.5% Elapsed: 16:37:57 temperature: no ada_p: No Discriminator_loss: 0.0495994 Generator_loss: 0.548145 
[INFO] 2020-11-26 23:29:22 > Step:   55100 Progress: 27.6% Elapsed: 16:57:41 temperature: no ada_p: No Discriminator_loss: 0.138183 Generator_loss: 0.398946 
[INFO] 2020-11-26 23:49:03 > Step:   55200 Progress: 27.6% Elapsed: 17:17:22 temperature: no ada_p: No Discriminator_loss: 0.0578907 Generator_loss: 0.547559 
[INFO] 2020-11-27 00:08:44 > Step:   55300 Progress: 27.7% Elapsed: 17:37:03 temperature: no ada_p: No Discriminator_loss: 0.0600562 Generator_loss: 0.495251 
[INFO] 2020-11-27 00:28:25 > Step:   55400 Progress: 27.7% Elapsed: 17:56:45 temperature: no ada_p: No Discriminator_loss: 0.0787389 Generator_loss: 0.46291 
[INFO] 2020-11-27 00:48:04 > Step:   55500 Progress: 27.8% Elapsed: 18:16:24 temperature: no ada_p: No Discriminator_loss: 0.0950997 Generator_loss: 0.411767 
[INFO] 2020-11-27 01:07:45 > Step:   55600 Progress: 27.8% Elapsed: 18:36:04 temperature: no ada_p: No Discriminator_loss: 0.0790427 Generator_loss: 0.447879 
[INFO] 2020-11-27 01:27:28 > Step:   55700 Progress: 27.9% Elapsed: 18:55:47 temperature: no ada_p: No Discriminator_loss: 0.0686437 Generator_loss: 0.39708 
[INFO] 2020-11-27 01:47:08 > Step:   55800 Progress: 27.9% Elapsed: 19:15:28 temperature: no ada_p: No Discriminator_loss: 0.0829716 Generator_loss: 0.479866 
[INFO] 2020-11-27 02:06:49 > Step:   55900 Progress: 28.0% Elapsed: 19:35:09 temperature: no ada_p: No Discriminator_loss: 0.0607859 Generator_loss: 0.505253 
[INFO] 2020-11-27 02:26:30 > Step:   56000 Progress: 28.0% Elapsed: 19:54:50 temperature: no ada_p: No Discriminator_loss: 0.0572938 Generator_loss: 0.515261 
[INFO] 2020-11-27 02:26:34 > Start Evaluation (56000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 02:33:18 > F_8 score (Step: 56000, Using valid images): 0.9577659556659833
[INFO] 2020-11-27 02:33:18 > F_1/8 score (Step: 56000, Using valid images): 0.9602277066542921
[INFO] 2020-11-27 02:33:18 > FID score (Step: 56000, Using valid moments): 17.395861883462544
[INFO] 2020-11-27 02:33:18 > Inception score (Step: 56000, 50000 generated images): 44.73963165283203
[INFO] 2020-11-27 02:33:18 > Best FID score (Step: 56000, Using valid moments): 17.395861883462544
[INFO] 2020-11-27 02:33:33 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 02:53:04 > Step:   56100 Progress: 28.1% Elapsed: 20:21:24 temperature: no ada_p: No Discriminator_loss: 0.0894243 Generator_loss: 0.438261 
[INFO] 2020-11-27 03:12:45 > Step:   56200 Progress: 28.1% Elapsed: 20:41:04 temperature: no ada_p: No Discriminator_loss: 0.064132 Generator_loss: 0.461121 
[INFO] 2020-11-27 03:32:29 > Step:   56300 Progress: 28.1% Elapsed: 21:00:48 temperature: no ada_p: No Discriminator_loss: 0.0781224 Generator_loss: 0.401381 
[INFO] 2020-11-27 03:52:08 > Step:   56400 Progress: 28.2% Elapsed: 21:20:27 temperature: no ada_p: No Discriminator_loss: 0.0572675 Generator_loss: 0.51257 
[INFO] 2020-11-27 04:11:49 > Step:   56500 Progress: 28.2% Elapsed: 21:40:08 temperature: no ada_p: No Discriminator_loss: 0.0770547 Generator_loss: 0.466289 
[INFO] 2020-11-27 04:31:32 > Step:   56600 Progress: 28.3% Elapsed: 21:59:51 temperature: no ada_p: No Discriminator_loss: 0.0545474 Generator_loss: 0.482397 
[INFO] 2020-11-27 04:51:11 > Step:   56700 Progress: 28.3% Elapsed: 22:19:30 temperature: no ada_p: No Discriminator_loss: 0.101316 Generator_loss: 0.326775 
[INFO] 2020-11-27 05:10:51 > Step:   56800 Progress: 28.4% Elapsed: 22:39:10 temperature: no ada_p: No Discriminator_loss: 0.0597601 Generator_loss: 0.437034 
[INFO] 2020-11-27 05:30:33 > Step:   56900 Progress: 28.4% Elapsed: 22:58:53 temperature: no ada_p: No Discriminator_loss: 0.0572998 Generator_loss: 0.513563 
[INFO] 2020-11-27 05:50:13 > Step:   57000 Progress: 28.5% Elapsed: 23:18:32 temperature: no ada_p: No Discriminator_loss: 0.0482282 Generator_loss: 0.552275 
[INFO] 2020-11-27 06:09:52 > Step:   57100 Progress: 28.5% Elapsed: 23:38:11 temperature: no ada_p: No Discriminator_loss: 0.0594541 Generator_loss: 0.521997 
[INFO] 2020-11-27 06:29:35 > Step:   57200 Progress: 28.6% Elapsed: 23:57:55 temperature: no ada_p: No Discriminator_loss: 0.0843167 Generator_loss: 0.437742 
[INFO] 2020-11-27 06:49:15 > Step:   57300 Progress: 28.6% Elapsed: 1 day, 0:17:34 temperature: no ada_p: No Discriminator_loss: 0.224932 Generator_loss: 0.24383 
[INFO] 2020-11-27 07:08:56 > Step:   57400 Progress: 28.7% Elapsed: 1 day, 0:37:15 temperature: no ada_p: No Discriminator_loss: 0.0883902 Generator_loss: 0.455253 
[INFO] 2020-11-27 07:28:36 > Step:   57500 Progress: 28.7% Elapsed: 1 day, 0:56:56 temperature: no ada_p: No Discriminator_loss: 0.0709628 Generator_loss: 0.493748 
[INFO] 2020-11-27 07:48:21 > Step:   57600 Progress: 28.8% Elapsed: 1 day, 1:16:40 temperature: no ada_p: No Discriminator_loss: 0.103498 Generator_loss: 0.324987 
[INFO] 2020-11-27 08:08:02 > Step:   57700 Progress: 28.8% Elapsed: 1 day, 1:36:21 temperature: no ada_p: No Discriminator_loss: 0.165802 Generator_loss: 0.425512 
[INFO] 2020-11-27 08:27:44 > Step:   57800 Progress: 28.9% Elapsed: 1 day, 1:56:03 temperature: no ada_p: No Discriminator_loss: 0.0654214 Generator_loss: 0.466658 
[INFO] 2020-11-27 08:47:27 > Step:   57900 Progress: 28.9% Elapsed: 1 day, 2:15:46 temperature: no ada_p: No Discriminator_loss: 0.0809351 Generator_loss: 0.492704 
[INFO] 2020-11-27 09:07:07 > Step:   58000 Progress: 29.0% Elapsed: 1 day, 2:35:27 temperature: no ada_p: No Discriminator_loss: 0.121159 Generator_loss: 0.363113 
[INFO] 2020-11-27 09:07:11 > Start Evaluation (58000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 09:14:00 > F_8 score (Step: 58000, Using valid images): 0.9560049742592286
[INFO] 2020-11-27 09:14:00 > F_1/8 score (Step: 58000, Using valid images): 0.9658974224321131
[INFO] 2020-11-27 09:14:00 > FID score (Step: 58000, Using valid moments): 17.104675976473402
[INFO] 2020-11-27 09:14:00 > Inception score (Step: 58000, 50000 generated images): 45.468505859375
[INFO] 2020-11-27 09:14:00 > Best FID score (Step: 58000, Using valid moments): 17.104675976473402
[INFO] 2020-11-27 09:14:15 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 09:33:49 > Step:   58100 Progress: 29.0% Elapsed: 1 day, 3:02:08 temperature: no ada_p: No Discriminator_loss: 0.0607466 Generator_loss: 0.503673 
[INFO] 2020-11-27 09:53:33 > Step:   58200 Progress: 29.1% Elapsed: 1 day, 3:21:52 temperature: no ada_p: No Discriminator_loss: 0.17737 Generator_loss: 0.161877 
[INFO] 2020-11-27 10:13:17 > Step:   58300 Progress: 29.1% Elapsed: 1 day, 3:41:36 temperature: no ada_p: No Discriminator_loss: 0.0677449 Generator_loss: 0.426567 
[INFO] 2020-11-27 10:32:59 > Step:   58400 Progress: 29.2% Elapsed: 1 day, 4:01:19 temperature: no ada_p: No Discriminator_loss: 0.0741598 Generator_loss: 0.444984 
[INFO] 2020-11-27 10:52:45 > Step:   58500 Progress: 29.2% Elapsed: 1 day, 4:21:04 temperature: no ada_p: No Discriminator_loss: 0.0569755 Generator_loss: 0.443249 
[INFO] 2020-11-27 11:12:25 > Step:   58600 Progress: 29.3% Elapsed: 1 day, 4:40:44 temperature: no ada_p: No Discriminator_loss: 0.0627987 Generator_loss: 0.496064 
[INFO] 2020-11-27 11:32:05 > Step:   58700 Progress: 29.3% Elapsed: 1 day, 5:00:24 temperature: no ada_p: No Discriminator_loss: 0.0840923 Generator_loss: 0.479419 
[INFO] 2020-11-27 11:51:49 > Step:   58800 Progress: 29.4% Elapsed: 1 day, 5:20:08 temperature: no ada_p: No Discriminator_loss: 0.0572687 Generator_loss: 0.543652 
[INFO] 2020-11-27 12:11:30 > Step:   58900 Progress: 29.4% Elapsed: 1 day, 5:39:49 temperature: no ada_p: No Discriminator_loss: 0.0692012 Generator_loss: 0.474115 
[INFO] 2020-11-27 12:31:12 > Step:   59000 Progress: 29.5% Elapsed: 1 day, 5:59:31 temperature: no ada_p: No Discriminator_loss: 0.0761326 Generator_loss: 0.521151 
[INFO] 2020-11-27 12:50:56 > Step:   59100 Progress: 29.5% Elapsed: 1 day, 6:19:16 temperature: no ada_p: No Discriminator_loss: 0.0723573 Generator_loss: 0.483883 
[INFO] 2020-11-27 13:10:38 > Step:   59200 Progress: 29.6% Elapsed: 1 day, 6:38:57 temperature: no ada_p: No Discriminator_loss: 0.0537937 Generator_loss: 0.516162 
[INFO] 2020-11-27 13:30:19 > Step:   59300 Progress: 29.6% Elapsed: 1 day, 6:58:39 temperature: no ada_p: No Discriminator_loss: 0.0764537 Generator_loss: 0.48384 
[INFO] 2020-11-27 13:50:04 > Step:   59400 Progress: 29.7% Elapsed: 1 day, 7:18:23 temperature: no ada_p: No Discriminator_loss: 0.0519015 Generator_loss: 0.52145 
[INFO] 2020-11-27 14:09:45 > Step:   59500 Progress: 29.8% Elapsed: 1 day, 7:38:05 temperature: no ada_p: No Discriminator_loss: 0.0477386 Generator_loss: 0.533442 
[INFO] 2020-11-27 14:29:29 > Step:   59600 Progress: 29.8% Elapsed: 1 day, 7:57:48 temperature: no ada_p: No Discriminator_loss: 0.0955425 Generator_loss: 0.404289 
[INFO] 2020-11-27 14:49:14 > Step:   59700 Progress: 29.8% Elapsed: 1 day, 8:17:33 temperature: no ada_p: No Discriminator_loss: 0.108751 Generator_loss: 0.4151 
[INFO] 2020-11-27 15:08:54 > Step:   59800 Progress: 29.9% Elapsed: 1 day, 8:37:14 temperature: no ada_p: No Discriminator_loss: 0.0572283 Generator_loss: 0.522799 
[INFO] 2020-11-27 15:28:35 > Step:   59900 Progress: 29.9% Elapsed: 1 day, 8:56:54 temperature: no ada_p: No Discriminator_loss: 0.156534 Generator_loss: 0.261972 
[INFO] 2020-11-27 15:48:15 > Step:   60000 Progress: 30.0% Elapsed: 1 day, 9:16:35 temperature: no ada_p: No Discriminator_loss: 0.0721383 Generator_loss: 0.461946 
[INFO] 2020-11-27 15:48:19 > Start Evaluation (60000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 15:55:06 > F_8 score (Step: 60000, Using valid images): 0.9580068908941117
[INFO] 2020-11-27 15:55:06 > F_1/8 score (Step: 60000, Using valid images): 0.9678422328593568
[INFO] 2020-11-27 15:55:06 > FID score (Step: 60000, Using valid moments): 16.55118771036166
[INFO] 2020-11-27 15:55:06 > Inception score (Step: 60000, 50000 generated images): 46.56652069091797
[INFO] 2020-11-27 15:55:06 > Best FID score (Step: 60000, Using valid moments): 16.55118771036166
[INFO] 2020-11-27 15:55:20 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 16:14:58 > Step:   60100 Progress: 30.0% Elapsed: 1 day, 9:43:18 temperature: no ada_p: No Discriminator_loss: 0.0601903 Generator_loss: 0.517763 
[INFO] 2020-11-27 16:34:41 > Step:   60200 Progress: 30.1% Elapsed: 1 day, 10:03:01 temperature: no ada_p: No Discriminator_loss: 0.0699389 Generator_loss: 0.484711 
[INFO] 2020-11-27 16:54:25 > Step:   60300 Progress: 30.1% Elapsed: 1 day, 10:22:44 temperature: no ada_p: No Discriminator_loss: 0.0673635 Generator_loss: 0.527064 
[INFO] 2020-11-27 17:14:10 > Step:   60400 Progress: 30.2% Elapsed: 1 day, 10:42:30 temperature: no ada_p: No Discriminator_loss: 0.0740859 Generator_loss: 0.470429 
[INFO] 2020-11-27 17:33:52 > Step:   60500 Progress: 30.2% Elapsed: 1 day, 11:02:12 temperature: no ada_p: No Discriminator_loss: 0.0598343 Generator_loss: 0.524835 
[INFO] 2020-11-27 17:53:32 > Step:   60600 Progress: 30.3% Elapsed: 1 day, 11:21:51 temperature: no ada_p: No Discriminator_loss: 0.0732484 Generator_loss: 0.60661 
[INFO] 2020-11-27 18:13:16 > Step:   60700 Progress: 30.3% Elapsed: 1 day, 11:41:35 temperature: no ada_p: No Discriminator_loss: 0.0547219 Generator_loss: 0.550595 
[INFO] 2020-11-27 18:32:57 > Step:   60800 Progress: 30.4% Elapsed: 1 day, 12:01:16 temperature: no ada_p: No Discriminator_loss: 0.0673396 Generator_loss: 0.493518 
[INFO] 2020-11-27 18:52:38 > Step:   60900 Progress: 30.4% Elapsed: 1 day, 12:20:57 temperature: no ada_p: No Discriminator_loss: 0.0542625 Generator_loss: 0.524626 
[INFO] 2020-11-27 19:12:22 > Step:   61000 Progress: 30.5% Elapsed: 1 day, 12:40:42 temperature: no ada_p: No Discriminator_loss: 0.0514988 Generator_loss: 0.527532 
[INFO] 2020-11-27 19:32:02 > Step:   61100 Progress: 30.6% Elapsed: 1 day, 13:00:22 temperature: no ada_p: No Discriminator_loss: 0.0427082 Generator_loss: 0.540147 
[INFO] 2020-11-27 19:51:44 > Step:   61200 Progress: 30.6% Elapsed: 1 day, 13:20:03 temperature: no ada_p: No Discriminator_loss: 0.0415518 Generator_loss: 0.587622 
[INFO] 2020-11-27 20:11:31 > Step:   61300 Progress: 30.6% Elapsed: 1 day, 13:39:50 temperature: no ada_p: No Discriminator_loss: 0.0697579 Generator_loss: 0.483583 
[INFO] 2020-11-27 20:31:13 > Step:   61400 Progress: 30.7% Elapsed: 1 day, 13:59:32 temperature: no ada_p: No Discriminator_loss: 0.0545831 Generator_loss: 0.556679 
[INFO] 2020-11-27 20:50:55 > Step:   61500 Progress: 30.8% Elapsed: 1 day, 14:19:14 temperature: no ada_p: No Discriminator_loss: 0.049742 Generator_loss: 0.621329 
[INFO] 2020-11-27 21:10:39 > Step:   61600 Progress: 30.8% Elapsed: 1 day, 14:38:59 temperature: no ada_p: No Discriminator_loss: 0.0634335 Generator_loss: 0.469345 
[INFO] 2020-11-27 21:30:20 > Step:   61700 Progress: 30.9% Elapsed: 1 day, 14:58:40 temperature: no ada_p: No Discriminator_loss: 0.131654 Generator_loss: 0.42436 
[INFO] 2020-11-27 21:50:01 > Step:   61800 Progress: 30.9% Elapsed: 1 day, 15:18:20 temperature: no ada_p: No Discriminator_loss: 0.0724915 Generator_loss: 0.473417 
[INFO] 2020-11-27 22:09:46 > Step:   61900 Progress: 30.9% Elapsed: 1 day, 15:38:05 temperature: no ada_p: No Discriminator_loss: 0.0496481 Generator_loss: 0.641649 
[INFO] 2020-11-27 22:29:26 > Step:   62000 Progress: 31.0% Elapsed: 1 day, 15:57:45 temperature: no ada_p: No Discriminator_loss: 0.0573684 Generator_loss: 0.491804 
[INFO] 2020-11-27 22:29:29 > Start Evaluation (62000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 22:36:15 > F_8 score (Step: 62000, Using valid images): 0.9665805585045625
[INFO] 2020-11-27 22:36:15 > F_1/8 score (Step: 62000, Using valid images): 0.966129690171391
[INFO] 2020-11-27 22:36:15 > FID score (Step: 62000, Using valid moments): 16.138725890690353
[INFO] 2020-11-27 22:36:15 > Inception score (Step: 62000, 50000 generated images): 47.26763916015625
[INFO] 2020-11-27 22:36:15 > Best FID score (Step: 62000, Using valid moments): 16.138725890690353
[INFO] 2020-11-27 22:36:30 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-27 22:56:04 > Step:   62100 Progress: 31.1% Elapsed: 1 day, 16:24:23 temperature: no ada_p: No Discriminator_loss: 0.0600315 Generator_loss: 0.499867 
[INFO] 2020-11-27 23:15:47 > Step:   62200 Progress: 31.1% Elapsed: 1 day, 16:44:06 temperature: no ada_p: No Discriminator_loss: 0.0367443 Generator_loss: 0.577799 
[INFO] 2020-11-27 23:35:29 > Step:   62300 Progress: 31.1% Elapsed: 1 day, 17:03:48 temperature: no ada_p: No Discriminator_loss: 0.0521449 Generator_loss: 0.587335 
[INFO] 2020-11-27 23:55:11 > Step:   62400 Progress: 31.2% Elapsed: 1 day, 17:23:30 temperature: no ada_p: No Discriminator_loss: 0.0650591 Generator_loss: 0.506716 
[INFO] 2020-11-28 00:14:54 > Step:   62500 Progress: 31.2% Elapsed: 1 day, 17:43:13 temperature: no ada_p: No Discriminator_loss: 0.0731291 Generator_loss: 0.529108 
[INFO] 2020-11-28 00:34:39 > Step:   62600 Progress: 31.3% Elapsed: 1 day, 18:02:59 temperature: no ada_p: No Discriminator_loss: 0.107566 Generator_loss: 0.337517 
[INFO] 2020-11-28 00:54:21 > Step:   62700 Progress: 31.4% Elapsed: 1 day, 18:22:40 temperature: no ada_p: No Discriminator_loss: 0.0682146 Generator_loss: 0.477222 
[INFO] 2020-11-28 01:14:03 > Step:   62800 Progress: 31.4% Elapsed: 1 day, 18:42:22 temperature: no ada_p: No Discriminator_loss: 0.0587733 Generator_loss: 0.563782 
[INFO] 2020-11-28 01:33:46 > Step:   62900 Progress: 31.4% Elapsed: 1 day, 19:02:06 temperature: no ada_p: No Discriminator_loss: 0.0602358 Generator_loss: 0.516292 
[INFO] 2020-11-28 01:53:27 > Step:   63000 Progress: 31.5% Elapsed: 1 day, 19:21:46 temperature: no ada_p: No Discriminator_loss: 0.0615969 Generator_loss: 0.432116 
[INFO] 2020-11-28 02:13:08 > Step:   63100 Progress: 31.6% Elapsed: 1 day, 19:41:27 temperature: no ada_p: No Discriminator_loss: 0.0549092 Generator_loss: 0.560903 
[INFO] 2020-11-28 02:32:52 > Step:   63200 Progress: 31.6% Elapsed: 1 day, 20:01:11 temperature: no ada_p: No Discriminator_loss: 0.0997123 Generator_loss: 0.370164 
[INFO] 2020-11-28 02:52:32 > Step:   63300 Progress: 31.6% Elapsed: 1 day, 20:20:51 temperature: no ada_p: No Discriminator_loss: 0.0611344 Generator_loss: 0.555652 
[INFO] 2020-11-28 03:12:13 > Step:   63400 Progress: 31.7% Elapsed: 1 day, 20:40:32 temperature: no ada_p: No Discriminator_loss: 0.0665878 Generator_loss: 0.456355 
[INFO] 2020-11-28 03:31:58 > Step:   63500 Progress: 31.8% Elapsed: 1 day, 21:00:17 temperature: no ada_p: No Discriminator_loss: 0.041911 Generator_loss: 0.583638 
[INFO] 2020-11-28 03:51:37 > Step:   63600 Progress: 31.8% Elapsed: 1 day, 21:19:57 temperature: no ada_p: No Discriminator_loss: 0.0522561 Generator_loss: 0.531805 
[INFO] 2020-11-28 04:11:19 > Step:   63700 Progress: 31.9% Elapsed: 1 day, 21:39:39 temperature: no ada_p: No Discriminator_loss: 0.0698351 Generator_loss: 0.463591 
[INFO] 2020-11-28 04:31:05 > Step:   63800 Progress: 31.9% Elapsed: 1 day, 21:59:25 temperature: no ada_p: No Discriminator_loss: 0.0518911 Generator_loss: 0.555621 
[INFO] 2020-11-28 04:50:46 > Step:   63900 Progress: 31.9% Elapsed: 1 day, 22:19:05 temperature: no ada_p: No Discriminator_loss: 0.0708783 Generator_loss: 0.469363 
[INFO] 2020-11-28 05:10:28 > Step:   64000 Progress: 32.0% Elapsed: 1 day, 22:38:47 temperature: no ada_p: No Discriminator_loss: 0.0793172 Generator_loss: 0.49067 
[INFO] 2020-11-28 05:10:32 > Start Evaluation (64000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 05:17:19 > F_8 score (Step: 64000, Using valid images): 0.96190966829256
[INFO] 2020-11-28 05:17:19 > F_1/8 score (Step: 64000, Using valid images): 0.963371452700215
[INFO] 2020-11-28 05:17:19 > FID score (Step: 64000, Using valid moments): 15.73696084507543
[INFO] 2020-11-28 05:17:19 > Inception score (Step: 64000, 50000 generated images): 48.31383514404297
[INFO] 2020-11-28 05:17:19 > Best FID score (Step: 64000, Using valid moments): 15.73696084507543
[INFO] 2020-11-28 05:17:34 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 05:37:12 > Step:   64100 Progress: 32.0% Elapsed: 1 day, 23:05:31 temperature: no ada_p: No Discriminator_loss: 0.127286 Generator_loss: 0.358208 
[INFO] 2020-11-28 05:56:53 > Step:   64200 Progress: 32.1% Elapsed: 1 day, 23:25:12 temperature: no ada_p: No Discriminator_loss: 0.0566172 Generator_loss: 0.545978 
[INFO] 2020-11-28 06:16:35 > Step:   64300 Progress: 32.1% Elapsed: 1 day, 23:44:55 temperature: no ada_p: No Discriminator_loss: 0.0619967 Generator_loss: 0.514014 
[INFO] 2020-11-28 06:36:22 > Step:   64400 Progress: 32.2% Elapsed: 2 days, 0:04:41 temperature: no ada_p: No Discriminator_loss: 0.209996 Generator_loss: 0.220123 
[INFO] 2020-11-28 06:56:03 > Step:   64500 Progress: 32.2% Elapsed: 2 days, 0:24:23 temperature: no ada_p: No Discriminator_loss: 0.197639 Generator_loss: 0.274429 
[INFO] 2020-11-28 07:15:46 > Step:   64600 Progress: 32.3% Elapsed: 2 days, 0:44:05 temperature: no ada_p: No Discriminator_loss: 0.110992 Generator_loss: 0.396795 
[INFO] 2020-11-28 07:35:27 > Step:   64700 Progress: 32.4% Elapsed: 2 days, 1:03:46 temperature: no ada_p: No Discriminator_loss: 0.0429339 Generator_loss: 0.562719 
[INFO] 2020-11-28 07:55:11 > Step:   64800 Progress: 32.4% Elapsed: 2 days, 1:23:31 temperature: no ada_p: No Discriminator_loss: 0.0549932 Generator_loss: 0.559295 
[INFO] 2020-11-28 08:14:55 > Step:   64900 Progress: 32.5% Elapsed: 2 days, 1:43:14 temperature: no ada_p: No Discriminator_loss: 0.058653 Generator_loss: 0.518453 
[INFO] 2020-11-28 08:34:40 > Step:   65000 Progress: 32.5% Elapsed: 2 days, 2:02:59 temperature: no ada_p: No Discriminator_loss: 0.0539374 Generator_loss: 0.505861 
[INFO] 2020-11-28 08:54:25 > Step:   65100 Progress: 32.6% Elapsed: 2 days, 2:22:44 temperature: no ada_p: No Discriminator_loss: 0.0566473 Generator_loss: 0.51886 
[INFO] 2020-11-28 09:14:07 > Step:   65200 Progress: 32.6% Elapsed: 2 days, 2:42:27 temperature: no ada_p: No Discriminator_loss: 0.0472934 Generator_loss: 0.478955 
[INFO] 2020-11-28 09:33:50 > Step:   65300 Progress: 32.6% Elapsed: 2 days, 3:02:09 temperature: no ada_p: No Discriminator_loss: 0.0642963 Generator_loss: 0.462022 
[INFO] 2020-11-28 09:53:35 > Step:   65400 Progress: 32.7% Elapsed: 2 days, 3:21:55 temperature: no ada_p: No Discriminator_loss: 0.043555 Generator_loss: 0.541839 
[INFO] 2020-11-28 10:13:17 > Step:   65500 Progress: 32.8% Elapsed: 2 days, 3:41:36 temperature: no ada_p: No Discriminator_loss: 0.0998211 Generator_loss: 0.503899 
[INFO] 2020-11-28 10:33:00 > Step:   65600 Progress: 32.8% Elapsed: 2 days, 4:01:19 temperature: no ada_p: No Discriminator_loss: 0.100463 Generator_loss: 0.419873 
[INFO] 2020-11-28 10:52:45 > Step:   65700 Progress: 32.9% Elapsed: 2 days, 4:21:04 temperature: no ada_p: No Discriminator_loss: 0.0510476 Generator_loss: 0.557323 
[INFO] 2020-11-28 11:12:25 > Step:   65800 Progress: 32.9% Elapsed: 2 days, 4:40:44 temperature: no ada_p: No Discriminator_loss: 0.0619565 Generator_loss: 0.556438 
[INFO] 2020-11-28 11:32:05 > Step:   65900 Progress: 33.0% Elapsed: 2 days, 5:00:24 temperature: no ada_p: No Discriminator_loss: 0.0776989 Generator_loss: 0.4371 
[INFO] 2020-11-28 11:51:48 > Step:   66000 Progress: 33.0% Elapsed: 2 days, 5:20:08 temperature: no ada_p: No Discriminator_loss: 0.0617049 Generator_loss: 0.483799 
[INFO] 2020-11-28 11:51:52 > Start Evaluation (66000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 11:58:41 > F_8 score (Step: 66000, Using valid images): 0.9638772342856895
[INFO] 2020-11-28 11:58:41 > F_1/8 score (Step: 66000, Using valid images): 0.9682502749602522
[INFO] 2020-11-28 11:58:41 > FID score (Step: 66000, Using valid moments): 15.533044468575326
[INFO] 2020-11-28 11:58:41 > Inception score (Step: 66000, 50000 generated images): 49.13491439819336
[INFO] 2020-11-28 11:58:41 > Best FID score (Step: 66000, Using valid moments): 15.533044468575326
[INFO] 2020-11-28 11:58:55 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 12:18:28 > Step:   66100 Progress: 33.1% Elapsed: 2 days, 5:46:47 temperature: no ada_p: No Discriminator_loss: 0.062923 Generator_loss: 0.526299 
[INFO] 2020-11-28 12:38:09 > Step:   66200 Progress: 33.1% Elapsed: 2 days, 6:06:28 temperature: no ada_p: No Discriminator_loss: 0.0528842 Generator_loss: 0.528086 
[INFO] 2020-11-28 12:57:53 > Step:   66300 Progress: 33.1% Elapsed: 2 days, 6:26:13 temperature: no ada_p: No Discriminator_loss: 0.0603412 Generator_loss: 0.561725 
[INFO] 2020-11-28 13:17:34 > Step:   66400 Progress: 33.2% Elapsed: 2 days, 6:45:54 temperature: no ada_p: No Discriminator_loss: 0.0941848 Generator_loss: 0.456936 
[INFO] 2020-11-28 13:37:17 > Step:   66500 Progress: 33.2% Elapsed: 2 days, 7:05:36 temperature: no ada_p: No Discriminator_loss: 0.057581 Generator_loss: 0.537586 
[INFO] 2020-11-28 13:57:02 > Step:   66600 Progress: 33.3% Elapsed: 2 days, 7:25:22 temperature: no ada_p: No Discriminator_loss: 0.0355904 Generator_loss: 0.566687 
[INFO] 2020-11-28 14:16:42 > Step:   66700 Progress: 33.4% Elapsed: 2 days, 7:45:01 temperature: no ada_p: No Discriminator_loss: 0.0628344 Generator_loss: 0.496765 
[INFO] 2020-11-28 14:36:22 > Step:   66800 Progress: 33.4% Elapsed: 2 days, 8:04:42 temperature: no ada_p: No Discriminator_loss: 0.0454014 Generator_loss: 0.516129 
[INFO] 2020-11-28 14:56:07 > Step:   66900 Progress: 33.5% Elapsed: 2 days, 8:24:27 temperature: no ada_p: No Discriminator_loss: 0.10279 Generator_loss: 0.359302 
[INFO] 2020-11-28 15:15:49 > Step:   67000 Progress: 33.5% Elapsed: 2 days, 8:44:09 temperature: no ada_p: No Discriminator_loss: 0.0690839 Generator_loss: 0.508615 
[INFO] 2020-11-28 15:35:31 > Step:   67100 Progress: 33.6% Elapsed: 2 days, 9:03:51 temperature: no ada_p: No Discriminator_loss: 0.0501878 Generator_loss: 0.556964 
[INFO] 2020-11-28 15:55:14 > Step:   67200 Progress: 33.6% Elapsed: 2 days, 9:23:33 temperature: no ada_p: No Discriminator_loss: 0.0546428 Generator_loss: 0.597604 
[INFO] 2020-11-28 16:14:57 > Step:   67300 Progress: 33.7% Elapsed: 2 days, 9:43:17 temperature: no ada_p: No Discriminator_loss: 0.064863 Generator_loss: 0.485523 
[INFO] 2020-11-28 16:34:38 > Step:   67400 Progress: 33.7% Elapsed: 2 days, 10:02:58 temperature: no ada_p: No Discriminator_loss: 0.0775693 Generator_loss: 0.447314 
[INFO] 2020-11-28 16:54:20 > Step:   67500 Progress: 33.8% Elapsed: 2 days, 10:22:39 temperature: no ada_p: No Discriminator_loss: 0.0628744 Generator_loss: 0.501242 
[INFO] 2020-11-28 17:14:04 > Step:   67600 Progress: 33.8% Elapsed: 2 days, 10:42:23 temperature: no ada_p: No Discriminator_loss: 0.0486324 Generator_loss: 0.527415 
[INFO] 2020-11-28 17:33:43 > Step:   67700 Progress: 33.9% Elapsed: 2 days, 11:02:03 temperature: no ada_p: No Discriminator_loss: 0.0436794 Generator_loss: 0.58722 
[INFO] 2020-11-28 17:53:25 > Step:   67800 Progress: 33.9% Elapsed: 2 days, 11:21:44 temperature: no ada_p: No Discriminator_loss: 0.0909291 Generator_loss: 0.419206 
[INFO] 2020-11-28 18:13:09 > Step:   67900 Progress: 34.0% Elapsed: 2 days, 11:41:28 temperature: no ada_p: No Discriminator_loss: 0.047812 Generator_loss: 0.505751 
[INFO] 2020-11-28 18:32:51 > Step:   68000 Progress: 34.0% Elapsed: 2 days, 12:01:11 temperature: no ada_p: No Discriminator_loss: 0.0526788 Generator_loss: 0.536205 
[INFO] 2020-11-28 18:32:55 > Start Evaluation (68000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 18:39:31 > F_8 score (Step: 68000, Using valid images): 0.9640283840707479
[INFO] 2020-11-28 18:39:31 > F_1/8 score (Step: 68000, Using valid images): 0.9679054562561887
[INFO] 2020-11-28 18:39:31 > FID score (Step: 68000, Using valid moments): 15.135507079618037
[INFO] 2020-11-28 18:39:31 > Inception score (Step: 68000, 50000 generated images): 50.66054153442383
[INFO] 2020-11-28 18:39:31 > Best FID score (Step: 68000, Using valid moments): 15.135507079618037
[INFO] 2020-11-28 18:39:46 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-28 18:59:21 > Step:   68100 Progress: 34.1% Elapsed: 2 days, 12:27:40 temperature: no ada_p: No Discriminator_loss: 0.0510863 Generator_loss: 0.567252 
[INFO] 2020-11-28 19:19:08 > Step:   68200 Progress: 34.1% Elapsed: 2 days, 12:47:27 temperature: no ada_p: No Discriminator_loss: 0.0514101 Generator_loss: 0.572828 
[INFO] 2020-11-28 19:38:51 > Step:   68300 Progress: 34.2% Elapsed: 2 days, 13:07:11 temperature: no ada_p: No Discriminator_loss: 0.06584 Generator_loss: 0.486695 
[INFO] 2020-11-28 19:58:35 > Step:   68400 Progress: 34.2% Elapsed: 2 days, 13:26:54 temperature: no ada_p: No Discriminator_loss: 0.120793 Generator_loss: 0.328421 
[INFO] 2020-11-28 20:18:19 > Step:   68500 Progress: 34.2% Elapsed: 2 days, 13:46:39 temperature: no ada_p: No Discriminator_loss: 0.0434625 Generator_loss: 0.563662 
[INFO] 2020-11-28 20:38:02 > Step:   68600 Progress: 34.3% Elapsed: 2 days, 14:06:21 temperature: no ada_p: No Discriminator_loss: 0.05592 Generator_loss: 0.489558 
[INFO] 2020-11-28 20:57:45 > Step:   68700 Progress: 34.4% Elapsed: 2 days, 14:26:05 temperature: no ada_p: No Discriminator_loss: 0.0565081 Generator_loss: 0.554519 
[INFO] 2020-11-28 21:17:32 > Step:   68800 Progress: 34.4% Elapsed: 2 days, 14:45:51 temperature: no ada_p: No Discriminator_loss: 0.071496 Generator_loss: 0.44997 
[INFO] 2020-11-28 21:37:14 > Step:   68900 Progress: 34.4% Elapsed: 2 days, 15:05:33 temperature: no ada_p: No Discriminator_loss: 0.0512258 Generator_loss: 0.533458 
[INFO] 2020-11-28 21:56:56 > Step:   69000 Progress: 34.5% Elapsed: 2 days, 15:25:15 temperature: no ada_p: No Discriminator_loss: 0.0471507 Generator_loss: 0.560833 
[INFO] 2020-11-28 22:16:42 > Step:   69100 Progress: 34.5% Elapsed: 2 days, 15:45:02 temperature: no ada_p: No Discriminator_loss: 0.0957353 Generator_loss: 0.367331 
[INFO] 2020-11-28 22:36:24 > Step:   69200 Progress: 34.6% Elapsed: 2 days, 16:04:44 temperature: no ada_p: No Discriminator_loss: 0.0512767 Generator_loss: 0.535318 
[INFO] 2020-11-28 22:56:06 > Step:   69300 Progress: 34.6% Elapsed: 2 days, 16:24:26 temperature: no ada_p: No Discriminator_loss: 0.0452463 Generator_loss: 0.598795 
[INFO] 2020-11-28 23:15:52 > Step:   69400 Progress: 34.7% Elapsed: 2 days, 16:44:11 temperature: no ada_p: No Discriminator_loss: 0.0780748 Generator_loss: 0.513834 
[INFO] 2020-11-28 23:35:34 > Step:   69500 Progress: 34.8% Elapsed: 2 days, 17:03:53 temperature: no ada_p: No Discriminator_loss: 0.0396471 Generator_loss: 0.601338 
[INFO] 2020-11-28 23:55:17 > Step:   69600 Progress: 34.8% Elapsed: 2 days, 17:23:36 temperature: no ada_p: No Discriminator_loss: 0.0580323 Generator_loss: 0.518491 
[INFO] 2020-11-29 00:14:59 > Step:   69700 Progress: 34.8% Elapsed: 2 days, 17:43:18 temperature: no ada_p: No Discriminator_loss: 0.0575638 Generator_loss: 0.533648 
[INFO] 2020-11-29 00:34:45 > Step:   69800 Progress: 34.9% Elapsed: 2 days, 18:03:04 temperature: no ada_p: No Discriminator_loss: 0.0701441 Generator_loss: 0.541839 
[INFO] 2020-11-29 00:54:28 > Step:   69900 Progress: 34.9% Elapsed: 2 days, 18:22:47 temperature: no ada_p: No Discriminator_loss: 0.0558045 Generator_loss: 0.577514 
[INFO] 2020-11-29 01:14:10 > Step:   70000 Progress: 35.0% Elapsed: 2 days, 18:42:29 temperature: no ada_p: No Discriminator_loss: 0.0636484 Generator_loss: 0.542845 
[INFO] 2020-11-29 01:14:14 > Start Evaluation (70000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 01:21:03 > F_8 score (Step: 70000, Using valid images): 0.9658104542958511
[INFO] 2020-11-29 01:21:03 > F_1/8 score (Step: 70000, Using valid images): 0.9687488712205379
[INFO] 2020-11-29 01:21:03 > FID score (Step: 70000, Using valid moments): 14.806628075099809
[INFO] 2020-11-29 01:21:03 > Inception score (Step: 70000, 50000 generated images): 50.749420166015625
[INFO] 2020-11-29 01:21:03 > Best FID score (Step: 70000, Using valid moments): 14.806628075099809
[INFO] 2020-11-29 01:21:18 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 01:40:56 > Step:   70100 Progress: 35.0% Elapsed: 2 days, 19:09:15 temperature: no ada_p: No Discriminator_loss: 0.056145 Generator_loss: 0.548644 
[INFO] 2020-11-29 02:00:36 > Step:   70200 Progress: 35.1% Elapsed: 2 days, 19:28:56 temperature: no ada_p: No Discriminator_loss: 0.0817779 Generator_loss: 0.396932 
[INFO] 2020-11-29 02:20:18 > Step:   70300 Progress: 35.1% Elapsed: 2 days, 19:48:38 temperature: no ada_p: No Discriminator_loss: 0.0445999 Generator_loss: 0.56647 
[INFO] 2020-11-29 02:40:02 > Step:   70400 Progress: 35.2% Elapsed: 2 days, 20:08:22 temperature: no ada_p: No Discriminator_loss: 0.0456254 Generator_loss: 0.57292 
[INFO] 2020-11-29 02:59:45 > Step:   70500 Progress: 35.2% Elapsed: 2 days, 20:28:05 temperature: no ada_p: No Discriminator_loss: 0.0835353 Generator_loss: 0.421158 
[INFO] 2020-11-29 03:19:28 > Step:   70600 Progress: 35.3% Elapsed: 2 days, 20:47:48 temperature: no ada_p: No Discriminator_loss: 0.0653148 Generator_loss: 0.567897 
[INFO] 2020-11-29 03:39:14 > Step:   70700 Progress: 35.4% Elapsed: 2 days, 21:07:33 temperature: no ada_p: No Discriminator_loss: 0.0400525 Generator_loss: 0.658489 
[INFO] 2020-11-29 03:58:53 > Step:   70800 Progress: 35.4% Elapsed: 2 days, 21:27:12 temperature: no ada_p: No Discriminator_loss: 0.0411005 Generator_loss: 0.607156 
[INFO] 2020-11-29 04:18:33 > Step:   70900 Progress: 35.4% Elapsed: 2 days, 21:46:52 temperature: no ada_p: No Discriminator_loss: 0.0627675 Generator_loss: 0.506339 
[INFO] 2020-11-29 04:38:17 > Step:   71000 Progress: 35.5% Elapsed: 2 days, 22:06:37 temperature: no ada_p: No Discriminator_loss: 0.0437319 Generator_loss: 0.628729 
[INFO] 2020-11-29 04:58:00 > Step:   71100 Progress: 35.5% Elapsed: 2 days, 22:26:20 temperature: no ada_p: No Discriminator_loss: 0.06684 Generator_loss: 0.502731 
[INFO] 2020-11-29 05:17:43 > Step:   71200 Progress: 35.6% Elapsed: 2 days, 22:46:02 temperature: no ada_p: No Discriminator_loss: 0.129591 Generator_loss: 0.317467 
[INFO] 2020-11-29 05:37:28 > Step:   71300 Progress: 35.6% Elapsed: 2 days, 23:05:47 temperature: no ada_p: No Discriminator_loss: 0.0490708 Generator_loss: 0.575531 
[INFO] 2020-11-29 05:57:09 > Step:   71400 Progress: 35.7% Elapsed: 2 days, 23:25:29 temperature: no ada_p: No Discriminator_loss: 0.0957992 Generator_loss: 0.383137 
[INFO] 2020-11-29 06:16:50 > Step:   71500 Progress: 35.8% Elapsed: 2 days, 23:45:09 temperature: no ada_p: No Discriminator_loss: 0.0784172 Generator_loss: 0.45523 
[INFO] 2020-11-29 06:36:33 > Step:   71600 Progress: 35.8% Elapsed: 3 days, 0:04:53 temperature: no ada_p: No Discriminator_loss: 0.0522894 Generator_loss: 0.552143 
[INFO] 2020-11-29 06:56:14 > Step:   71700 Progress: 35.9% Elapsed: 3 days, 0:24:33 temperature: no ada_p: No Discriminator_loss: 0.179688 Generator_loss: 0.218588 
[INFO] 2020-11-29 07:15:55 > Step:   71800 Progress: 35.9% Elapsed: 3 days, 0:44:14 temperature: no ada_p: No Discriminator_loss: 0.055971 Generator_loss: 0.591021 
[INFO] 2020-11-29 07:35:40 > Step:   71900 Progress: 35.9% Elapsed: 3 days, 1:04:00 temperature: no ada_p: No Discriminator_loss: 0.0319443 Generator_loss: 0.69676 
[INFO] 2020-11-29 07:55:24 > Step:   72000 Progress: 36.0% Elapsed: 3 days, 1:23:43 temperature: no ada_p: No Discriminator_loss: 0.0660064 Generator_loss: 0.520908 
[INFO] 2020-11-29 07:55:27 > Start Evaluation (72000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 08:02:20 > F_8 score (Step: 72000, Using valid images): 0.9664026647828479
[INFO] 2020-11-29 08:02:20 > F_1/8 score (Step: 72000, Using valid images): 0.9710904366502873
[INFO] 2020-11-29 08:02:20 > FID score (Step: 72000, Using valid moments): 14.518447900212777
[INFO] 2020-11-29 08:02:20 > Inception score (Step: 72000, 50000 generated images): 52.463680267333984
[INFO] 2020-11-29 08:02:20 > Best FID score (Step: 72000, Using valid moments): 14.518447900212777
[INFO] 2020-11-29 08:02:35 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 08:22:10 > Step:   72100 Progress: 36.0% Elapsed: 3 days, 1:50:30 temperature: no ada_p: No Discriminator_loss: 0.0703892 Generator_loss: 0.492339 
[INFO] 2020-11-29 08:41:51 > Step:   72200 Progress: 36.1% Elapsed: 3 days, 2:10:11 temperature: no ada_p: No Discriminator_loss: 0.0415671 Generator_loss: 0.62965 
[INFO] 2020-11-29 09:01:35 > Step:   72300 Progress: 36.1% Elapsed: 3 days, 2:29:54 temperature: no ada_p: No Discriminator_loss: 0.040893 Generator_loss: 0.593114 
[INFO] 2020-11-29 09:21:15 > Step:   72400 Progress: 36.2% Elapsed: 3 days, 2:49:34 temperature: no ada_p: No Discriminator_loss: 0.0651472 Generator_loss: 0.389993 
[INFO] 2020-11-29 09:40:57 > Step:   72500 Progress: 36.2% Elapsed: 3 days, 3:09:16 temperature: no ada_p: No Discriminator_loss: 0.0552052 Generator_loss: 0.456311 
[INFO] 2020-11-29 10:00:41 > Step:   72600 Progress: 36.3% Elapsed: 3 days, 3:29:00 temperature: no ada_p: No Discriminator_loss: 0.0600174 Generator_loss: 0.521547 
[INFO] 2020-11-29 10:20:22 > Step:   72700 Progress: 36.4% Elapsed: 3 days, 3:48:42 temperature: no ada_p: No Discriminator_loss: 0.0310708 Generator_loss: 0.699227 
[INFO] 2020-11-29 10:40:06 > Step:   72800 Progress: 36.4% Elapsed: 3 days, 4:08:25 temperature: no ada_p: No Discriminator_loss: 0.467705 Generator_loss: 0.0152954 
[INFO] 2020-11-29 10:59:49 > Step:   72900 Progress: 36.4% Elapsed: 3 days, 4:28:09 temperature: no ada_p: No Discriminator_loss: 0.410291 Generator_loss: -0.000628879 
[INFO] 2020-11-29 11:19:29 > Step:   73000 Progress: 36.5% Elapsed: 3 days, 4:47:49 temperature: no ada_p: No Discriminator_loss: 0.10141 Generator_loss: 0.343532 
[INFO] 2020-11-29 11:39:10 > Step:   73100 Progress: 36.5% Elapsed: 3 days, 5:07:29 temperature: no ada_p: No Discriminator_loss: 0.0845545 Generator_loss: 0.465229 
[INFO] 2020-11-29 11:58:55 > Step:   73200 Progress: 36.6% Elapsed: 3 days, 5:27:14 temperature: no ada_p: No Discriminator_loss: 0.0501855 Generator_loss: 0.522812 
[INFO] 2020-11-29 12:18:35 > Step:   73300 Progress: 36.6% Elapsed: 3 days, 5:46:54 temperature: no ada_p: No Discriminator_loss: 0.0534549 Generator_loss: 0.590521 
[INFO] 2020-11-29 12:38:16 > Step:   73400 Progress: 36.7% Elapsed: 3 days, 6:06:35 temperature: no ada_p: No Discriminator_loss: 0.0296396 Generator_loss: 0.649239 
[INFO] 2020-11-29 12:58:00 > Step:   73500 Progress: 36.8% Elapsed: 3 days, 6:26:19 temperature: no ada_p: No Discriminator_loss: 0.0338558 Generator_loss: 0.610324 
[INFO] 2020-11-29 13:17:40 > Step:   73600 Progress: 36.8% Elapsed: 3 days, 6:45:59 temperature: no ada_p: No Discriminator_loss: 0.0385297 Generator_loss: 0.603206 
[INFO] 2020-11-29 13:37:22 > Step:   73700 Progress: 36.9% Elapsed: 3 days, 7:05:41 temperature: no ada_p: No Discriminator_loss: 0.045132 Generator_loss: 0.615627 
[INFO] 2020-11-29 13:57:08 > Step:   73800 Progress: 36.9% Elapsed: 3 days, 7:25:27 temperature: no ada_p: No Discriminator_loss: 0.0440763 Generator_loss: 0.60452 
[INFO] 2020-11-29 14:16:51 > Step:   73900 Progress: 37.0% Elapsed: 3 days, 7:45:11 temperature: no ada_p: No Discriminator_loss: 0.0292079 Generator_loss: 0.676903 
[INFO] 2020-11-29 14:36:33 > Step:   74000 Progress: 37.0% Elapsed: 3 days, 8:04:52 temperature: no ada_p: No Discriminator_loss: 0.0719517 Generator_loss: 0.516328 
[INFO] 2020-11-29 14:36:37 > Start Evaluation (74000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 14:43:23 > F_8 score (Step: 74000, Using valid images): 0.971887093249024
[INFO] 2020-11-29 14:43:23 > F_1/8 score (Step: 74000, Using valid images): 0.9697823430545212
[INFO] 2020-11-29 14:43:23 > FID score (Step: 74000, Using valid moments): 14.077100073502208
[INFO] 2020-11-29 14:43:23 > Inception score (Step: 74000, 50000 generated images): 53.45310974121094
[INFO] 2020-11-29 14:43:23 > Best FID score (Step: 74000, Using valid moments): 14.077100073502208
[INFO] 2020-11-29 14:43:37 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 15:03:17 > Step:   74100 Progress: 37.0% Elapsed: 3 days, 8:31:36 temperature: no ada_p: No Discriminator_loss: 0.0660894 Generator_loss: 0.555421 
[INFO] 2020-11-29 15:22:57 > Step:   74200 Progress: 37.1% Elapsed: 3 days, 8:51:17 temperature: no ada_p: No Discriminator_loss: 0.0394749 Generator_loss: 0.603718 
[INFO] 2020-11-29 15:42:38 > Step:   74300 Progress: 37.1% Elapsed: 3 days, 9:10:58 temperature: no ada_p: No Discriminator_loss: 0.0372423 Generator_loss: 0.594941 
[INFO] 2020-11-29 16:02:24 > Step:   74400 Progress: 37.2% Elapsed: 3 days, 9:30:43 temperature: no ada_p: No Discriminator_loss: 0.0409871 Generator_loss: 0.65458 
[INFO] 2020-11-29 16:22:04 > Step:   74500 Progress: 37.2% Elapsed: 3 days, 9:50:23 temperature: no ada_p: No Discriminator_loss: 0.0535244 Generator_loss: 0.548107 
[INFO] 2020-11-29 16:41:46 > Step:   74600 Progress: 37.3% Elapsed: 3 days, 10:10:05 temperature: no ada_p: No Discriminator_loss: 0.0412292 Generator_loss: 0.578579 
[INFO] 2020-11-29 17:01:27 > Step:   74700 Progress: 37.4% Elapsed: 3 days, 10:29:47 temperature: no ada_p: No Discriminator_loss: 0.0675507 Generator_loss: 0.499807 
[INFO] 2020-11-29 17:21:12 > Step:   74800 Progress: 37.4% Elapsed: 3 days, 10:49:31 temperature: no ada_p: No Discriminator_loss: 0.0484523 Generator_loss: 0.607149 
[INFO] 2020-11-29 17:40:53 > Step:   74900 Progress: 37.5% Elapsed: 3 days, 11:09:13 temperature: no ada_p: No Discriminator_loss: 0.0444478 Generator_loss: 0.62252 
[INFO] 2020-11-29 18:00:35 > Step:   75000 Progress: 37.5% Elapsed: 3 days, 11:28:55 temperature: no ada_p: No Discriminator_loss: 0.0355083 Generator_loss: 0.631451 
[INFO] 2020-11-29 18:20:22 > Step:   75100 Progress: 37.5% Elapsed: 3 days, 11:48:41 temperature: no ada_p: No Discriminator_loss: 0.0406948 Generator_loss: 0.641977 
[INFO] 2020-11-29 18:40:03 > Step:   75200 Progress: 37.6% Elapsed: 3 days, 12:08:22 temperature: no ada_p: No Discriminator_loss: 0.0476066 Generator_loss: 0.613797 
[INFO] 2020-11-29 18:59:42 > Step:   75300 Progress: 37.6% Elapsed: 3 days, 12:28:01 temperature: no ada_p: No Discriminator_loss: 0.0362809 Generator_loss: 0.645829 
[INFO] 2020-11-29 19:19:26 > Step:   75400 Progress: 37.7% Elapsed: 3 days, 12:47:45 temperature: no ada_p: No Discriminator_loss: 0.121713 Generator_loss: 0.281247 
[INFO] 2020-11-29 19:39:07 > Step:   75500 Progress: 37.8% Elapsed: 3 days, 13:07:26 temperature: no ada_p: No Discriminator_loss: 0.0530148 Generator_loss: 0.569288 
[INFO] 2020-11-29 19:58:48 > Step:   75600 Progress: 37.8% Elapsed: 3 days, 13:27:07 temperature: no ada_p: No Discriminator_loss: 0.0585428 Generator_loss: 0.558307 
[INFO] 2020-11-29 20:18:34 > Step:   75700 Progress: 37.9% Elapsed: 3 days, 13:46:53 temperature: no ada_p: No Discriminator_loss: 0.0485072 Generator_loss: 0.568052 
[INFO] 2020-11-29 20:38:16 > Step:   75800 Progress: 37.9% Elapsed: 3 days, 14:06:36 temperature: no ada_p: No Discriminator_loss: 0.0546682 Generator_loss: 0.589268 
[INFO] 2020-11-29 20:58:00 > Step:   75900 Progress: 38.0% Elapsed: 3 days, 14:26:19 temperature: no ada_p: No Discriminator_loss: 0.0604461 Generator_loss: 0.538331 
[INFO] 2020-11-29 21:17:46 > Step:   76000 Progress: 38.0% Elapsed: 3 days, 14:46:05 temperature: no ada_p: No Discriminator_loss: 0.0763045 Generator_loss: 0.494004 
[INFO] 2020-11-29 21:17:49 > Start Evaluation (76000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 21:24:36 > F_8 score (Step: 76000, Using valid images): 0.9734651365868334
[INFO] 2020-11-29 21:24:36 > F_1/8 score (Step: 76000, Using valid images): 0.9707687241694122
[INFO] 2020-11-29 21:24:36 > FID score (Step: 76000, Using valid moments): 13.918363071602812
[INFO] 2020-11-29 21:24:36 > Inception score (Step: 76000, 50000 generated images): 53.916343688964844
[INFO] 2020-11-29 21:24:36 > Best FID score (Step: 76000, Using valid moments): 13.918363071602812
[INFO] 2020-11-29 21:24:51 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-29 21:44:25 > Step:   76100 Progress: 38.0% Elapsed: 3 days, 15:12:45 temperature: no ada_p: No Discriminator_loss: 0.039147 Generator_loss: 0.617097 
[INFO] 2020-11-29 22:04:08 > Step:   76200 Progress: 38.1% Elapsed: 3 days, 15:32:28 temperature: no ada_p: No Discriminator_loss: 0.0721805 Generator_loss: 0.527757 
[INFO] 2020-11-29 22:23:55 > Step:   76300 Progress: 38.1% Elapsed: 3 days, 15:52:14 temperature: no ada_p: No Discriminator_loss: 0.0391873 Generator_loss: 0.632589 
[INFO] 2020-11-29 22:43:33 > Step:   76400 Progress: 38.2% Elapsed: 3 days, 16:11:52 temperature: no ada_p: No Discriminator_loss: 0.0449682 Generator_loss: 0.582455 
[INFO] 2020-11-29 23:03:14 > Step:   76500 Progress: 38.2% Elapsed: 3 days, 16:31:34 temperature: no ada_p: No Discriminator_loss: 0.0355769 Generator_loss: 0.566033 
[INFO] 2020-11-29 23:23:01 > Step:   76600 Progress: 38.3% Elapsed: 3 days, 16:51:20 temperature: no ada_p: No Discriminator_loss: 0.0434088 Generator_loss: 0.589421 
[INFO] 2020-11-29 23:42:43 > Step:   76700 Progress: 38.4% Elapsed: 3 days, 17:11:03 temperature: no ada_p: No Discriminator_loss: 0.0520113 Generator_loss: 0.504416 
[INFO] 2020-11-30 00:02:26 > Step:   76800 Progress: 38.4% Elapsed: 3 days, 17:30:45 temperature: no ada_p: No Discriminator_loss: 0.0365127 Generator_loss: 0.628274 
[INFO] 2020-11-30 00:22:12 > Step:   76900 Progress: 38.5% Elapsed: 3 days, 17:50:31 temperature: no ada_p: No Discriminator_loss: 0.0274103 Generator_loss: 0.685277 
[INFO] 2020-11-30 00:41:53 > Step:   77000 Progress: 38.5% Elapsed: 3 days, 18:10:13 temperature: no ada_p: No Discriminator_loss: 0.0383914 Generator_loss: 0.678089 
[INFO] 2020-11-30 01:01:35 > Step:   77100 Progress: 38.6% Elapsed: 3 days, 18:29:54 temperature: no ada_p: No Discriminator_loss: 0.0442735 Generator_loss: 0.605404 
[INFO] 2020-11-30 01:21:15 > Step:   77200 Progress: 38.6% Elapsed: 3 days, 18:49:35 temperature: no ada_p: No Discriminator_loss: 0.0576386 Generator_loss: 0.559086 
[INFO] 2020-11-30 01:40:59 > Step:   77300 Progress: 38.6% Elapsed: 3 days, 19:09:19 temperature: no ada_p: No Discriminator_loss: 0.0426075 Generator_loss: 0.541425 
[INFO] 2020-11-30 02:00:41 > Step:   77400 Progress: 38.7% Elapsed: 3 days, 19:29:01 temperature: no ada_p: No Discriminator_loss: 0.0500674 Generator_loss: 0.53803 
[INFO] 2020-11-30 02:20:25 > Step:   77500 Progress: 38.8% Elapsed: 3 days, 19:48:44 temperature: no ada_p: No Discriminator_loss: 0.0427448 Generator_loss: 0.527049 
[INFO] 2020-11-30 02:40:10 > Step:   77600 Progress: 38.8% Elapsed: 3 days, 20:08:29 temperature: no ada_p: No Discriminator_loss: 0.0881359 Generator_loss: 0.424198 
[INFO] 2020-11-30 02:59:53 > Step:   77700 Progress: 38.9% Elapsed: 3 days, 20:28:12 temperature: no ada_p: No Discriminator_loss: 0.287632 Generator_loss: 0.172205 
[INFO] 2020-11-30 03:19:32 > Step:   77800 Progress: 38.9% Elapsed: 3 days, 20:47:52 temperature: no ada_p: No Discriminator_loss: 0.0606208 Generator_loss: 0.535081 
[INFO] 2020-11-30 03:39:17 > Step:   77900 Progress: 39.0% Elapsed: 3 days, 21:07:36 temperature: no ada_p: No Discriminator_loss: 0.0320344 Generator_loss: 0.712722 
[INFO] 2020-11-30 03:58:57 > Step:   78000 Progress: 39.0% Elapsed: 3 days, 21:27:17 temperature: no ada_p: No Discriminator_loss: 0.0485195 Generator_loss: 0.592011 
[INFO] 2020-11-30 03:59:01 > Start Evaluation (78000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-30 04:05:37 > F_8 score (Step: 78000, Using valid images): 0.972749199943999
[INFO] 2020-11-30 04:05:37 > F_1/8 score (Step: 78000, Using valid images): 0.9716955494021768
[INFO] 2020-11-30 04:05:37 > FID score (Step: 78000, Using valid moments): 13.630124770219766
[INFO] 2020-11-30 04:05:37 > Inception score (Step: 78000, 50000 generated images): 54.81727981567383
[INFO] 2020-11-30 04:05:37 > Best FID score (Step: 78000, Using valid moments): 13.630124770219766
[INFO] 2020-11-30 04:05:52 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-30 04:25:28 > Step:   78100 Progress: 39.1% Elapsed: 3 days, 21:53:47 temperature: no ada_p: No Discriminator_loss: 0.0454596 Generator_loss: 0.607529 
[INFO] 2020-11-30 04:45:14 > Step:   78200 Progress: 39.1% Elapsed: 3 days, 22:13:34 temperature: no ada_p: No Discriminator_loss: 0.036114 Generator_loss: 0.672572 
[INFO] 2020-11-30 05:04:57 > Step:   78300 Progress: 39.1% Elapsed: 3 days, 22:33:16 temperature: no ada_p: No Discriminator_loss: 0.0300527 Generator_loss: 0.670437 
[INFO] 2020-11-30 05:24:40 > Step:   78400 Progress: 39.2% Elapsed: 3 days, 22:53:00 temperature: no ada_p: No Discriminator_loss: 0.0504666 Generator_loss: 0.623226 
[INFO] 2020-11-30 05:44:27 > Step:   78500 Progress: 39.2% Elapsed: 3 days, 23:12:46 temperature: no ada_p: No Discriminator_loss: 0.0387668 Generator_loss: 0.588046 
[INFO] 2020-11-30 06:04:08 > Step:   78600 Progress: 39.3% Elapsed: 3 days, 23:32:27 temperature: no ada_p: No Discriminator_loss: 0.0459282 Generator_loss: 0.548034 
[INFO] 2020-11-30 06:23:50 > Step:   78700 Progress: 39.4% Elapsed: 3 days, 23:52:09 temperature: no ada_p: No Discriminator_loss: 0.0594583 Generator_loss: 0.535701 
[INFO] 2020-11-30 06:43:34 > Step:   78800 Progress: 39.4% Elapsed: 4 days, 0:11:54 temperature: no ada_p: No Discriminator_loss: 0.0269623 Generator_loss: 0.690813 
[INFO] 2020-11-30 07:03:17 > Step:   78900 Progress: 39.5% Elapsed: 4 days, 0:31:36 temperature: no ada_p: No Discriminator_loss: 0.0299456 Generator_loss: 0.751193 
[INFO] 2020-11-30 07:23:00 > Step:   79000 Progress: 39.5% Elapsed: 4 days, 0:51:20 temperature: no ada_p: No Discriminator_loss: 0.0631254 Generator_loss: 0.457228 
[INFO] 2020-11-30 07:42:47 > Step:   79100 Progress: 39.6% Elapsed: 4 days, 1:11:06 temperature: no ada_p: No Discriminator_loss: 0.0365059 Generator_loss: 0.640244 
[INFO] 2020-11-30 08:02:30 > Step:   79200 Progress: 39.6% Elapsed: 4 days, 1:30:49 temperature: no ada_p: No Discriminator_loss: 0.0344536 Generator_loss: 0.634452 
[INFO] 2020-11-30 08:22:12 > Step:   79300 Progress: 39.6% Elapsed: 4 days, 1:50:31 temperature: no ada_p: No Discriminator_loss: 0.0529407 Generator_loss: 0.556279 
[INFO] 2020-11-30 08:41:58 > Step:   79400 Progress: 39.7% Elapsed: 4 days, 2:10:17 temperature: no ada_p: No Discriminator_loss: 0.0386573 Generator_loss: 0.63087 
[INFO] 2020-11-30 09:01:39 > Step:   79500 Progress: 39.8% Elapsed: 4 days, 2:29:59 temperature: no ada_p: No Discriminator_loss: 0.121566 Generator_loss: 0.319004 
[INFO] 2020-11-30 09:21:22 > Step:   79600 Progress: 39.8% Elapsed: 4 days, 2:49:41 temperature: no ada_p: No Discriminator_loss: 0.0426162 Generator_loss: 0.588079 
[INFO] 2020-11-30 09:41:02 > Step:   79700 Progress: 39.9% Elapsed: 4 days, 3:09:22 temperature: no ada_p: No Discriminator_loss: 0.040323 Generator_loss: 0.634759 
[INFO] 2020-11-30 10:00:48 > Step:   79800 Progress: 39.9% Elapsed: 4 days, 3:29:08 temperature: no ada_p: No Discriminator_loss: 0.0366799 Generator_loss: 0.642914 
[INFO] 2020-11-30 10:20:29 > Step:   79900 Progress: 40.0% Elapsed: 4 days, 3:48:49 temperature: no ada_p: No Discriminator_loss: 0.0751244 Generator_loss: 0.409812 
[INFO] 2020-11-30 10:40:12 > Step:   80000 Progress: 40.0% Elapsed: 4 days, 4:08:31 temperature: no ada_p: No Discriminator_loss: 0.0298494 Generator_loss: 0.70803 
[INFO] 2020-11-30 10:40:15 > Start Evaluation (80000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-30 10:47:01 > F_8 score (Step: 80000, Using valid images): 0.9677682562533809
[INFO] 2020-11-30 10:47:01 > F_1/8 score (Step: 80000, Using valid images): 0.9709320678361757
[INFO] 2020-11-30 10:47:01 > FID score (Step: 80000, Using valid moments): 13.447297956513808
[INFO] 2020-11-30 10:47:01 > Inception score (Step: 80000, 50000 generated images): 55.47228240966797
[INFO] 2020-11-30 10:47:01 > Best FID score (Step: 80000, Using valid moments): 13.447297956513808
[INFO] 2020-11-30 10:47:16 > Saved model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-11-30 18:25:21 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=80000.pth
[INFO] 2020-11-30 18:25:21 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=80000.pth
[INFO] 2020-11-30 18:25:23 > Start training....
[INFO] 2020-11-30 18:45:40 > Step:   80100 Progress: 40.1% Elapsed: 0:20:16 temperature: no ada_p: No Discriminator_loss: 0.0247474 Generator_loss: 0.776547 
[INFO] 2020-11-30 19:05:13 > Step:   80200 Progress: 40.1% Elapsed: 0:39:49 temperature: no ada_p: No Discriminator_loss: 0.0302281 Generator_loss: 0.651826 
[INFO] 2020-11-30 19:24:46 > Step:   80300 Progress: 40.2% Elapsed: 0:59:22 temperature: no ada_p: No Discriminator_loss: 0.0378516 Generator_loss: 0.591998 
[INFO] 2020-11-30 19:44:24 > Step:   80400 Progress: 40.2% Elapsed: 1:19:00 temperature: no ada_p: No Discriminator_loss: 0.0419314 Generator_loss: 0.590219 
[INFO] 2020-11-30 20:03:58 > Step:   80500 Progress: 40.2% Elapsed: 1:38:34 temperature: no ada_p: No Discriminator_loss: 0.0524654 Generator_loss: 0.620076 
[INFO] 2020-11-30 20:23:32 > Step:   80600 Progress: 40.3% Elapsed: 1:58:08 temperature: no ada_p: No Discriminator_loss: 0.0412168 Generator_loss: 0.613224 
[INFO] 2020-11-30 20:43:10 > Step:   80700 Progress: 40.4% Elapsed: 2:17:46 temperature: no ada_p: No Discriminator_loss: 0.0319725 Generator_loss: 0.711142 
[INFO] 2020-11-30 21:02:44 > Step:   80800 Progress: 40.4% Elapsed: 2:37:20 temperature: no ada_p: No Discriminator_loss: 0.0505474 Generator_loss: 0.502017 
[INFO] 2020-11-30 21:22:17 > Step:   80900 Progress: 40.5% Elapsed: 2:56:53 temperature: no ada_p: No Discriminator_loss: 0.0492731 Generator_loss: 0.543991 
[INFO] 2020-11-30 21:41:56 > Step:   81000 Progress: 40.5% Elapsed: 3:16:32 temperature: no ada_p: No Discriminator_loss: 0.0443746 Generator_loss: 0.569581 
[INFO] 2020-11-30 22:01:30 > Step:   81100 Progress: 40.6% Elapsed: 3:36:06 temperature: no ada_p: No Discriminator_loss: 0.0380072 Generator_loss: 0.597381 
[INFO] 2020-11-30 22:21:05 > Step:   81200 Progress: 40.6% Elapsed: 3:55:41 temperature: no ada_p: No Discriminator_loss: 0.050945 Generator_loss: 0.510472 
[INFO] 2020-11-30 22:40:42 > Step:   81300 Progress: 40.6% Elapsed: 4:15:18 temperature: no ada_p: No Discriminator_loss: 0.117696 Generator_loss: 0.367965 
[INFO] 2020-11-30 23:00:18 > Step:   81400 Progress: 40.7% Elapsed: 4:34:54 temperature: no ada_p: No Discriminator_loss: 0.0280451 Generator_loss: 0.680639 
[INFO] 2020-11-30 23:19:54 > Step:   81500 Progress: 40.8% Elapsed: 4:54:30 temperature: no ada_p: No Discriminator_loss: 0.0601922 Generator_loss: 0.498507 
[INFO] 2020-11-30 23:39:34 > Step:   81600 Progress: 40.8% Elapsed: 5:14:10 temperature: no ada_p: No Discriminator_loss: 0.0422189 Generator_loss: 0.627983 
[INFO] 2020-11-30 23:59:10 > Step:   81700 Progress: 40.8% Elapsed: 5:33:46 temperature: no ada_p: No Discriminator_loss: 0.689068 Generator_loss: 0.193057 
[INFO] 2020-12-01 00:18:45 > Step:   81800 Progress: 40.9% Elapsed: 5:53:21 temperature: no ada_p: No Discriminator_loss: 0.0754024 Generator_loss: 0.466327 
[INFO] 2020-12-01 00:38:24 > Step:   81900 Progress: 40.9% Elapsed: 6:13:00 temperature: no ada_p: No Discriminator_loss: 0.0494127 Generator_loss: 0.619825 
[INFO] 2020-12-01 00:58:01 > Step:   82000 Progress: 41.0% Elapsed: 6:32:37 temperature: no ada_p: No Discriminator_loss: 0.0317915 Generator_loss: 0.664768 
[INFO] 2020-12-01 00:58:01 > Start Evaluation (82000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 00:58:01 > Calculating FID Score....
[INFO] 2020-12-01 00:59:15 > Calculating Inception Score....
[INFO] 2020-12-01 01:00:16 > Calculate F_beta Score....
[INFO] 2020-12-01 01:02:53 > Calculate Accuracies....
[INFO] 2020-12-01 01:03:52 > Calculate Accuracies....
[INFO] 2020-12-01 01:04:42 > F_8 score (Step: 82000, Using valid images): 0.9707153644281383
[INFO] 2020-12-01 01:04:42 > F_1/8 score (Step: 82000, Using valid images): 0.9737469400869287
[INFO] 2020-12-01 01:04:42 > FID score (Step: 82000, Using valid moments): 13.225481311215106
[INFO] 2020-12-01 01:04:42 > Inception score (Step: 82000, 50000 generated images): 56.360565185546875
[INFO] 2020-12-01 01:04:42 > Best FID score (Step: 82000, Using valid moments): 13.225481311215106
[INFO] 2020-12-01 01:04:56 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 01:24:28 > Step:   82100 Progress: 41.0% Elapsed: 6:59:04 temperature: no ada_p: No Discriminator_loss: 0.0677543 Generator_loss: 0.481272 
[INFO] 2020-12-01 01:44:07 > Step:   82200 Progress: 41.1% Elapsed: 7:18:43 temperature: no ada_p: No Discriminator_loss: 0.0505617 Generator_loss: 0.620733 
[INFO] 2020-12-01 02:03:45 > Step:   82300 Progress: 41.1% Elapsed: 7:38:21 temperature: no ada_p: No Discriminator_loss: 0.0514884 Generator_loss: 0.536712 
[INFO] 2020-12-01 02:23:21 > Step:   82400 Progress: 41.2% Elapsed: 7:57:57 temperature: no ada_p: No Discriminator_loss: 0.0488462 Generator_loss: 0.576846 
[INFO] 2020-12-01 02:42:57 > Step:   82500 Progress: 41.2% Elapsed: 8:17:33 temperature: no ada_p: No Discriminator_loss: 0.0507987 Generator_loss: 0.556803 
[INFO] 2020-12-01 03:02:37 > Step:   82600 Progress: 41.3% Elapsed: 8:37:13 temperature: no ada_p: No Discriminator_loss: 0.0350958 Generator_loss: 0.696206 
[INFO] 2020-12-01 03:22:15 > Step:   82700 Progress: 41.3% Elapsed: 8:56:51 temperature: no ada_p: No Discriminator_loss: 0.0700748 Generator_loss: 0.435823 
[INFO] 2020-12-01 03:41:51 > Step:   82800 Progress: 41.4% Elapsed: 9:16:27 temperature: no ada_p: No Discriminator_loss: 0.044623 Generator_loss: 0.567443 
[INFO] 2020-12-01 04:01:31 > Step:   82900 Progress: 41.4% Elapsed: 9:36:07 temperature: no ada_p: No Discriminator_loss: 0.0310097 Generator_loss: 0.663861 
[INFO] 2020-12-01 04:21:07 > Step:   83000 Progress: 41.5% Elapsed: 9:55:43 temperature: no ada_p: No Discriminator_loss: 0.0486767 Generator_loss: 0.585614 
[INFO] 2020-12-01 04:40:41 > Step:   83100 Progress: 41.5% Elapsed: 10:15:17 temperature: no ada_p: No Discriminator_loss: 0.0346802 Generator_loss: 0.662472 
[INFO] 2020-12-01 05:00:21 > Step:   83200 Progress: 41.6% Elapsed: 10:34:57 temperature: no ada_p: No Discriminator_loss: 0.0468545 Generator_loss: 0.539185 
[INFO] 2020-12-01 05:19:59 > Step:   83300 Progress: 41.6% Elapsed: 10:54:35 temperature: no ada_p: No Discriminator_loss: 0.0476226 Generator_loss: 0.557906 
[INFO] 2020-12-01 05:39:37 > Step:   83400 Progress: 41.7% Elapsed: 11:14:13 temperature: no ada_p: No Discriminator_loss: 0.0423389 Generator_loss: 0.579464 
[INFO] 2020-12-01 05:59:17 > Step:   83500 Progress: 41.8% Elapsed: 11:33:53 temperature: no ada_p: No Discriminator_loss: 0.473443 Generator_loss: 0.0654828 
[INFO] 2020-12-01 06:18:57 > Step:   83600 Progress: 41.8% Elapsed: 11:53:33 temperature: no ada_p: No Discriminator_loss: 0.0549687 Generator_loss: 0.602869 
[INFO] 2020-12-01 06:38:37 > Step:   83700 Progress: 41.9% Elapsed: 12:13:13 temperature: no ada_p: No Discriminator_loss: 0.0342176 Generator_loss: 0.677589 
[INFO] 2020-12-01 06:58:19 > Step:   83800 Progress: 41.9% Elapsed: 12:32:55 temperature: no ada_p: No Discriminator_loss: 0.0280516 Generator_loss: 0.754355 
[INFO] 2020-12-01 07:17:56 > Step:   83900 Progress: 41.9% Elapsed: 12:52:32 temperature: no ada_p: No Discriminator_loss: 0.0800408 Generator_loss: 0.57627 
[INFO] 2020-12-01 07:37:33 > Step:   84000 Progress: 42.0% Elapsed: 13:12:09 temperature: no ada_p: No Discriminator_loss: 0.0299598 Generator_loss: 0.72067 
[INFO] 2020-12-01 07:37:33 > Start Evaluation (84000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 07:37:33 > Calculating FID Score....
[INFO] 2020-12-01 07:38:44 > Calculating Inception Score....
[INFO] 2020-12-01 07:39:45 > Calculate F_beta Score....
[INFO] 2020-12-01 07:42:20 > Calculate Accuracies....
[INFO] 2020-12-01 07:43:19 > Calculate Accuracies....
[INFO] 2020-12-01 07:44:10 > F_8 score (Step: 84000, Using valid images): 0.9746387408476587
[INFO] 2020-12-01 07:44:10 > F_1/8 score (Step: 84000, Using valid images): 0.9718478830418733
[INFO] 2020-12-01 07:44:10 > FID score (Step: 84000, Using valid moments): 13.078688846689943
[INFO] 2020-12-01 07:44:10 > Inception score (Step: 84000, 50000 generated images): 57.839805603027344
[INFO] 2020-12-01 07:44:10 > Best FID score (Step: 84000, Using valid moments): 13.078688846689943
[INFO] 2020-12-01 07:44:23 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 08:04:02 > Step:   84100 Progress: 42.0% Elapsed: 13:38:38 temperature: no ada_p: No Discriminator_loss: 0.0370798 Generator_loss: 0.654894 
[INFO] 2020-12-01 08:23:38 > Step:   84200 Progress: 42.1% Elapsed: 13:58:14 temperature: no ada_p: No Discriminator_loss: 0.03142 Generator_loss: 0.70302 
[INFO] 2020-12-01 08:43:15 > Step:   84300 Progress: 42.1% Elapsed: 14:17:51 temperature: no ada_p: No Discriminator_loss: 0.0563681 Generator_loss: 0.506001 
[INFO] 2020-12-01 09:02:56 > Step:   84400 Progress: 42.2% Elapsed: 14:37:32 temperature: no ada_p: No Discriminator_loss: 0.0386004 Generator_loss: 0.691495 
[INFO] 2020-12-01 09:22:38 > Step:   84500 Progress: 42.2% Elapsed: 14:57:14 temperature: no ada_p: No Discriminator_loss: 0.0413497 Generator_loss: 0.619104 
[INFO] 2020-12-01 09:42:17 > Step:   84600 Progress: 42.3% Elapsed: 15:16:53 temperature: no ada_p: No Discriminator_loss: 0.038048 Generator_loss: 0.713031 
[INFO] 2020-12-01 10:01:59 > Step:   84700 Progress: 42.4% Elapsed: 15:36:35 temperature: no ada_p: No Discriminator_loss: 0.0255908 Generator_loss: 0.722998 
[INFO] 2020-12-01 10:21:39 > Step:   84800 Progress: 42.4% Elapsed: 15:56:15 temperature: no ada_p: No Discriminator_loss: 0.0283143 Generator_loss: 0.681468 
[INFO] 2020-12-01 10:41:10 > Step:   84900 Progress: 42.4% Elapsed: 16:15:46 temperature: no ada_p: No Discriminator_loss: 0.0663615 Generator_loss: 0.483479 
[INFO] 2020-12-01 11:00:41 > Step:   85000 Progress: 42.5% Elapsed: 16:35:17 temperature: no ada_p: No Discriminator_loss: 0.0481996 Generator_loss: 0.555794 
[INFO] 2020-12-01 11:20:14 > Step:   85100 Progress: 42.5% Elapsed: 16:54:50 temperature: no ada_p: No Discriminator_loss: 0.0411321 Generator_loss: 0.618313 
[INFO] 2020-12-01 11:39:43 > Step:   85200 Progress: 42.6% Elapsed: 17:14:19 temperature: no ada_p: No Discriminator_loss: 0.0831361 Generator_loss: 0.413728 
[INFO] 2020-12-01 11:59:14 > Step:   85300 Progress: 42.6% Elapsed: 17:33:50 temperature: no ada_p: No Discriminator_loss: 0.04737 Generator_loss: 0.554686 
[INFO] 2020-12-01 12:18:50 > Step:   85400 Progress: 42.7% Elapsed: 17:53:26 temperature: no ada_p: No Discriminator_loss: 0.0740499 Generator_loss: 0.509966 
[INFO] 2020-12-01 12:38:25 > Step:   85500 Progress: 42.8% Elapsed: 18:13:01 temperature: no ada_p: No Discriminator_loss: 0.0330951 Generator_loss: 0.660801 
[INFO] 2020-12-01 12:58:00 > Step:   85600 Progress: 42.8% Elapsed: 18:32:36 temperature: no ada_p: No Discriminator_loss: 0.0344142 Generator_loss: 0.62198 
[INFO] 2020-12-01 13:17:41 > Step:   85700 Progress: 42.9% Elapsed: 18:52:17 temperature: no ada_p: No Discriminator_loss: 0.0365486 Generator_loss: 0.6651 
[INFO] 2020-12-01 13:37:18 > Step:   85800 Progress: 42.9% Elapsed: 19:11:54 temperature: no ada_p: No Discriminator_loss: 0.0324334 Generator_loss: 0.668651 
[INFO] 2020-12-01 13:56:53 > Step:   85900 Progress: 43.0% Elapsed: 19:31:29 temperature: no ada_p: No Discriminator_loss: 0.0362082 Generator_loss: 0.638324 
[INFO] 2020-12-01 14:16:34 > Step:   86000 Progress: 43.0% Elapsed: 19:51:10 temperature: no ada_p: No Discriminator_loss: 0.0284959 Generator_loss: 0.688358 
[INFO] 2020-12-01 14:16:34 > Start Evaluation (86000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 14:16:34 > Calculating FID Score....
[INFO] 2020-12-01 14:17:45 > Calculating Inception Score....
[INFO] 2020-12-01 14:18:46 > Calculate F_beta Score....
[INFO] 2020-12-01 14:21:20 > Calculate Accuracies....
[INFO] 2020-12-01 14:22:18 > Calculate Accuracies....
[INFO] 2020-12-01 14:23:09 > F_8 score (Step: 86000, Using valid images): 0.9735401321555137
[INFO] 2020-12-01 14:23:09 > F_1/8 score (Step: 86000, Using valid images): 0.973238013941403
[INFO] 2020-12-01 14:23:09 > FID score (Step: 86000, Using valid moments): 12.596442886327452
[INFO] 2020-12-01 14:23:09 > Inception score (Step: 86000, 50000 generated images): 57.951725006103516
[INFO] 2020-12-01 14:23:09 > Best FID score (Step: 86000, Using valid moments): 12.596442886327452
[INFO] 2020-12-01 14:23:23 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 14:43:01 > Step:   86100 Progress: 43.0% Elapsed: 20:17:37 temperature: no ada_p: No Discriminator_loss: 0.0254924 Generator_loss: 0.662862 
[INFO] 2020-12-01 15:02:39 > Step:   86200 Progress: 43.1% Elapsed: 20:37:15 temperature: no ada_p: No Discriminator_loss: 0.0475752 Generator_loss: 0.616245 
[INFO] 2020-12-01 15:22:22 > Step:   86300 Progress: 43.1% Elapsed: 20:56:58 temperature: no ada_p: No Discriminator_loss: 0.0274781 Generator_loss: 0.734189 
[INFO] 2020-12-01 15:41:58 > Step:   86400 Progress: 43.2% Elapsed: 21:16:34 temperature: no ada_p: No Discriminator_loss: 0.0327123 Generator_loss: 0.726359 
[INFO] 2020-12-01 16:01:28 > Step:   86500 Progress: 43.2% Elapsed: 21:36:04 temperature: no ada_p: No Discriminator_loss: 0.0358635 Generator_loss: 0.660989 
[INFO] 2020-12-01 16:21:03 > Step:   86600 Progress: 43.3% Elapsed: 21:55:39 temperature: no ada_p: No Discriminator_loss: 0.0418034 Generator_loss: 0.545558 
[INFO] 2020-12-01 16:40:41 > Step:   86700 Progress: 43.4% Elapsed: 22:15:17 temperature: no ada_p: No Discriminator_loss: 0.0628014 Generator_loss: 0.562903 
[INFO] 2020-12-01 17:00:18 > Step:   86800 Progress: 43.4% Elapsed: 22:34:54 temperature: no ada_p: No Discriminator_loss: 0.0982031 Generator_loss: 0.518928 
[INFO] 2020-12-01 17:19:59 > Step:   86900 Progress: 43.5% Elapsed: 22:54:35 temperature: no ada_p: No Discriminator_loss: 0.0757416 Generator_loss: 0.443825 
[INFO] 2020-12-01 17:39:36 > Step:   87000 Progress: 43.5% Elapsed: 23:14:12 temperature: no ada_p: No Discriminator_loss: 0.0869587 Generator_loss: 0.415262 
[INFO] 2020-12-01 17:59:14 > Step:   87100 Progress: 43.5% Elapsed: 23:33:50 temperature: no ada_p: No Discriminator_loss: 0.0472407 Generator_loss: 0.598708 
[INFO] 2020-12-01 18:18:54 > Step:   87200 Progress: 43.6% Elapsed: 23:53:30 temperature: no ada_p: No Discriminator_loss: 0.0256269 Generator_loss: 0.686719 
[INFO] 2020-12-01 18:38:31 > Step:   87300 Progress: 43.6% Elapsed: 1 day, 0:13:07 temperature: no ada_p: No Discriminator_loss: 0.030676 Generator_loss: 0.719102 
[INFO] 2020-12-01 18:58:09 > Step:   87400 Progress: 43.7% Elapsed: 1 day, 0:32:45 temperature: no ada_p: No Discriminator_loss: 0.0416294 Generator_loss: 0.631236 
[INFO] 2020-12-01 19:17:46 > Step:   87500 Progress: 43.8% Elapsed: 1 day, 0:52:22 temperature: no ada_p: No Discriminator_loss: 0.0448778 Generator_loss: 0.583804 
[INFO] 2020-12-01 19:37:26 > Step:   87600 Progress: 43.8% Elapsed: 1 day, 1:12:02 temperature: no ada_p: No Discriminator_loss: 0.0365185 Generator_loss: 0.649541 
[INFO] 2020-12-01 19:57:03 > Step:   87700 Progress: 43.9% Elapsed: 1 day, 1:31:39 temperature: no ada_p: No Discriminator_loss: 0.0351703 Generator_loss: 0.590273 
[INFO] 2020-12-01 20:16:39 > Step:   87800 Progress: 43.9% Elapsed: 1 day, 1:51:15 temperature: no ada_p: No Discriminator_loss: 0.026299 Generator_loss: 0.666774 
[INFO] 2020-12-01 20:36:19 > Step:   87900 Progress: 44.0% Elapsed: 1 day, 2:10:55 temperature: no ada_p: No Discriminator_loss: 0.0353722 Generator_loss: 0.623488 
[INFO] 2020-12-01 20:55:55 > Step:   88000 Progress: 44.0% Elapsed: 1 day, 2:30:31 temperature: no ada_p: No Discriminator_loss: 0.0353964 Generator_loss: 0.641536 
[INFO] 2020-12-01 20:55:55 > Start Evaluation (88000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 20:55:55 > Calculating FID Score....
[INFO] 2020-12-01 20:57:05 > Calculating Inception Score....
[INFO] 2020-12-01 20:58:06 > Calculate F_beta Score....
[INFO] 2020-12-01 21:00:46 > Calculate Accuracies....
[INFO] 2020-12-01 21:01:45 > Calculate Accuracies....
[INFO] 2020-12-01 21:02:35 > F_8 score (Step: 88000, Using valid images): 0.9741368633132443
[INFO] 2020-12-01 21:02:35 > F_1/8 score (Step: 88000, Using valid images): 0.9741063989983423
[INFO] 2020-12-01 21:02:35 > FID score (Step: 88000, Using valid moments): 12.49995451552121
[INFO] 2020-12-01 21:02:35 > Inception score (Step: 88000, 50000 generated images): 59.48495101928711
[INFO] 2020-12-01 21:02:35 > Best FID score (Step: 88000, Using valid moments): 12.49995451552121
[INFO] 2020-12-01 21:02:49 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-01 21:22:25 > Step:   88100 Progress: 44.0% Elapsed: 1 day, 2:57:01 temperature: no ada_p: No Discriminator_loss: 0.0519758 Generator_loss: 0.572333 
[INFO] 2020-12-01 21:42:05 > Step:   88200 Progress: 44.1% Elapsed: 1 day, 3:16:41 temperature: no ada_p: No Discriminator_loss: 0.0434287 Generator_loss: 0.685321 
[INFO] 2020-12-01 22:01:41 > Step:   88300 Progress: 44.1% Elapsed: 1 day, 3:36:18 temperature: no ada_p: No Discriminator_loss: 0.0400409 Generator_loss: 0.652431 
[INFO] 2020-12-01 22:21:17 > Step:   88400 Progress: 44.2% Elapsed: 1 day, 3:55:53 temperature: no ada_p: No Discriminator_loss: 0.0341296 Generator_loss: 0.734511 
[INFO] 2020-12-01 22:40:58 > Step:   88500 Progress: 44.2% Elapsed: 1 day, 4:15:34 temperature: no ada_p: No Discriminator_loss: 0.0326075 Generator_loss: 0.699838 
[INFO] 2020-12-01 23:00:35 > Step:   88600 Progress: 44.3% Elapsed: 1 day, 4:35:11 temperature: no ada_p: No Discriminator_loss: 0.0248998 Generator_loss: 0.733371 
[INFO] 2020-12-01 23:20:10 > Step:   88700 Progress: 44.4% Elapsed: 1 day, 4:54:46 temperature: no ada_p: No Discriminator_loss: 0.0476972 Generator_loss: 0.556398 
[INFO] 2020-12-01 23:39:50 > Step:   88800 Progress: 44.4% Elapsed: 1 day, 5:14:26 temperature: no ada_p: No Discriminator_loss: 0.0334206 Generator_loss: 0.689096 
[INFO] 2020-12-01 23:59:27 > Step:   88900 Progress: 44.5% Elapsed: 1 day, 5:34:03 temperature: no ada_p: No Discriminator_loss: 0.0292787 Generator_loss: 0.694463 
[INFO] 2020-12-02 00:19:02 > Step:   89000 Progress: 44.5% Elapsed: 1 day, 5:53:38 temperature: no ada_p: No Discriminator_loss: 0.0423575 Generator_loss: 0.593821 
[INFO] 2020-12-02 00:38:42 > Step:   89100 Progress: 44.5% Elapsed: 1 day, 6:13:18 temperature: no ada_p: No Discriminator_loss: 0.0315496 Generator_loss: 0.815775 
[INFO] 2020-12-02 00:58:20 > Step:   89200 Progress: 44.6% Elapsed: 1 day, 6:32:56 temperature: no ada_p: No Discriminator_loss: 0.0352146 Generator_loss: 0.607467 
[INFO] 2020-12-02 01:17:55 > Step:   89300 Progress: 44.6% Elapsed: 1 day, 6:52:31 temperature: no ada_p: No Discriminator_loss: 0.0312939 Generator_loss: 0.645845 
[INFO] 2020-12-02 01:37:34 > Step:   89400 Progress: 44.7% Elapsed: 1 day, 7:12:10 temperature: no ada_p: No Discriminator_loss: 0.023167 Generator_loss: 0.668269 
[INFO] 2020-12-02 01:57:12 > Step:   89500 Progress: 44.8% Elapsed: 1 day, 7:31:48 temperature: no ada_p: No Discriminator_loss: 0.0500366 Generator_loss: 0.56821 
[INFO] 2020-12-02 02:16:47 > Step:   89600 Progress: 44.8% Elapsed: 1 day, 7:51:23 temperature: no ada_p: No Discriminator_loss: 0.0365365 Generator_loss: 0.641465 
[INFO] 2020-12-02 02:36:26 > Step:   89700 Progress: 44.9% Elapsed: 1 day, 8:11:02 temperature: no ada_p: No Discriminator_loss: 0.0225539 Generator_loss: 0.724411 
[INFO] 2020-12-02 02:56:06 > Step:   89800 Progress: 44.9% Elapsed: 1 day, 8:30:42 temperature: no ada_p: No Discriminator_loss: 0.0382957 Generator_loss: 0.618629 
[INFO] 2020-12-02 03:15:44 > Step:   89900 Progress: 45.0% Elapsed: 1 day, 8:50:20 temperature: no ada_p: No Discriminator_loss: 0.199895 Generator_loss: 0.201905 
[INFO] 2020-12-02 03:35:20 > Step:   90000 Progress: 45.0% Elapsed: 1 day, 9:09:56 temperature: no ada_p: No Discriminator_loss: 0.0644573 Generator_loss: 0.481009 
[INFO] 2020-12-02 03:35:20 > Start Evaluation (90000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 03:35:20 > Calculating FID Score....
[INFO] 2020-12-02 03:36:31 > Calculating Inception Score....
[INFO] 2020-12-02 03:37:32 > Calculate F_beta Score....
[INFO] 2020-12-02 03:40:05 > Calculate Accuracies....
[INFO] 2020-12-02 03:41:04 > Calculate Accuracies....
[INFO] 2020-12-02 03:41:54 > F_8 score (Step: 90000, Using valid images): 0.9769057387374849
[INFO] 2020-12-02 03:41:54 > F_1/8 score (Step: 90000, Using valid images): 0.9728100276380346
[INFO] 2020-12-02 03:41:54 > FID score (Step: 90000, Using valid moments): 12.4180386027424
[INFO] 2020-12-02 03:41:54 > Inception score (Step: 90000, 50000 generated images): 59.77754592895508
[INFO] 2020-12-02 03:41:54 > Best FID score (Step: 90000, Using valid moments): 12.4180386027424
[INFO] 2020-12-02 03:42:08 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 04:01:49 > Step:   90100 Progress: 45.1% Elapsed: 1 day, 9:36:25 temperature: no ada_p: No Discriminator_loss: 0.0357883 Generator_loss: 0.656513 
[INFO] 2020-12-02 04:21:25 > Step:   90200 Progress: 45.1% Elapsed: 1 day, 9:56:01 temperature: no ada_p: No Discriminator_loss: 0.0410775 Generator_loss: 0.625065 
[INFO] 2020-12-02 04:40:59 > Step:   90300 Progress: 45.1% Elapsed: 1 day, 10:15:35 temperature: no ada_p: No Discriminator_loss: 0.0315032 Generator_loss: 0.711327 
[INFO] 2020-12-02 05:00:39 > Step:   90400 Progress: 45.2% Elapsed: 1 day, 10:35:15 temperature: no ada_p: No Discriminator_loss: 0.03281 Generator_loss: 0.635957 
[INFO] 2020-12-02 05:20:14 > Step:   90500 Progress: 45.2% Elapsed: 1 day, 10:54:51 temperature: no ada_p: No Discriminator_loss: 0.0404794 Generator_loss: 0.760293 
[INFO] 2020-12-02 05:39:51 > Step:   90600 Progress: 45.3% Elapsed: 1 day, 11:14:27 temperature: no ada_p: No Discriminator_loss: 0.0362237 Generator_loss: 0.655884 
[INFO] 2020-12-02 05:59:32 > Step:   90700 Progress: 45.4% Elapsed: 1 day, 11:34:08 temperature: no ada_p: No Discriminator_loss: 0.0411978 Generator_loss: 0.671196 
[INFO] 2020-12-02 06:19:08 > Step:   90800 Progress: 45.4% Elapsed: 1 day, 11:53:44 temperature: no ada_p: No Discriminator_loss: 0.0194395 Generator_loss: 0.7741 
[INFO] 2020-12-02 06:38:44 > Step:   90900 Progress: 45.5% Elapsed: 1 day, 12:13:20 temperature: no ada_p: No Discriminator_loss: 0.0748324 Generator_loss: 0.537869 
[INFO] 2020-12-02 06:58:24 > Step:   91000 Progress: 45.5% Elapsed: 1 day, 12:33:00 temperature: no ada_p: No Discriminator_loss: 0.0222179 Generator_loss: 0.784507 
[INFO] 2020-12-02 07:18:00 > Step:   91100 Progress: 45.6% Elapsed: 1 day, 12:52:36 temperature: no ada_p: No Discriminator_loss: 0.0459392 Generator_loss: 0.6179 
[INFO] 2020-12-02 07:37:36 > Step:   91200 Progress: 45.6% Elapsed: 1 day, 13:12:12 temperature: no ada_p: No Discriminator_loss: 0.0306582 Generator_loss: 0.678475 
[INFO] 2020-12-02 07:57:17 > Step:   91300 Progress: 45.6% Elapsed: 1 day, 13:31:53 temperature: no ada_p: No Discriminator_loss: 0.0255129 Generator_loss: 0.709771 
[INFO] 2020-12-02 08:16:54 > Step:   91400 Progress: 45.7% Elapsed: 1 day, 13:51:30 temperature: no ada_p: No Discriminator_loss: 0.0823442 Generator_loss: 0.4353 
[INFO] 2020-12-02 08:36:29 > Step:   91500 Progress: 45.8% Elapsed: 1 day, 14:11:05 temperature: no ada_p: No Discriminator_loss: 0.0359423 Generator_loss: 0.601865 
[INFO] 2020-12-02 08:56:09 > Step:   91600 Progress: 45.8% Elapsed: 1 day, 14:30:45 temperature: no ada_p: No Discriminator_loss: 0.0357592 Generator_loss: 0.674167 
[INFO] 2020-12-02 09:15:45 > Step:   91700 Progress: 45.9% Elapsed: 1 day, 14:50:21 temperature: no ada_p: No Discriminator_loss: 0.407473 Generator_loss: 0.0797107 
[INFO] 2020-12-02 09:35:21 > Step:   91800 Progress: 45.9% Elapsed: 1 day, 15:09:57 temperature: no ada_p: No Discriminator_loss: 0.0554321 Generator_loss: 0.515684 
[INFO] 2020-12-02 09:55:00 > Step:   91900 Progress: 46.0% Elapsed: 1 day, 15:29:36 temperature: no ada_p: No Discriminator_loss: 0.0414167 Generator_loss: 0.531112 
[INFO] 2020-12-02 10:14:36 > Step:   92000 Progress: 46.0% Elapsed: 1 day, 15:49:12 temperature: no ada_p: No Discriminator_loss: 0.0341305 Generator_loss: 0.723845 
[INFO] 2020-12-02 10:14:36 > Start Evaluation (92000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 10:14:36 > Calculating FID Score....
[INFO] 2020-12-02 10:15:47 > Calculating Inception Score....
[INFO] 2020-12-02 10:16:48 > Calculate F_beta Score....
[INFO] 2020-12-02 10:19:30 > Calculate Accuracies....
[INFO] 2020-12-02 10:20:29 > Calculate Accuracies....
[INFO] 2020-12-02 10:21:19 > F_8 score (Step: 92000, Using valid images): 0.978668939956193
[INFO] 2020-12-02 10:21:20 > F_1/8 score (Step: 92000, Using valid images): 0.9748695517463157
[INFO] 2020-12-02 10:21:20 > FID score (Step: 92000, Using valid moments): 12.20088740442759
[INFO] 2020-12-02 10:21:20 > Inception score (Step: 92000, 50000 generated images): 60.87791442871094
[INFO] 2020-12-02 10:21:20 > Best FID score (Step: 92000, Using valid moments): 12.20088740442759
[INFO] 2020-12-02 10:21:33 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 10:41:09 > Step:   92100 Progress: 46.1% Elapsed: 1 day, 16:15:45 temperature: no ada_p: No Discriminator_loss: 0.0251585 Generator_loss: 0.701837 
[INFO] 2020-12-02 11:00:48 > Step:   92200 Progress: 46.1% Elapsed: 1 day, 16:35:24 temperature: no ada_p: No Discriminator_loss: 0.0310778 Generator_loss: 0.703098 
[INFO] 2020-12-02 11:20:27 > Step:   92300 Progress: 46.2% Elapsed: 1 day, 16:55:03 temperature: no ada_p: No Discriminator_loss: 0.0373722 Generator_loss: 0.629898 
[INFO] 2020-12-02 11:40:03 > Step:   92400 Progress: 46.2% Elapsed: 1 day, 17:14:39 temperature: no ada_p: No Discriminator_loss: 0.0235611 Generator_loss: 0.776897 
[INFO] 2020-12-02 11:59:39 > Step:   92500 Progress: 46.2% Elapsed: 1 day, 17:34:15 temperature: no ada_p: No Discriminator_loss: 0.0336549 Generator_loss: 0.619135 
[INFO] 2020-12-02 12:19:21 > Step:   92600 Progress: 46.3% Elapsed: 1 day, 17:53:57 temperature: no ada_p: No Discriminator_loss: 0.0283052 Generator_loss: 0.701319 
[INFO] 2020-12-02 12:38:58 > Step:   92700 Progress: 46.4% Elapsed: 1 day, 18:13:34 temperature: no ada_p: No Discriminator_loss: 0.0289314 Generator_loss: 0.70077 
[INFO] 2020-12-02 12:58:33 > Step:   92800 Progress: 46.4% Elapsed: 1 day, 18:33:09 temperature: no ada_p: No Discriminator_loss: 0.0330805 Generator_loss: 0.64264 
[INFO] 2020-12-02 13:18:15 > Step:   92900 Progress: 46.5% Elapsed: 1 day, 18:52:51 temperature: no ada_p: No Discriminator_loss: 0.029814 Generator_loss: 0.679367 
[INFO] 2020-12-02 13:37:53 > Step:   93000 Progress: 46.5% Elapsed: 1 day, 19:12:29 temperature: no ada_p: No Discriminator_loss: 0.0370389 Generator_loss: 0.551526 
[INFO] 2020-12-02 13:57:29 > Step:   93100 Progress: 46.6% Elapsed: 1 day, 19:32:05 temperature: no ada_p: No Discriminator_loss: 0.035995 Generator_loss: 0.637817 
[INFO] 2020-12-02 14:17:12 > Step:   93200 Progress: 46.6% Elapsed: 1 day, 19:51:48 temperature: no ada_p: No Discriminator_loss: 0.0570516 Generator_loss: 0.575764 
[INFO] 2020-12-02 14:36:50 > Step:   93300 Progress: 46.7% Elapsed: 1 day, 20:11:26 temperature: no ada_p: No Discriminator_loss: 0.0362034 Generator_loss: 0.639884 
[INFO] 2020-12-02 14:56:28 > Step:   93400 Progress: 46.7% Elapsed: 1 day, 20:31:04 temperature: no ada_p: No Discriminator_loss: 0.150816 Generator_loss: 0.26936 
[INFO] 2020-12-02 15:16:09 > Step:   93500 Progress: 46.8% Elapsed: 1 day, 20:50:45 temperature: no ada_p: No Discriminator_loss: 0.0621706 Generator_loss: 0.505092 
[INFO] 2020-12-02 15:35:46 > Step:   93600 Progress: 46.8% Elapsed: 1 day, 21:10:22 temperature: no ada_p: No Discriminator_loss: 0.0691628 Generator_loss: 0.543556 
[INFO] 2020-12-02 15:55:23 > Step:   93700 Progress: 46.9% Elapsed: 1 day, 21:29:59 temperature: no ada_p: No Discriminator_loss: 0.0256897 Generator_loss: 0.75219 
[INFO] 2020-12-02 16:15:03 > Step:   93800 Progress: 46.9% Elapsed: 1 day, 21:49:39 temperature: no ada_p: No Discriminator_loss: 0.0542494 Generator_loss: 0.657313 
[INFO] 2020-12-02 16:34:41 > Step:   93900 Progress: 46.9% Elapsed: 1 day, 22:09:17 temperature: no ada_p: No Discriminator_loss: 0.0545637 Generator_loss: 0.628903 
[INFO] 2020-12-02 16:54:17 > Step:   94000 Progress: 47.0% Elapsed: 1 day, 22:28:53 temperature: no ada_p: No Discriminator_loss: 0.04995 Generator_loss: 0.603661 
[INFO] 2020-12-02 16:54:17 > Start Evaluation (94000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 16:54:17 > Calculating FID Score....
[INFO] 2020-12-02 16:55:29 > Calculating Inception Score....
[INFO] 2020-12-02 16:56:29 > Calculate F_beta Score....
[INFO] 2020-12-02 16:59:08 > Calculate Accuracies....
[INFO] 2020-12-02 17:00:07 > Calculate Accuracies....
[INFO] 2020-12-02 17:00:57 > F_8 score (Step: 94000, Using valid images): 0.9776162642241096
[INFO] 2020-12-02 17:00:57 > F_1/8 score (Step: 94000, Using valid images): 0.9716922661221711
[INFO] 2020-12-02 17:00:57 > FID score (Step: 94000, Using valid moments): 12.168407659322952
[INFO] 2020-12-02 17:00:57 > Inception score (Step: 94000, 50000 generated images): 61.898292541503906
[INFO] 2020-12-02 17:00:57 > Best FID score (Step: 94000, Using valid moments): 12.168407659322952
[INFO] 2020-12-02 17:01:12 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 17:20:53 > Step:   94100 Progress: 47.0% Elapsed: 1 day, 22:55:29 temperature: no ada_p: No Discriminator_loss: 0.0309516 Generator_loss: 0.692811 
[INFO] 2020-12-02 17:40:31 > Step:   94200 Progress: 47.1% Elapsed: 1 day, 23:15:07 temperature: no ada_p: No Discriminator_loss: 0.154058 Generator_loss: 0.394063 
[INFO] 2020-12-02 18:00:07 > Step:   94300 Progress: 47.1% Elapsed: 1 day, 23:34:43 temperature: no ada_p: No Discriminator_loss: 0.0220407 Generator_loss: 0.735799 
[INFO] 2020-12-02 18:19:46 > Step:   94400 Progress: 47.2% Elapsed: 1 day, 23:54:22 temperature: no ada_p: No Discriminator_loss: 0.0287666 Generator_loss: 0.730757 
[INFO] 2020-12-02 18:39:25 > Step:   94500 Progress: 47.2% Elapsed: 2 days, 0:14:01 temperature: no ada_p: No Discriminator_loss: 0.0301608 Generator_loss: 0.699797 
[INFO] 2020-12-02 18:59:02 > Step:   94600 Progress: 47.3% Elapsed: 2 days, 0:33:38 temperature: no ada_p: No Discriminator_loss: 0.464763 Generator_loss: 0.0916703 
[INFO] 2020-12-02 19:18:41 > Step:   94700 Progress: 47.3% Elapsed: 2 days, 0:53:17 temperature: no ada_p: No Discriminator_loss: 0.0810044 Generator_loss: 0.455692 
[INFO] 2020-12-02 19:38:20 > Step:   94800 Progress: 47.4% Elapsed: 2 days, 1:12:56 temperature: no ada_p: No Discriminator_loss: 0.0342246 Generator_loss: 0.630599 
[INFO] 2020-12-02 19:57:57 > Step:   94900 Progress: 47.4% Elapsed: 2 days, 1:32:33 temperature: no ada_p: No Discriminator_loss: 0.036827 Generator_loss: 0.644738 
[INFO] 2020-12-02 20:17:34 > Step:   95000 Progress: 47.5% Elapsed: 2 days, 1:52:10 temperature: no ada_p: No Discriminator_loss: 0.0222826 Generator_loss: 0.702789 
[INFO] 2020-12-02 20:37:18 > Step:   95100 Progress: 47.5% Elapsed: 2 days, 2:11:54 temperature: no ada_p: No Discriminator_loss: 0.0436332 Generator_loss: 0.514708 
[INFO] 2020-12-02 20:56:55 > Step:   95200 Progress: 47.6% Elapsed: 2 days, 2:31:31 temperature: no ada_p: No Discriminator_loss: 0.0294339 Generator_loss: 0.745376 
[INFO] 2020-12-02 21:16:31 > Step:   95300 Progress: 47.6% Elapsed: 2 days, 2:51:07 temperature: no ada_p: No Discriminator_loss: 0.0423415 Generator_loss: 0.631423 
[INFO] 2020-12-02 21:36:13 > Step:   95400 Progress: 47.7% Elapsed: 2 days, 3:10:49 temperature: no ada_p: No Discriminator_loss: 0.0205586 Generator_loss: 0.785265 
[INFO] 2020-12-02 21:55:50 > Step:   95500 Progress: 47.8% Elapsed: 2 days, 3:30:26 temperature: no ada_p: No Discriminator_loss: 0.0252974 Generator_loss: 0.671646 
[INFO] 2020-12-02 22:15:26 > Step:   95600 Progress: 47.8% Elapsed: 2 days, 3:50:02 temperature: no ada_p: No Discriminator_loss: 0.0225122 Generator_loss: 0.842651 
[INFO] 2020-12-02 22:35:08 > Step:   95700 Progress: 47.9% Elapsed: 2 days, 4:09:44 temperature: no ada_p: No Discriminator_loss: 0.133874 Generator_loss: 0.320264 
[INFO] 2020-12-02 22:54:45 > Step:   95800 Progress: 47.9% Elapsed: 2 days, 4:29:21 temperature: no ada_p: No Discriminator_loss: 0.0386301 Generator_loss: 0.589382 
[INFO] 2020-12-02 23:14:21 > Step:   95900 Progress: 47.9% Elapsed: 2 days, 4:48:57 temperature: no ada_p: No Discriminator_loss: 0.0250071 Generator_loss: 0.736791 
[INFO] 2020-12-02 23:34:02 > Step:   96000 Progress: 48.0% Elapsed: 2 days, 5:08:38 temperature: no ada_p: No Discriminator_loss: 0.0412067 Generator_loss: 0.64839 
[INFO] 2020-12-02 23:34:02 > Start Evaluation (96000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-02 23:34:02 > Calculating FID Score....
[INFO] 2020-12-02 23:35:13 > Calculating Inception Score....
[INFO] 2020-12-02 23:36:14 > Calculate F_beta Score....
[INFO] 2020-12-02 23:38:47 > Calculate Accuracies....
[INFO] 2020-12-02 23:39:45 > Calculate Accuracies....
[INFO] 2020-12-02 23:40:36 > F_8 score (Step: 96000, Using valid images): 0.9764317673596087
[INFO] 2020-12-02 23:40:36 > F_1/8 score (Step: 96000, Using valid images): 0.9737926925020742
[INFO] 2020-12-02 23:40:36 > FID score (Step: 96000, Using valid moments): 11.973073857547092
[INFO] 2020-12-02 23:40:36 > Inception score (Step: 96000, 50000 generated images): 62.150508880615234
[INFO] 2020-12-02 23:40:36 > Best FID score (Step: 96000, Using valid moments): 11.973073857547092
[INFO] 2020-12-02 23:40:50 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 00:00:27 > Step:   96100 Progress: 48.0% Elapsed: 2 days, 5:35:03 temperature: no ada_p: No Discriminator_loss: 0.0317979 Generator_loss: 0.661337 
[INFO] 2020-12-03 00:20:05 > Step:   96200 Progress: 48.1% Elapsed: 2 days, 5:54:41 temperature: no ada_p: No Discriminator_loss: 0.0216344 Generator_loss: 0.710747 
[INFO] 2020-12-03 00:39:49 > Step:   96300 Progress: 48.1% Elapsed: 2 days, 6:14:25 temperature: no ada_p: No Discriminator_loss: 0.0352086 Generator_loss: 0.906136 
[INFO] 2020-12-03 00:59:28 > Step:   96400 Progress: 48.2% Elapsed: 2 days, 6:34:04 temperature: no ada_p: No Discriminator_loss: 0.0679548 Generator_loss: 0.499355 
[INFO] 2020-12-03 01:19:05 > Step:   96500 Progress: 48.2% Elapsed: 2 days, 6:53:41 temperature: no ada_p: No Discriminator_loss: 0.0657112 Generator_loss: 0.598684 
[INFO] 2020-12-03 01:38:45 > Step:   96600 Progress: 48.3% Elapsed: 2 days, 7:13:21 temperature: no ada_p: No Discriminator_loss: 0.0363404 Generator_loss: 0.636892 
[INFO] 2020-12-03 01:58:23 > Step:   96700 Progress: 48.4% Elapsed: 2 days, 7:32:59 temperature: no ada_p: No Discriminator_loss: 0.0401878 Generator_loss: 0.677387 
[INFO] 2020-12-03 02:17:59 > Step:   96800 Progress: 48.4% Elapsed: 2 days, 7:52:35 temperature: no ada_p: No Discriminator_loss: 0.0603488 Generator_loss: 0.602321 
[INFO] 2020-12-03 02:37:39 > Step:   96900 Progress: 48.4% Elapsed: 2 days, 8:12:15 temperature: no ada_p: No Discriminator_loss: 0.0249059 Generator_loss: 0.731701 
[INFO] 2020-12-03 02:57:18 > Step:   97000 Progress: 48.5% Elapsed: 2 days, 8:31:54 temperature: no ada_p: No Discriminator_loss: 0.0327981 Generator_loss: 0.613417 
[INFO] 2020-12-03 03:16:54 > Step:   97100 Progress: 48.5% Elapsed: 2 days, 8:51:30 temperature: no ada_p: No Discriminator_loss: 0.0334473 Generator_loss: 0.683534 
[INFO] 2020-12-03 03:36:30 > Step:   97200 Progress: 48.6% Elapsed: 2 days, 9:11:06 temperature: no ada_p: No Discriminator_loss: 0.120872 Generator_loss: 0.372003 
[INFO] 2020-12-03 03:56:11 > Step:   97300 Progress: 48.6% Elapsed: 2 days, 9:30:47 temperature: no ada_p: No Discriminator_loss: 0.0402989 Generator_loss: 0.636286 
[INFO] 2020-12-03 04:15:48 > Step:   97400 Progress: 48.7% Elapsed: 2 days, 9:50:24 temperature: no ada_p: No Discriminator_loss: 0.0459887 Generator_loss: 0.532168 
[INFO] 2020-12-03 04:35:24 > Step:   97500 Progress: 48.8% Elapsed: 2 days, 10:10:00 temperature: no ada_p: No Discriminator_loss: 0.0204455 Generator_loss: 0.764854 
[INFO] 2020-12-03 04:55:06 > Step:   97600 Progress: 48.8% Elapsed: 2 days, 10:29:42 temperature: no ada_p: No Discriminator_loss: 0.0497169 Generator_loss: 0.592639 
[INFO] 2020-12-03 05:14:43 > Step:   97700 Progress: 48.9% Elapsed: 2 days, 10:49:19 temperature: no ada_p: No Discriminator_loss: 0.0696595 Generator_loss: 0.557624 
[INFO] 2020-12-03 05:34:19 > Step:   97800 Progress: 48.9% Elapsed: 2 days, 11:08:55 temperature: no ada_p: No Discriminator_loss: 0.0261459 Generator_loss: 0.729038 
[INFO] 2020-12-03 05:54:00 > Step:   97900 Progress: 48.9% Elapsed: 2 days, 11:28:36 temperature: no ada_p: No Discriminator_loss: 0.0305864 Generator_loss: 0.6334 
[INFO] 2020-12-03 06:13:36 > Step:   98000 Progress: 49.0% Elapsed: 2 days, 11:48:12 temperature: no ada_p: No Discriminator_loss: 0.0470541 Generator_loss: 0.863202 
[INFO] 2020-12-03 06:13:36 > Start Evaluation (98000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 06:13:36 > Calculating FID Score....
[INFO] 2020-12-03 06:14:47 > Calculating Inception Score....
[INFO] 2020-12-03 06:15:48 > Calculate F_beta Score....
[INFO] 2020-12-03 06:18:24 > Calculate Accuracies....
[INFO] 2020-12-03 06:19:22 > Calculate Accuracies....
[INFO] 2020-12-03 06:20:12 > F_8 score (Step: 98000, Using valid images): 0.9776862304995547
[INFO] 2020-12-03 06:20:12 > F_1/8 score (Step: 98000, Using valid images): 0.9743452676754786
[INFO] 2020-12-03 06:20:12 > FID score (Step: 98000, Using valid moments): 11.830877780824949
[INFO] 2020-12-03 06:20:12 > Inception score (Step: 98000, 50000 generated images): 62.52009582519531
[INFO] 2020-12-03 06:20:12 > Best FID score (Step: 98000, Using valid moments): 11.830877780824949
[INFO] 2020-12-03 06:20:27 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 06:40:03 > Step:   98100 Progress: 49.0% Elapsed: 2 days, 12:14:39 temperature: no ada_p: No Discriminator_loss: 0.0213934 Generator_loss: 0.722802 
[INFO] 2020-12-03 06:59:43 > Step:   98200 Progress: 49.1% Elapsed: 2 days, 12:34:19 temperature: no ada_p: No Discriminator_loss: 0.0386162 Generator_loss: 0.566307 
[INFO] 2020-12-03 07:19:17 > Step:   98300 Progress: 49.1% Elapsed: 2 days, 12:53:53 temperature: no ada_p: No Discriminator_loss: 0.0254647 Generator_loss: 0.659701 
[INFO] 2020-12-03 07:38:49 > Step:   98400 Progress: 49.2% Elapsed: 2 days, 13:13:25 temperature: no ada_p: No Discriminator_loss: 0.039549 Generator_loss: 0.505733 
[INFO] 2020-12-03 07:58:29 > Step:   98500 Progress: 49.2% Elapsed: 2 days, 13:33:05 temperature: no ada_p: No Discriminator_loss: 0.0261652 Generator_loss: 0.688581 
[INFO] 2020-12-03 08:18:05 > Step:   98600 Progress: 49.3% Elapsed: 2 days, 13:52:41 temperature: no ada_p: No Discriminator_loss: 0.0190909 Generator_loss: 0.728058 
[INFO] 2020-12-03 08:37:41 > Step:   98700 Progress: 49.4% Elapsed: 2 days, 14:12:17 temperature: no ada_p: No Discriminator_loss: 0.0374551 Generator_loss: 0.605227 
[INFO] 2020-12-03 08:57:20 > Step:   98800 Progress: 49.4% Elapsed: 2 days, 14:31:56 temperature: no ada_p: No Discriminator_loss: 0.020304 Generator_loss: 0.800585 
[INFO] 2020-12-03 09:16:56 > Step:   98900 Progress: 49.5% Elapsed: 2 days, 14:51:32 temperature: no ada_p: No Discriminator_loss: 0.0330563 Generator_loss: 0.693617 
[INFO] 2020-12-03 09:36:31 > Step:   99000 Progress: 49.5% Elapsed: 2 days, 15:11:07 temperature: no ada_p: No Discriminator_loss: 0.0585336 Generator_loss: 0.525013 
[INFO] 2020-12-03 09:56:11 > Step:   99100 Progress: 49.5% Elapsed: 2 days, 15:30:47 temperature: no ada_p: No Discriminator_loss: 0.0421413 Generator_loss: 0.628401 
[INFO] 2020-12-03 10:15:48 > Step:   99200 Progress: 49.6% Elapsed: 2 days, 15:50:24 temperature: no ada_p: No Discriminator_loss: 0.0301063 Generator_loss: 0.698153 
[INFO] 2020-12-03 10:35:24 > Step:   99300 Progress: 49.6% Elapsed: 2 days, 16:10:00 temperature: no ada_p: No Discriminator_loss: 0.0301088 Generator_loss: 0.782158 
[INFO] 2020-12-03 10:55:04 > Step:   99400 Progress: 49.7% Elapsed: 2 days, 16:29:40 temperature: no ada_p: No Discriminator_loss: 0.0419856 Generator_loss: 0.59541 
[INFO] 2020-12-03 11:14:41 > Step:   99500 Progress: 49.8% Elapsed: 2 days, 16:49:17 temperature: no ada_p: No Discriminator_loss: 0.0466326 Generator_loss: 0.598673 
[INFO] 2020-12-03 11:34:18 > Step:   99600 Progress: 49.8% Elapsed: 2 days, 17:08:54 temperature: no ada_p: No Discriminator_loss: 0.0605088 Generator_loss: 0.546674 
[INFO] 2020-12-03 11:53:53 > Step:   99700 Progress: 49.9% Elapsed: 2 days, 17:28:29 temperature: no ada_p: No Discriminator_loss: 0.0455108 Generator_loss: 0.597266 
[INFO] 2020-12-03 12:13:33 > Step:   99800 Progress: 49.9% Elapsed: 2 days, 17:48:09 temperature: no ada_p: No Discriminator_loss: 0.0248597 Generator_loss: 0.716313 
[INFO] 2020-12-03 12:33:09 > Step:   99900 Progress: 50.0% Elapsed: 2 days, 18:07:45 temperature: no ada_p: No Discriminator_loss: 0.0443341 Generator_loss: 0.654796 
[INFO] 2020-12-03 12:52:45 > Step:  100000 Progress: 50.0% Elapsed: 2 days, 18:27:21 temperature: no ada_p: No Discriminator_loss: 0.0300849 Generator_loss: 0.723077 
[INFO] 2020-12-03 12:52:45 > Start Evaluation (100000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 12:52:45 > Calculating FID Score....
[INFO] 2020-12-03 12:53:57 > Calculating Inception Score....
[INFO] 2020-12-03 12:54:58 > Calculate F_beta Score....
[INFO] 2020-12-03 12:57:32 > Calculate Accuracies....
[INFO] 2020-12-03 12:58:31 > Calculate Accuracies....
[INFO] 2020-12-03 12:59:21 > F_8 score (Step: 100000, Using valid images): 0.9788022782217134
[INFO] 2020-12-03 12:59:21 > F_1/8 score (Step: 100000, Using valid images): 0.9738317547716979
[INFO] 2020-12-03 12:59:21 > FID score (Step: 100000, Using valid moments): 11.622098065271075
[INFO] 2020-12-03 12:59:21 > Inception score (Step: 100000, 50000 generated images): 63.86357879638672
[INFO] 2020-12-03 12:59:21 > Best FID score (Step: 100000, Using valid moments): 11.622098065271075
[INFO] 2020-12-03 12:59:36 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 13:19:17 > Step:  100100 Progress: 50.0% Elapsed: 2 days, 18:53:53 temperature: no ada_p: No Discriminator_loss: 0.0404563 Generator_loss: 0.600796 
[INFO] 2020-12-03 13:38:54 > Step:  100200 Progress: 50.1% Elapsed: 2 days, 19:13:30 temperature: no ada_p: No Discriminator_loss: 0.031671 Generator_loss: 0.670439 
[INFO] 2020-12-03 13:58:31 > Step:  100300 Progress: 50.1% Elapsed: 2 days, 19:33:07 temperature: no ada_p: No Discriminator_loss: 0.0314398 Generator_loss: 0.660972 
[INFO] 2020-12-03 14:18:14 > Step:  100400 Progress: 50.2% Elapsed: 2 days, 19:52:50 temperature: no ada_p: No Discriminator_loss: 0.104834 Generator_loss: 0.372078 
[INFO] 2020-12-03 14:37:50 > Step:  100500 Progress: 50.2% Elapsed: 2 days, 20:12:26 temperature: no ada_p: No Discriminator_loss: 0.0301291 Generator_loss: 0.642652 
[INFO] 2020-12-03 14:57:27 > Step:  100600 Progress: 50.3% Elapsed: 2 days, 20:32:03 temperature: no ada_p: No Discriminator_loss: 0.0433574 Generator_loss: 0.680357 
[INFO] 2020-12-03 15:17:08 > Step:  100700 Progress: 50.3% Elapsed: 2 days, 20:51:44 temperature: no ada_p: No Discriminator_loss: 0.0267174 Generator_loss: 0.724386 
[INFO] 2020-12-03 15:36:45 > Step:  100800 Progress: 50.4% Elapsed: 2 days, 21:11:21 temperature: no ada_p: No Discriminator_loss: 0.0326796 Generator_loss: 0.682844 
[INFO] 2020-12-03 15:56:20 > Step:  100900 Progress: 50.4% Elapsed: 2 days, 21:30:56 temperature: no ada_p: No Discriminator_loss: 0.0319538 Generator_loss: 0.67105 
[INFO] 2020-12-03 16:16:01 > Step:  101000 Progress: 50.5% Elapsed: 2 days, 21:50:37 temperature: no ada_p: No Discriminator_loss: 0.0272381 Generator_loss: 0.89454 
[INFO] 2020-12-03 16:35:36 > Step:  101100 Progress: 50.5% Elapsed: 2 days, 22:10:12 temperature: no ada_p: No Discriminator_loss: 0.0326419 Generator_loss: 0.689773 
[INFO] 2020-12-03 16:55:12 > Step:  101200 Progress: 50.6% Elapsed: 2 days, 22:29:48 temperature: no ada_p: No Discriminator_loss: 0.0284012 Generator_loss: 0.756567 
[INFO] 2020-12-03 17:14:54 > Step:  101300 Progress: 50.6% Elapsed: 2 days, 22:49:30 temperature: no ada_p: No Discriminator_loss: 0.0301634 Generator_loss: 0.742613 
[INFO] 2020-12-03 17:34:32 > Step:  101400 Progress: 50.7% Elapsed: 2 days, 23:09:08 temperature: no ada_p: No Discriminator_loss: 0.0295886 Generator_loss: 0.741401 
[INFO] 2020-12-03 17:54:10 > Step:  101500 Progress: 50.7% Elapsed: 2 days, 23:28:46 temperature: no ada_p: No Discriminator_loss: 0.025799 Generator_loss: 0.718296 
[INFO] 2020-12-03 18:13:51 > Step:  101600 Progress: 50.8% Elapsed: 2 days, 23:48:27 temperature: no ada_p: No Discriminator_loss: 0.0310486 Generator_loss: 0.674342 
[INFO] 2020-12-03 18:33:30 > Step:  101700 Progress: 50.8% Elapsed: 3 days, 0:08:06 temperature: no ada_p: No Discriminator_loss: 0.100822 Generator_loss: 0.439295 
[INFO] 2020-12-03 18:53:06 > Step:  101800 Progress: 50.9% Elapsed: 3 days, 0:27:42 temperature: no ada_p: No Discriminator_loss: 0.0230051 Generator_loss: 0.716384 
[INFO] 2020-12-03 19:12:46 > Step:  101900 Progress: 50.9% Elapsed: 3 days, 0:47:22 temperature: no ada_p: No Discriminator_loss: 0.0292792 Generator_loss: 0.744716 
[INFO] 2020-12-03 19:32:24 > Step:  102000 Progress: 51.0% Elapsed: 3 days, 1:07:00 temperature: no ada_p: No Discriminator_loss: 0.0605492 Generator_loss: 0.49049 
[INFO] 2020-12-03 19:32:24 > Start Evaluation (102000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 19:32:24 > Calculating FID Score....
[INFO] 2020-12-03 19:33:35 > Calculating Inception Score....
[INFO] 2020-12-03 19:34:36 > Calculate F_beta Score....
[INFO] 2020-12-03 19:37:13 > Calculate Accuracies....
[INFO] 2020-12-03 19:38:12 > Calculate Accuracies....
[INFO] 2020-12-03 19:39:03 > F_8 score (Step: 102000, Using valid images): 0.9787043193380514
[INFO] 2020-12-03 19:39:03 > F_1/8 score (Step: 102000, Using valid images): 0.9745588182457646
[INFO] 2020-12-03 19:39:03 > FID score (Step: 102000, Using valid moments): 11.397001853300026
[INFO] 2020-12-03 19:39:03 > Inception score (Step: 102000, 50000 generated images): 64.53167724609375
[INFO] 2020-12-03 19:39:03 > Best FID score (Step: 102000, Using valid moments): 11.397001853300026
[INFO] 2020-12-03 19:39:17 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-03 19:58:53 > Step:  102100 Progress: 51.0% Elapsed: 3 days, 1:33:29 temperature: no ada_p: No Discriminator_loss: 0.028209 Generator_loss: 0.74397 
[INFO] 2020-12-03 20:18:28 > Step:  102200 Progress: 51.1% Elapsed: 3 days, 1:53:04 temperature: no ada_p: No Discriminator_loss: 0.0354751 Generator_loss: 0.674352 
[INFO] 2020-12-03 20:38:09 > Step:  102300 Progress: 51.1% Elapsed: 3 days, 2:12:45 temperature: no ada_p: No Discriminator_loss: 0.0241313 Generator_loss: 0.606225 
[INFO] 2020-12-03 20:57:46 > Step:  102400 Progress: 51.2% Elapsed: 3 days, 2:32:22 temperature: no ada_p: No Discriminator_loss: 0.0342713 Generator_loss: 0.630881 
[INFO] 2020-12-03 21:17:22 > Step:  102500 Progress: 51.2% Elapsed: 3 days, 2:51:58 temperature: no ada_p: No Discriminator_loss: 0.0287763 Generator_loss: 0.669794 
[INFO] 2020-12-03 21:37:03 > Step:  102600 Progress: 51.3% Elapsed: 3 days, 3:11:39 temperature: no ada_p: No Discriminator_loss: 0.0372332 Generator_loss: 0.652789 
[INFO] 2020-12-03 21:56:39 > Step:  102700 Progress: 51.3% Elapsed: 3 days, 3:31:15 temperature: no ada_p: No Discriminator_loss: 0.02143 Generator_loss: 0.828907 
[INFO] 2020-12-03 22:16:16 > Step:  102800 Progress: 51.4% Elapsed: 3 days, 3:50:52 temperature: no ada_p: No Discriminator_loss: 0.0358113 Generator_loss: 0.584832 
[INFO] 2020-12-03 22:35:58 > Step:  102900 Progress: 51.4% Elapsed: 3 days, 4:10:34 temperature: no ada_p: No Discriminator_loss: 0.0242257 Generator_loss: 0.703039 
[INFO] 2020-12-03 22:55:36 > Step:  103000 Progress: 51.5% Elapsed: 3 days, 4:30:12 temperature: no ada_p: No Discriminator_loss: 0.0260442 Generator_loss: 0.709164 
[INFO] 2020-12-03 23:15:13 > Step:  103100 Progress: 51.5% Elapsed: 3 days, 4:49:49 temperature: no ada_p: No Discriminator_loss: 0.0471079 Generator_loss: 0.560394 
[INFO] 2020-12-03 23:34:54 > Step:  103200 Progress: 51.6% Elapsed: 3 days, 5:09:30 temperature: no ada_p: No Discriminator_loss: 0.0314074 Generator_loss: 0.815738 
[INFO] 2020-12-03 23:54:32 > Step:  103300 Progress: 51.6% Elapsed: 3 days, 5:29:08 temperature: no ada_p: No Discriminator_loss: 0.0335506 Generator_loss: 0.641704 
[INFO] 2020-12-04 00:14:10 > Step:  103400 Progress: 51.7% Elapsed: 3 days, 5:48:46 temperature: no ada_p: No Discriminator_loss: 0.045463 Generator_loss: 0.718591 
[INFO] 2020-12-04 00:33:53 > Step:  103500 Progress: 51.7% Elapsed: 3 days, 6:08:29 temperature: no ada_p: No Discriminator_loss: 0.0326954 Generator_loss: 0.718673 
[INFO] 2020-12-04 00:53:34 > Step:  103600 Progress: 51.8% Elapsed: 3 days, 6:28:10 temperature: no ada_p: No Discriminator_loss: 0.0234831 Generator_loss: 0.731356 
[INFO] 2020-12-04 01:13:10 > Step:  103700 Progress: 51.8% Elapsed: 3 days, 6:47:46 temperature: no ada_p: No Discriminator_loss: 0.102749 Generator_loss: 0.447675 
[INFO] 2020-12-04 01:32:50 > Step:  103800 Progress: 51.9% Elapsed: 3 days, 7:07:26 temperature: no ada_p: No Discriminator_loss: 0.031761 Generator_loss: 0.712193 
[INFO] 2020-12-04 01:52:28 > Step:  103900 Progress: 51.9% Elapsed: 3 days, 7:27:04 temperature: no ada_p: No Discriminator_loss: 0.0155402 Generator_loss: 0.82071 
[INFO] 2020-12-04 02:12:05 > Step:  104000 Progress: 52.0% Elapsed: 3 days, 7:46:41 temperature: no ada_p: No Discriminator_loss: 0.0747537 Generator_loss: 0.460407 
[INFO] 2020-12-04 02:12:05 > Start Evaluation (104000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 02:12:05 > Calculating FID Score....
[INFO] 2020-12-04 02:13:16 > Calculating Inception Score....
[INFO] 2020-12-04 02:14:17 > Calculate F_beta Score....
[INFO] 2020-12-04 02:16:50 > Calculate Accuracies....
[INFO] 2020-12-04 02:17:49 > Calculate Accuracies....
[INFO] 2020-12-04 02:18:39 > F_8 score (Step: 104000, Using valid images): 0.9785155632395319
[INFO] 2020-12-04 02:18:39 > F_1/8 score (Step: 104000, Using valid images): 0.975854382142485
[INFO] 2020-12-04 02:18:39 > FID score (Step: 104000, Using valid moments): 11.362902759756992
[INFO] 2020-12-04 02:18:39 > Inception score (Step: 104000, 50000 generated images): 65.02989959716797
[INFO] 2020-12-04 02:18:39 > Best FID score (Step: 104000, Using valid moments): 11.362902759756992
[INFO] 2020-12-04 02:18:53 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 02:38:34 > Step:  104100 Progress: 52.0% Elapsed: 3 days, 8:13:10 temperature: no ada_p: No Discriminator_loss: 0.031671 Generator_loss: 0.897695 
[INFO] 2020-12-04 02:58:12 > Step:  104200 Progress: 52.1% Elapsed: 3 days, 8:32:48 temperature: no ada_p: No Discriminator_loss: 0.0333122 Generator_loss: 0.649002 
[INFO] 2020-12-04 03:17:48 > Step:  104300 Progress: 52.1% Elapsed: 3 days, 8:52:24 temperature: no ada_p: No Discriminator_loss: 0.0301594 Generator_loss: 0.638772 
[INFO] 2020-12-04 03:37:27 > Step:  104400 Progress: 52.2% Elapsed: 3 days, 9:12:03 temperature: no ada_p: No Discriminator_loss: 0.0436762 Generator_loss: 0.55311 
[INFO] 2020-12-04 03:57:04 > Step:  104500 Progress: 52.2% Elapsed: 3 days, 9:31:40 temperature: no ada_p: No Discriminator_loss: 0.0256169 Generator_loss: 0.700974 
[INFO] 2020-12-04 04:16:40 > Step:  104600 Progress: 52.3% Elapsed: 3 days, 9:51:16 temperature: no ada_p: No Discriminator_loss: 0.0185942 Generator_loss: 0.773297 
[INFO] 2020-12-04 04:36:16 > Step:  104700 Progress: 52.3% Elapsed: 3 days, 10:10:52 temperature: no ada_p: No Discriminator_loss: 0.0359392 Generator_loss: 0.615214 
[INFO] 2020-12-04 04:55:59 > Step:  104800 Progress: 52.4% Elapsed: 3 days, 10:30:35 temperature: no ada_p: No Discriminator_loss: 0.029068 Generator_loss: 0.766668 
[INFO] 2020-12-04 05:15:37 > Step:  104900 Progress: 52.4% Elapsed: 3 days, 10:50:13 temperature: no ada_p: No Discriminator_loss: 0.0299509 Generator_loss: 0.676235 
[INFO] 2020-12-04 05:35:14 > Step:  105000 Progress: 52.5% Elapsed: 3 days, 11:09:50 temperature: no ada_p: No Discriminator_loss: 0.0233384 Generator_loss: 0.802996 
[INFO] 2020-12-04 05:54:55 > Step:  105100 Progress: 52.5% Elapsed: 3 days, 11:29:31 temperature: no ada_p: No Discriminator_loss: 0.0269139 Generator_loss: 0.661438 
[INFO] 2020-12-04 06:14:31 > Step:  105200 Progress: 52.6% Elapsed: 3 days, 11:49:07 temperature: no ada_p: No Discriminator_loss: 0.029019 Generator_loss: 0.694421 
[INFO] 2020-12-04 06:34:07 > Step:  105300 Progress: 52.6% Elapsed: 3 days, 12:08:43 temperature: no ada_p: No Discriminator_loss: 0.0351685 Generator_loss: 0.692046 
[INFO] 2020-12-04 06:53:50 > Step:  105400 Progress: 52.7% Elapsed: 3 days, 12:28:26 temperature: no ada_p: No Discriminator_loss: 0.0270433 Generator_loss: 0.734351 
[INFO] 2020-12-04 07:13:27 > Step:  105500 Progress: 52.8% Elapsed: 3 days, 12:48:03 temperature: no ada_p: No Discriminator_loss: 0.0249011 Generator_loss: 0.722853 
[INFO] 2020-12-04 07:33:03 > Step:  105600 Progress: 52.8% Elapsed: 3 days, 13:07:39 temperature: no ada_p: No Discriminator_loss: 0.030509 Generator_loss: 0.852598 
[INFO] 2020-12-04 07:52:43 > Step:  105700 Progress: 52.8% Elapsed: 3 days, 13:27:19 temperature: no ada_p: No Discriminator_loss: 0.0260529 Generator_loss: 0.766669 
[INFO] 2020-12-04 08:12:19 > Step:  105800 Progress: 52.9% Elapsed: 3 days, 13:46:55 temperature: no ada_p: No Discriminator_loss: 0.02635 Generator_loss: 0.669392 
[INFO] 2020-12-04 08:31:52 > Step:  105900 Progress: 52.9% Elapsed: 3 days, 14:06:28 temperature: no ada_p: No Discriminator_loss: 0.031267 Generator_loss: 0.647348 
[INFO] 2020-12-04 08:51:31 > Step:  106000 Progress: 53.0% Elapsed: 3 days, 14:26:07 temperature: no ada_p: No Discriminator_loss: 0.0217848 Generator_loss: 0.844507 
[INFO] 2020-12-04 08:51:31 > Start Evaluation (106000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 08:51:31 > Calculating FID Score....
[INFO] 2020-12-04 08:52:43 > Calculating Inception Score....
[INFO] 2020-12-04 08:53:43 > Calculate F_beta Score....
[INFO] 2020-12-04 08:56:19 > Calculate Accuracies....
[INFO] 2020-12-04 08:57:18 > Calculate Accuracies....
[INFO] 2020-12-04 08:58:08 > F_8 score (Step: 106000, Using valid images): 0.9787564008080515
[INFO] 2020-12-04 08:58:08 > F_1/8 score (Step: 106000, Using valid images): 0.9747993621302325
[INFO] 2020-12-04 08:58:08 > FID score (Step: 106000, Using valid moments): 11.217732836264872
[INFO] 2020-12-04 08:58:08 > Inception score (Step: 106000, 50000 generated images): 65.06597137451172
[INFO] 2020-12-04 08:58:08 > Best FID score (Step: 106000, Using valid moments): 11.217732836264872
[INFO] 2020-12-04 08:58:23 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 09:18:00 > Step:  106100 Progress: 53.0% Elapsed: 3 days, 14:52:36 temperature: no ada_p: No Discriminator_loss: 0.0226081 Generator_loss: 0.71948 
[INFO] 2020-12-04 09:37:37 > Step:  106200 Progress: 53.1% Elapsed: 3 days, 15:12:13 temperature: no ada_p: No Discriminator_loss: 0.0448742 Generator_loss: 0.655357 
[INFO] 2020-12-04 09:57:20 > Step:  106300 Progress: 53.1% Elapsed: 3 days, 15:31:56 temperature: no ada_p: No Discriminator_loss: 0.0268939 Generator_loss: 0.696549 
[INFO] 2020-12-04 10:17:00 > Step:  106400 Progress: 53.2% Elapsed: 3 days, 15:51:36 temperature: no ada_p: No Discriminator_loss: 0.0299705 Generator_loss: 0.683501 
[INFO] 2020-12-04 10:36:39 > Step:  106500 Progress: 53.2% Elapsed: 3 days, 16:11:15 temperature: no ada_p: No Discriminator_loss: 0.0289669 Generator_loss: 0.779068 
[INFO] 2020-12-04 10:56:21 > Step:  106600 Progress: 53.3% Elapsed: 3 days, 16:30:57 temperature: no ada_p: No Discriminator_loss: 0.0304558 Generator_loss: 0.665454 
[INFO] 2020-12-04 11:15:58 > Step:  106700 Progress: 53.3% Elapsed: 3 days, 16:50:34 temperature: no ada_p: No Discriminator_loss: 0.0343111 Generator_loss: 0.731305 
[INFO] 2020-12-04 11:35:34 > Step:  106800 Progress: 53.4% Elapsed: 3 days, 17:10:10 temperature: no ada_p: No Discriminator_loss: 0.0210052 Generator_loss: 0.768862 
[INFO] 2020-12-04 11:55:14 > Step:  106900 Progress: 53.4% Elapsed: 3 days, 17:29:50 temperature: no ada_p: No Discriminator_loss: 0.0194739 Generator_loss: 0.827271 
[INFO] 2020-12-04 12:14:52 > Step:  107000 Progress: 53.5% Elapsed: 3 days, 17:49:28 temperature: no ada_p: No Discriminator_loss: 0.04257 Generator_loss: 0.674177 
[INFO] 2020-12-04 12:34:28 > Step:  107100 Progress: 53.5% Elapsed: 3 days, 18:09:04 temperature: no ada_p: No Discriminator_loss: 0.0260356 Generator_loss: 0.785798 
[INFO] 2020-12-04 12:54:05 > Step:  107200 Progress: 53.6% Elapsed: 3 days, 18:28:41 temperature: no ada_p: No Discriminator_loss: 0.0243479 Generator_loss: 0.717791 
[INFO] 2020-12-04 13:13:46 > Step:  107300 Progress: 53.6% Elapsed: 3 days, 18:48:22 temperature: no ada_p: No Discriminator_loss: 0.0249361 Generator_loss: 0.721905 
[INFO] 2020-12-04 13:33:22 > Step:  107400 Progress: 53.7% Elapsed: 3 days, 19:07:58 temperature: no ada_p: No Discriminator_loss: 0.0309397 Generator_loss: 0.668817 
[INFO] 2020-12-04 13:52:59 > Step:  107500 Progress: 53.8% Elapsed: 3 days, 19:27:35 temperature: no ada_p: No Discriminator_loss: 0.163165 Generator_loss: 0.254043 
[INFO] 2020-12-04 14:12:42 > Step:  107600 Progress: 53.8% Elapsed: 3 days, 19:47:18 temperature: no ada_p: No Discriminator_loss: 0.0173922 Generator_loss: 0.701836 
[INFO] 2020-12-04 14:32:19 > Step:  107700 Progress: 53.8% Elapsed: 3 days, 20:06:55 temperature: no ada_p: No Discriminator_loss: 0.0349636 Generator_loss: 0.660105 
[INFO] 2020-12-04 14:51:56 > Step:  107800 Progress: 53.9% Elapsed: 3 days, 20:26:32 temperature: no ada_p: No Discriminator_loss: 0.0312009 Generator_loss: 0.634598 
[INFO] 2020-12-04 15:11:38 > Step:  107900 Progress: 53.9% Elapsed: 3 days, 20:46:14 temperature: no ada_p: No Discriminator_loss: 0.0207267 Generator_loss: 0.742232 
[INFO] 2020-12-04 15:31:16 > Step:  108000 Progress: 54.0% Elapsed: 3 days, 21:05:52 temperature: no ada_p: No Discriminator_loss: 0.0236259 Generator_loss: 0.778104 
[INFO] 2020-12-04 15:31:16 > Start Evaluation (108000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 15:31:16 > Calculating FID Score....
[INFO] 2020-12-04 15:32:27 > Calculating Inception Score....
[INFO] 2020-12-04 15:33:28 > Calculate F_beta Score....
[INFO] 2020-12-04 15:36:03 > Calculate Accuracies....
[INFO] 2020-12-04 15:37:02 > Calculate Accuracies....
[INFO] 2020-12-04 15:38:24 > F_8 score (Step: 108000, Using valid images): 0.9818533480547964
[INFO] 2020-12-04 15:38:24 > F_1/8 score (Step: 108000, Using valid images): 0.9751986545147452
[INFO] 2020-12-04 15:38:24 > FID score (Step: 108000, Using valid moments): 11.081778315895122
[INFO] 2020-12-04 15:38:24 > Inception score (Step: 108000, 50000 generated images): 65.70346069335938
[INFO] 2020-12-04 15:38:24 > Best FID score (Step: 108000, Using valid moments): 11.081778315895122
[INFO] 2020-12-04 15:38:38 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 15:58:16 > Step:  108100 Progress: 54.0% Elapsed: 3 days, 21:32:52 temperature: no ada_p: No Discriminator_loss: 0.0306898 Generator_loss: 0.708828 
[INFO] 2020-12-04 16:17:58 > Step:  108200 Progress: 54.1% Elapsed: 3 days, 21:52:34 temperature: no ada_p: No Discriminator_loss: 0.0273206 Generator_loss: 0.717412 
[INFO] 2020-12-04 16:37:38 > Step:  108300 Progress: 54.1% Elapsed: 3 days, 22:12:14 temperature: no ada_p: No Discriminator_loss: 0.0206729 Generator_loss: 0.76687 
[INFO] 2020-12-04 16:57:18 > Step:  108400 Progress: 54.2% Elapsed: 3 days, 22:31:54 temperature: no ada_p: No Discriminator_loss: 0.0677989 Generator_loss: 0.5502 
[INFO] 2020-12-04 17:17:01 > Step:  108500 Progress: 54.2% Elapsed: 3 days, 22:51:37 temperature: no ada_p: No Discriminator_loss: 0.0238994 Generator_loss: 0.748752 
[INFO] 2020-12-04 17:36:41 > Step:  108600 Progress: 54.3% Elapsed: 3 days, 23:11:17 temperature: no ada_p: No Discriminator_loss: 0.0340732 Generator_loss: 0.730476 
[INFO] 2020-12-04 17:56:19 > Step:  108700 Progress: 54.4% Elapsed: 3 days, 23:30:55 temperature: no ada_p: No Discriminator_loss: 0.0537602 Generator_loss: 0.54981 
[INFO] 2020-12-04 18:16:01 > Step:  108800 Progress: 54.4% Elapsed: 3 days, 23:50:37 temperature: no ada_p: No Discriminator_loss: 0.0255436 Generator_loss: 0.751615 
[INFO] 2020-12-04 18:35:40 > Step:  108900 Progress: 54.4% Elapsed: 4 days, 0:10:16 temperature: no ada_p: No Discriminator_loss: 0.0244555 Generator_loss: 0.765074 
[INFO] 2020-12-04 18:55:19 > Step:  109000 Progress: 54.5% Elapsed: 4 days, 0:29:55 temperature: no ada_p: No Discriminator_loss: 0.0500778 Generator_loss: 0.623848 
[INFO] 2020-12-04 19:15:02 > Step:  109100 Progress: 54.5% Elapsed: 4 days, 0:49:38 temperature: no ada_p: No Discriminator_loss: 0.0291131 Generator_loss: 0.718716 
[INFO] 2020-12-04 19:34:41 > Step:  109200 Progress: 54.6% Elapsed: 4 days, 1:09:17 temperature: no ada_p: No Discriminator_loss: 0.0279512 Generator_loss: 0.690965 
[INFO] 2020-12-04 19:54:18 > Step:  109300 Progress: 54.6% Elapsed: 4 days, 1:28:54 temperature: no ada_p: No Discriminator_loss: 0.0187389 Generator_loss: 0.800453 
[INFO] 2020-12-04 20:14:00 > Step:  109400 Progress: 54.7% Elapsed: 4 days, 1:48:36 temperature: no ada_p: No Discriminator_loss: 0.0516485 Generator_loss: 0.522892 
[INFO] 2020-12-04 20:33:38 > Step:  109500 Progress: 54.8% Elapsed: 4 days, 2:08:14 temperature: no ada_p: No Discriminator_loss: 0.0346604 Generator_loss: 0.611966 
[INFO] 2020-12-04 20:53:15 > Step:  109600 Progress: 54.8% Elapsed: 4 days, 2:27:51 temperature: no ada_p: No Discriminator_loss: 0.0491444 Generator_loss: 0.60474 
[INFO] 2020-12-04 21:12:51 > Step:  109700 Progress: 54.9% Elapsed: 4 days, 2:47:27 temperature: no ada_p: No Discriminator_loss: 0.103714 Generator_loss: 0.363595 
[INFO] 2020-12-04 21:32:36 > Step:  109800 Progress: 54.9% Elapsed: 4 days, 3:07:12 temperature: no ada_p: No Discriminator_loss: 0.0264873 Generator_loss: 0.804241 
[INFO] 2020-12-04 21:52:14 > Step:  109900 Progress: 54.9% Elapsed: 4 days, 3:26:50 temperature: no ada_p: No Discriminator_loss: 0.0289343 Generator_loss: 0.683247 
[INFO] 2020-12-04 22:11:52 > Step:  110000 Progress: 55.0% Elapsed: 4 days, 3:46:28 temperature: no ada_p: No Discriminator_loss: 0.0130791 Generator_loss: 0.810492 
[INFO] 2020-12-04 22:11:52 > Start Evaluation (110000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 22:11:52 > Calculating FID Score....
[INFO] 2020-12-04 22:13:03 > Calculating Inception Score....
[INFO] 2020-12-04 22:14:04 > Calculate F_beta Score....
[INFO] 2020-12-04 22:16:49 > Calculate Accuracies....
[INFO] 2020-12-04 22:17:48 > Calculate Accuracies....
[INFO] 2020-12-04 22:19:03 > F_8 score (Step: 110000, Using valid images): 0.9794254919341632
[INFO] 2020-12-04 22:19:03 > F_1/8 score (Step: 110000, Using valid images): 0.9773248636807028
[INFO] 2020-12-04 22:19:03 > FID score (Step: 110000, Using valid moments): 10.990745655754154
[INFO] 2020-12-04 22:19:03 > Inception score (Step: 110000, 50000 generated images): 68.35523223876953
[INFO] 2020-12-04 22:19:03 > Best FID score (Step: 110000, Using valid moments): 10.990745655754154
[INFO] 2020-12-04 22:19:16 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-04 22:39:01 > Step:  110100 Progress: 55.0% Elapsed: 4 days, 4:13:37 temperature: no ada_p: No Discriminator_loss: 0.016553 Generator_loss: 0.891062 
[INFO] 2020-12-04 22:58:39 > Step:  110200 Progress: 55.1% Elapsed: 4 days, 4:33:15 temperature: no ada_p: No Discriminator_loss: 0.0258797 Generator_loss: 0.755881 
[INFO] 2020-12-04 23:18:17 > Step:  110300 Progress: 55.1% Elapsed: 4 days, 4:52:53 temperature: no ada_p: No Discriminator_loss: 0.0321271 Generator_loss: 0.676373 
[INFO] 2020-12-04 23:38:01 > Step:  110400 Progress: 55.2% Elapsed: 4 days, 5:12:37 temperature: no ada_p: No Discriminator_loss: 0.0304239 Generator_loss: 0.652701 
[INFO] 2020-12-04 23:57:38 > Step:  110500 Progress: 55.2% Elapsed: 4 days, 5:32:14 temperature: no ada_p: No Discriminator_loss: 0.0321347 Generator_loss: 0.70379 
[INFO] 2020-12-05 00:17:15 > Step:  110600 Progress: 55.3% Elapsed: 4 days, 5:51:51 temperature: no ada_p: No Discriminator_loss: 0.019293 Generator_loss: 0.739691 
[INFO] 2020-12-05 00:36:58 > Step:  110700 Progress: 55.4% Elapsed: 4 days, 6:11:34 temperature: no ada_p: No Discriminator_loss: 0.0197281 Generator_loss: 0.718308 
[INFO] 2020-12-05 00:56:36 > Step:  110800 Progress: 55.4% Elapsed: 4 days, 6:31:12 temperature: no ada_p: No Discriminator_loss: 0.0268247 Generator_loss: 0.74494 
[INFO] 2020-12-05 01:16:14 > Step:  110900 Progress: 55.5% Elapsed: 4 days, 6:50:50 temperature: no ada_p: No Discriminator_loss: 0.025948 Generator_loss: 0.723521 
[INFO] 2020-12-05 01:35:56 > Step:  111000 Progress: 55.5% Elapsed: 4 days, 7:10:32 temperature: no ada_p: No Discriminator_loss: 0.0336523 Generator_loss: 0.715793 
[INFO] 2020-12-05 01:55:34 > Step:  111100 Progress: 55.5% Elapsed: 4 days, 7:30:10 temperature: no ada_p: No Discriminator_loss: 0.0267708 Generator_loss: 0.720797 
[INFO] 2020-12-05 02:15:11 > Step:  111200 Progress: 55.6% Elapsed: 4 days, 7:49:47 temperature: no ada_p: No Discriminator_loss: 0.0506687 Generator_loss: 0.610864 
[INFO] 2020-12-05 02:34:51 > Step:  111300 Progress: 55.6% Elapsed: 4 days, 8:09:27 temperature: no ada_p: No Discriminator_loss: 0.0223617 Generator_loss: 0.719366 
[INFO] 2020-12-05 02:54:29 > Step:  111400 Progress: 55.7% Elapsed: 4 days, 8:29:05 temperature: no ada_p: No Discriminator_loss: 0.0226014 Generator_loss: 0.96358 
[INFO] 2020-12-05 03:14:06 > Step:  111500 Progress: 55.8% Elapsed: 4 days, 8:48:42 temperature: no ada_p: No Discriminator_loss: 0.0245832 Generator_loss: 0.779935 
[INFO] 2020-12-05 03:33:46 > Step:  111600 Progress: 55.8% Elapsed: 4 days, 9:08:22 temperature: no ada_p: No Discriminator_loss: 0.0282338 Generator_loss: 0.606719 
[INFO] 2020-12-05 03:53:23 > Step:  111700 Progress: 55.9% Elapsed: 4 days, 9:27:59 temperature: no ada_p: No Discriminator_loss: 0.0887384 Generator_loss: 0.373863 
[INFO] 2020-12-05 04:12:59 > Step:  111800 Progress: 55.9% Elapsed: 4 days, 9:47:35 temperature: no ada_p: No Discriminator_loss: 0.0178656 Generator_loss: 0.768413 
[INFO] 2020-12-05 04:32:36 > Step:  111900 Progress: 56.0% Elapsed: 4 days, 10:07:12 temperature: no ada_p: No Discriminator_loss: 0.0233781 Generator_loss: 0.762534 
[INFO] 2020-12-05 04:52:21 > Step:  112000 Progress: 56.0% Elapsed: 4 days, 10:26:57 temperature: no ada_p: No Discriminator_loss: 0.0655246 Generator_loss: 0.54201 
[INFO] 2020-12-05 04:52:21 > Start Evaluation (112000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 04:52:21 > Calculating FID Score....
[INFO] 2020-12-05 04:53:32 > Calculating Inception Score....
[INFO] 2020-12-05 04:54:33 > Calculate F_beta Score....
[INFO] 2020-12-05 04:57:22 > Calculate Accuracies....
[INFO] 2020-12-05 04:58:21 > Calculate Accuracies....
[INFO] 2020-12-05 04:59:37 > F_8 score (Step: 112000, Using valid images): 0.9803685571806707
[INFO] 2020-12-05 04:59:37 > F_1/8 score (Step: 112000, Using valid images): 0.9782312446748986
[INFO] 2020-12-05 04:59:37 > FID score (Step: 112000, Using valid moments): 10.878700883908891
[INFO] 2020-12-05 04:59:37 > Inception score (Step: 112000, 50000 generated images): 67.10635375976562
[INFO] 2020-12-05 04:59:37 > Best FID score (Step: 112000, Using valid moments): 10.878700883908891
[INFO] 2020-12-05 04:59:50 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 05:19:28 > Step:  112100 Progress: 56.0% Elapsed: 4 days, 10:54:04 temperature: no ada_p: No Discriminator_loss: 0.0532703 Generator_loss: 0.519404 
[INFO] 2020-12-05 05:39:04 > Step:  112200 Progress: 56.1% Elapsed: 4 days, 11:13:40 temperature: no ada_p: No Discriminator_loss: 0.0231113 Generator_loss: 0.776762 
[INFO] 2020-12-05 05:58:49 > Step:  112300 Progress: 56.1% Elapsed: 4 days, 11:33:25 temperature: no ada_p: No Discriminator_loss: 0.0186182 Generator_loss: 0.750835 
[INFO] 2020-12-05 06:18:28 > Step:  112400 Progress: 56.2% Elapsed: 4 days, 11:53:04 temperature: no ada_p: No Discriminator_loss: 0.0569166 Generator_loss: 0.602292 
[INFO] 2020-12-05 06:38:06 > Step:  112500 Progress: 56.2% Elapsed: 4 days, 12:12:42 temperature: no ada_p: No Discriminator_loss: 0.0280477 Generator_loss: 0.876336 
[INFO] 2020-12-05 06:57:50 > Step:  112600 Progress: 56.3% Elapsed: 4 days, 12:32:26 temperature: no ada_p: No Discriminator_loss: 0.0230986 Generator_loss: 0.766488 
[INFO] 2020-12-05 07:17:28 > Step:  112700 Progress: 56.4% Elapsed: 4 days, 12:52:04 temperature: no ada_p: No Discriminator_loss: 0.0316088 Generator_loss: 0.692304 
[INFO] 2020-12-05 07:37:06 > Step:  112800 Progress: 56.4% Elapsed: 4 days, 13:11:42 temperature: no ada_p: No Discriminator_loss: 0.0269532 Generator_loss: 0.727656 
[INFO] 2020-12-05 07:56:51 > Step:  112900 Progress: 56.5% Elapsed: 4 days, 13:31:27 temperature: no ada_p: No Discriminator_loss: 0.0259774 Generator_loss: 0.668734 
[INFO] 2020-12-05 08:16:30 > Step:  113000 Progress: 56.5% Elapsed: 4 days, 13:51:06 temperature: no ada_p: No Discriminator_loss: 0.0318991 Generator_loss: 0.668268 
[INFO] 2020-12-05 08:36:09 > Step:  113100 Progress: 56.5% Elapsed: 4 days, 14:10:45 temperature: no ada_p: No Discriminator_loss: 0.0230513 Generator_loss: 0.902399 
[INFO] 2020-12-05 08:55:53 > Step:  113200 Progress: 56.6% Elapsed: 4 days, 14:30:29 temperature: no ada_p: No Discriminator_loss: 0.0256145 Generator_loss: 0.671955 
[INFO] 2020-12-05 09:15:31 > Step:  113300 Progress: 56.6% Elapsed: 4 days, 14:50:07 temperature: no ada_p: No Discriminator_loss: 0.0252282 Generator_loss: 0.802817 
[INFO] 2020-12-05 09:35:08 > Step:  113400 Progress: 56.7% Elapsed: 4 days, 15:09:44 temperature: no ada_p: No Discriminator_loss: 0.0397061 Generator_loss: 0.671603 
[INFO] 2020-12-05 09:54:51 > Step:  113500 Progress: 56.8% Elapsed: 4 days, 15:29:27 temperature: no ada_p: No Discriminator_loss: 0.0338803 Generator_loss: 0.68662 
[INFO] 2020-12-05 10:14:32 > Step:  113600 Progress: 56.8% Elapsed: 4 days, 15:49:08 temperature: no ada_p: No Discriminator_loss: 0.0295282 Generator_loss: 0.702617 
[INFO] 2020-12-05 10:34:13 > Step:  113700 Progress: 56.9% Elapsed: 4 days, 16:08:49 temperature: no ada_p: No Discriminator_loss: 0.0507821 Generator_loss: 0.563502 
[INFO] 2020-12-05 10:54:01 > Step:  113800 Progress: 56.9% Elapsed: 4 days, 16:28:37 temperature: no ada_p: No Discriminator_loss: 0.0427647 Generator_loss: 0.627878 
[INFO] 2020-12-05 11:13:44 > Step:  113900 Progress: 57.0% Elapsed: 4 days, 16:48:20 temperature: no ada_p: No Discriminator_loss: 0.0356357 Generator_loss: 0.716828 
[INFO] 2020-12-05 11:33:26 > Step:  114000 Progress: 57.0% Elapsed: 4 days, 17:08:02 temperature: no ada_p: No Discriminator_loss: 0.0454028 Generator_loss: 0.586663 
[INFO] 2020-12-05 11:33:26 > Start Evaluation (114000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 11:33:26 > Calculating FID Score....
[INFO] 2020-12-05 11:34:37 > Calculating Inception Score....
[INFO] 2020-12-05 11:35:37 > Calculate F_beta Score....
[INFO] 2020-12-05 11:40:07 > Calculate Accuracies....
[INFO] 2020-12-05 11:41:07 > Calculate Accuracies....
[INFO] 2020-12-05 11:42:26 > F_8 score (Step: 114000, Using valid images): 0.9812253185106319
[INFO] 2020-12-05 11:42:26 > F_1/8 score (Step: 114000, Using valid images): 0.9770163661316408
[INFO] 2020-12-05 11:42:26 > FID score (Step: 114000, Using valid moments): 10.699637802232587
[INFO] 2020-12-05 11:42:26 > Inception score (Step: 114000, 50000 generated images): 68.50634002685547
[INFO] 2020-12-05 11:42:26 > Best FID score (Step: 114000, Using valid moments): 10.699637802232587
[INFO] 2020-12-05 11:42:39 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 12:02:25 > Step:  114100 Progress: 57.0% Elapsed: 4 days, 17:37:01 temperature: no ada_p: No Discriminator_loss: 0.0300249 Generator_loss: 0.726278 
[INFO] 2020-12-05 12:22:06 > Step:  114200 Progress: 57.1% Elapsed: 4 days, 17:56:42 temperature: no ada_p: No Discriminator_loss: 0.0296935 Generator_loss: 0.783906 
[INFO] 2020-12-05 12:41:44 > Step:  114300 Progress: 57.1% Elapsed: 4 days, 18:16:20 temperature: no ada_p: No Discriminator_loss: 0.0319467 Generator_loss: 0.679604 
[INFO] 2020-12-05 13:01:22 > Step:  114400 Progress: 57.2% Elapsed: 4 days, 18:35:58 temperature: no ada_p: No Discriminator_loss: 0.0253424 Generator_loss: 0.854301 
[INFO] 2020-12-05 13:21:07 > Step:  114500 Progress: 57.2% Elapsed: 4 days, 18:55:43 temperature: no ada_p: No Discriminator_loss: 0.0165779 Generator_loss: 0.873343 
[INFO] 2020-12-05 13:40:47 > Step:  114600 Progress: 57.3% Elapsed: 4 days, 19:15:23 temperature: no ada_p: No Discriminator_loss: 0.0190436 Generator_loss: 0.849769 
[INFO] 2020-12-05 14:00:25 > Step:  114700 Progress: 57.4% Elapsed: 4 days, 19:35:01 temperature: no ada_p: No Discriminator_loss: 0.0259279 Generator_loss: 0.773161 
[INFO] 2020-12-05 14:20:08 > Step:  114800 Progress: 57.4% Elapsed: 4 days, 19:54:44 temperature: no ada_p: No Discriminator_loss: 0.0349243 Generator_loss: 0.689228 
[INFO] 2020-12-05 14:39:45 > Step:  114900 Progress: 57.5% Elapsed: 4 days, 20:14:21 temperature: no ada_p: No Discriminator_loss: 0.0574945 Generator_loss: 0.595049 
[INFO] 2020-12-05 14:59:23 > Step:  115000 Progress: 57.5% Elapsed: 4 days, 20:33:59 temperature: no ada_p: No Discriminator_loss: 0.018477 Generator_loss: 0.747612 
[INFO] 2020-12-05 15:19:06 > Step:  115100 Progress: 57.6% Elapsed: 4 days, 20:53:42 temperature: no ada_p: No Discriminator_loss: 0.0244411 Generator_loss: 0.738173 
[INFO] 2020-12-05 15:38:45 > Step:  115200 Progress: 57.6% Elapsed: 4 days, 21:13:21 temperature: no ada_p: No Discriminator_loss: 0.0191987 Generator_loss: 0.787976 
[INFO] 2020-12-05 15:58:23 > Step:  115300 Progress: 57.6% Elapsed: 4 days, 21:32:59 temperature: no ada_p: No Discriminator_loss: 0.0275235 Generator_loss: 0.763438 
[INFO] 2020-12-05 16:18:04 > Step:  115400 Progress: 57.7% Elapsed: 4 days, 21:52:40 temperature: no ada_p: No Discriminator_loss: 0.0181362 Generator_loss: 0.797503 
[INFO] 2020-12-05 16:37:44 > Step:  115500 Progress: 57.8% Elapsed: 4 days, 22:12:20 temperature: no ada_p: No Discriminator_loss: 0.024084 Generator_loss: 0.715472 
[INFO] 2020-12-05 16:57:25 > Step:  115600 Progress: 57.8% Elapsed: 4 days, 22:32:01 temperature: no ada_p: No Discriminator_loss: 0.0451835 Generator_loss: 0.581916 
[INFO] 2020-12-05 17:17:08 > Step:  115700 Progress: 57.9% Elapsed: 4 days, 22:51:44 temperature: no ada_p: No Discriminator_loss: 0.0717322 Generator_loss: 0.534875 
[INFO] 2020-12-05 17:36:47 > Step:  115800 Progress: 57.9% Elapsed: 4 days, 23:11:23 temperature: no ada_p: No Discriminator_loss: 0.0407333 Generator_loss: 0.702535 
[INFO] 2020-12-05 17:56:24 > Step:  115900 Progress: 58.0% Elapsed: 4 days, 23:31:00 temperature: no ada_p: No Discriminator_loss: 0.0314563 Generator_loss: 0.700153 
[INFO] 2020-12-05 18:16:06 > Step:  116000 Progress: 58.0% Elapsed: 4 days, 23:50:42 temperature: no ada_p: No Discriminator_loss: 0.0436773 Generator_loss: 0.651579 
[INFO] 2020-12-05 18:16:06 > Start Evaluation (116000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 18:16:06 > Calculating FID Score....
[INFO] 2020-12-05 18:17:17 > Calculating Inception Score....
[INFO] 2020-12-05 18:18:18 > Calculate F_beta Score....
[INFO] 2020-12-05 18:20:43 > Calculate Accuracies....
[INFO] 2020-12-05 18:21:42 > Calculate Accuracies....
[INFO] 2020-12-05 18:22:33 > F_8 score (Step: 116000, Using valid images): 0.9822948460329006
[INFO] 2020-12-05 18:22:33 > F_1/8 score (Step: 116000, Using valid images): 0.9763948625315536
[INFO] 2020-12-05 18:22:33 > FID score (Step: 116000, Using valid moments): 10.658789804786352
[INFO] 2020-12-05 18:22:33 > Inception score (Step: 116000, 50000 generated images): 69.45074462890625
[INFO] 2020-12-05 18:22:33 > Best FID score (Step: 116000, Using valid moments): 10.658789804786352
[INFO] 2020-12-05 18:22:47 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-05 18:42:25 > Step:  116100 Progress: 58.1% Elapsed: 5 days, 0:17:01 temperature: no ada_p: No Discriminator_loss: 0.038465 Generator_loss: 0.677142 
[INFO] 2020-12-05 19:02:01 > Step:  116200 Progress: 58.1% Elapsed: 5 days, 0:36:37 temperature: no ada_p: No Discriminator_loss: 0.030312 Generator_loss: 0.686636 
[INFO] 2020-12-05 19:21:42 > Step:  116300 Progress: 58.1% Elapsed: 5 days, 0:56:18 temperature: no ada_p: No Discriminator_loss: 0.0388976 Generator_loss: 0.592241 
[INFO] 2020-12-05 19:41:21 > Step:  116400 Progress: 58.2% Elapsed: 5 days, 1:15:57 temperature: no ada_p: No Discriminator_loss: 0.0426272 Generator_loss: 0.510307 
[INFO] 2020-12-05 20:00:58 > Step:  116500 Progress: 58.2% Elapsed: 5 days, 1:35:34 temperature: no ada_p: No Discriminator_loss: 0.262783 Generator_loss: 0.114727 
[INFO] 2020-12-05 20:20:39 > Step:  116600 Progress: 58.3% Elapsed: 5 days, 1:55:15 temperature: no ada_p: No Discriminator_loss: 0.0347233 Generator_loss: 0.610952 
[INFO] 2020-12-05 20:40:17 > Step:  116700 Progress: 58.4% Elapsed: 5 days, 2:14:54 temperature: no ada_p: No Discriminator_loss: 0.0266027 Generator_loss: 0.678902 
[INFO] 2020-12-05 20:59:55 > Step:  116800 Progress: 58.4% Elapsed: 5 days, 2:34:31 temperature: no ada_p: No Discriminator_loss: 0.021681 Generator_loss: 0.821116 
[INFO] 2020-12-05 21:19:31 > Step:  116900 Progress: 58.5% Elapsed: 5 days, 2:54:07 temperature: no ada_p: No Discriminator_loss: 0.0208965 Generator_loss: 0.694946 
[INFO] 2020-12-05 21:39:14 > Step:  117000 Progress: 58.5% Elapsed: 5 days, 3:13:50 temperature: no ada_p: No Discriminator_loss: 0.0268861 Generator_loss: 0.806197 
[INFO] 2020-12-05 21:58:52 > Step:  117100 Progress: 58.6% Elapsed: 5 days, 3:33:28 temperature: no ada_p: No Discriminator_loss: 0.0243358 Generator_loss: 0.728699 
[INFO] 2020-12-05 22:18:29 > Step:  117200 Progress: 58.6% Elapsed: 5 days, 3:53:05 temperature: no ada_p: No Discriminator_loss: 0.032549 Generator_loss: 0.685925 
[INFO] 2020-12-05 22:38:15 > Step:  117300 Progress: 58.7% Elapsed: 5 days, 4:12:51 temperature: no ada_p: No Discriminator_loss: 0.0263606 Generator_loss: 0.740526 
[INFO] 2020-12-05 22:57:52 > Step:  117400 Progress: 58.7% Elapsed: 5 days, 4:32:28 temperature: no ada_p: No Discriminator_loss: 0.0167142 Generator_loss: 0.776445 
[INFO] 2020-12-05 23:17:30 > Step:  117500 Progress: 58.8% Elapsed: 5 days, 4:52:06 temperature: no ada_p: No Discriminator_loss: 0.0429516 Generator_loss: 0.685324 
[INFO] 2020-12-05 23:37:13 > Step:  117600 Progress: 58.8% Elapsed: 5 days, 5:11:49 temperature: no ada_p: No Discriminator_loss: 0.0258044 Generator_loss: 0.717356 
[INFO] 2020-12-05 23:56:50 > Step:  117700 Progress: 58.9% Elapsed: 5 days, 5:31:27 temperature: no ada_p: No Discriminator_loss: 0.019234 Generator_loss: 0.758388 
[INFO] 2020-12-06 00:16:28 > Step:  117800 Progress: 58.9% Elapsed: 5 days, 5:51:04 temperature: no ada_p: No Discriminator_loss: 0.0213015 Generator_loss: 0.789959 
[INFO] 2020-12-06 00:36:10 > Step:  117900 Progress: 59.0% Elapsed: 5 days, 6:10:46 temperature: no ada_p: No Discriminator_loss: 0.0189011 Generator_loss: 0.764435 
[INFO] 2020-12-06 00:55:48 > Step:  118000 Progress: 59.0% Elapsed: 5 days, 6:30:24 temperature: no ada_p: No Discriminator_loss: 0.0396441 Generator_loss: 0.59247 
[INFO] 2020-12-06 00:55:48 > Start Evaluation (118000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 00:55:48 > Calculating FID Score....
[INFO] 2020-12-06 00:56:59 > Calculating Inception Score....
[INFO] 2020-12-06 00:58:00 > Calculate F_beta Score....
[INFO] 2020-12-06 01:00:49 > Calculate Accuracies....
[INFO] 2020-12-06 01:01:48 > Calculate Accuracies....
[INFO] 2020-12-06 01:02:39 > F_8 score (Step: 118000, Using valid images): 0.9815196170001409
[INFO] 2020-12-06 01:02:39 > F_1/8 score (Step: 118000, Using valid images): 0.9794690385204817
[INFO] 2020-12-06 01:02:39 > FID score (Step: 118000, Using valid moments): 10.57510072542101
[INFO] 2020-12-06 01:02:39 > Inception score (Step: 118000, 50000 generated images): 68.9351806640625
[INFO] 2020-12-06 01:02:39 > Best FID score (Step: 118000, Using valid moments): 10.57510072542101
[INFO] 2020-12-06 01:02:53 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 01:22:31 > Step:  118100 Progress: 59.1% Elapsed: 5 days, 6:57:07 temperature: no ada_p: No Discriminator_loss: 0.0671412 Generator_loss: 0.458955 
[INFO] 2020-12-06 01:42:15 > Step:  118200 Progress: 59.1% Elapsed: 5 days, 7:16:51 temperature: no ada_p: No Discriminator_loss: 0.0372625 Generator_loss: 0.644356 
[INFO] 2020-12-06 02:01:53 > Step:  118300 Progress: 59.2% Elapsed: 5 days, 7:36:29 temperature: no ada_p: No Discriminator_loss: 0.0209436 Generator_loss: 0.826437 
[INFO] 2020-12-06 02:21:30 > Step:  118400 Progress: 59.2% Elapsed: 5 days, 7:56:06 temperature: no ada_p: No Discriminator_loss: 0.0221951 Generator_loss: 0.749693 
[INFO] 2020-12-06 02:41:12 > Step:  118500 Progress: 59.2% Elapsed: 5 days, 8:15:48 temperature: no ada_p: No Discriminator_loss: 0.0175028 Generator_loss: 0.801021 
[INFO] 2020-12-06 03:00:51 > Step:  118600 Progress: 59.3% Elapsed: 5 days, 8:35:27 temperature: no ada_p: No Discriminator_loss: 0.0377008 Generator_loss: 0.63376 
[INFO] 2020-12-06 03:20:28 > Step:  118700 Progress: 59.4% Elapsed: 5 days, 8:55:04 temperature: no ada_p: No Discriminator_loss: 0.103283 Generator_loss: 0.321511 
[INFO] 2020-12-06 03:40:10 > Step:  118800 Progress: 59.4% Elapsed: 5 days, 9:14:46 temperature: no ada_p: No Discriminator_loss: 0.0703127 Generator_loss: 0.500747 
[INFO] 2020-12-06 03:59:48 > Step:  118900 Progress: 59.5% Elapsed: 5 days, 9:34:24 temperature: no ada_p: No Discriminator_loss: 0.0299111 Generator_loss: 0.741128 
[INFO] 2020-12-06 04:19:25 > Step:  119000 Progress: 59.5% Elapsed: 5 days, 9:54:01 temperature: no ada_p: No Discriminator_loss: 0.0177953 Generator_loss: 0.930529 
[INFO] 2020-12-06 04:39:07 > Step:  119100 Progress: 59.6% Elapsed: 5 days, 10:13:43 temperature: no ada_p: No Discriminator_loss: 0.0274551 Generator_loss: 0.723659 
[INFO] 2020-12-06 04:58:50 > Step:  119200 Progress: 59.6% Elapsed: 5 days, 10:33:26 temperature: no ada_p: No Discriminator_loss: 0.0334437 Generator_loss: 0.675423 
[INFO] 2020-12-06 05:18:29 > Step:  119300 Progress: 59.7% Elapsed: 5 days, 10:53:06 temperature: no ada_p: No Discriminator_loss: 0.018335 Generator_loss: 0.846297 
[INFO] 2020-12-06 05:38:09 > Step:  119400 Progress: 59.7% Elapsed: 5 days, 11:12:45 temperature: no ada_p: No Discriminator_loss: 0.0695283 Generator_loss: 0.558485 
[INFO] 2020-12-06 05:57:52 > Step:  119500 Progress: 59.8% Elapsed: 5 days, 11:32:28 temperature: no ada_p: No Discriminator_loss: 0.0238664 Generator_loss: 0.767472 
[INFO] 2020-12-06 06:17:29 > Step:  119600 Progress: 59.8% Elapsed: 5 days, 11:52:05 temperature: no ada_p: No Discriminator_loss: 0.022726 Generator_loss: 0.808648 
[INFO] 2020-12-06 06:37:06 > Step:  119700 Progress: 59.9% Elapsed: 5 days, 12:11:42 temperature: no ada_p: No Discriminator_loss: 0.0370339 Generator_loss: 0.692857 
[INFO] 2020-12-06 06:56:50 > Step:  119800 Progress: 59.9% Elapsed: 5 days, 12:31:26 temperature: no ada_p: No Discriminator_loss: 0.0221888 Generator_loss: 0.725062 
[INFO] 2020-12-06 07:16:27 > Step:  119900 Progress: 60.0% Elapsed: 5 days, 12:51:04 temperature: no ada_p: No Discriminator_loss: 0.0717408 Generator_loss: 0.445227 
[INFO] 2020-12-06 07:36:06 > Step:  120000 Progress: 60.0% Elapsed: 5 days, 13:10:42 temperature: no ada_p: No Discriminator_loss: 0.0329356 Generator_loss: 0.731077 
[INFO] 2020-12-06 07:36:06 > Start Evaluation (120000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 07:36:06 > Calculating FID Score....
[INFO] 2020-12-06 07:37:17 > Calculating Inception Score....
[INFO] 2020-12-06 07:38:18 > Calculate F_beta Score....
[INFO] 2020-12-06 07:41:02 > Calculate Accuracies....
[INFO] 2020-12-06 07:42:01 > Calculate Accuracies....
[INFO] 2020-12-06 07:42:51 > F_8 score (Step: 120000, Using valid images): 0.9814639871507101
[INFO] 2020-12-06 07:42:51 > F_1/8 score (Step: 120000, Using valid images): 0.9781659957089833
[INFO] 2020-12-06 07:42:51 > FID score (Step: 120000, Using valid moments): 10.336239292307425
[INFO] 2020-12-06 07:42:51 > Inception score (Step: 120000, 50000 generated images): 70.48709869384766
[INFO] 2020-12-06 07:42:51 > Best FID score (Step: 120000, Using valid moments): 10.336239292307425
[INFO] 2020-12-06 07:43:05 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 08:02:49 > Step:  120100 Progress: 60.1% Elapsed: 5 days, 13:37:25 temperature: no ada_p: No Discriminator_loss: 0.0198737 Generator_loss: 0.736537 
[INFO] 2020-12-06 08:10:40 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=120000.pth
[INFO] 2020-12-06 08:10:40 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=120000.pth
[INFO] 2020-12-06 08:10:42 > Start Evaluation (120000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 08:10:42 > Calculating FID Score....
[INFO] 2020-12-06 08:11:58 > Calculating Inception Score....
[INFO] 2020-12-06 08:12:49 > Calculate F_beta Score....
[INFO] 2020-12-06 08:15:16 > Calculate Accuracies....
[INFO] 2020-12-06 08:16:08 > Calculate Accuracies....
[INFO] 2020-12-06 08:16:58 > F_8 score (Step: 120000, Using valid images): 0.9852269329013992
[INFO] 2020-12-06 08:16:58 > F_1/8 score (Step: 120000, Using valid images): 0.9799362330352404
[INFO] 2020-12-06 08:16:58 > FID score (Step: 120000, Using valid moments): 9.238656165681562
[INFO] 2020-12-06 08:16:58 > Inception score (Step: 120000, 50000 generated images): 83.54862976074219
[INFO] 2020-12-06 08:16:58 > Best FID score (Step: 120000, Using valid moments): 9.238656165681562
[INFO] 2020-12-06 08:22:05 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=120000.pth
[INFO] 2020-12-06 08:22:05 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=120000.pth
[INFO] 2020-12-06 08:22:07 > Start training....
[INFO] 2020-12-06 08:42:15 > Step:  120100 Progress: 60.1% Elapsed: 0:20:07 temperature: no ada_p: No Discriminator_loss: 0.0204417 Generator_loss: 0.83101 
[INFO] 2020-12-06 09:01:42 > Step:  120200 Progress: 60.1% Elapsed: 0:39:34 temperature: no ada_p: No Discriminator_loss: 0.0196699 Generator_loss: 0.886382 
[INFO] 2020-12-06 09:21:10 > Step:  120300 Progress: 60.2% Elapsed: 0:59:02 temperature: no ada_p: No Discriminator_loss: 0.132509 Generator_loss: 0.378626 
[INFO] 2020-12-06 09:40:43 > Step:  120400 Progress: 60.2% Elapsed: 1:18:36 temperature: no ada_p: No Discriminator_loss: 0.0136694 Generator_loss: 0.811682 
[INFO] 2020-12-06 10:00:14 > Step:  120500 Progress: 60.2% Elapsed: 1:38:07 temperature: no ada_p: No Discriminator_loss: 0.0252321 Generator_loss: 0.714758 
[INFO] 2020-12-06 10:19:44 > Step:  120600 Progress: 60.3% Elapsed: 1:57:37 temperature: no ada_p: No Discriminator_loss: 0.0360512 Generator_loss: 0.678584 
[INFO] 2020-12-06 10:39:18 > Step:  120700 Progress: 60.4% Elapsed: 2:17:10 temperature: no ada_p: No Discriminator_loss: 0.0255912 Generator_loss: 0.82874 
[INFO] 2020-12-06 10:58:48 > Step:  120800 Progress: 60.4% Elapsed: 2:36:40 temperature: no ada_p: No Discriminator_loss: 0.0239094 Generator_loss: 0.794561 
[INFO] 2020-12-06 11:18:18 > Step:  120900 Progress: 60.5% Elapsed: 2:56:10 temperature: no ada_p: No Discriminator_loss: 0.0647466 Generator_loss: 0.559708 
[INFO] 2020-12-06 11:37:52 > Step:  121000 Progress: 60.5% Elapsed: 3:15:44 temperature: no ada_p: No Discriminator_loss: 0.0391061 Generator_loss: 0.906159 
[INFO] 2020-12-06 11:57:24 > Step:  121100 Progress: 60.6% Elapsed: 3:35:17 temperature: no ada_p: No Discriminator_loss: 0.0404945 Generator_loss: 0.55417 
[INFO] 2020-12-06 12:16:57 > Step:  121200 Progress: 60.6% Elapsed: 3:54:49 temperature: no ada_p: No Discriminator_loss: 0.0222622 Generator_loss: 0.943413 
[INFO] 2020-12-06 12:36:30 > Step:  121300 Progress: 60.7% Elapsed: 4:14:22 temperature: no ada_p: No Discriminator_loss: 0.0260408 Generator_loss: 0.700975 
[INFO] 2020-12-06 12:56:00 > Step:  121400 Progress: 60.7% Elapsed: 4:33:52 temperature: no ada_p: No Discriminator_loss: 0.0186427 Generator_loss: 0.804202 
[INFO] 2020-12-06 13:15:30 > Step:  121500 Progress: 60.8% Elapsed: 4:53:22 temperature: no ada_p: No Discriminator_loss: 0.0258103 Generator_loss: 0.797512 
[INFO] 2020-12-06 13:35:04 > Step:  121600 Progress: 60.8% Elapsed: 5:12:56 temperature: no ada_p: No Discriminator_loss: 0.0360947 Generator_loss: 0.589775 
[INFO] 2020-12-06 13:54:34 > Step:  121700 Progress: 60.9% Elapsed: 5:32:26 temperature: no ada_p: No Discriminator_loss: 0.0240834 Generator_loss: 0.823287 
[INFO] 2020-12-06 14:14:05 > Step:  121800 Progress: 60.9% Elapsed: 5:51:57 temperature: no ada_p: No Discriminator_loss: 0.0375274 Generator_loss: 0.696587 
[INFO] 2020-12-06 14:33:38 > Step:  121900 Progress: 61.0% Elapsed: 6:11:30 temperature: no ada_p: No Discriminator_loss: 0.0158029 Generator_loss: 0.860495 
[INFO] 2020-12-06 14:53:07 > Step:  122000 Progress: 61.0% Elapsed: 6:31:00 temperature: no ada_p: No Discriminator_loss: 0.0330595 Generator_loss: 0.650086 
[INFO] 2020-12-06 14:53:07 > Start Evaluation (122000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 14:53:07 > Calculating FID Score....
[INFO] 2020-12-06 14:54:21 > Calculating Inception Score....
[INFO] 2020-12-06 14:55:22 > Calculate F_beta Score....
[INFO] 2020-12-06 14:57:54 > Calculate Accuracies....
[INFO] 2020-12-06 14:58:53 > Calculate Accuracies....
[INFO] 2020-12-06 14:59:43 > F_8 score (Step: 122000, Using valid images): 0.9810136046099085
[INFO] 2020-12-06 14:59:43 > F_1/8 score (Step: 122000, Using valid images): 0.9795694196486167
[INFO] 2020-12-06 14:59:43 > FID score (Step: 122000, Using valid moments): 10.220299841543465
[INFO] 2020-12-06 14:59:43 > Inception score (Step: 122000, 50000 generated images): 70.73467254638672
[INFO] 2020-12-06 14:59:43 > Best FID score (Step: 122000, Using valid moments): 10.220299841543465
[INFO] 2020-12-06 14:59:57 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 15:19:26 > Step:  122100 Progress: 61.1% Elapsed: 6:57:19 temperature: no ada_p: No Discriminator_loss: 0.016858 Generator_loss: 0.866411 
[INFO] 2020-12-06 15:38:58 > Step:  122200 Progress: 61.1% Elapsed: 7:16:50 temperature: no ada_p: No Discriminator_loss: 0.0140867 Generator_loss: 0.915756 
[INFO] 2020-12-06 15:58:28 > Step:  122300 Progress: 61.2% Elapsed: 7:36:20 temperature: no ada_p: No Discriminator_loss: 0.0266238 Generator_loss: 0.715166 
[INFO] 2020-12-06 16:17:58 > Step:  122400 Progress: 61.2% Elapsed: 7:55:50 temperature: no ada_p: No Discriminator_loss: 0.0366622 Generator_loss: 0.666534 
[INFO] 2020-12-06 16:37:27 > Step:  122500 Progress: 61.3% Elapsed: 8:15:20 temperature: no ada_p: No Discriminator_loss: 0.0234607 Generator_loss: 0.6757 
[INFO] 2020-12-06 16:57:01 > Step:  122600 Progress: 61.3% Elapsed: 8:34:54 temperature: no ada_p: No Discriminator_loss: 0.031737 Generator_loss: 0.64489 
[INFO] 2020-12-06 17:16:31 > Step:  122700 Progress: 61.4% Elapsed: 8:54:24 temperature: no ada_p: No Discriminator_loss: 0.0307316 Generator_loss: 0.706161 
[INFO] 2020-12-06 17:36:02 > Step:  122800 Progress: 61.4% Elapsed: 9:13:54 temperature: no ada_p: No Discriminator_loss: 0.0418363 Generator_loss: 0.622471 
[INFO] 2020-12-06 17:55:36 > Step:  122900 Progress: 61.5% Elapsed: 9:33:28 temperature: no ada_p: No Discriminator_loss: 0.0328397 Generator_loss: 0.657195 
[INFO] 2020-12-06 18:15:05 > Step:  123000 Progress: 61.5% Elapsed: 9:52:58 temperature: no ada_p: No Discriminator_loss: 0.0164205 Generator_loss: 0.905705 
[INFO] 2020-12-06 18:34:34 > Step:  123100 Progress: 61.6% Elapsed: 10:12:26 temperature: no ada_p: No Discriminator_loss: 0.0346024 Generator_loss: 0.632125 
[INFO] 2020-12-06 18:54:07 > Step:  123200 Progress: 61.6% Elapsed: 10:32:00 temperature: no ada_p: No Discriminator_loss: 0.0335759 Generator_loss: 0.626282 
[INFO] 2020-12-06 19:13:37 > Step:  123300 Progress: 61.7% Elapsed: 10:51:29 temperature: no ada_p: No Discriminator_loss: 0.0222208 Generator_loss: 0.89447 
[INFO] 2020-12-06 19:33:07 > Step:  123400 Progress: 61.7% Elapsed: 11:10:59 temperature: no ada_p: No Discriminator_loss: 0.027435 Generator_loss: 0.67513 
[INFO] 2020-12-06 19:52:41 > Step:  123500 Progress: 61.8% Elapsed: 11:30:34 temperature: no ada_p: No Discriminator_loss: 0.0335691 Generator_loss: 0.651082 
[INFO] 2020-12-06 20:12:14 > Step:  123600 Progress: 61.8% Elapsed: 11:50:06 temperature: no ada_p: No Discriminator_loss: 0.022923 Generator_loss: 0.773044 
[INFO] 2020-12-06 20:31:49 > Step:  123700 Progress: 61.9% Elapsed: 12:09:41 temperature: no ada_p: No Discriminator_loss: 0.0245782 Generator_loss: 0.747158 
[INFO] 2020-12-06 20:51:24 > Step:  123800 Progress: 61.9% Elapsed: 12:29:16 temperature: no ada_p: No Discriminator_loss: 0.0253683 Generator_loss: 0.744467 
[INFO] 2020-12-06 21:10:54 > Step:  123900 Progress: 62.0% Elapsed: 12:48:46 temperature: no ada_p: No Discriminator_loss: 0.0194918 Generator_loss: 0.735131 
[INFO] 2020-12-06 21:30:24 > Step:  124000 Progress: 62.0% Elapsed: 13:08:16 temperature: no ada_p: No Discriminator_loss: 0.0159261 Generator_loss: 0.833499 
[INFO] 2020-12-06 21:30:24 > Start Evaluation (124000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 21:30:24 > Calculating FID Score....
[INFO] 2020-12-06 21:31:35 > Calculating Inception Score....
[INFO] 2020-12-06 21:32:36 > Calculate F_beta Score....
[INFO] 2020-12-06 21:35:22 > Calculate Accuracies....
[INFO] 2020-12-06 21:36:21 > Calculate Accuracies....
[INFO] 2020-12-06 21:37:42 > F_8 score (Step: 124000, Using valid images): 0.9851971719092437
[INFO] 2020-12-06 21:37:42 > F_1/8 score (Step: 124000, Using valid images): 0.9769238758814053
[INFO] 2020-12-06 21:37:42 > FID score (Step: 124000, Using valid moments): 10.107192257252905
[INFO] 2020-12-06 21:37:42 > Inception score (Step: 124000, 50000 generated images): 71.84070587158203
[INFO] 2020-12-06 21:37:42 > Best FID score (Step: 124000, Using valid moments): 10.107192257252905
[INFO] 2020-12-06 21:37:56 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-06 21:57:31 > Step:  124100 Progress: 62.1% Elapsed: 13:35:23 temperature: no ada_p: No Discriminator_loss: 0.0353978 Generator_loss: 0.720537 
[INFO] 2020-12-06 22:17:04 > Step:  124200 Progress: 62.1% Elapsed: 13:54:56 temperature: no ada_p: No Discriminator_loss: 0.0357981 Generator_loss: 0.611242 
[INFO] 2020-12-06 22:36:35 > Step:  124300 Progress: 62.2% Elapsed: 14:14:27 temperature: no ada_p: No Discriminator_loss: 0.0653942 Generator_loss: 0.623147 
[INFO] 2020-12-06 22:56:09 > Step:  124400 Progress: 62.2% Elapsed: 14:34:02 temperature: no ada_p: No Discriminator_loss: 0.0553457 Generator_loss: 0.665758 
[INFO] 2020-12-06 23:15:43 > Step:  124500 Progress: 62.3% Elapsed: 14:53:35 temperature: no ada_p: No Discriminator_loss: 0.0240113 Generator_loss: 0.619956 
[INFO] 2020-12-06 23:35:15 > Step:  124600 Progress: 62.3% Elapsed: 15:13:08 temperature: no ada_p: No Discriminator_loss: 0.0199144 Generator_loss: 0.8516 
[INFO] 2020-12-06 23:54:51 > Step:  124700 Progress: 62.4% Elapsed: 15:32:44 temperature: no ada_p: No Discriminator_loss: 0.0353967 Generator_loss: 0.631223 
[INFO] 2020-12-07 00:14:25 > Step:  124800 Progress: 62.4% Elapsed: 15:52:17 temperature: no ada_p: No Discriminator_loss: 0.0286278 Generator_loss: 0.736635 
[INFO] 2020-12-07 00:33:59 > Step:  124900 Progress: 62.5% Elapsed: 16:11:52 temperature: no ada_p: No Discriminator_loss: 0.0364962 Generator_loss: 0.589537 
[INFO] 2020-12-07 00:53:33 > Step:  125000 Progress: 62.5% Elapsed: 16:31:25 temperature: no ada_p: No Discriminator_loss: 0.0282817 Generator_loss: 0.659897 
[INFO] 2020-12-07 01:13:12 > Step:  125100 Progress: 62.5% Elapsed: 16:51:04 temperature: no ada_p: No Discriminator_loss: 0.0217582 Generator_loss: 0.76944 
[INFO] 2020-12-07 01:32:45 > Step:  125200 Progress: 62.6% Elapsed: 17:10:38 temperature: no ada_p: No Discriminator_loss: 0.0191219 Generator_loss: 0.783774 
[INFO] 2020-12-07 01:52:20 > Step:  125300 Progress: 62.6% Elapsed: 17:30:12 temperature: no ada_p: No Discriminator_loss: 0.0587702 Generator_loss: 0.521574 
[INFO] 2020-12-07 02:11:56 > Step:  125400 Progress: 62.7% Elapsed: 17:49:48 temperature: no ada_p: No Discriminator_loss: 0.0247753 Generator_loss: 0.717535 
[INFO] 2020-12-07 02:31:26 > Step:  125500 Progress: 62.7% Elapsed: 18:09:18 temperature: no ada_p: No Discriminator_loss: 0.0199377 Generator_loss: 0.80113 
[INFO] 2020-12-07 02:50:55 > Step:  125600 Progress: 62.8% Elapsed: 18:28:47 temperature: no ada_p: No Discriminator_loss: 0.0162325 Generator_loss: 0.836847 
[INFO] 2020-12-07 03:10:30 > Step:  125700 Progress: 62.8% Elapsed: 18:48:23 temperature: no ada_p: No Discriminator_loss: 0.0210417 Generator_loss: 0.887859 
[INFO] 2020-12-07 03:30:04 > Step:  125800 Progress: 62.9% Elapsed: 19:07:57 temperature: no ada_p: No Discriminator_loss: 0.0244144 Generator_loss: 0.767223 
[INFO] 2020-12-07 03:49:37 > Step:  125900 Progress: 62.9% Elapsed: 19:27:29 temperature: no ada_p: No Discriminator_loss: 0.061805 Generator_loss: 0.562058 
[INFO] 2020-12-07 04:09:13 > Step:  126000 Progress: 63.0% Elapsed: 19:47:05 temperature: no ada_p: No Discriminator_loss: 0.0324291 Generator_loss: 0.679296 
[INFO] 2020-12-07 04:09:13 > Start Evaluation (126000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 04:09:13 > Calculating FID Score....
[INFO] 2020-12-07 04:10:24 > Calculating Inception Score....
[INFO] 2020-12-07 04:11:25 > Calculate F_beta Score....
[INFO] 2020-12-07 04:20:11 > Calculate Accuracies....
[INFO] 2020-12-07 04:21:10 > Calculate Accuracies....
[INFO] 2020-12-07 04:22:29 > F_8 score (Step: 126000, Using valid images): 0.9807726301909349
[INFO] 2020-12-07 04:22:29 > F_1/8 score (Step: 126000, Using valid images): 0.9776328897973582
[INFO] 2020-12-07 04:22:29 > FID score (Step: 126000, Using valid moments): 9.975169842508762
[INFO] 2020-12-07 04:22:29 > Inception score (Step: 126000, 50000 generated images): 72.03771209716797
[INFO] 2020-12-07 04:22:29 > Best FID score (Step: 126000, Using valid moments): 9.975169842508762
[INFO] 2020-12-07 04:22:43 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 04:42:15 > Step:  126100 Progress: 63.0% Elapsed: 20:20:08 temperature: no ada_p: No Discriminator_loss: 0.0213356 Generator_loss: 0.924273 
[INFO] 2020-12-07 05:01:45 > Step:  126200 Progress: 63.1% Elapsed: 20:39:38 temperature: no ada_p: No Discriminator_loss: 0.0403182 Generator_loss: 0.580194 
[INFO] 2020-12-07 05:21:20 > Step:  126300 Progress: 63.1% Elapsed: 20:59:12 temperature: no ada_p: No Discriminator_loss: 0.0431253 Generator_loss: 0.62314 
[INFO] 2020-12-07 05:40:54 > Step:  126400 Progress: 63.2% Elapsed: 21:18:46 temperature: no ada_p: No Discriminator_loss: 0.0193068 Generator_loss: 0.822593 
[INFO] 2020-12-07 06:00:27 > Step:  126500 Progress: 63.2% Elapsed: 21:38:20 temperature: no ada_p: No Discriminator_loss: 0.0354954 Generator_loss: 0.723032 
[INFO] 2020-12-07 06:20:03 > Step:  126600 Progress: 63.3% Elapsed: 21:57:55 temperature: no ada_p: No Discriminator_loss: 0.0273895 Generator_loss: 0.750711 
[INFO] 2020-12-07 06:39:36 > Step:  126700 Progress: 63.3% Elapsed: 22:17:29 temperature: no ada_p: No Discriminator_loss: 0.0147475 Generator_loss: 0.850589 
[INFO] 2020-12-07 06:59:09 > Step:  126800 Progress: 63.4% Elapsed: 22:37:01 temperature: no ada_p: No Discriminator_loss: 0.0627503 Generator_loss: 0.536649 
[INFO] 2020-12-07 07:18:45 > Step:  126900 Progress: 63.4% Elapsed: 22:56:37 temperature: no ada_p: No Discriminator_loss: 0.0216153 Generator_loss: 0.75987 
[INFO] 2020-12-07 07:38:17 > Step:  127000 Progress: 63.5% Elapsed: 23:16:10 temperature: no ada_p: No Discriminator_loss: 0.0145324 Generator_loss: 0.828335 
[INFO] 2020-12-07 07:57:50 > Step:  127100 Progress: 63.5% Elapsed: 23:35:42 temperature: no ada_p: No Discriminator_loss: 0.138822 Generator_loss: 0.275829 
[INFO] 2020-12-07 08:17:27 > Step:  127200 Progress: 63.6% Elapsed: 23:55:19 temperature: no ada_p: No Discriminator_loss: 0.0221426 Generator_loss: 0.807197 
[INFO] 2020-12-07 08:37:05 > Step:  127300 Progress: 63.6% Elapsed: 1 day, 0:14:57 temperature: no ada_p: No Discriminator_loss: 0.0212135 Generator_loss: 0.808842 
[INFO] 2020-12-07 08:56:41 > Step:  127400 Progress: 63.7% Elapsed: 1 day, 0:34:33 temperature: no ada_p: No Discriminator_loss: 0.0130553 Generator_loss: 0.861585 
[INFO] 2020-12-07 09:16:17 > Step:  127500 Progress: 63.7% Elapsed: 1 day, 0:54:09 temperature: no ada_p: No Discriminator_loss: 0.0187529 Generator_loss: 0.913379 
[INFO] 2020-12-07 09:35:54 > Step:  127600 Progress: 63.8% Elapsed: 1 day, 1:13:47 temperature: no ada_p: No Discriminator_loss: 0.0205221 Generator_loss: 0.837284 
[INFO] 2020-12-07 09:55:28 > Step:  127700 Progress: 63.8% Elapsed: 1 day, 1:33:20 temperature: no ada_p: No Discriminator_loss: 0.0208065 Generator_loss: 0.827387 
[INFO] 2020-12-07 10:15:00 > Step:  127800 Progress: 63.9% Elapsed: 1 day, 1:52:52 temperature: no ada_p: No Discriminator_loss: 0.0233629 Generator_loss: 0.745775 
[INFO] 2020-12-07 10:34:41 > Step:  127900 Progress: 63.9% Elapsed: 1 day, 2:12:33 temperature: no ada_p: No Discriminator_loss: 0.0186295 Generator_loss: 0.816335 
[INFO] 2020-12-07 10:54:17 > Step:  128000 Progress: 64.0% Elapsed: 1 day, 2:32:09 temperature: no ada_p: No Discriminator_loss: 0.023115 Generator_loss: 0.776134 
[INFO] 2020-12-07 10:54:17 > Start Evaluation (128000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 10:54:17 > Calculating FID Score....
[INFO] 2020-12-07 10:55:28 > Calculating Inception Score....
[INFO] 2020-12-07 10:56:29 > Calculate F_beta Score....
[INFO] 2020-12-07 10:59:10 > Calculate Accuracies....
[INFO] 2020-12-07 11:00:09 > Calculate Accuracies....
[INFO] 2020-12-07 11:01:26 > F_8 score (Step: 128000, Using valid images): 0.9827210838056011
[INFO] 2020-12-07 11:01:26 > F_1/8 score (Step: 128000, Using valid images): 0.977931825271028
[INFO] 2020-12-07 11:01:26 > FID score (Step: 128000, Using valid moments): 10.079530610150755
[INFO] 2020-12-07 11:01:26 > Inception score (Step: 128000, 50000 generated images): 72.544677734375
[INFO] 2020-12-07 11:01:26 > Best FID score (Step: 126000, Using valid moments): 9.975169842508762
[INFO] 2020-12-07 11:01:33 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 11:21:08 > Step:  128100 Progress: 64.0% Elapsed: 1 day, 2:59:00 temperature: no ada_p: No Discriminator_loss: 0.0193847 Generator_loss: 0.82013 
[INFO] 2020-12-07 11:40:44 > Step:  128200 Progress: 64.1% Elapsed: 1 day, 3:18:36 temperature: no ada_p: No Discriminator_loss: 0.0212732 Generator_loss: 0.741153 
[INFO] 2020-12-07 12:00:18 > Step:  128300 Progress: 64.1% Elapsed: 1 day, 3:38:10 temperature: no ada_p: No Discriminator_loss: 0.0168545 Generator_loss: 0.882475 
[INFO] 2020-12-07 12:19:50 > Step:  128400 Progress: 64.2% Elapsed: 1 day, 3:57:43 temperature: no ada_p: No Discriminator_loss: 0.0302574 Generator_loss: 0.777762 
[INFO] 2020-12-07 12:39:29 > Step:  128500 Progress: 64.2% Elapsed: 1 day, 4:17:21 temperature: no ada_p: No Discriminator_loss: 0.0134913 Generator_loss: 0.817851 
[INFO] 2020-12-07 12:59:03 > Step:  128600 Progress: 64.3% Elapsed: 1 day, 4:36:56 temperature: no ada_p: No Discriminator_loss: 0.0214161 Generator_loss: 0.746243 
[INFO] 2020-12-07 13:18:37 > Step:  128700 Progress: 64.3% Elapsed: 1 day, 4:56:30 temperature: no ada_p: No Discriminator_loss: 0.0487671 Generator_loss: 0.633278 
[INFO] 2020-12-07 13:38:13 > Step:  128800 Progress: 64.4% Elapsed: 1 day, 5:16:05 temperature: no ada_p: No Discriminator_loss: 0.0111718 Generator_loss: 0.921297 
[INFO] 2020-12-07 13:57:46 > Step:  128900 Progress: 64.5% Elapsed: 1 day, 5:35:38 temperature: no ada_p: No Discriminator_loss: 0.0234365 Generator_loss: 0.809347 
[INFO] 2020-12-07 14:17:18 > Step:  129000 Progress: 64.5% Elapsed: 1 day, 5:55:10 temperature: no ada_p: No Discriminator_loss: 0.0465954 Generator_loss: 0.513113 
[INFO] 2020-12-07 14:36:52 > Step:  129100 Progress: 64.5% Elapsed: 1 day, 6:14:44 temperature: no ada_p: No Discriminator_loss: 0.0159464 Generator_loss: 0.797299 
[INFO] 2020-12-07 14:56:24 > Step:  129200 Progress: 64.6% Elapsed: 1 day, 6:34:17 temperature: no ada_p: No Discriminator_loss: 0.0208618 Generator_loss: 0.8488 
[INFO] 2020-12-07 15:15:55 > Step:  129300 Progress: 64.6% Elapsed: 1 day, 6:53:48 temperature: no ada_p: No Discriminator_loss: 0.0272752 Generator_loss: 0.703071 
[INFO] 2020-12-07 15:35:29 > Step:  129400 Progress: 64.7% Elapsed: 1 day, 7:13:22 temperature: no ada_p: No Discriminator_loss: 0.0285291 Generator_loss: 0.780286 
[INFO] 2020-12-07 15:55:01 > Step:  129500 Progress: 64.8% Elapsed: 1 day, 7:32:54 temperature: no ada_p: No Discriminator_loss: 0.0170906 Generator_loss: 0.857067 
[INFO] 2020-12-07 16:14:34 > Step:  129600 Progress: 64.8% Elapsed: 1 day, 7:52:26 temperature: no ada_p: No Discriminator_loss: 0.0203782 Generator_loss: 0.931074 
[INFO] 2020-12-07 16:34:09 > Step:  129700 Progress: 64.8% Elapsed: 1 day, 8:12:01 temperature: no ada_p: No Discriminator_loss: 0.0629205 Generator_loss: 0.521734 
[INFO] 2020-12-07 16:53:41 > Step:  129800 Progress: 64.9% Elapsed: 1 day, 8:31:33 temperature: no ada_p: No Discriminator_loss: 0.0816445 Generator_loss: 0.590548 
[INFO] 2020-12-07 17:13:13 > Step:  129900 Progress: 65.0% Elapsed: 1 day, 8:51:05 temperature: no ada_p: No Discriminator_loss: 0.044687 Generator_loss: 0.612198 
[INFO] 2020-12-07 17:32:45 > Step:  130000 Progress: 65.0% Elapsed: 1 day, 9:10:37 temperature: no ada_p: No Discriminator_loss: 0.0481462 Generator_loss: 0.67232 
[INFO] 2020-12-07 17:32:45 > Start Evaluation (130000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 17:32:45 > Calculating FID Score....
[INFO] 2020-12-07 17:33:56 > Calculating Inception Score....
[INFO] 2020-12-07 17:34:57 > Calculate F_beta Score....
[INFO] 2020-12-07 17:38:37 > Calculate Accuracies....
[INFO] 2020-12-07 17:39:36 > Calculate Accuracies....
[INFO] 2020-12-07 17:40:53 > F_8 score (Step: 130000, Using valid images): 0.9818147361757728
[INFO] 2020-12-07 17:40:53 > F_1/8 score (Step: 130000, Using valid images): 0.9791508899295708
[INFO] 2020-12-07 17:40:53 > FID score (Step: 130000, Using valid moments): 10.017301211643542
[INFO] 2020-12-07 17:40:53 > Inception score (Step: 130000, 50000 generated images): 73.32610321044922
[INFO] 2020-12-07 17:40:53 > Best FID score (Step: 126000, Using valid moments): 9.975169842508762
[INFO] 2020-12-07 17:41:00 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-07 18:00:38 > Step:  130100 Progress: 65.0% Elapsed: 1 day, 9:38:30 temperature: no ada_p: No Discriminator_loss: 0.0301 Generator_loss: 0.681608 
[INFO] 2020-12-07 18:20:10 > Step:  130200 Progress: 65.1% Elapsed: 1 day, 9:58:02 temperature: no ada_p: No Discriminator_loss: 0.0214807 Generator_loss: 0.741619 
[INFO] 2020-12-07 18:39:42 > Step:  130300 Progress: 65.1% Elapsed: 1 day, 10:17:34 temperature: no ada_p: No Discriminator_loss: 0.0384143 Generator_loss: 0.696392 
[INFO] 2020-12-07 18:59:17 > Step:  130400 Progress: 65.2% Elapsed: 1 day, 10:37:09 temperature: no ada_p: No Discriminator_loss: 0.020291 Generator_loss: 0.828293 
[INFO] 2020-12-07 19:18:48 > Step:  130500 Progress: 65.2% Elapsed: 1 day, 10:56:40 temperature: no ada_p: No Discriminator_loss: 0.0166336 Generator_loss: 0.850746 
[INFO] 2020-12-07 19:38:19 > Step:  130600 Progress: 65.3% Elapsed: 1 day, 11:16:12 temperature: no ada_p: No Discriminator_loss: 0.0272595 Generator_loss: 0.720018 
[INFO] 2020-12-07 19:57:55 > Step:  130700 Progress: 65.3% Elapsed: 1 day, 11:35:47 temperature: no ada_p: No Discriminator_loss: 0.0235333 Generator_loss: 0.950531 
[INFO] 2020-12-07 20:17:27 > Step:  130800 Progress: 65.4% Elapsed: 1 day, 11:55:19 temperature: no ada_p: No Discriminator_loss: 0.0273318 Generator_loss: 0.722736 
[INFO] 2020-12-07 20:36:59 > Step:  130900 Progress: 65.5% Elapsed: 1 day, 12:14:51 temperature: no ada_p: No Discriminator_loss: 0.0197885 Generator_loss: 0.825316 
[INFO] 2020-12-07 20:56:35 > Step:  131000 Progress: 65.5% Elapsed: 1 day, 12:34:28 temperature: no ada_p: No Discriminator_loss: 0.0216134 Generator_loss: 0.722933 
[INFO] 2020-12-07 21:16:09 > Step:  131100 Progress: 65.5% Elapsed: 1 day, 12:54:02 temperature: no ada_p: No Discriminator_loss: 0.0221428 Generator_loss: 0.786056 
[INFO] 2020-12-07 21:35:42 > Step:  131200 Progress: 65.6% Elapsed: 1 day, 13:13:34 temperature: no ada_p: No Discriminator_loss: 0.0255303 Generator_loss: 0.803387 
[INFO] 2020-12-07 21:55:19 > Step:  131300 Progress: 65.6% Elapsed: 1 day, 13:33:11 temperature: no ada_p: No Discriminator_loss: 0.0166155 Generator_loss: 0.881538 
[INFO] 2020-12-07 22:14:51 > Step:  131400 Progress: 65.7% Elapsed: 1 day, 13:52:43 temperature: no ada_p: No Discriminator_loss: 0.0234559 Generator_loss: 0.764171 
[INFO] 2020-12-07 22:34:21 > Step:  131500 Progress: 65.8% Elapsed: 1 day, 14:12:14 temperature: no ada_p: No Discriminator_loss: 0.0214779 Generator_loss: 0.834513 
[INFO] 2020-12-07 22:53:57 > Step:  131600 Progress: 65.8% Elapsed: 1 day, 14:31:49 temperature: no ada_p: No Discriminator_loss: 0.0167422 Generator_loss: 0.860531 
[INFO] 2020-12-07 23:13:29 > Step:  131700 Progress: 65.8% Elapsed: 1 day, 14:51:21 temperature: no ada_p: No Discriminator_loss: 0.0355549 Generator_loss: 0.744463 
[INFO] 2020-12-07 23:33:02 > Step:  131800 Progress: 65.9% Elapsed: 1 day, 15:10:54 temperature: no ada_p: No Discriminator_loss: 0.0438651 Generator_loss: 0.611383 
[INFO] 2020-12-07 23:52:38 > Step:  131900 Progress: 66.0% Elapsed: 1 day, 15:30:30 temperature: no ada_p: No Discriminator_loss: 0.0423212 Generator_loss: 0.612864 
[INFO] 2020-12-08 00:12:10 > Step:  132000 Progress: 66.0% Elapsed: 1 day, 15:50:03 temperature: no ada_p: No Discriminator_loss: 0.0265984 Generator_loss: 0.757787 
[INFO] 2020-12-08 00:12:10 > Start Evaluation (132000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 00:12:10 > Calculating FID Score....
[INFO] 2020-12-08 00:13:22 > Calculating Inception Score....
[INFO] 2020-12-08 00:14:23 > Calculate F_beta Score....
[INFO] 2020-12-08 00:17:06 > Calculate Accuracies....
[INFO] 2020-12-08 00:18:06 > Calculate Accuracies....
[INFO] 2020-12-08 00:19:25 > F_8 score (Step: 132000, Using valid images): 0.9825205038678655
[INFO] 2020-12-08 00:19:25 > F_1/8 score (Step: 132000, Using valid images): 0.9778080087864216
[INFO] 2020-12-08 00:19:25 > FID score (Step: 132000, Using valid moments): 9.706061059672493
[INFO] 2020-12-08 00:19:25 > Inception score (Step: 132000, 50000 generated images): 74.35037994384766
[INFO] 2020-12-08 00:19:25 > Best FID score (Step: 132000, Using valid moments): 9.706061059672493
[INFO] 2020-12-08 00:19:38 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 00:39:10 > Step:  132100 Progress: 66.0% Elapsed: 1 day, 16:17:02 temperature: no ada_p: No Discriminator_loss: 0.0186249 Generator_loss: 0.814599 
[INFO] 2020-12-08 00:58:46 > Step:  132200 Progress: 66.1% Elapsed: 1 day, 16:36:38 temperature: no ada_p: No Discriminator_loss: 0.0183171 Generator_loss: 0.819464 
[INFO] 2020-12-08 01:18:23 > Step:  132300 Progress: 66.1% Elapsed: 1 day, 16:56:15 temperature: no ada_p: No Discriminator_loss: 0.0185666 Generator_loss: 0.799637 
[INFO] 2020-12-08 01:38:00 > Step:  132400 Progress: 66.2% Elapsed: 1 day, 17:15:52 temperature: no ada_p: No Discriminator_loss: 0.0204192 Generator_loss: 0.715848 
[INFO] 2020-12-08 01:57:37 > Step:  132500 Progress: 66.2% Elapsed: 1 day, 17:35:30 temperature: no ada_p: No Discriminator_loss: 0.0378137 Generator_loss: 0.763485 
[INFO] 2020-12-08 02:17:16 > Step:  132600 Progress: 66.3% Elapsed: 1 day, 17:55:08 temperature: no ada_p: No Discriminator_loss: 0.191707 Generator_loss: 0.210348 
[INFO] 2020-12-08 02:36:48 > Step:  132700 Progress: 66.3% Elapsed: 1 day, 18:14:40 temperature: no ada_p: No Discriminator_loss: 0.0185891 Generator_loss: 0.707324 
[INFO] 2020-12-08 02:56:21 > Step:  132800 Progress: 66.4% Elapsed: 1 day, 18:34:13 temperature: no ada_p: No Discriminator_loss: 0.0376865 Generator_loss: 0.597965 
[INFO] 2020-12-08 03:15:59 > Step:  132900 Progress: 66.5% Elapsed: 1 day, 18:53:51 temperature: no ada_p: No Discriminator_loss: 0.0142409 Generator_loss: 0.808951 
[INFO] 2020-12-08 03:35:33 > Step:  133000 Progress: 66.5% Elapsed: 1 day, 19:13:25 temperature: no ada_p: No Discriminator_loss: 0.0217373 Generator_loss: 0.886478 
[INFO] 2020-12-08 03:55:07 > Step:  133100 Progress: 66.5% Elapsed: 1 day, 19:32:59 temperature: no ada_p: No Discriminator_loss: 0.0193916 Generator_loss: 0.827473 
[INFO] 2020-12-08 04:14:46 > Step:  133200 Progress: 66.6% Elapsed: 1 day, 19:52:38 temperature: no ada_p: No Discriminator_loss: 0.0200014 Generator_loss: 0.785388 
[INFO] 2020-12-08 04:34:20 > Step:  133300 Progress: 66.6% Elapsed: 1 day, 20:12:12 temperature: no ada_p: No Discriminator_loss: 0.0459811 Generator_loss: 0.568283 
[INFO] 2020-12-08 04:53:55 > Step:  133400 Progress: 66.7% Elapsed: 1 day, 20:31:47 temperature: no ada_p: No Discriminator_loss: 0.0213073 Generator_loss: 0.893188 
[INFO] 2020-12-08 05:13:35 > Step:  133500 Progress: 66.8% Elapsed: 1 day, 20:51:28 temperature: no ada_p: No Discriminator_loss: 0.0198274 Generator_loss: 0.765921 
[INFO] 2020-12-08 05:33:10 > Step:  133600 Progress: 66.8% Elapsed: 1 day, 21:11:02 temperature: no ada_p: No Discriminator_loss: 0.0169724 Generator_loss: 0.905925 
[INFO] 2020-12-08 05:52:43 > Step:  133700 Progress: 66.8% Elapsed: 1 day, 21:30:35 temperature: no ada_p: No Discriminator_loss: 0.034252 Generator_loss: 0.776337 
[INFO] 2020-12-08 06:12:21 > Step:  133800 Progress: 66.9% Elapsed: 1 day, 21:50:13 temperature: no ada_p: No Discriminator_loss: 0.0159361 Generator_loss: 0.851859 
[INFO] 2020-12-08 06:31:56 > Step:  133900 Progress: 67.0% Elapsed: 1 day, 22:09:48 temperature: no ada_p: No Discriminator_loss: 0.014319 Generator_loss: 0.832216 
[INFO] 2020-12-08 06:51:32 > Step:  134000 Progress: 67.0% Elapsed: 1 day, 22:29:24 temperature: no ada_p: No Discriminator_loss: 0.0578523 Generator_loss: 0.626828 
[INFO] 2020-12-08 06:51:32 > Start Evaluation (134000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 06:51:32 > Calculating FID Score....
[INFO] 2020-12-08 06:52:43 > Calculating Inception Score....
[INFO] 2020-12-08 06:53:44 > Calculate F_beta Score....
[INFO] 2020-12-08 06:56:59 > Calculate Accuracies....
[INFO] 2020-12-08 06:57:59 > Calculate Accuracies....
[INFO] 2020-12-08 06:59:15 > F_8 score (Step: 134000, Using valid images): 0.9798059970959616
[INFO] 2020-12-08 06:59:15 > F_1/8 score (Step: 134000, Using valid images): 0.9786958652678776
[INFO] 2020-12-08 06:59:15 > FID score (Step: 134000, Using valid moments): 9.698182466499532
[INFO] 2020-12-08 06:59:15 > Inception score (Step: 134000, 50000 generated images): 74.5545883178711
[INFO] 2020-12-08 06:59:15 > Best FID score (Step: 134000, Using valid moments): 9.698182466499532
[INFO] 2020-12-08 06:59:29 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 07:19:08 > Step:  134100 Progress: 67.0% Elapsed: 1 day, 22:57:00 temperature: no ada_p: No Discriminator_loss: 0.0192525 Generator_loss: 0.817404 
[INFO] 2020-12-08 07:38:43 > Step:  134200 Progress: 67.1% Elapsed: 1 day, 23:16:35 temperature: no ada_p: No Discriminator_loss: 0.0349052 Generator_loss: 0.675114 
[INFO] 2020-12-08 07:58:15 > Step:  134300 Progress: 67.2% Elapsed: 1 day, 23:36:08 temperature: no ada_p: No Discriminator_loss: 0.0303539 Generator_loss: 0.716409 
[INFO] 2020-12-08 08:17:51 > Step:  134400 Progress: 67.2% Elapsed: 1 day, 23:55:43 temperature: no ada_p: No Discriminator_loss: 0.020958 Generator_loss: 0.747309 
[INFO] 2020-12-08 08:37:23 > Step:  134500 Progress: 67.2% Elapsed: 2 days, 0:15:15 temperature: no ada_p: No Discriminator_loss: 0.0693663 Generator_loss: 0.477231 
[INFO] 2020-12-08 08:56:55 > Step:  134600 Progress: 67.3% Elapsed: 2 days, 0:34:48 temperature: no ada_p: No Discriminator_loss: 0.0151766 Generator_loss: 0.867225 
[INFO] 2020-12-08 09:16:31 > Step:  134700 Progress: 67.3% Elapsed: 2 days, 0:54:24 temperature: no ada_p: No Discriminator_loss: 0.0198064 Generator_loss: 0.809778 
[INFO] 2020-12-08 09:36:04 > Step:  134800 Progress: 67.4% Elapsed: 2 days, 1:13:56 temperature: no ada_p: No Discriminator_loss: 0.0176733 Generator_loss: 0.805939 
[INFO] 2020-12-08 09:55:37 > Step:  134900 Progress: 67.5% Elapsed: 2 days, 1:33:30 temperature: no ada_p: No Discriminator_loss: 0.0320222 Generator_loss: 0.639238 
[INFO] 2020-12-08 10:15:10 > Step:  135000 Progress: 67.5% Elapsed: 2 days, 1:53:02 temperature: no ada_p: No Discriminator_loss: 0.0381888 Generator_loss: 0.706691 
[INFO] 2020-12-08 10:34:47 > Step:  135100 Progress: 67.5% Elapsed: 2 days, 2:12:40 temperature: no ada_p: No Discriminator_loss: 0.0130895 Generator_loss: 0.942906 
[INFO] 2020-12-08 10:54:19 > Step:  135200 Progress: 67.6% Elapsed: 2 days, 2:32:12 temperature: no ada_p: No Discriminator_loss: 0.0214964 Generator_loss: 0.809079 
[INFO] 2020-12-08 11:13:52 > Step:  135300 Progress: 67.7% Elapsed: 2 days, 2:51:44 temperature: no ada_p: No Discriminator_loss: 0.0218805 Generator_loss: 0.732098 
[INFO] 2020-12-08 11:33:29 > Step:  135400 Progress: 67.7% Elapsed: 2 days, 3:11:21 temperature: no ada_p: No Discriminator_loss: 0.0623019 Generator_loss: 0.560201 
[INFO] 2020-12-08 11:53:03 > Step:  135500 Progress: 67.8% Elapsed: 2 days, 3:30:55 temperature: no ada_p: No Discriminator_loss: 0.0265664 Generator_loss: 0.739105 
[INFO] 2020-12-08 12:12:36 > Step:  135600 Progress: 67.8% Elapsed: 2 days, 3:50:29 temperature: no ada_p: No Discriminator_loss: 0.0183292 Generator_loss: 0.872955 
[INFO] 2020-12-08 12:32:13 > Step:  135700 Progress: 67.8% Elapsed: 2 days, 4:10:05 temperature: no ada_p: No Discriminator_loss: 0.0157114 Generator_loss: 0.895334 
[INFO] 2020-12-08 12:51:45 > Step:  135800 Progress: 67.9% Elapsed: 2 days, 4:29:38 temperature: no ada_p: No Discriminator_loss: 0.032712 Generator_loss: 0.715016 
[INFO] 2020-12-08 13:11:19 > Step:  135900 Progress: 68.0% Elapsed: 2 days, 4:49:11 temperature: no ada_p: No Discriminator_loss: 0.0238542 Generator_loss: 0.77732 
[INFO] 2020-12-08 13:30:55 > Step:  136000 Progress: 68.0% Elapsed: 2 days, 5:08:47 temperature: no ada_p: No Discriminator_loss: 0.0253773 Generator_loss: 0.734112 
[INFO] 2020-12-08 13:30:55 > Start Evaluation (136000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 13:30:55 > Calculating FID Score....
[INFO] 2020-12-08 13:32:06 > Calculating Inception Score....
[INFO] 2020-12-08 13:33:07 > Calculate F_beta Score....
[INFO] 2020-12-08 13:37:02 > Calculate Accuracies....
[INFO] 2020-12-08 13:38:01 > Calculate Accuracies....
[INFO] 2020-12-08 13:39:22 > F_8 score (Step: 136000, Using valid images): 0.9826566803938039
[INFO] 2020-12-08 13:39:22 > F_1/8 score (Step: 136000, Using valid images): 0.980401755839653
[INFO] 2020-12-08 13:39:22 > FID score (Step: 136000, Using valid moments): 9.69048894465783
[INFO] 2020-12-08 13:39:22 > Inception score (Step: 136000, 50000 generated images): 74.30313110351562
[INFO] 2020-12-08 13:39:22 > Best FID score (Step: 136000, Using valid moments): 9.69048894465783
[INFO] 2020-12-08 13:39:36 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 13:59:10 > Step:  136100 Progress: 68.0% Elapsed: 2 days, 5:37:03 temperature: no ada_p: No Discriminator_loss: 0.0258168 Generator_loss: 0.74858 
[INFO] 2020-12-08 14:18:45 > Step:  136200 Progress: 68.1% Elapsed: 2 days, 5:56:37 temperature: no ada_p: No Discriminator_loss: 0.018686 Generator_loss: 0.823139 
[INFO] 2020-12-08 14:38:24 > Step:  136300 Progress: 68.2% Elapsed: 2 days, 6:16:16 temperature: no ada_p: No Discriminator_loss: 0.0200063 Generator_loss: 0.950184 
[INFO] 2020-12-08 14:57:59 > Step:  136400 Progress: 68.2% Elapsed: 2 days, 6:35:52 temperature: no ada_p: No Discriminator_loss: 0.0222455 Generator_loss: 0.768626 
[INFO] 2020-12-08 15:17:35 > Step:  136500 Progress: 68.2% Elapsed: 2 days, 6:55:28 temperature: no ada_p: No Discriminator_loss: 0.029956 Generator_loss: 0.699408 
[INFO] 2020-12-08 15:37:16 > Step:  136600 Progress: 68.3% Elapsed: 2 days, 7:15:08 temperature: no ada_p: No Discriminator_loss: 0.0185525 Generator_loss: 0.947336 
[INFO] 2020-12-08 15:56:50 > Step:  136700 Progress: 68.3% Elapsed: 2 days, 7:34:42 temperature: no ada_p: No Discriminator_loss: 0.0133867 Generator_loss: 0.927907 
[INFO] 2020-12-08 16:16:24 > Step:  136800 Progress: 68.4% Elapsed: 2 days, 7:54:16 temperature: no ada_p: No Discriminator_loss: 0.0153986 Generator_loss: 0.863818 
[INFO] 2020-12-08 16:36:01 > Step:  136900 Progress: 68.5% Elapsed: 2 days, 8:13:53 temperature: no ada_p: No Discriminator_loss: 0.0252227 Generator_loss: 0.787863 
[INFO] 2020-12-08 16:55:33 > Step:  137000 Progress: 68.5% Elapsed: 2 days, 8:33:26 temperature: no ada_p: No Discriminator_loss: 0.0151152 Generator_loss: 0.86984 
[INFO] 2020-12-08 17:15:05 > Step:  137100 Progress: 68.5% Elapsed: 2 days, 8:52:58 temperature: no ada_p: No Discriminator_loss: 0.0255851 Generator_loss: 0.744732 
[INFO] 2020-12-08 17:34:37 > Step:  137200 Progress: 68.6% Elapsed: 2 days, 9:12:30 temperature: no ada_p: No Discriminator_loss: 0.0469822 Generator_loss: 0.583697 
[INFO] 2020-12-08 17:54:14 > Step:  137300 Progress: 68.7% Elapsed: 2 days, 9:32:06 temperature: no ada_p: No Discriminator_loss: 0.023491 Generator_loss: 0.998941 
[INFO] 2020-12-08 18:13:46 > Step:  137400 Progress: 68.7% Elapsed: 2 days, 9:51:39 temperature: no ada_p: No Discriminator_loss: 0.0141073 Generator_loss: 0.8334 
[INFO] 2020-12-08 18:33:18 > Step:  137500 Progress: 68.8% Elapsed: 2 days, 10:11:10 temperature: no ada_p: No Discriminator_loss: 0.0224277 Generator_loss: 0.817448 
[INFO] 2020-12-08 18:52:55 > Step:  137600 Progress: 68.8% Elapsed: 2 days, 10:30:48 temperature: no ada_p: No Discriminator_loss: 0.0293789 Generator_loss: 0.687371 
[INFO] 2020-12-08 19:12:30 > Step:  137700 Progress: 68.8% Elapsed: 2 days, 10:50:22 temperature: no ada_p: No Discriminator_loss: 0.0175564 Generator_loss: 0.852598 
[INFO] 2020-12-08 19:32:03 > Step:  137800 Progress: 68.9% Elapsed: 2 days, 11:09:55 temperature: no ada_p: No Discriminator_loss: 0.0275247 Generator_loss: 0.690436 
[INFO] 2020-12-08 19:51:40 > Step:  137900 Progress: 69.0% Elapsed: 2 days, 11:29:32 temperature: no ada_p: No Discriminator_loss: 0.0436889 Generator_loss: 0.686891 
[INFO] 2020-12-08 20:11:13 > Step:  138000 Progress: 69.0% Elapsed: 2 days, 11:49:06 temperature: no ada_p: No Discriminator_loss: 0.0908835 Generator_loss: 0.400546 
[INFO] 2020-12-08 20:11:13 > Start Evaluation (138000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 20:11:13 > Calculating FID Score....
[INFO] 2020-12-08 20:12:25 > Calculating Inception Score....
[INFO] 2020-12-08 20:13:26 > Calculate F_beta Score....
[INFO] 2020-12-08 20:21:01 > Calculate Accuracies....
[INFO] 2020-12-08 20:22:01 > Calculate Accuracies....
[INFO] 2020-12-08 20:23:21 > F_8 score (Step: 138000, Using valid images): 0.9843888122526815
[INFO] 2020-12-08 20:23:21 > F_1/8 score (Step: 138000, Using valid images): 0.9796693364584178
[INFO] 2020-12-08 20:23:21 > FID score (Step: 138000, Using valid moments): 9.479937848935435
[INFO] 2020-12-08 20:23:21 > Inception score (Step: 138000, 50000 generated images): 75.04940795898438
[INFO] 2020-12-08 20:23:21 > Best FID score (Step: 138000, Using valid moments): 9.479937848935435
[INFO] 2020-12-08 20:23:35 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-08 20:43:07 > Step:  138100 Progress: 69.0% Elapsed: 2 days, 12:21:00 temperature: no ada_p: No Discriminator_loss: 0.0183144 Generator_loss: 0.966197 
[INFO] 2020-12-08 21:02:46 > Step:  138200 Progress: 69.1% Elapsed: 2 days, 12:40:39 temperature: no ada_p: No Discriminator_loss: 0.0231592 Generator_loss: 0.786927 
[INFO] 2020-12-08 21:22:22 > Step:  138300 Progress: 69.2% Elapsed: 2 days, 13:00:14 temperature: no ada_p: No Discriminator_loss: 0.0248699 Generator_loss: 0.726317 
[INFO] 2020-12-08 21:41:55 > Step:  138400 Progress: 69.2% Elapsed: 2 days, 13:19:47 temperature: no ada_p: No Discriminator_loss: 0.0164326 Generator_loss: 0.778168 
[INFO] 2020-12-08 22:01:32 > Step:  138500 Progress: 69.2% Elapsed: 2 days, 13:39:25 temperature: no ada_p: No Discriminator_loss: 0.0214671 Generator_loss: 0.782538 
[INFO] 2020-12-08 22:21:06 > Step:  138600 Progress: 69.3% Elapsed: 2 days, 13:58:58 temperature: no ada_p: No Discriminator_loss: 0.013205 Generator_loss: 0.933278 
[INFO] 2020-12-08 22:40:37 > Step:  138700 Progress: 69.3% Elapsed: 2 days, 14:18:30 temperature: no ada_p: No Discriminator_loss: 0.022861 Generator_loss: 0.806991 
[INFO] 2020-12-08 23:00:15 > Step:  138800 Progress: 69.4% Elapsed: 2 days, 14:38:07 temperature: no ada_p: No Discriminator_loss: 0.0165375 Generator_loss: 0.908083 
[INFO] 2020-12-08 23:19:49 > Step:  138900 Progress: 69.5% Elapsed: 2 days, 14:57:42 temperature: no ada_p: No Discriminator_loss: 0.015885 Generator_loss: 0.847443 
[INFO] 2020-12-08 23:39:22 > Step:  139000 Progress: 69.5% Elapsed: 2 days, 15:17:15 temperature: no ada_p: No Discriminator_loss: 0.0555127 Generator_loss: 0.519881 
[INFO] 2020-12-08 23:58:58 > Step:  139100 Progress: 69.5% Elapsed: 2 days, 15:36:50 temperature: no ada_p: No Discriminator_loss: 0.0153757 Generator_loss: 0.915747 
[INFO] 2020-12-09 00:18:31 > Step:  139200 Progress: 69.6% Elapsed: 2 days, 15:56:23 temperature: no ada_p: No Discriminator_loss: 0.0182412 Generator_loss: 0.691638 
[INFO] 2020-12-09 00:38:03 > Step:  139300 Progress: 69.7% Elapsed: 2 days, 16:15:55 temperature: no ada_p: No Discriminator_loss: 0.024526 Generator_loss: 0.796905 
[INFO] 2020-12-09 00:57:39 > Step:  139400 Progress: 69.7% Elapsed: 2 days, 16:35:31 temperature: no ada_p: No Discriminator_loss: 0.013235 Generator_loss: 0.851197 
[INFO] 2020-12-09 01:17:16 > Step:  139500 Progress: 69.8% Elapsed: 2 days, 16:55:08 temperature: no ada_p: No Discriminator_loss: 0.0156933 Generator_loss: 0.89237 
[INFO] 2020-12-09 01:36:50 > Step:  139600 Progress: 69.8% Elapsed: 2 days, 17:14:42 temperature: no ada_p: No Discriminator_loss: 0.0229843 Generator_loss: 0.771495 
[INFO] 2020-12-09 01:56:22 > Step:  139700 Progress: 69.8% Elapsed: 2 days, 17:34:15 temperature: no ada_p: No Discriminator_loss: 0.0252359 Generator_loss: 0.810968 
[INFO] 2020-12-09 02:15:59 > Step:  139800 Progress: 69.9% Elapsed: 2 days, 17:53:52 temperature: no ada_p: No Discriminator_loss: 0.0220604 Generator_loss: 0.965025 
[INFO] 2020-12-09 02:35:31 > Step:  139900 Progress: 70.0% Elapsed: 2 days, 18:13:23 temperature: no ada_p: No Discriminator_loss: 0.0193456 Generator_loss: 0.998704 
[INFO] 2020-12-09 02:55:04 > Step:  140000 Progress: 70.0% Elapsed: 2 days, 18:32:56 temperature: no ada_p: No Discriminator_loss: 0.0215956 Generator_loss: 0.748372 
[INFO] 2020-12-09 02:55:04 > Start Evaluation (140000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 02:55:04 > Calculating FID Score....
[INFO] 2020-12-09 02:56:15 > Calculating Inception Score....
[INFO] 2020-12-09 02:57:16 > Calculate F_beta Score....
[INFO] 2020-12-09 03:01:04 > Calculate Accuracies....
[INFO] 2020-12-09 03:02:03 > Calculate Accuracies....
[INFO] 2020-12-09 03:03:26 > F_8 score (Step: 140000, Using valid images): 0.9838489620216715
[INFO] 2020-12-09 03:03:26 > F_1/8 score (Step: 140000, Using valid images): 0.9818575109301578
[INFO] 2020-12-09 03:03:26 > FID score (Step: 140000, Using valid moments): 9.662684357330704
[INFO] 2020-12-09 03:03:26 > Inception score (Step: 140000, 50000 generated images): 75.32533264160156
[INFO] 2020-12-09 03:03:26 > Best FID score (Step: 138000, Using valid moments): 9.479937848935435
[INFO] 2020-12-09 03:03:33 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 03:23:13 > Step:  140100 Progress: 70.0% Elapsed: 2 days, 19:01:05 temperature: no ada_p: No Discriminator_loss: 0.0277959 Generator_loss: 0.67876 
[INFO] 2020-12-09 03:42:47 > Step:  140200 Progress: 70.1% Elapsed: 2 days, 19:20:39 temperature: no ada_p: No Discriminator_loss: 0.020125 Generator_loss: 0.865387 
[INFO] 2020-12-09 04:02:21 > Step:  140300 Progress: 70.2% Elapsed: 2 days, 19:40:14 temperature: no ada_p: No Discriminator_loss: 0.0170101 Generator_loss: 0.791958 
[INFO] 2020-12-09 04:21:59 > Step:  140400 Progress: 70.2% Elapsed: 2 days, 19:59:52 temperature: no ada_p: No Discriminator_loss: 0.0196126 Generator_loss: 0.847219 
[INFO] 2020-12-09 04:41:33 > Step:  140500 Progress: 70.2% Elapsed: 2 days, 20:19:25 temperature: no ada_p: No Discriminator_loss: 0.108894 Generator_loss: 0.347802 
[INFO] 2020-12-09 05:01:06 > Step:  140600 Progress: 70.3% Elapsed: 2 days, 20:38:58 temperature: no ada_p: No Discriminator_loss: 0.025892 Generator_loss: 0.812056 
[INFO] 2020-12-09 05:20:43 > Step:  140700 Progress: 70.3% Elapsed: 2 days, 20:58:35 temperature: no ada_p: No Discriminator_loss: 0.0657145 Generator_loss: 0.529149 
[INFO] 2020-12-09 05:40:17 > Step:  140800 Progress: 70.4% Elapsed: 2 days, 21:18:09 temperature: no ada_p: No Discriminator_loss: 0.0165156 Generator_loss: 0.812816 
[INFO] 2020-12-09 05:59:50 > Step:  140900 Progress: 70.5% Elapsed: 2 days, 21:37:43 temperature: no ada_p: No Discriminator_loss: 0.0161521 Generator_loss: 0.867394 
[INFO] 2020-12-09 06:19:28 > Step:  141000 Progress: 70.5% Elapsed: 2 days, 21:57:20 temperature: no ada_p: No Discriminator_loss: 0.0171602 Generator_loss: 0.846974 
[INFO] 2020-12-09 06:39:01 > Step:  141100 Progress: 70.5% Elapsed: 2 days, 22:16:54 temperature: no ada_p: No Discriminator_loss: 0.0235641 Generator_loss: 0.838259 
[INFO] 2020-12-09 06:58:34 > Step:  141200 Progress: 70.6% Elapsed: 2 days, 22:36:26 temperature: no ada_p: No Discriminator_loss: 0.0313755 Generator_loss: 0.755735 
[INFO] 2020-12-09 07:18:11 > Step:  141300 Progress: 70.7% Elapsed: 2 days, 22:56:04 temperature: no ada_p: No Discriminator_loss: 0.0190802 Generator_loss: 0.906235 
[INFO] 2020-12-09 07:37:44 > Step:  141400 Progress: 70.7% Elapsed: 2 days, 23:15:37 temperature: no ada_p: No Discriminator_loss: 0.0160007 Generator_loss: 0.81968 
[INFO] 2020-12-09 07:57:17 > Step:  141500 Progress: 70.8% Elapsed: 2 days, 23:35:10 temperature: no ada_p: No Discriminator_loss: 0.031526 Generator_loss: 0.692883 
[INFO] 2020-12-09 08:16:53 > Step:  141600 Progress: 70.8% Elapsed: 2 days, 23:54:46 temperature: no ada_p: No Discriminator_loss: 0.0198121 Generator_loss: 0.81498 
[INFO] 2020-12-09 08:36:27 > Step:  141700 Progress: 70.9% Elapsed: 3 days, 0:14:20 temperature: no ada_p: No Discriminator_loss: 0.0272745 Generator_loss: 0.761144 
[INFO] 2020-12-09 08:56:01 > Step:  141800 Progress: 70.9% Elapsed: 3 days, 0:33:53 temperature: no ada_p: No Discriminator_loss: 0.0241295 Generator_loss: 0.746943 
[INFO] 2020-12-09 09:15:37 > Step:  141900 Progress: 71.0% Elapsed: 3 days, 0:53:30 temperature: no ada_p: No Discriminator_loss: 0.0132422 Generator_loss: 0.877644 
[INFO] 2020-12-09 09:35:13 > Step:  142000 Progress: 71.0% Elapsed: 3 days, 1:13:06 temperature: no ada_p: No Discriminator_loss: 0.0265649 Generator_loss: 0.728005 
[INFO] 2020-12-09 09:35:13 > Start Evaluation (142000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 09:35:13 > Calculating FID Score....
[INFO] 2020-12-09 09:36:25 > Calculating Inception Score....
[INFO] 2020-12-09 09:37:26 > Calculate F_beta Score....
[INFO] 2020-12-09 09:40:32 > Calculate Accuracies....
[INFO] 2020-12-09 09:41:31 > Calculate Accuracies....
[INFO] 2020-12-09 09:42:51 > F_8 score (Step: 142000, Using valid images): 0.9847220062600938
[INFO] 2020-12-09 09:42:51 > F_1/8 score (Step: 142000, Using valid images): 0.9815284493646105
[INFO] 2020-12-09 09:42:51 > FID score (Step: 142000, Using valid moments): 9.439886181779798
[INFO] 2020-12-09 09:42:51 > Inception score (Step: 142000, 50000 generated images): 75.70088195800781
[INFO] 2020-12-09 09:42:51 > Best FID score (Step: 142000, Using valid moments): 9.439886181779798
[INFO] 2020-12-09 09:43:05 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 10:02:38 > Step:  142100 Progress: 71.0% Elapsed: 3 days, 1:40:30 temperature: no ada_p: No Discriminator_loss: 0.0111274 Generator_loss: 0.867561 
[INFO] 2020-12-09 10:22:10 > Step:  142200 Progress: 71.1% Elapsed: 3 days, 2:00:02 temperature: no ada_p: No Discriminator_loss: 0.0144707 Generator_loss: 0.91842 
[INFO] 2020-12-09 10:41:49 > Step:  142300 Progress: 71.2% Elapsed: 3 days, 2:19:41 temperature: no ada_p: No Discriminator_loss: 0.0410041 Generator_loss: 0.626333 
[INFO] 2020-12-09 11:01:23 > Step:  142400 Progress: 71.2% Elapsed: 3 days, 2:39:15 temperature: no ada_p: No Discriminator_loss: 0.0174883 Generator_loss: 0.760466 
[INFO] 2020-12-09 11:20:56 > Step:  142500 Progress: 71.2% Elapsed: 3 days, 2:58:48 temperature: no ada_p: No Discriminator_loss: 0.0196323 Generator_loss: 0.738908 
[INFO] 2020-12-09 11:40:35 > Step:  142600 Progress: 71.3% Elapsed: 3 days, 3:18:27 temperature: no ada_p: No Discriminator_loss: 0.0326702 Generator_loss: 0.775431 
[INFO] 2020-12-09 12:00:08 > Step:  142700 Progress: 71.4% Elapsed: 3 days, 3:38:00 temperature: no ada_p: No Discriminator_loss: 0.0456614 Generator_loss: 0.610837 
[INFO] 2020-12-09 12:19:41 > Step:  142800 Progress: 71.4% Elapsed: 3 days, 3:57:33 temperature: no ada_p: No Discriminator_loss: 0.0261967 Generator_loss: 0.774354 
[INFO] 2020-12-09 12:39:19 > Step:  142900 Progress: 71.5% Elapsed: 3 days, 4:17:12 temperature: no ada_p: No Discriminator_loss: 0.0298518 Generator_loss: 0.782801 
[INFO] 2020-12-09 12:58:54 > Step:  143000 Progress: 71.5% Elapsed: 3 days, 4:36:46 temperature: no ada_p: No Discriminator_loss: 0.0376774 Generator_loss: 0.617898 
[INFO] 2020-12-09 13:18:27 > Step:  143100 Progress: 71.5% Elapsed: 3 days, 4:56:20 temperature: no ada_p: No Discriminator_loss: 0.00829115 Generator_loss: 0.846636 
[INFO] 2020-12-09 13:38:06 > Step:  143200 Progress: 71.6% Elapsed: 3 days, 5:15:58 temperature: no ada_p: No Discriminator_loss: 0.0195417 Generator_loss: 0.786817 
[INFO] 2020-12-09 13:57:39 > Step:  143300 Progress: 71.7% Elapsed: 3 days, 5:35:31 temperature: no ada_p: No Discriminator_loss: 0.0135975 Generator_loss: 0.95493 
[INFO] 2020-12-09 14:17:11 > Step:  143400 Progress: 71.7% Elapsed: 3 days, 5:55:04 temperature: no ada_p: No Discriminator_loss: 0.0704116 Generator_loss: 0.482848 
[INFO] 2020-12-09 14:36:48 > Step:  143500 Progress: 71.8% Elapsed: 3 days, 6:14:40 temperature: no ada_p: No Discriminator_loss: 0.0178935 Generator_loss: 0.826509 
[INFO] 2020-12-09 14:56:22 > Step:  143600 Progress: 71.8% Elapsed: 3 days, 6:34:14 temperature: no ada_p: No Discriminator_loss: 0.0691015 Generator_loss: 0.534441 
[INFO] 2020-12-09 15:15:55 > Step:  143700 Progress: 71.9% Elapsed: 3 days, 6:53:47 temperature: no ada_p: No Discriminator_loss: 0.0173397 Generator_loss: 0.81013 
[INFO] 2020-12-09 15:35:32 > Step:  143800 Progress: 71.9% Elapsed: 3 days, 7:13:25 temperature: no ada_p: No Discriminator_loss: 0.021581 Generator_loss: 0.905813 
[INFO] 2020-12-09 15:55:05 > Step:  143900 Progress: 72.0% Elapsed: 3 days, 7:32:57 temperature: no ada_p: No Discriminator_loss: 0.0138666 Generator_loss: 0.9391 
[INFO] 2020-12-09 16:14:37 > Step:  144000 Progress: 72.0% Elapsed: 3 days, 7:52:29 temperature: no ada_p: No Discriminator_loss: 0.0177498 Generator_loss: 0.84093 
[INFO] 2020-12-09 16:14:37 > Start Evaluation (144000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 16:14:37 > Calculating FID Score....
[INFO] 2020-12-09 16:15:48 > Calculating Inception Score....
[INFO] 2020-12-09 16:16:50 > Calculate F_beta Score....
[INFO] 2020-12-09 16:20:17 > Calculate Accuracies....
[INFO] 2020-12-09 16:21:16 > Calculate Accuracies....
[INFO] 2020-12-09 16:22:31 > F_8 score (Step: 144000, Using valid images): 0.9872973109913261
[INFO] 2020-12-09 16:22:31 > F_1/8 score (Step: 144000, Using valid images): 0.9779062260316751
[INFO] 2020-12-09 16:22:31 > FID score (Step: 144000, Using valid moments): 9.400239885776784
[INFO] 2020-12-09 16:22:31 > Inception score (Step: 144000, 50000 generated images): 77.1138916015625
[INFO] 2020-12-09 16:22:31 > Best FID score (Step: 144000, Using valid moments): 9.400239885776784
[INFO] 2020-12-09 16:22:45 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 16:42:22 > Step:  144100 Progress: 72.0% Elapsed: 3 days, 8:20:14 temperature: no ada_p: No Discriminator_loss: 0.012665 Generator_loss: 0.874937 
[INFO] 2020-12-09 17:01:56 > Step:  144200 Progress: 72.1% Elapsed: 3 days, 8:39:48 temperature: no ada_p: No Discriminator_loss: 0.0140729 Generator_loss: 0.878399 
[INFO] 2020-12-09 17:21:30 > Step:  144300 Progress: 72.2% Elapsed: 3 days, 8:59:23 temperature: no ada_p: No Discriminator_loss: 0.0257413 Generator_loss: 0.813746 
[INFO] 2020-12-09 17:41:07 > Step:  144400 Progress: 72.2% Elapsed: 3 days, 9:18:59 temperature: no ada_p: No Discriminator_loss: 0.0270802 Generator_loss: 0.782597 
[INFO] 2020-12-09 18:00:41 > Step:  144500 Progress: 72.2% Elapsed: 3 days, 9:38:34 temperature: no ada_p: No Discriminator_loss: 0.0372074 Generator_loss: 0.660756 
[INFO] 2020-12-09 18:20:14 > Step:  144600 Progress: 72.3% Elapsed: 3 days, 9:58:06 temperature: no ada_p: No Discriminator_loss: 0.018998 Generator_loss: 0.770715 
[INFO] 2020-12-09 18:39:45 > Step:  144700 Progress: 72.4% Elapsed: 3 days, 10:17:38 temperature: no ada_p: No Discriminator_loss: 0.0209881 Generator_loss: 0.856514 
[INFO] 2020-12-09 18:59:22 > Step:  144800 Progress: 72.4% Elapsed: 3 days, 10:37:15 temperature: no ada_p: No Discriminator_loss: 0.0141309 Generator_loss: 0.835569 
[INFO] 2020-12-09 19:18:55 > Step:  144900 Progress: 72.5% Elapsed: 3 days, 10:56:48 temperature: no ada_p: No Discriminator_loss: 0.0188859 Generator_loss: 0.800083 
[INFO] 2020-12-09 19:38:28 > Step:  145000 Progress: 72.5% Elapsed: 3 days, 11:16:21 temperature: no ada_p: No Discriminator_loss: 0.0224387 Generator_loss: 0.808237 
[INFO] 2020-12-09 19:58:07 > Step:  145100 Progress: 72.5% Elapsed: 3 days, 11:35:59 temperature: no ada_p: No Discriminator_loss: 0.0272633 Generator_loss: 0.721467 
[INFO] 2020-12-09 20:17:38 > Step:  145200 Progress: 72.6% Elapsed: 3 days, 11:55:31 temperature: no ada_p: No Discriminator_loss: 0.0626173 Generator_loss: 0.497568 
[INFO] 2020-12-09 20:37:10 > Step:  145300 Progress: 72.7% Elapsed: 3 days, 12:15:02 temperature: no ada_p: No Discriminator_loss: 0.0155832 Generator_loss: 0.921381 
[INFO] 2020-12-09 20:56:48 > Step:  145400 Progress: 72.7% Elapsed: 3 days, 12:34:40 temperature: no ada_p: No Discriminator_loss: 0.0194324 Generator_loss: 0.830369 
[INFO] 2020-12-09 21:16:21 > Step:  145500 Progress: 72.8% Elapsed: 3 days, 12:54:13 temperature: no ada_p: No Discriminator_loss: 0.0158082 Generator_loss: 0.874498 
[INFO] 2020-12-09 21:35:52 > Step:  145600 Progress: 72.8% Elapsed: 3 days, 13:13:45 temperature: no ada_p: No Discriminator_loss: 0.0245285 Generator_loss: 0.824279 
[INFO] 2020-12-09 21:55:31 > Step:  145700 Progress: 72.9% Elapsed: 3 days, 13:33:23 temperature: no ada_p: No Discriminator_loss: 0.0147449 Generator_loss: 0.837071 
[INFO] 2020-12-09 22:15:07 > Step:  145800 Progress: 72.9% Elapsed: 3 days, 13:52:59 temperature: no ada_p: No Discriminator_loss: 0.0169783 Generator_loss: 0.901739 
[INFO] 2020-12-09 22:34:39 > Step:  145900 Progress: 73.0% Elapsed: 3 days, 14:12:31 temperature: no ada_p: No Discriminator_loss: 0.0307078 Generator_loss: 0.790697 
[INFO] 2020-12-09 22:54:15 > Step:  146000 Progress: 73.0% Elapsed: 3 days, 14:32:07 temperature: no ada_p: No Discriminator_loss: 0.0265267 Generator_loss: 0.736424 
[INFO] 2020-12-09 22:54:15 > Start Evaluation (146000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 22:54:15 > Calculating FID Score....
[INFO] 2020-12-09 22:55:27 > Calculating Inception Score....
[INFO] 2020-12-09 22:56:28 > Calculate F_beta Score....
[INFO] 2020-12-09 23:05:57 > Calculate Accuracies....
[INFO] 2020-12-09 23:06:56 > Calculate Accuracies....
[INFO] 2020-12-09 23:08:09 > F_8 score (Step: 146000, Using valid images): 0.9836754889465659
[INFO] 2020-12-09 23:08:10 > F_1/8 score (Step: 146000, Using valid images): 0.9797323815141066
[INFO] 2020-12-09 23:08:10 > FID score (Step: 146000, Using valid moments): 9.312695644878204
[INFO] 2020-12-09 23:08:10 > Inception score (Step: 146000, 50000 generated images): 77.65465545654297
[INFO] 2020-12-09 23:08:10 > Best FID score (Step: 146000, Using valid moments): 9.312695644878204
[INFO] 2020-12-09 23:08:23 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-09 23:27:56 > Step:  146100 Progress: 73.0% Elapsed: 3 days, 15:05:49 temperature: no ada_p: No Discriminator_loss: 0.0282385 Generator_loss: 0.706745 
[INFO] 2020-12-09 23:47:28 > Step:  146200 Progress: 73.1% Elapsed: 3 days, 15:25:20 temperature: no ada_p: No Discriminator_loss: 0.021986 Generator_loss: 0.816371 
[INFO] 2020-12-10 00:07:06 > Step:  146300 Progress: 73.2% Elapsed: 3 days, 15:44:59 temperature: no ada_p: No Discriminator_loss: 0.0181779 Generator_loss: 0.836927 
[INFO] 2020-12-10 00:26:42 > Step:  146400 Progress: 73.2% Elapsed: 3 days, 16:04:34 temperature: no ada_p: No Discriminator_loss: 0.0568881 Generator_loss: 0.512618 
[INFO] 2020-12-10 00:46:17 > Step:  146500 Progress: 73.2% Elapsed: 3 days, 16:24:10 temperature: no ada_p: No Discriminator_loss: 0.0231564 Generator_loss: 0.821127 
[INFO] 2020-12-10 01:05:55 > Step:  146600 Progress: 73.3% Elapsed: 3 days, 16:43:47 temperature: no ada_p: No Discriminator_loss: 0.0147625 Generator_loss: 0.852989 
[INFO] 2020-12-10 01:25:28 > Step:  146700 Progress: 73.4% Elapsed: 3 days, 17:03:20 temperature: no ada_p: No Discriminator_loss: 0.00933918 Generator_loss: 0.893671 
[INFO] 2020-12-10 01:45:01 > Step:  146800 Progress: 73.4% Elapsed: 3 days, 17:22:53 temperature: no ada_p: No Discriminator_loss: 0.0187371 Generator_loss: 0.918967 
[INFO] 2020-12-10 02:04:37 > Step:  146900 Progress: 73.5% Elapsed: 3 days, 17:42:29 temperature: no ada_p: No Discriminator_loss: 0.0144023 Generator_loss: 0.811951 
[INFO] 2020-12-10 02:24:11 > Step:  147000 Progress: 73.5% Elapsed: 3 days, 18:02:03 temperature: no ada_p: No Discriminator_loss: 0.0561043 Generator_loss: 0.550238 
[INFO] 2020-12-10 02:43:44 > Step:  147100 Progress: 73.6% Elapsed: 3 days, 18:21:36 temperature: no ada_p: No Discriminator_loss: 0.0281222 Generator_loss: 0.697557 
[INFO] 2020-12-10 03:03:16 > Step:  147200 Progress: 73.6% Elapsed: 3 days, 18:41:08 temperature: no ada_p: No Discriminator_loss: 0.0216773 Generator_loss: 0.790985 
[INFO] 2020-12-10 03:22:54 > Step:  147300 Progress: 73.7% Elapsed: 3 days, 19:00:47 temperature: no ada_p: No Discriminator_loss: 0.0164442 Generator_loss: 0.821966 
[INFO] 2020-12-10 03:42:27 > Step:  147400 Progress: 73.7% Elapsed: 3 days, 19:20:19 temperature: no ada_p: No Discriminator_loss: 0.0291339 Generator_loss: 0.740281 
[INFO] 2020-12-10 04:02:00 > Step:  147500 Progress: 73.8% Elapsed: 3 days, 19:39:52 temperature: no ada_p: No Discriminator_loss: 0.0177627 Generator_loss: 0.954911 
[INFO] 2020-12-10 04:21:38 > Step:  147600 Progress: 73.8% Elapsed: 3 days, 19:59:31 temperature: no ada_p: No Discriminator_loss: 0.0191499 Generator_loss: 0.787614 
[INFO] 2020-12-10 04:41:12 > Step:  147700 Progress: 73.9% Elapsed: 3 days, 20:19:04 temperature: no ada_p: No Discriminator_loss: 0.0150815 Generator_loss: 0.934019 
[INFO] 2020-12-10 05:00:45 > Step:  147800 Progress: 73.9% Elapsed: 3 days, 20:38:37 temperature: no ada_p: No Discriminator_loss: 0.0182933 Generator_loss: 0.792759 
[INFO] 2020-12-10 05:20:24 > Step:  147900 Progress: 74.0% Elapsed: 3 days, 20:58:16 temperature: no ada_p: No Discriminator_loss: 0.0543511 Generator_loss: 0.520483 
[INFO] 2020-12-10 05:39:56 > Step:  148000 Progress: 74.0% Elapsed: 3 days, 21:17:48 temperature: no ada_p: No Discriminator_loss: 0.0200175 Generator_loss: 0.940432 
[INFO] 2020-12-10 05:39:56 > Start Evaluation (148000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 05:39:56 > Calculating FID Score....
[INFO] 2020-12-10 05:41:07 > Calculating Inception Score....
[INFO] 2020-12-10 05:42:09 > Calculate F_beta Score....
[INFO] 2020-12-10 05:48:09 > Calculate Accuracies....
[INFO] 2020-12-10 05:49:08 > Calculate Accuracies....
[INFO] 2020-12-10 05:50:24 > F_8 score (Step: 148000, Using valid images): 0.9855911843455482
[INFO] 2020-12-10 05:50:24 > F_1/8 score (Step: 148000, Using valid images): 0.9820395575038552
[INFO] 2020-12-10 05:50:24 > FID score (Step: 148000, Using valid moments): 9.334954757251637
[INFO] 2020-12-10 05:50:24 > Inception score (Step: 148000, 50000 generated images): 78.58883666992188
[INFO] 2020-12-10 05:50:24 > Best FID score (Step: 146000, Using valid moments): 9.312695644878204
[INFO] 2020-12-10 05:50:31 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 06:10:04 > Step:  148100 Progress: 74.1% Elapsed: 3 days, 21:47:56 temperature: no ada_p: No Discriminator_loss: 0.0222394 Generator_loss: 0.752334 
[INFO] 2020-12-10 06:29:43 > Step:  148200 Progress: 74.1% Elapsed: 3 days, 22:07:35 temperature: no ada_p: No Discriminator_loss: 0.0397239 Generator_loss: 0.63745 
[INFO] 2020-12-10 06:49:17 > Step:  148300 Progress: 74.2% Elapsed: 3 days, 22:27:09 temperature: no ada_p: No Discriminator_loss: 0.0150552 Generator_loss: 0.978732 
[INFO] 2020-12-10 07:08:51 > Step:  148400 Progress: 74.2% Elapsed: 3 days, 22:46:43 temperature: no ada_p: No Discriminator_loss: 0.0203583 Generator_loss: 0.773541 
[INFO] 2020-12-10 07:28:29 > Step:  148500 Progress: 74.2% Elapsed: 3 days, 23:06:21 temperature: no ada_p: No Discriminator_loss: 0.017313 Generator_loss: 0.994113 
[INFO] 2020-12-10 07:48:03 > Step:  148600 Progress: 74.3% Elapsed: 3 days, 23:25:55 temperature: no ada_p: No Discriminator_loss: 0.017432 Generator_loss: 0.799309 
[INFO] 2020-12-10 08:07:36 > Step:  148700 Progress: 74.4% Elapsed: 3 days, 23:45:28 temperature: no ada_p: No Discriminator_loss: 0.0441518 Generator_loss: 0.587474 
[INFO] 2020-12-10 08:27:13 > Step:  148800 Progress: 74.4% Elapsed: 4 days, 0:05:05 temperature: no ada_p: No Discriminator_loss: 0.0254407 Generator_loss: 0.807713 
[INFO] 2020-12-10 08:46:45 > Step:  148900 Progress: 74.5% Elapsed: 4 days, 0:24:38 temperature: no ada_p: No Discriminator_loss: 0.0190771 Generator_loss: 0.784937 
[INFO] 2020-12-10 09:06:18 > Step:  149000 Progress: 74.5% Elapsed: 4 days, 0:44:10 temperature: no ada_p: No Discriminator_loss: 0.0406989 Generator_loss: 0.667539 
[INFO] 2020-12-10 09:25:54 > Step:  149100 Progress: 74.6% Elapsed: 4 days, 1:03:46 temperature: no ada_p: No Discriminator_loss: 0.0143454 Generator_loss: 0.897149 
[INFO] 2020-12-10 09:45:27 > Step:  149200 Progress: 74.6% Elapsed: 4 days, 1:23:19 temperature: no ada_p: No Discriminator_loss: 0.0113582 Generator_loss: 1.04218 
[INFO] 2020-12-10 10:04:59 > Step:  149300 Progress: 74.7% Elapsed: 4 days, 1:42:52 temperature: no ada_p: No Discriminator_loss: 0.0221866 Generator_loss: 0.735225 
[INFO] 2020-12-10 10:24:36 > Step:  149400 Progress: 74.7% Elapsed: 4 days, 2:02:28 temperature: no ada_p: No Discriminator_loss: 0.0500773 Generator_loss: 0.592436 
[INFO] 2020-12-10 10:44:10 > Step:  149500 Progress: 74.8% Elapsed: 4 days, 2:22:02 temperature: no ada_p: No Discriminator_loss: 0.0327382 Generator_loss: 0.788931 
[INFO] 2020-12-10 11:03:45 > Step:  149600 Progress: 74.8% Elapsed: 4 days, 2:41:37 temperature: no ada_p: No Discriminator_loss: 0.0161233 Generator_loss: 0.880755 
[INFO] 2020-12-10 11:23:19 > Step:  149700 Progress: 74.9% Elapsed: 4 days, 3:01:11 temperature: no ada_p: No Discriminator_loss: 0.0321757 Generator_loss: 0.656505 
[INFO] 2020-12-10 11:42:57 > Step:  149800 Progress: 74.9% Elapsed: 4 days, 3:20:49 temperature: no ada_p: No Discriminator_loss: 0.0204845 Generator_loss: 0.84084 
[INFO] 2020-12-10 12:02:29 > Step:  149900 Progress: 75.0% Elapsed: 4 days, 3:40:22 temperature: no ada_p: No Discriminator_loss: 0.0557174 Generator_loss: 0.525689 
[INFO] 2020-12-10 12:22:01 > Step:  150000 Progress: 75.0% Elapsed: 4 days, 3:59:53 temperature: no ada_p: No Discriminator_loss: 0.0238839 Generator_loss: 0.720755 
[INFO] 2020-12-10 12:22:01 > Start Evaluation (150000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 12:22:01 > Calculating FID Score....
[INFO] 2020-12-10 12:23:13 > Calculating Inception Score....
[INFO] 2020-12-10 12:24:14 > Calculate F_beta Score....
[INFO] 2020-12-10 12:29:22 > Calculate Accuracies....
[INFO] 2020-12-10 12:30:22 > Calculate Accuracies....
[INFO] 2020-12-10 12:31:37 > F_8 score (Step: 150000, Using valid images): 0.9848201577975365
[INFO] 2020-12-10 12:31:37 > F_1/8 score (Step: 150000, Using valid images): 0.9816335216930153
[INFO] 2020-12-10 12:31:37 > FID score (Step: 150000, Using valid moments): 9.102821464492365
[INFO] 2020-12-10 12:31:37 > Inception score (Step: 150000, 50000 generated images): 78.10664367675781
[INFO] 2020-12-10 12:31:37 > Best FID score (Step: 150000, Using valid moments): 9.102821464492365
[INFO] 2020-12-10 12:31:51 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 12:51:32 > Step:  150100 Progress: 75.0% Elapsed: 4 days, 4:29:24 temperature: no ada_p: No Discriminator_loss: 0.017165 Generator_loss: 0.879969 
[INFO] 2020-12-10 13:11:07 > Step:  150200 Progress: 75.1% Elapsed: 4 days, 4:48:59 temperature: no ada_p: No Discriminator_loss: 0.0164501 Generator_loss: 0.814132 
[INFO] 2020-12-10 13:30:40 > Step:  150300 Progress: 75.1% Elapsed: 4 days, 5:08:33 temperature: no ada_p: No Discriminator_loss: 0.044371 Generator_loss: 0.613 
[INFO] 2020-12-10 13:50:19 > Step:  150400 Progress: 75.2% Elapsed: 4 days, 5:28:11 temperature: no ada_p: No Discriminator_loss: 0.0347047 Generator_loss: 0.687939 
[INFO] 2020-12-10 14:09:53 > Step:  150500 Progress: 75.2% Elapsed: 4 days, 5:47:45 temperature: no ada_p: No Discriminator_loss: 0.0215256 Generator_loss: 0.779363 
[INFO] 2020-12-10 14:29:27 > Step:  150600 Progress: 75.3% Elapsed: 4 days, 6:07:19 temperature: no ada_p: No Discriminator_loss: 0.0194038 Generator_loss: 0.854767 
[INFO] 2020-12-10 14:49:05 > Step:  150700 Progress: 75.3% Elapsed: 4 days, 6:26:58 temperature: no ada_p: No Discriminator_loss: 0.0174714 Generator_loss: 0.945128 
[INFO] 2020-12-10 15:08:38 > Step:  150800 Progress: 75.4% Elapsed: 4 days, 6:46:31 temperature: no ada_p: No Discriminator_loss: 0.0175609 Generator_loss: 0.826651 
[INFO] 2020-12-10 15:28:10 > Step:  150900 Progress: 75.4% Elapsed: 4 days, 7:06:03 temperature: no ada_p: No Discriminator_loss: 0.0263901 Generator_loss: 0.755205 
[INFO] 2020-12-10 15:47:49 > Step:  151000 Progress: 75.5% Elapsed: 4 days, 7:25:41 temperature: no ada_p: No Discriminator_loss: 0.015083 Generator_loss: 0.853498 
[INFO] 2020-12-10 16:07:24 > Step:  151100 Progress: 75.5% Elapsed: 4 days, 7:45:16 temperature: no ada_p: No Discriminator_loss: 0.0280417 Generator_loss: 0.785321 
[INFO] 2020-12-10 16:26:57 > Step:  151200 Progress: 75.6% Elapsed: 4 days, 8:04:50 temperature: no ada_p: No Discriminator_loss: 0.0194559 Generator_loss: 0.821128 
[INFO] 2020-12-10 16:46:35 > Step:  151300 Progress: 75.6% Elapsed: 4 days, 8:24:28 temperature: no ada_p: No Discriminator_loss: 0.0151833 Generator_loss: 0.905173 
[INFO] 2020-12-10 17:06:10 > Step:  151400 Progress: 75.7% Elapsed: 4 days, 8:44:02 temperature: no ada_p: No Discriminator_loss: 0.704131 Generator_loss: -7.43911 
[INFO] 2020-12-10 17:25:43 > Step:  151500 Progress: 75.8% Elapsed: 4 days, 9:03:35 temperature: no ada_p: No Discriminator_loss: 0.336226 Generator_loss: 0.127696 
[INFO] 2020-12-10 17:45:20 > Step:  151600 Progress: 75.8% Elapsed: 4 days, 9:23:13 temperature: no ada_p: No Discriminator_loss: 0.0638157 Generator_loss: 0.478167 
[INFO] 2020-12-10 18:04:57 > Step:  151700 Progress: 75.8% Elapsed: 4 days, 9:42:50 temperature: no ada_p: No Discriminator_loss: 0.0293777 Generator_loss: 0.831948 
[INFO] 2020-12-10 18:24:32 > Step:  151800 Progress: 75.9% Elapsed: 4 days, 10:02:24 temperature: no ada_p: No Discriminator_loss: 0.0222003 Generator_loss: 0.957575 
[INFO] 2020-12-10 18:44:05 > Step:  151900 Progress: 75.9% Elapsed: 4 days, 10:21:57 temperature: no ada_p: No Discriminator_loss: 0.0209649 Generator_loss: 0.993874 
[INFO] 2020-12-10 19:03:45 > Step:  152000 Progress: 76.0% Elapsed: 4 days, 10:41:37 temperature: no ada_p: No Discriminator_loss: 0.0133707 Generator_loss: 0.926071 
[INFO] 2020-12-10 19:03:45 > Start Evaluation (152000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 19:03:45 > Calculating FID Score....
[INFO] 2020-12-10 19:04:56 > Calculating Inception Score....
[INFO] 2020-12-10 19:05:57 > Calculate F_beta Score....
[INFO] 2020-12-10 19:11:44 > Calculate Accuracies....
[INFO] 2020-12-10 19:12:44 > Calculate Accuracies....
[INFO] 2020-12-10 19:14:04 > F_8 score (Step: 152000, Using valid images): 0.9834692851564569
[INFO] 2020-12-10 19:14:04 > F_1/8 score (Step: 152000, Using valid images): 0.9829723367685036
[INFO] 2020-12-10 19:14:04 > FID score (Step: 152000, Using valid moments): 9.139287335246877
[INFO] 2020-12-10 19:14:04 > Inception score (Step: 152000, 50000 generated images): 79.08562469482422
[INFO] 2020-12-10 19:14:04 > Best FID score (Step: 150000, Using valid moments): 9.102821464492365
[INFO] 2020-12-10 19:14:11 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-10 19:33:47 > Step:  152100 Progress: 76.0% Elapsed: 4 days, 11:11:39 temperature: no ada_p: No Discriminator_loss: 0.0173222 Generator_loss: 0.897991 
[INFO] 2020-12-10 19:53:21 > Step:  152200 Progress: 76.1% Elapsed: 4 days, 11:31:14 temperature: no ada_p: No Discriminator_loss: 0.0144579 Generator_loss: 0.898845 
[INFO] 2020-12-10 20:13:02 > Step:  152300 Progress: 76.1% Elapsed: 4 days, 11:50:55 temperature: no ada_p: No Discriminator_loss: 0.018177 Generator_loss: 0.816918 
[INFO] 2020-12-10 20:32:38 > Step:  152400 Progress: 76.2% Elapsed: 4 days, 12:10:30 temperature: no ada_p: No Discriminator_loss: 0.0209696 Generator_loss: 0.782022 
[INFO] 2020-12-10 20:52:14 > Step:  152500 Progress: 76.2% Elapsed: 4 days, 12:30:06 temperature: no ada_p: No Discriminator_loss: 0.012968 Generator_loss: 0.854241 
[INFO] 2020-12-10 21:11:56 > Step:  152600 Progress: 76.3% Elapsed: 4 days, 12:49:49 temperature: no ada_p: No Discriminator_loss: 0.0207461 Generator_loss: 0.823439 
[INFO] 2020-12-10 21:31:32 > Step:  152700 Progress: 76.3% Elapsed: 4 days, 13:09:24 temperature: no ada_p: No Discriminator_loss: 0.0120265 Generator_loss: 0.97749 
[INFO] 2020-12-10 21:51:07 > Step:  152800 Progress: 76.4% Elapsed: 4 days, 13:29:00 temperature: no ada_p: No Discriminator_loss: 0.0185163 Generator_loss: 1.00416 
[INFO] 2020-12-10 22:10:46 > Step:  152900 Progress: 76.4% Elapsed: 4 days, 13:48:39 temperature: no ada_p: No Discriminator_loss: 0.0278001 Generator_loss: 0.750441 
[INFO] 2020-12-10 22:30:19 > Step:  153000 Progress: 76.5% Elapsed: 4 days, 14:08:11 temperature: no ada_p: No Discriminator_loss: 0.0485222 Generator_loss: 0.584798 
[INFO] 2020-12-10 22:49:51 > Step:  153100 Progress: 76.5% Elapsed: 4 days, 14:27:43 temperature: no ada_p: No Discriminator_loss: 0.0139557 Generator_loss: 0.853745 
[INFO] 2020-12-10 23:09:29 > Step:  153200 Progress: 76.6% Elapsed: 4 days, 14:47:22 temperature: no ada_p: No Discriminator_loss: 0.0129301 Generator_loss: 0.897346 
[INFO] 2020-12-10 23:29:04 > Step:  153300 Progress: 76.6% Elapsed: 4 days, 15:06:57 temperature: no ada_p: No Discriminator_loss: 0.0204826 Generator_loss: 0.857419 
[INFO] 2020-12-10 23:48:38 > Step:  153400 Progress: 76.7% Elapsed: 4 days, 15:26:31 temperature: no ada_p: No Discriminator_loss: 0.20442 Generator_loss: 0.286736 
[INFO] 2020-12-11 00:08:18 > Step:  153500 Progress: 76.8% Elapsed: 4 days, 15:46:10 temperature: no ada_p: No Discriminator_loss: 0.015073 Generator_loss: 0.871065 
[INFO] 2020-12-11 00:27:53 > Step:  153600 Progress: 76.8% Elapsed: 4 days, 16:05:45 temperature: no ada_p: No Discriminator_loss: 0.0215096 Generator_loss: 0.812742 
[INFO] 2020-12-11 00:47:27 > Step:  153700 Progress: 76.8% Elapsed: 4 days, 16:25:19 temperature: no ada_p: No Discriminator_loss: 0.0125058 Generator_loss: 0.939874 
[INFO] 2020-12-11 01:07:06 > Step:  153800 Progress: 76.9% Elapsed: 4 days, 16:44:58 temperature: no ada_p: No Discriminator_loss: 0.0330198 Generator_loss: 0.651821 
[INFO] 2020-12-11 01:26:42 > Step:  153900 Progress: 77.0% Elapsed: 4 days, 17:04:34 temperature: no ada_p: No Discriminator_loss: 0.0190141 Generator_loss: 0.776422 
[INFO] 2020-12-11 01:46:15 > Step:  154000 Progress: 77.0% Elapsed: 4 days, 17:24:08 temperature: no ada_p: No Discriminator_loss: 0.0237145 Generator_loss: 0.777252 
[INFO] 2020-12-11 01:46:15 > Start Evaluation (154000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 01:46:16 > Calculating FID Score....
[INFO] 2020-12-11 01:47:27 > Calculating Inception Score....
[INFO] 2020-12-11 01:48:28 > Calculate F_beta Score....
[INFO] 2020-12-11 01:55:24 > Calculate Accuracies....
[INFO] 2020-12-11 01:56:23 > Calculate Accuracies....
[INFO] 2020-12-11 01:57:44 > F_8 score (Step: 154000, Using valid images): 0.9837345048479493
[INFO] 2020-12-11 01:57:44 > F_1/8 score (Step: 154000, Using valid images): 0.9829154384772107
[INFO] 2020-12-11 01:57:44 > FID score (Step: 154000, Using valid moments): 9.083725386286858
[INFO] 2020-12-11 01:57:44 > Inception score (Step: 154000, 50000 generated images): 79.52587127685547
[INFO] 2020-12-11 01:57:44 > Best FID score (Step: 154000, Using valid moments): 9.083725386286858
[INFO] 2020-12-11 01:57:58 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 02:17:36 > Step:  154100 Progress: 77.0% Elapsed: 4 days, 17:55:28 temperature: no ada_p: No Discriminator_loss: 0.0151608 Generator_loss: 0.917251 
[INFO] 2020-12-11 02:37:13 > Step:  154200 Progress: 77.1% Elapsed: 4 days, 18:15:06 temperature: no ada_p: No Discriminator_loss: 0.0914211 Generator_loss: 0.652101 
[INFO] 2020-12-11 02:56:48 > Step:  154300 Progress: 77.1% Elapsed: 4 days, 18:34:40 temperature: no ada_p: No Discriminator_loss: 0.0211846 Generator_loss: 0.749817 
[INFO] 2020-12-11 03:16:21 > Step:  154400 Progress: 77.2% Elapsed: 4 days, 18:54:14 temperature: no ada_p: No Discriminator_loss: 0.016884 Generator_loss: 0.772724 
[INFO] 2020-12-11 03:36:00 > Step:  154500 Progress: 77.2% Elapsed: 4 days, 19:13:52 temperature: no ada_p: No Discriminator_loss: 0.021673 Generator_loss: 0.829109 
[INFO] 2020-12-11 03:55:34 > Step:  154600 Progress: 77.3% Elapsed: 4 days, 19:33:26 temperature: no ada_p: No Discriminator_loss: 0.0137586 Generator_loss: 0.860972 
[INFO] 2020-12-11 04:15:07 > Step:  154700 Progress: 77.3% Elapsed: 4 days, 19:52:59 temperature: no ada_p: No Discriminator_loss: 0.0179455 Generator_loss: 0.953437 
[INFO] 2020-12-11 04:34:48 > Step:  154800 Progress: 77.4% Elapsed: 4 days, 20:12:40 temperature: no ada_p: No Discriminator_loss: 0.0147903 Generator_loss: 0.928277 
[INFO] 2020-12-11 04:54:22 > Step:  154900 Progress: 77.5% Elapsed: 4 days, 20:32:14 temperature: no ada_p: No Discriminator_loss: 0.0169749 Generator_loss: 0.831486 
[INFO] 2020-12-11 05:13:55 > Step:  155000 Progress: 77.5% Elapsed: 4 days, 20:51:48 temperature: no ada_p: No Discriminator_loss: 0.0634706 Generator_loss: 0.583824 
[INFO] 2020-12-11 05:33:34 > Step:  155100 Progress: 77.5% Elapsed: 4 days, 21:11:27 temperature: no ada_p: No Discriminator_loss: 0.0148916 Generator_loss: 0.93485 
[INFO] 2020-12-11 05:53:07 > Step:  155200 Progress: 77.6% Elapsed: 4 days, 21:31:00 temperature: no ada_p: No Discriminator_loss: 0.0256644 Generator_loss: 0.718696 
[INFO] 2020-12-11 06:12:39 > Step:  155300 Progress: 77.6% Elapsed: 4 days, 21:50:32 temperature: no ada_p: No Discriminator_loss: 0.0305754 Generator_loss: 0.678721 
[INFO] 2020-12-11 06:32:19 > Step:  155400 Progress: 77.7% Elapsed: 4 days, 22:10:11 temperature: no ada_p: No Discriminator_loss: 0.0115092 Generator_loss: 0.907035 
[INFO] 2020-12-11 06:51:52 > Step:  155500 Progress: 77.8% Elapsed: 4 days, 22:29:45 temperature: no ada_p: No Discriminator_loss: 0.0121664 Generator_loss: 0.872703 
[INFO] 2020-12-11 07:11:26 > Step:  155600 Progress: 77.8% Elapsed: 4 days, 22:49:19 temperature: no ada_p: No Discriminator_loss: 0.019043 Generator_loss: 0.785288 
[INFO] 2020-12-11 07:31:05 > Step:  155700 Progress: 77.8% Elapsed: 4 days, 23:08:57 temperature: no ada_p: No Discriminator_loss: 0.0172917 Generator_loss: 0.932428 
[INFO] 2020-12-11 07:50:40 > Step:  155800 Progress: 77.9% Elapsed: 4 days, 23:28:32 temperature: no ada_p: No Discriminator_loss: 0.0112232 Generator_loss: 0.941589 
[INFO] 2020-12-11 08:10:14 > Step:  155900 Progress: 78.0% Elapsed: 4 days, 23:48:06 temperature: no ada_p: No Discriminator_loss: 0.015605 Generator_loss: 0.870913 
[INFO] 2020-12-11 08:29:51 > Step:  156000 Progress: 78.0% Elapsed: 5 days, 0:07:44 temperature: no ada_p: No Discriminator_loss: 0.0186513 Generator_loss: 0.741742 
[INFO] 2020-12-11 08:29:51 > Start Evaluation (156000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 08:29:52 > Calculating FID Score....
[INFO] 2020-12-11 08:31:03 > Calculating Inception Score....
[INFO] 2020-12-11 08:32:04 > Calculate F_beta Score....
[INFO] 2020-12-11 08:40:17 > Calculate Accuracies....
[INFO] 2020-12-11 08:41:16 > Calculate Accuracies....
[INFO] 2020-12-11 08:42:35 > F_8 score (Step: 156000, Using valid images): 0.9853811549177915
[INFO] 2020-12-11 08:42:35 > F_1/8 score (Step: 156000, Using valid images): 0.980813522527402
[INFO] 2020-12-11 08:42:35 > FID score (Step: 156000, Using valid moments): 8.999042639443985
[INFO] 2020-12-11 08:42:35 > Inception score (Step: 156000, 50000 generated images): 79.90914916992188
[INFO] 2020-12-11 08:42:35 > Best FID score (Step: 156000, Using valid moments): 8.999042639443985
[INFO] 2020-12-11 08:42:49 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 09:02:23 > Step:  156100 Progress: 78.0% Elapsed: 5 days, 0:40:16 temperature: no ada_p: No Discriminator_loss: 0.0647839 Generator_loss: 0.483463 
[INFO] 2020-12-11 09:21:56 > Step:  156200 Progress: 78.1% Elapsed: 5 days, 0:59:48 temperature: no ada_p: No Discriminator_loss: 0.0190781 Generator_loss: 0.871591 
[INFO] 2020-12-11 09:41:33 > Step:  156300 Progress: 78.1% Elapsed: 5 days, 1:19:26 temperature: no ada_p: No Discriminator_loss: 0.0146272 Generator_loss: 0.95347 
[INFO] 2020-12-11 10:01:10 > Step:  156400 Progress: 78.2% Elapsed: 5 days, 1:39:02 temperature: no ada_p: No Discriminator_loss: 0.0396602 Generator_loss: 0.703498 
[INFO] 2020-12-11 10:20:43 > Step:  156500 Progress: 78.2% Elapsed: 5 days, 1:58:35 temperature: no ada_p: No Discriminator_loss: 0.0220227 Generator_loss: 0.800133 
[INFO] 2020-12-11 10:40:20 > Step:  156600 Progress: 78.3% Elapsed: 5 days, 2:18:12 temperature: no ada_p: No Discriminator_loss: 0.0198971 Generator_loss: 0.832941 
[INFO] 2020-12-11 10:59:54 > Step:  156700 Progress: 78.3% Elapsed: 5 days, 2:37:46 temperature: no ada_p: No Discriminator_loss: 0.013803 Generator_loss: 1.0273 
[INFO] 2020-12-11 11:19:28 > Step:  156800 Progress: 78.4% Elapsed: 5 days, 2:57:20 temperature: no ada_p: No Discriminator_loss: 0.0156012 Generator_loss: 0.836527 
[INFO] 2020-12-11 11:39:01 > Step:  156900 Progress: 78.5% Elapsed: 5 days, 3:16:53 temperature: no ada_p: No Discriminator_loss: 0.0175998 Generator_loss: 0.790784 
[INFO] 2020-12-11 11:58:39 > Step:  157000 Progress: 78.5% Elapsed: 5 days, 3:36:32 temperature: no ada_p: No Discriminator_loss: 0.0112978 Generator_loss: 0.91643 
[INFO] 2020-12-11 12:18:14 > Step:  157100 Progress: 78.5% Elapsed: 5 days, 3:56:06 temperature: no ada_p: No Discriminator_loss: 0.0209655 Generator_loss: 0.791482 
[INFO] 2020-12-11 12:37:47 > Step:  157200 Progress: 78.6% Elapsed: 5 days, 4:15:39 temperature: no ada_p: No Discriminator_loss: 0.0133046 Generator_loss: 0.915951 
[INFO] 2020-12-11 12:57:24 > Step:  157300 Progress: 78.6% Elapsed: 5 days, 4:35:17 temperature: no ada_p: No Discriminator_loss: 0.0117317 Generator_loss: 0.900514 
[INFO] 2020-12-11 13:16:59 > Step:  157400 Progress: 78.7% Elapsed: 5 days, 4:54:51 temperature: no ada_p: No Discriminator_loss: 0.0217694 Generator_loss: 0.79503 
[INFO] 2020-12-11 13:36:32 > Step:  157500 Progress: 78.8% Elapsed: 5 days, 5:14:24 temperature: no ada_p: No Discriminator_loss: 0.0174587 Generator_loss: 0.855854 
[INFO] 2020-12-11 13:56:10 > Step:  157600 Progress: 78.8% Elapsed: 5 days, 5:34:03 temperature: no ada_p: No Discriminator_loss: 0.0197836 Generator_loss: 0.780419 
[INFO] 2020-12-11 14:15:44 > Step:  157700 Progress: 78.8% Elapsed: 5 days, 5:53:36 temperature: no ada_p: No Discriminator_loss: 0.0148896 Generator_loss: 0.792845 
[INFO] 2020-12-11 14:35:17 > Step:  157800 Progress: 78.9% Elapsed: 5 days, 6:13:09 temperature: no ada_p: No Discriminator_loss: 0.0221532 Generator_loss: 0.847657 
[INFO] 2020-12-11 14:54:55 > Step:  157900 Progress: 79.0% Elapsed: 5 days, 6:32:47 temperature: no ada_p: No Discriminator_loss: 0.0115664 Generator_loss: 0.861173 
[INFO] 2020-12-11 15:14:28 > Step:  158000 Progress: 79.0% Elapsed: 5 days, 6:52:21 temperature: no ada_p: No Discriminator_loss: 0.0174665 Generator_loss: 0.775645 
[INFO] 2020-12-11 15:14:28 > Start Evaluation (158000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 15:14:28 > Calculating FID Score....
[INFO] 2020-12-11 15:15:40 > Calculating Inception Score....
[INFO] 2020-12-11 15:16:41 > Calculate F_beta Score....
[INFO] 2020-12-11 15:22:59 > Calculate Accuracies....
[INFO] 2020-12-11 15:23:58 > Calculate Accuracies....
[INFO] 2020-12-11 15:25:15 > F_8 score (Step: 158000, Using valid images): 0.9857519438497346
[INFO] 2020-12-11 15:25:15 > F_1/8 score (Step: 158000, Using valid images): 0.9819705105675455
[INFO] 2020-12-11 15:25:15 > FID score (Step: 158000, Using valid moments): 8.838863169846377
[INFO] 2020-12-11 15:25:15 > Inception score (Step: 158000, 50000 generated images): 79.53129577636719
[INFO] 2020-12-11 15:25:15 > Best FID score (Step: 158000, Using valid moments): 8.838863169846377
[INFO] 2020-12-11 15:25:28 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 15:45:02 > Step:  158100 Progress: 79.0% Elapsed: 5 days, 7:22:54 temperature: no ada_p: No Discriminator_loss: 0.0148471 Generator_loss: 0.912398 
[INFO] 2020-12-11 16:04:41 > Step:  158200 Progress: 79.1% Elapsed: 5 days, 7:42:33 temperature: no ada_p: No Discriminator_loss: 0.0144011 Generator_loss: 0.806845 
[INFO] 2020-12-11 16:24:17 > Step:  158300 Progress: 79.1% Elapsed: 5 days, 8:02:09 temperature: no ada_p: No Discriminator_loss: 0.0140503 Generator_loss: 0.939795 
[INFO] 2020-12-11 16:43:51 > Step:  158400 Progress: 79.2% Elapsed: 5 days, 8:21:43 temperature: no ada_p: No Discriminator_loss: 0.0317569 Generator_loss: 0.750811 
[INFO] 2020-12-11 17:03:29 > Step:  158500 Progress: 79.2% Elapsed: 5 days, 8:41:21 temperature: no ada_p: No Discriminator_loss: 0.0177718 Generator_loss: 0.920039 
[INFO] 2020-12-11 17:23:07 > Step:  158600 Progress: 79.3% Elapsed: 5 days, 9:00:59 temperature: no ada_p: No Discriminator_loss: 0.0208118 Generator_loss: 0.725891 
[INFO] 2020-12-11 17:42:41 > Step:  158700 Progress: 79.3% Elapsed: 5 days, 9:20:33 temperature: no ada_p: No Discriminator_loss: 0.0282046 Generator_loss: 0.718677 
[INFO] 2020-12-11 18:02:18 > Step:  158800 Progress: 79.4% Elapsed: 5 days, 9:40:10 temperature: no ada_p: No Discriminator_loss: 0.0212308 Generator_loss: 0.751461 
[INFO] 2020-12-11 18:21:52 > Step:  158900 Progress: 79.5% Elapsed: 5 days, 9:59:44 temperature: no ada_p: No Discriminator_loss: 0.0222538 Generator_loss: 0.728366 
[INFO] 2020-12-11 18:41:26 > Step:  159000 Progress: 79.5% Elapsed: 5 days, 10:19:18 temperature: no ada_p: No Discriminator_loss: 0.0182607 Generator_loss: 0.9384 
[INFO] 2020-12-11 19:01:02 > Step:  159100 Progress: 79.5% Elapsed: 5 days, 10:38:55 temperature: no ada_p: No Discriminator_loss: 0.0231263 Generator_loss: 0.826078 
[INFO] 2020-12-11 19:20:38 > Step:  159200 Progress: 79.6% Elapsed: 5 days, 10:58:31 temperature: no ada_p: No Discriminator_loss: 0.0111984 Generator_loss: 0.920479 
[INFO] 2020-12-11 19:40:14 > Step:  159300 Progress: 79.7% Elapsed: 5 days, 11:18:07 temperature: no ada_p: No Discriminator_loss: 0.0181251 Generator_loss: 0.947024 
[INFO] 2020-12-11 19:59:50 > Step:  159400 Progress: 79.7% Elapsed: 5 days, 11:37:42 temperature: no ada_p: No Discriminator_loss: 0.0155871 Generator_loss: 0.789071 
[INFO] 2020-12-11 20:19:27 > Step:  159500 Progress: 79.8% Elapsed: 5 days, 11:57:20 temperature: no ada_p: No Discriminator_loss: 0.0151751 Generator_loss: 0.856921 
[INFO] 2020-12-11 20:39:00 > Step:  159600 Progress: 79.8% Elapsed: 5 days, 12:16:53 temperature: no ada_p: No Discriminator_loss: 0.0245395 Generator_loss: 0.718079 
[INFO] 2020-12-11 20:58:34 > Step:  159700 Progress: 79.8% Elapsed: 5 days, 12:36:26 temperature: no ada_p: No Discriminator_loss: 0.0297902 Generator_loss: 0.751562 
[INFO] 2020-12-11 21:18:10 > Step:  159800 Progress: 79.9% Elapsed: 5 days, 12:56:02 temperature: no ada_p: No Discriminator_loss: 0.0245029 Generator_loss: 0.800809 
[INFO] 2020-12-11 21:37:43 > Step:  159900 Progress: 80.0% Elapsed: 5 days, 13:15:35 temperature: no ada_p: No Discriminator_loss: 0.0136744 Generator_loss: 0.890723 
[INFO] 2020-12-11 21:57:15 > Step:  160000 Progress: 80.0% Elapsed: 5 days, 13:35:07 temperature: no ada_p: No Discriminator_loss: 0.014907 Generator_loss: 0.838372 
[INFO] 2020-12-11 21:57:15 > Start Evaluation (160000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 21:57:15 > Calculating FID Score....
[INFO] 2020-12-11 21:58:26 > Calculating Inception Score....
[INFO] 2020-12-11 21:59:28 > Calculate F_beta Score....
[INFO] 2020-12-11 22:04:45 > Calculate Accuracies....
[INFO] 2020-12-11 22:05:44 > Calculate Accuracies....
[INFO] 2020-12-11 22:06:59 > F_8 score (Step: 160000, Using valid images): 0.9857505482931813
[INFO] 2020-12-11 22:06:59 > F_1/8 score (Step: 160000, Using valid images): 0.9802053243890648
[INFO] 2020-12-11 22:06:59 > FID score (Step: 160000, Using valid moments): 8.957255438653533
[INFO] 2020-12-11 22:06:59 > Inception score (Step: 160000, 50000 generated images): 80.70714569091797
[INFO] 2020-12-11 22:06:59 > Best FID score (Step: 158000, Using valid moments): 8.838863169846377
[INFO] 2020-12-11 22:07:06 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-11 22:26:47 > Step:  160100 Progress: 80.0% Elapsed: 5 days, 14:04:39 temperature: no ada_p: No Discriminator_loss: 0.0870939 Generator_loss: 0.467022 
[INFO] 2020-12-11 22:46:22 > Step:  160200 Progress: 80.1% Elapsed: 5 days, 14:24:14 temperature: no ada_p: No Discriminator_loss: 0.0197352 Generator_loss: 0.990211 
[INFO] 2020-12-11 23:05:56 > Step:  160300 Progress: 80.2% Elapsed: 5 days, 14:43:48 temperature: no ada_p: No Discriminator_loss: 0.0156224 Generator_loss: 0.99959 
[INFO] 2020-12-11 23:25:37 > Step:  160400 Progress: 80.2% Elapsed: 5 days, 15:03:30 temperature: no ada_p: No Discriminator_loss: 0.0174058 Generator_loss: 0.837252 
[INFO] 2020-12-11 23:45:15 > Step:  160500 Progress: 80.2% Elapsed: 5 days, 15:23:07 temperature: no ada_p: No Discriminator_loss: 0.0307841 Generator_loss: 0.698951 
[INFO] 2020-12-12 00:04:51 > Step:  160600 Progress: 80.3% Elapsed: 5 days, 15:42:43 temperature: no ada_p: No Discriminator_loss: 0.0164288 Generator_loss: 0.782205 
[INFO] 2020-12-12 00:24:30 > Step:  160700 Progress: 80.3% Elapsed: 5 days, 16:02:22 temperature: no ada_p: No Discriminator_loss: 0.0199944 Generator_loss: 0.825228 
[INFO] 2020-12-12 00:44:05 > Step:  160800 Progress: 80.4% Elapsed: 5 days, 16:21:58 temperature: no ada_p: No Discriminator_loss: 0.0243091 Generator_loss: 0.886384 
[INFO] 2020-12-12 01:03:40 > Step:  160900 Progress: 80.5% Elapsed: 5 days, 16:41:32 temperature: no ada_p: No Discriminator_loss: 0.0175893 Generator_loss: 0.870425 
[INFO] 2020-12-12 01:23:18 > Step:  161000 Progress: 80.5% Elapsed: 5 days, 17:01:10 temperature: no ada_p: No Discriminator_loss: 0.0190027 Generator_loss: 0.845256 
[INFO] 2020-12-12 01:42:53 > Step:  161100 Progress: 80.5% Elapsed: 5 days, 17:20:45 temperature: no ada_p: No Discriminator_loss: 0.0314377 Generator_loss: 0.749527 
[INFO] 2020-12-12 02:02:27 > Step:  161200 Progress: 80.6% Elapsed: 5 days, 17:40:19 temperature: no ada_p: No Discriminator_loss: 0.0176309 Generator_loss: 0.787615 
[INFO] 2020-12-12 02:22:05 > Step:  161300 Progress: 80.7% Elapsed: 5 days, 17:59:58 temperature: no ada_p: No Discriminator_loss: 0.0201479 Generator_loss: 0.69645 
[INFO] 2020-12-12 02:41:40 > Step:  161400 Progress: 80.7% Elapsed: 5 days, 18:19:33 temperature: no ada_p: No Discriminator_loss: 0.0105131 Generator_loss: 0.930465 
[INFO] 2020-12-12 03:01:13 > Step:  161500 Progress: 80.8% Elapsed: 5 days, 18:39:05 temperature: no ada_p: No Discriminator_loss: 0.0187939 Generator_loss: 0.826819 
[INFO] 2020-12-12 03:20:50 > Step:  161600 Progress: 80.8% Elapsed: 5 days, 18:58:42 temperature: no ada_p: No Discriminator_loss: 0.0165761 Generator_loss: 1.00684 
[INFO] 2020-12-12 03:40:25 > Step:  161700 Progress: 80.8% Elapsed: 5 days, 19:18:17 temperature: no ada_p: No Discriminator_loss: 0.0153263 Generator_loss: 0.886144 
[INFO] 2020-12-12 03:59:57 > Step:  161800 Progress: 80.9% Elapsed: 5 days, 19:37:50 temperature: no ada_p: No Discriminator_loss: 0.0730403 Generator_loss: 0.489275 
[INFO] 2020-12-12 04:19:30 > Step:  161900 Progress: 81.0% Elapsed: 5 days, 19:57:23 temperature: no ada_p: No Discriminator_loss: 0.0221967 Generator_loss: 0.941986 
[INFO] 2020-12-12 04:39:11 > Step:  162000 Progress: 81.0% Elapsed: 5 days, 20:17:03 temperature: no ada_p: No Discriminator_loss: 0.0388839 Generator_loss: 0.680943 
[INFO] 2020-12-12 04:39:11 > Start Evaluation (162000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 04:39:11 > Calculating FID Score....
[INFO] 2020-12-12 04:40:22 > Calculating Inception Score....
[INFO] 2020-12-12 04:41:23 > Calculate F_beta Score....
[INFO] 2020-12-12 04:44:30 > Calculate Accuracies....
[INFO] 2020-12-12 04:45:29 > Calculate Accuracies....
[INFO] 2020-12-12 04:46:57 > F_8 score (Step: 162000, Using valid images): 0.985749189508683
[INFO] 2020-12-12 04:46:57 > F_1/8 score (Step: 162000, Using valid images): 0.9821994008579452
[INFO] 2020-12-12 04:46:57 > FID score (Step: 162000, Using valid moments): 8.748665481640728
[INFO] 2020-12-12 04:46:57 > Inception score (Step: 162000, 50000 generated images): 81.67446899414062
[INFO] 2020-12-12 04:46:57 > Best FID score (Step: 162000, Using valid moments): 8.748665481640728
[INFO] 2020-12-12 04:47:10 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 05:06:45 > Step:  162100 Progress: 81.0% Elapsed: 5 days, 20:44:37 temperature: no ada_p: No Discriminator_loss: 0.020226 Generator_loss: 0.924687 
[INFO] 2020-12-12 05:26:19 > Step:  162200 Progress: 81.1% Elapsed: 5 days, 21:04:11 temperature: no ada_p: No Discriminator_loss: 0.0308455 Generator_loss: 0.793873 
[INFO] 2020-12-12 05:45:57 > Step:  162300 Progress: 81.2% Elapsed: 5 days, 21:23:50 temperature: no ada_p: No Discriminator_loss: 0.0147778 Generator_loss: 0.843071 
[INFO] 2020-12-12 06:05:33 > Step:  162400 Progress: 81.2% Elapsed: 5 days, 21:43:25 temperature: no ada_p: No Discriminator_loss: 0.0982617 Generator_loss: 0.411087 
[INFO] 2020-12-12 06:25:07 > Step:  162500 Progress: 81.2% Elapsed: 5 days, 22:03:00 temperature: no ada_p: No Discriminator_loss: 0.0157386 Generator_loss: 0.866413 
[INFO] 2020-12-12 06:44:49 > Step:  162600 Progress: 81.3% Elapsed: 5 days, 22:22:41 temperature: no ada_p: No Discriminator_loss: 0.017779 Generator_loss: 0.968305 
[INFO] 2020-12-12 07:04:26 > Step:  162700 Progress: 81.3% Elapsed: 5 days, 22:42:18 temperature: no ada_p: No Discriminator_loss: 0.0322629 Generator_loss: 0.637373 
[INFO] 2020-12-12 07:24:01 > Step:  162800 Progress: 81.4% Elapsed: 5 days, 23:01:53 temperature: no ada_p: No Discriminator_loss: 0.0161141 Generator_loss: 0.922917 
[INFO] 2020-12-12 07:43:40 > Step:  162900 Progress: 81.5% Elapsed: 5 days, 23:21:32 temperature: no ada_p: No Discriminator_loss: 0.0512884 Generator_loss: 0.57426 
[INFO] 2020-12-12 08:03:15 > Step:  163000 Progress: 81.5% Elapsed: 5 days, 23:41:07 temperature: no ada_p: No Discriminator_loss: 0.0153328 Generator_loss: 0.879916 
[INFO] 2020-12-12 08:22:50 > Step:  163100 Progress: 81.5% Elapsed: 6 days, 0:00:42 temperature: no ada_p: No Discriminator_loss: 0.0495608 Generator_loss: 0.588105 
[INFO] 2020-12-12 08:42:29 > Step:  163200 Progress: 81.6% Elapsed: 6 days, 0:20:21 temperature: no ada_p: No Discriminator_loss: 0.0199541 Generator_loss: 0.787345 
[INFO] 2020-12-12 09:02:02 > Step:  163300 Progress: 81.7% Elapsed: 6 days, 0:39:55 temperature: no ada_p: No Discriminator_loss: 0.0152542 Generator_loss: 0.91948 
[INFO] 2020-12-12 09:21:35 > Step:  163400 Progress: 81.7% Elapsed: 6 days, 0:59:27 temperature: no ada_p: No Discriminator_loss: 0.013889 Generator_loss: 0.85992 
[INFO] 2020-12-12 09:41:12 > Step:  163500 Progress: 81.8% Elapsed: 6 days, 1:19:05 temperature: no ada_p: No Discriminator_loss: 0.0108432 Generator_loss: 0.849825 
[INFO] 2020-12-12 10:00:46 > Step:  163600 Progress: 81.8% Elapsed: 6 days, 1:38:39 temperature: no ada_p: No Discriminator_loss: 0.0429169 Generator_loss: 0.613797 
[INFO] 2020-12-12 10:20:20 > Step:  163700 Progress: 81.8% Elapsed: 6 days, 1:58:13 temperature: no ada_p: No Discriminator_loss: 0.0143173 Generator_loss: 0.910004 
[INFO] 2020-12-12 10:39:57 > Step:  163800 Progress: 81.9% Elapsed: 6 days, 2:17:50 temperature: no ada_p: No Discriminator_loss: 0.0137963 Generator_loss: 0.989121 
[INFO] 2020-12-12 10:59:33 > Step:  163900 Progress: 82.0% Elapsed: 6 days, 2:37:25 temperature: no ada_p: No Discriminator_loss: 0.0120643 Generator_loss: 0.832602 
[INFO] 2020-12-12 11:19:07 > Step:  164000 Progress: 82.0% Elapsed: 6 days, 2:56:59 temperature: no ada_p: No Discriminator_loss: 0.0151385 Generator_loss: 0.937191 
[INFO] 2020-12-12 11:19:07 > Start Evaluation (164000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 11:19:07 > Calculating FID Score....
[INFO] 2020-12-12 11:20:19 > Calculating Inception Score....
[INFO] 2020-12-12 11:21:20 > Calculate F_beta Score....
[INFO] 2020-12-12 11:25:09 > Calculate Accuracies....
[INFO] 2020-12-12 11:26:09 > Calculate Accuracies....
[INFO] 2020-12-12 11:27:32 > F_8 score (Step: 164000, Using valid images): 0.9861420990591949
[INFO] 2020-12-12 11:27:32 > F_1/8 score (Step: 164000, Using valid images): 0.9802006161679585
[INFO] 2020-12-12 11:27:32 > FID score (Step: 164000, Using valid moments): 8.586955144455146
[INFO] 2020-12-12 11:27:32 > Inception score (Step: 164000, 50000 generated images): 82.26203918457031
[INFO] 2020-12-12 11:27:32 > Best FID score (Step: 164000, Using valid moments): 8.586955144455146
[INFO] 2020-12-12 11:27:46 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 11:47:23 > Step:  164100 Progress: 82.0% Elapsed: 6 days, 3:25:16 temperature: no ada_p: No Discriminator_loss: 0.0111661 Generator_loss: 0.902329 
[INFO] 2020-12-12 12:07:00 > Step:  164200 Progress: 82.1% Elapsed: 6 days, 3:44:53 temperature: no ada_p: No Discriminator_loss: 0.0109024 Generator_loss: 0.978593 
[INFO] 2020-12-12 12:26:37 > Step:  164300 Progress: 82.2% Elapsed: 6 days, 4:04:29 temperature: no ada_p: No Discriminator_loss: 0.0686805 Generator_loss: 0.465587 
[INFO] 2020-12-12 12:46:13 > Step:  164400 Progress: 82.2% Elapsed: 6 days, 4:24:05 temperature: no ada_p: No Discriminator_loss: 0.0272615 Generator_loss: 0.716908 
[INFO] 2020-12-12 13:05:52 > Step:  164500 Progress: 82.2% Elapsed: 6 days, 4:43:45 temperature: no ada_p: No Discriminator_loss: 0.0171424 Generator_loss: 0.83037 
[INFO] 2020-12-12 13:25:28 > Step:  164600 Progress: 82.3% Elapsed: 6 days, 5:03:20 temperature: no ada_p: No Discriminator_loss: 0.0155547 Generator_loss: 0.760231 
[INFO] 2020-12-12 13:45:03 > Step:  164700 Progress: 82.3% Elapsed: 6 days, 5:22:55 temperature: no ada_p: No Discriminator_loss: 0.0169559 Generator_loss: 0.838341 
[INFO] 2020-12-12 14:04:44 > Step:  164800 Progress: 82.4% Elapsed: 6 days, 5:42:36 temperature: no ada_p: No Discriminator_loss: 0.0251115 Generator_loss: 0.862766 
[INFO] 2020-12-12 14:24:20 > Step:  164900 Progress: 82.5% Elapsed: 6 days, 6:02:12 temperature: no ada_p: No Discriminator_loss: 0.0397098 Generator_loss: 0.581638 
[INFO] 2020-12-12 14:43:54 > Step:  165000 Progress: 82.5% Elapsed: 6 days, 6:21:47 temperature: no ada_p: No Discriminator_loss: 0.0145261 Generator_loss: 0.916094 
[INFO] 2020-12-12 15:03:33 > Step:  165100 Progress: 82.5% Elapsed: 6 days, 6:41:25 temperature: no ada_p: No Discriminator_loss: 0.0176299 Generator_loss: 1.05394 
[INFO] 2020-12-12 15:23:07 > Step:  165200 Progress: 82.6% Elapsed: 6 days, 7:01:00 temperature: no ada_p: No Discriminator_loss: 0.0212156 Generator_loss: 0.846196 
[INFO] 2020-12-12 15:42:41 > Step:  165300 Progress: 82.7% Elapsed: 6 days, 7:20:34 temperature: no ada_p: No Discriminator_loss: 0.0150092 Generator_loss: 0.939105 
[INFO] 2020-12-12 16:02:21 > Step:  165400 Progress: 82.7% Elapsed: 6 days, 7:40:13 temperature: no ada_p: No Discriminator_loss: 0.0142844 Generator_loss: 0.939066 
[INFO] 2020-12-12 16:21:56 > Step:  165500 Progress: 82.8% Elapsed: 6 days, 7:59:48 temperature: no ada_p: No Discriminator_loss: 0.0201159 Generator_loss: 0.793538 
[INFO] 2020-12-12 16:41:29 > Step:  165600 Progress: 82.8% Elapsed: 6 days, 8:19:21 temperature: no ada_p: No Discriminator_loss: 0.0221289 Generator_loss: 0.708656 
[INFO] 2020-12-12 17:01:08 > Step:  165700 Progress: 82.8% Elapsed: 6 days, 8:39:00 temperature: no ada_p: No Discriminator_loss: 0.0282843 Generator_loss: 0.720051 
[INFO] 2020-12-12 17:20:43 > Step:  165800 Progress: 82.9% Elapsed: 6 days, 8:58:35 temperature: no ada_p: No Discriminator_loss: 0.0155635 Generator_loss: 0.979124 
[INFO] 2020-12-12 17:40:15 > Step:  165900 Progress: 83.0% Elapsed: 6 days, 9:18:08 temperature: no ada_p: No Discriminator_loss: 0.0157801 Generator_loss: 0.901339 
[INFO] 2020-12-12 17:59:54 > Step:  166000 Progress: 83.0% Elapsed: 6 days, 9:37:47 temperature: no ada_p: No Discriminator_loss: 0.0132423 Generator_loss: 0.945603 
[INFO] 2020-12-12 17:59:54 > Start Evaluation (166000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 17:59:54 > Calculating FID Score....
[INFO] 2020-12-12 18:01:06 > Calculating Inception Score....
[INFO] 2020-12-12 18:02:07 > Calculate F_beta Score....
[INFO] 2020-12-12 18:06:04 > Calculate Accuracies....
[INFO] 2020-12-12 18:07:03 > Calculate Accuracies....
[INFO] 2020-12-12 18:08:25 > F_8 score (Step: 166000, Using valid images): 0.9863549772386684
[INFO] 2020-12-12 18:08:25 > F_1/8 score (Step: 166000, Using valid images): 0.9831053972567447
[INFO] 2020-12-12 18:08:25 > FID score (Step: 166000, Using valid moments): 8.740109753325157
[INFO] 2020-12-12 18:08:25 > Inception score (Step: 166000, 50000 generated images): 83.0975570678711
[INFO] 2020-12-12 18:08:25 > Best FID score (Step: 164000, Using valid moments): 8.586955144455146
[INFO] 2020-12-12 18:08:32 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-12 18:28:07 > Step:  166100 Progress: 83.0% Elapsed: 6 days, 10:05:59 temperature: no ada_p: No Discriminator_loss: 0.0154829 Generator_loss: 0.818707 
[INFO] 2020-12-12 18:47:41 > Step:  166200 Progress: 83.1% Elapsed: 6 days, 10:25:34 temperature: no ada_p: No Discriminator_loss: 0.0143693 Generator_loss: 0.958396 
[INFO] 2020-12-12 19:07:20 > Step:  166300 Progress: 83.2% Elapsed: 6 days, 10:45:12 temperature: no ada_p: No Discriminator_loss: 0.0178352 Generator_loss: 0.835001 
[INFO] 2020-12-12 19:26:57 > Step:  166400 Progress: 83.2% Elapsed: 6 days, 11:04:49 temperature: no ada_p: No Discriminator_loss: 0.0407631 Generator_loss: 0.603577 
[INFO] 2020-12-12 19:46:32 > Step:  166500 Progress: 83.2% Elapsed: 6 days, 11:24:24 temperature: no ada_p: No Discriminator_loss: 0.0212074 Generator_loss: 1.00586 
[INFO] 2020-12-12 20:06:10 > Step:  166600 Progress: 83.3% Elapsed: 6 days, 11:44:02 temperature: no ada_p: No Discriminator_loss: 0.019912 Generator_loss: 0.80189 
[INFO] 2020-12-12 20:25:46 > Step:  166700 Progress: 83.4% Elapsed: 6 days, 12:03:38 temperature: no ada_p: No Discriminator_loss: 0.0168787 Generator_loss: 0.787495 
[INFO] 2020-12-12 20:45:19 > Step:  166800 Progress: 83.4% Elapsed: 6 days, 12:23:12 temperature: no ada_p: No Discriminator_loss: 0.0877638 Generator_loss: 0.420675 
[INFO] 2020-12-12 21:04:53 > Step:  166900 Progress: 83.5% Elapsed: 6 days, 12:42:45 temperature: no ada_p: No Discriminator_loss: 0.0547443 Generator_loss: 0.906268 
[INFO] 2020-12-12 21:24:32 > Step:  167000 Progress: 83.5% Elapsed: 6 days, 13:02:25 temperature: no ada_p: No Discriminator_loss: 0.0180764 Generator_loss: 0.874092 
[INFO] 2020-12-12 21:44:06 > Step:  167100 Progress: 83.5% Elapsed: 6 days, 13:21:58 temperature: no ada_p: No Discriminator_loss: 0.0221984 Generator_loss: 0.782518 
[INFO] 2020-12-12 22:03:40 > Step:  167200 Progress: 83.6% Elapsed: 6 days, 13:41:32 temperature: no ada_p: No Discriminator_loss: 0.0175681 Generator_loss: 0.886226 
[INFO] 2020-12-12 22:23:22 > Step:  167300 Progress: 83.7% Elapsed: 6 days, 14:01:14 temperature: no ada_p: No Discriminator_loss: 0.028599 Generator_loss: 0.783917 
[INFO] 2020-12-12 22:42:56 > Step:  167400 Progress: 83.7% Elapsed: 6 days, 14:20:48 temperature: no ada_p: No Discriminator_loss: 0.0279331 Generator_loss: 0.775579 
[INFO] 2020-12-12 23:02:31 > Step:  167500 Progress: 83.8% Elapsed: 6 days, 14:40:23 temperature: no ada_p: No Discriminator_loss: 0.0116841 Generator_loss: 0.908229 
[INFO] 2020-12-12 23:22:13 > Step:  167600 Progress: 83.8% Elapsed: 6 days, 15:00:05 temperature: no ada_p: No Discriminator_loss: 0.0195829 Generator_loss: 0.816819 
[INFO] 2020-12-12 23:41:48 > Step:  167700 Progress: 83.9% Elapsed: 6 days, 15:19:40 temperature: no ada_p: No Discriminator_loss: 0.0257693 Generator_loss: 0.794589 
[INFO] 2020-12-13 00:01:22 > Step:  167800 Progress: 83.9% Elapsed: 6 days, 15:39:14 temperature: no ada_p: No Discriminator_loss: 0.0170126 Generator_loss: 0.954981 
[INFO] 2020-12-13 00:21:02 > Step:  167900 Progress: 84.0% Elapsed: 6 days, 15:58:55 temperature: no ada_p: No Discriminator_loss: 0.00933363 Generator_loss: 0.797572 
[INFO] 2020-12-13 00:40:36 > Step:  168000 Progress: 84.0% Elapsed: 6 days, 16:18:29 temperature: no ada_p: No Discriminator_loss: 0.0143944 Generator_loss: 0.923715 
[INFO] 2020-12-13 00:40:36 > Start Evaluation (168000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 00:40:36 > Calculating FID Score....
[INFO] 2020-12-13 00:41:48 > Calculating Inception Score....
[INFO] 2020-12-13 00:42:49 > Calculate F_beta Score....
[INFO] 2020-12-13 00:47:24 > Calculate Accuracies....
[INFO] 2020-12-13 00:48:23 > Calculate Accuracies....
[INFO] 2020-12-13 00:49:44 > F_8 score (Step: 168000, Using valid images): 0.9849791371990487
[INFO] 2020-12-13 00:49:44 > F_1/8 score (Step: 168000, Using valid images): 0.9822960278111631
[INFO] 2020-12-13 00:49:44 > FID score (Step: 168000, Using valid moments): 8.602963937408333
[INFO] 2020-12-13 00:49:44 > Inception score (Step: 168000, 50000 generated images): 82.71665954589844
[INFO] 2020-12-13 00:49:44 > Best FID score (Step: 164000, Using valid moments): 8.586955144455146
[INFO] 2020-12-13 00:49:51 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 01:09:24 > Step:  168100 Progress: 84.0% Elapsed: 6 days, 16:47:17 temperature: no ada_p: No Discriminator_loss: 0.0217549 Generator_loss: 0.86278 
[INFO] 2020-12-13 01:29:05 > Step:  168200 Progress: 84.1% Elapsed: 6 days, 17:06:57 temperature: no ada_p: No Discriminator_loss: 0.0160962 Generator_loss: 0.887353 
[INFO] 2020-12-13 01:48:41 > Step:  168300 Progress: 84.2% Elapsed: 6 days, 17:26:33 temperature: no ada_p: No Discriminator_loss: 0.0538071 Generator_loss: 0.582448 
[INFO] 2020-12-13 02:08:17 > Step:  168400 Progress: 84.2% Elapsed: 6 days, 17:46:09 temperature: no ada_p: No Discriminator_loss: 0.0209595 Generator_loss: 0.765584 
[INFO] 2020-12-13 02:27:57 > Step:  168500 Progress: 84.2% Elapsed: 6 days, 18:05:49 temperature: no ada_p: No Discriminator_loss: 0.0103644 Generator_loss: 0.978532 
[INFO] 2020-12-13 02:47:32 > Step:  168600 Progress: 84.3% Elapsed: 6 days, 18:25:25 temperature: no ada_p: No Discriminator_loss: 0.0362797 Generator_loss: 0.583735 
[INFO] 2020-12-13 03:07:07 > Step:  168700 Progress: 84.4% Elapsed: 6 days, 18:44:59 temperature: no ada_p: No Discriminator_loss: 0.0170242 Generator_loss: 0.779805 
[INFO] 2020-12-13 03:26:46 > Step:  168800 Progress: 84.4% Elapsed: 6 days, 19:04:39 temperature: no ada_p: No Discriminator_loss: 0.0142504 Generator_loss: 0.848274 
[INFO] 2020-12-13 03:46:21 > Step:  168900 Progress: 84.5% Elapsed: 6 days, 19:24:14 temperature: no ada_p: No Discriminator_loss: 0.0114715 Generator_loss: 0.909104 
[INFO] 2020-12-13 04:05:55 > Step:  169000 Progress: 84.5% Elapsed: 6 days, 19:43:47 temperature: no ada_p: No Discriminator_loss: 0.104731 Generator_loss: 0.421277 
[INFO] 2020-12-13 04:25:29 > Step:  169100 Progress: 84.5% Elapsed: 6 days, 20:03:21 temperature: no ada_p: No Discriminator_loss: 0.0135638 Generator_loss: 0.971227 
[INFO] 2020-12-13 04:45:08 > Step:  169200 Progress: 84.6% Elapsed: 6 days, 20:23:01 temperature: no ada_p: No Discriminator_loss: 0.0230162 Generator_loss: 0.818918 
[INFO] 2020-12-13 05:04:43 > Step:  169300 Progress: 84.7% Elapsed: 6 days, 20:42:35 temperature: no ada_p: No Discriminator_loss: 0.011279 Generator_loss: 1.00221 
[INFO] 2020-12-13 05:24:16 > Step:  169400 Progress: 84.7% Elapsed: 6 days, 21:02:09 temperature: no ada_p: No Discriminator_loss: 0.0176715 Generator_loss: 0.795979 
[INFO] 2020-12-13 05:43:56 > Step:  169500 Progress: 84.8% Elapsed: 6 days, 21:21:49 temperature: no ada_p: No Discriminator_loss: 0.0387944 Generator_loss: 0.698502 
[INFO] 2020-12-13 06:03:31 > Step:  169600 Progress: 84.8% Elapsed: 6 days, 21:41:23 temperature: no ada_p: No Discriminator_loss: 0.0174185 Generator_loss: 0.787785 
[INFO] 2020-12-13 06:23:06 > Step:  169700 Progress: 84.9% Elapsed: 6 days, 22:00:58 temperature: no ada_p: No Discriminator_loss: 0.0484146 Generator_loss: 0.596276 
[INFO] 2020-12-13 06:42:46 > Step:  169800 Progress: 84.9% Elapsed: 6 days, 22:20:39 temperature: no ada_p: No Discriminator_loss: 0.0334157 Generator_loss: 0.694281 
[INFO] 2020-12-13 07:02:22 > Step:  169900 Progress: 85.0% Elapsed: 6 days, 22:40:15 temperature: no ada_p: No Discriminator_loss: 0.0767198 Generator_loss: 0.529679 
[INFO] 2020-12-13 07:21:58 > Step:  170000 Progress: 85.0% Elapsed: 6 days, 22:59:50 temperature: no ada_p: No Discriminator_loss: 0.013822 Generator_loss: 0.921694 
[INFO] 2020-12-13 07:21:58 > Start Evaluation (170000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 07:21:58 > Calculating FID Score....
[INFO] 2020-12-13 07:23:09 > Calculating Inception Score....
[INFO] 2020-12-13 07:24:10 > Calculate F_beta Score....
[INFO] 2020-12-13 07:28:38 > Calculate Accuracies....
[INFO] 2020-12-13 07:29:38 > Calculate Accuracies....
[INFO] 2020-12-13 07:30:54 > F_8 score (Step: 170000, Using valid images): 0.9889295100577401
[INFO] 2020-12-13 07:30:54 > F_1/8 score (Step: 170000, Using valid images): 0.9808418992957468
[INFO] 2020-12-13 07:30:54 > FID score (Step: 170000, Using valid moments): 8.502364905790103
[INFO] 2020-12-13 07:30:54 > Inception score (Step: 170000, 50000 generated images): 84.03691864013672
[INFO] 2020-12-13 07:30:54 > Best FID score (Step: 170000, Using valid moments): 8.502364905790103
[INFO] 2020-12-13 07:31:08 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 07:50:49 > Step:  170100 Progress: 85.0% Elapsed: 6 days, 23:28:41 temperature: no ada_p: No Discriminator_loss: 0.020359 Generator_loss: 0.925606 
[INFO] 2020-12-13 08:10:24 > Step:  170200 Progress: 85.1% Elapsed: 6 days, 23:48:16 temperature: no ada_p: No Discriminator_loss: 0.0150205 Generator_loss: 0.952128 
[INFO] 2020-12-13 08:29:58 > Step:  170300 Progress: 85.2% Elapsed: 7 days, 0:07:50 temperature: no ada_p: No Discriminator_loss: 0.0195105 Generator_loss: 0.914016 
[INFO] 2020-12-13 08:49:38 > Step:  170400 Progress: 85.2% Elapsed: 7 days, 0:27:31 temperature: no ada_p: No Discriminator_loss: 0.0117554 Generator_loss: 0.867361 
[INFO] 2020-12-13 09:09:13 > Step:  170500 Progress: 85.2% Elapsed: 7 days, 0:47:05 temperature: no ada_p: No Discriminator_loss: 0.0161374 Generator_loss: 0.857716 
[INFO] 2020-12-13 09:28:48 > Step:  170600 Progress: 85.3% Elapsed: 7 days, 1:06:40 temperature: no ada_p: No Discriminator_loss: 0.0207543 Generator_loss: 0.834386 
[INFO] 2020-12-13 09:48:27 > Step:  170700 Progress: 85.4% Elapsed: 7 days, 1:26:20 temperature: no ada_p: No Discriminator_loss: 0.0414997 Generator_loss: 0.613945 
[INFO] 2020-12-13 10:08:03 > Step:  170800 Progress: 85.4% Elapsed: 7 days, 1:45:55 temperature: no ada_p: No Discriminator_loss: 0.0159324 Generator_loss: 0.927553 
[INFO] 2020-12-13 10:27:36 > Step:  170900 Progress: 85.5% Elapsed: 7 days, 2:05:29 temperature: no ada_p: No Discriminator_loss: 0.00937927 Generator_loss: 0.95534 
[INFO] 2020-12-13 10:47:17 > Step:  171000 Progress: 85.5% Elapsed: 7 days, 2:25:09 temperature: no ada_p: No Discriminator_loss: 0.012326 Generator_loss: 0.915811 
[INFO] 2020-12-13 11:06:55 > Step:  171100 Progress: 85.5% Elapsed: 7 days, 2:44:47 temperature: no ada_p: No Discriminator_loss: 0.0168624 Generator_loss: 0.844154 
[INFO] 2020-12-13 11:26:31 > Step:  171200 Progress: 85.6% Elapsed: 7 days, 3:04:23 temperature: no ada_p: No Discriminator_loss: 0.0207558 Generator_loss: 0.753108 
[INFO] 2020-12-13 11:46:11 > Step:  171300 Progress: 85.7% Elapsed: 7 days, 3:24:04 temperature: no ada_p: No Discriminator_loss: 0.0147109 Generator_loss: 0.905189 
[INFO] 2020-12-13 12:05:46 > Step:  171400 Progress: 85.7% Elapsed: 7 days, 3:43:38 temperature: no ada_p: No Discriminator_loss: 0.0226845 Generator_loss: 0.868976 
[INFO] 2020-12-13 12:25:19 > Step:  171500 Progress: 85.8% Elapsed: 7 days, 4:03:12 temperature: no ada_p: No Discriminator_loss: 0.0144032 Generator_loss: 0.892336 
[INFO] 2020-12-13 12:44:52 > Step:  171600 Progress: 85.8% Elapsed: 7 days, 4:22:44 temperature: no ada_p: No Discriminator_loss: 0.0128035 Generator_loss: 0.874861 
[INFO] 2020-12-13 13:04:33 > Step:  171700 Progress: 85.9% Elapsed: 7 days, 4:42:26 temperature: no ada_p: No Discriminator_loss: 0.0129501 Generator_loss: 0.869903 
[INFO] 2020-12-13 13:24:06 > Step:  171800 Progress: 85.9% Elapsed: 7 days, 5:01:59 temperature: no ada_p: No Discriminator_loss: 0.0426235 Generator_loss: 0.667199 
[INFO] 2020-12-13 13:43:39 > Step:  171900 Progress: 86.0% Elapsed: 7 days, 5:21:31 temperature: no ada_p: No Discriminator_loss: 0.0137458 Generator_loss: 0.912491 
[INFO] 2020-12-13 14:03:18 > Step:  172000 Progress: 86.0% Elapsed: 7 days, 5:41:10 temperature: no ada_p: No Discriminator_loss: 0.0117274 Generator_loss: 0.916214 
[INFO] 2020-12-13 14:03:18 > Start Evaluation (172000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 14:03:18 > Calculating FID Score....
[INFO] 2020-12-13 14:04:30 > Calculating Inception Score....
[INFO] 2020-12-13 14:05:31 > Calculate F_beta Score....
[INFO] 2020-12-13 14:08:20 > Calculate Accuracies....
[INFO] 2020-12-13 14:09:19 > Calculate Accuracies....
[INFO] 2020-12-13 14:10:36 > F_8 score (Step: 172000, Using valid images): 0.9859999123777461
[INFO] 2020-12-13 14:10:36 > F_1/8 score (Step: 172000, Using valid images): 0.9834757866889866
[INFO] 2020-12-13 14:10:36 > FID score (Step: 172000, Using valid moments): 8.487273265705483
[INFO] 2020-12-13 14:10:36 > Inception score (Step: 172000, 50000 generated images): 83.49514770507812
[INFO] 2020-12-13 14:10:36 > Best FID score (Step: 172000, Using valid moments): 8.487273265705483
[INFO] 2020-12-13 14:10:50 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 14:30:25 > Step:  172100 Progress: 86.1% Elapsed: 7 days, 6:08:17 temperature: no ada_p: No Discriminator_loss: 0.0174445 Generator_loss: 0.879992 
[INFO] 2020-12-13 14:49:58 > Step:  172200 Progress: 86.1% Elapsed: 7 days, 6:27:51 temperature: no ada_p: No Discriminator_loss: 0.026713 Generator_loss: 0.693143 
[INFO] 2020-12-13 15:09:41 > Step:  172300 Progress: 86.2% Elapsed: 7 days, 6:47:34 temperature: no ada_p: No Discriminator_loss: 0.0145403 Generator_loss: 0.939556 
[INFO] 2020-12-13 15:29:16 > Step:  172400 Progress: 86.2% Elapsed: 7 days, 7:07:08 temperature: no ada_p: No Discriminator_loss: 0.0191048 Generator_loss: 0.818245 
[INFO] 2020-12-13 15:48:51 > Step:  172500 Progress: 86.2% Elapsed: 7 days, 7:26:43 temperature: no ada_p: No Discriminator_loss: 0.0157049 Generator_loss: 0.962127 
[INFO] 2020-12-13 16:08:31 > Step:  172600 Progress: 86.3% Elapsed: 7 days, 7:46:23 temperature: no ada_p: No Discriminator_loss: 0.0171463 Generator_loss: 0.903235 
[INFO] 2020-12-13 16:28:04 > Step:  172700 Progress: 86.4% Elapsed: 7 days, 8:05:56 temperature: no ada_p: No Discriminator_loss: 0.0167922 Generator_loss: 0.909877 
[INFO] 2020-12-13 16:47:37 > Step:  172800 Progress: 86.4% Elapsed: 7 days, 8:25:30 temperature: no ada_p: No Discriminator_loss: 0.0103438 Generator_loss: 0.945887 
[INFO] 2020-12-13 17:07:18 > Step:  172900 Progress: 86.5% Elapsed: 7 days, 8:45:10 temperature: no ada_p: No Discriminator_loss: 0.0237293 Generator_loss: 0.782334 
[INFO] 2020-12-13 17:26:53 > Step:  173000 Progress: 86.5% Elapsed: 7 days, 9:04:45 temperature: no ada_p: No Discriminator_loss: 0.0267061 Generator_loss: 0.762439 
[INFO] 2020-12-13 17:46:26 > Step:  173100 Progress: 86.6% Elapsed: 7 days, 9:24:18 temperature: no ada_p: No Discriminator_loss: 0.0101263 Generator_loss: 1.01085 
[INFO] 2020-12-13 18:06:04 > Step:  173200 Progress: 86.6% Elapsed: 7 days, 9:43:56 temperature: no ada_p: No Discriminator_loss: 0.0233793 Generator_loss: 0.802959 
[INFO] 2020-12-13 18:25:38 > Step:  173300 Progress: 86.7% Elapsed: 7 days, 10:03:30 temperature: no ada_p: No Discriminator_loss: 0.0665838 Generator_loss: 0.488922 
[INFO] 2020-12-13 18:45:11 > Step:  173400 Progress: 86.7% Elapsed: 7 days, 10:23:04 temperature: no ada_p: No Discriminator_loss: 0.0128471 Generator_loss: 0.983541 
[INFO] 2020-12-13 19:04:51 > Step:  173500 Progress: 86.8% Elapsed: 7 days, 10:42:43 temperature: no ada_p: No Discriminator_loss: 0.0186874 Generator_loss: 0.861573 
[INFO] 2020-12-13 19:24:28 > Step:  173600 Progress: 86.8% Elapsed: 7 days, 11:02:20 temperature: no ada_p: No Discriminator_loss: 0.0282864 Generator_loss: 0.781275 
[INFO] 2020-12-13 19:44:03 > Step:  173700 Progress: 86.9% Elapsed: 7 days, 11:21:56 temperature: no ada_p: No Discriminator_loss: 0.0149967 Generator_loss: 0.942934 
[INFO] 2020-12-13 20:03:44 > Step:  173800 Progress: 86.9% Elapsed: 7 days, 11:41:36 temperature: no ada_p: No Discriminator_loss: 0.0197222 Generator_loss: 0.907982 
[INFO] 2020-12-13 20:23:23 > Step:  173900 Progress: 87.0% Elapsed: 7 days, 12:01:15 temperature: no ada_p: No Discriminator_loss: 0.025697 Generator_loss: 0.721347 
[INFO] 2020-12-13 20:42:59 > Step:  174000 Progress: 87.0% Elapsed: 7 days, 12:20:51 temperature: no ada_p: No Discriminator_loss: 0.0138059 Generator_loss: 1.01105 
[INFO] 2020-12-13 20:42:59 > Start Evaluation (174000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 20:42:59 > Calculating FID Score....
[INFO] 2020-12-13 20:44:11 > Calculating Inception Score....
[INFO] 2020-12-13 20:45:12 > Calculate F_beta Score....
[INFO] 2020-12-13 20:48:19 > Calculate Accuracies....
[INFO] 2020-12-13 20:49:18 > Calculate Accuracies....
[INFO] 2020-12-13 20:50:34 > F_8 score (Step: 174000, Using valid images): 0.9868885297719371
[INFO] 2020-12-13 20:50:34 > F_1/8 score (Step: 174000, Using valid images): 0.9831690680257648
[INFO] 2020-12-13 20:50:34 > FID score (Step: 174000, Using valid moments): 8.653514124012304
[INFO] 2020-12-13 20:50:34 > Inception score (Step: 174000, 50000 generated images): 83.68343353271484
[INFO] 2020-12-13 20:50:34 > Best FID score (Step: 172000, Using valid moments): 8.487273265705483
[INFO] 2020-12-13 20:50:41 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-13 21:10:15 > Step:  174100 Progress: 87.1% Elapsed: 7 days, 12:48:08 temperature: no ada_p: No Discriminator_loss: 0.0160395 Generator_loss: 0.858325 
[INFO] 2020-12-13 21:29:55 > Step:  174200 Progress: 87.1% Elapsed: 7 days, 13:07:47 temperature: no ada_p: No Discriminator_loss: 0.057281 Generator_loss: 0.53809 
[INFO] 2020-12-13 21:49:29 > Step:  174300 Progress: 87.2% Elapsed: 7 days, 13:27:21 temperature: no ada_p: No Discriminator_loss: 0.015562 Generator_loss: 0.779181 
[INFO] 2020-12-13 22:09:02 > Step:  174400 Progress: 87.2% Elapsed: 7 days, 13:46:55 temperature: no ada_p: No Discriminator_loss: 0.0166159 Generator_loss: 0.802637 
[INFO] 2020-12-13 22:28:43 > Step:  174500 Progress: 87.2% Elapsed: 7 days, 14:06:36 temperature: no ada_p: No Discriminator_loss: 0.0201742 Generator_loss: 0.765744 
[INFO] 2020-12-13 22:48:17 > Step:  174600 Progress: 87.3% Elapsed: 7 days, 14:26:09 temperature: no ada_p: No Discriminator_loss: 0.017997 Generator_loss: 0.862917 
[INFO] 2020-12-13 23:07:51 > Step:  174700 Progress: 87.4% Elapsed: 7 days, 14:45:43 temperature: no ada_p: No Discriminator_loss: 0.0268528 Generator_loss: 0.763413 
[INFO] 2020-12-13 23:27:31 > Step:  174800 Progress: 87.4% Elapsed: 7 days, 15:05:23 temperature: no ada_p: No Discriminator_loss: 0.0143909 Generator_loss: 0.955572 
[INFO] 2020-12-13 23:47:05 > Step:  174900 Progress: 87.5% Elapsed: 7 days, 15:24:57 temperature: no ada_p: No Discriminator_loss: 0.0133511 Generator_loss: 0.853706 
[INFO] 2020-12-14 00:06:39 > Step:  175000 Progress: 87.5% Elapsed: 7 days, 15:44:32 temperature: no ada_p: No Discriminator_loss: 0.0159349 Generator_loss: 0.916868 
[INFO] 2020-12-14 00:26:20 > Step:  175100 Progress: 87.5% Elapsed: 7 days, 16:04:13 temperature: no ada_p: No Discriminator_loss: 0.0636994 Generator_loss: 0.639556 
[INFO] 2020-12-14 00:45:55 > Step:  175200 Progress: 87.6% Elapsed: 7 days, 16:23:47 temperature: no ada_p: No Discriminator_loss: 0.0787847 Generator_loss: 0.433876 
[INFO] 2020-12-14 01:05:29 > Step:  175300 Progress: 87.6% Elapsed: 7 days, 16:43:21 temperature: no ada_p: No Discriminator_loss: 0.0192782 Generator_loss: 0.781307 
[INFO] 2020-12-14 01:25:09 > Step:  175400 Progress: 87.7% Elapsed: 7 days, 17:03:01 temperature: no ada_p: No Discriminator_loss: 0.0147854 Generator_loss: 0.980065 
[INFO] 2020-12-14 01:44:43 > Step:  175500 Progress: 87.8% Elapsed: 7 days, 17:22:35 temperature: no ada_p: No Discriminator_loss: 0.0175096 Generator_loss: 0.937981 
[INFO] 2020-12-14 02:04:17 > Step:  175600 Progress: 87.8% Elapsed: 7 days, 17:42:09 temperature: no ada_p: No Discriminator_loss: 0.0166102 Generator_loss: 0.866769 
[INFO] 2020-12-14 02:23:57 > Step:  175700 Progress: 87.8% Elapsed: 7 days, 18:01:49 temperature: no ada_p: No Discriminator_loss: 0.110111 Generator_loss: 0.297778 
[INFO] 2020-12-14 02:43:31 > Step:  175800 Progress: 87.9% Elapsed: 7 days, 18:21:23 temperature: no ada_p: No Discriminator_loss: 0.029179 Generator_loss: 0.712781 
[INFO] 2020-12-14 03:03:05 > Step:  175900 Progress: 87.9% Elapsed: 7 days, 18:40:57 temperature: no ada_p: No Discriminator_loss: 0.0143069 Generator_loss: 0.889659 
[INFO] 2020-12-14 03:22:44 > Step:  176000 Progress: 88.0% Elapsed: 7 days, 19:00:36 temperature: no ada_p: No Discriminator_loss: 0.0140067 Generator_loss: 0.925021 
[INFO] 2020-12-14 03:22:44 > Start Evaluation (176000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 03:22:44 > Calculating FID Score....
[INFO] 2020-12-14 03:23:55 > Calculating Inception Score....
[INFO] 2020-12-14 03:24:56 > Calculate F_beta Score....
[INFO] 2020-12-14 03:28:48 > Calculate Accuracies....
[INFO] 2020-12-14 03:29:48 > Calculate Accuracies....
[INFO] 2020-12-14 03:31:04 > F_8 score (Step: 176000, Using valid images): 0.9854914550903421
[INFO] 2020-12-14 03:31:04 > F_1/8 score (Step: 176000, Using valid images): 0.9820001090372117
[INFO] 2020-12-14 03:31:04 > FID score (Step: 176000, Using valid moments): 8.471404537961064
[INFO] 2020-12-14 03:31:04 > Inception score (Step: 176000, 50000 generated images): 85.1881103515625
[INFO] 2020-12-14 03:31:04 > Best FID score (Step: 176000, Using valid moments): 8.471404537961064
[INFO] 2020-12-14 03:31:18 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 03:50:53 > Step:  176100 Progress: 88.0% Elapsed: 7 days, 19:28:46 temperature: no ada_p: No Discriminator_loss: 0.0236255 Generator_loss: 0.796151 
[INFO] 2020-12-14 04:10:26 > Step:  176200 Progress: 88.1% Elapsed: 7 days, 19:48:19 temperature: no ada_p: No Discriminator_loss: 0.0215864 Generator_loss: 0.798813 
[INFO] 2020-12-14 04:30:05 > Step:  176300 Progress: 88.1% Elapsed: 7 days, 20:07:57 temperature: no ada_p: No Discriminator_loss: 0.0141988 Generator_loss: 0.955354 
[INFO] 2020-12-14 04:49:40 > Step:  176400 Progress: 88.2% Elapsed: 7 days, 20:27:33 temperature: no ada_p: No Discriminator_loss: 0.0169539 Generator_loss: 0.850304 
[INFO] 2020-12-14 05:09:15 > Step:  176500 Progress: 88.2% Elapsed: 7 days, 20:47:07 temperature: no ada_p: No Discriminator_loss: 0.0100329 Generator_loss: 0.935218 
[INFO] 2020-12-14 05:28:49 > Step:  176600 Progress: 88.3% Elapsed: 7 days, 21:06:42 temperature: no ada_p: No Discriminator_loss: 0.0132586 Generator_loss: 0.999942 
[INFO] 2020-12-14 05:48:32 > Step:  176700 Progress: 88.3% Elapsed: 7 days, 21:26:25 temperature: no ada_p: No Discriminator_loss: 0.00916929 Generator_loss: 0.888027 
[INFO] 2020-12-14 06:08:09 > Step:  176800 Progress: 88.4% Elapsed: 7 days, 21:46:02 temperature: no ada_p: No Discriminator_loss: 0.0146833 Generator_loss: 0.893644 
[INFO] 2020-12-14 06:27:45 > Step:  176900 Progress: 88.4% Elapsed: 7 days, 22:05:38 temperature: no ada_p: No Discriminator_loss: 0.0192888 Generator_loss: 0.794724 
[INFO] 2020-12-14 06:47:27 > Step:  177000 Progress: 88.5% Elapsed: 7 days, 22:25:19 temperature: no ada_p: No Discriminator_loss: 0.0134271 Generator_loss: 0.913364 
[INFO] 2020-12-14 07:07:01 > Step:  177100 Progress: 88.5% Elapsed: 7 days, 22:44:54 temperature: no ada_p: No Discriminator_loss: 0.0183593 Generator_loss: 0.89855 
[INFO] 2020-12-14 07:26:34 > Step:  177200 Progress: 88.6% Elapsed: 7 days, 23:04:27 temperature: no ada_p: No Discriminator_loss: 0.0470967 Generator_loss: 0.651561 
[INFO] 2020-12-14 07:46:15 > Step:  177300 Progress: 88.6% Elapsed: 7 days, 23:24:07 temperature: no ada_p: No Discriminator_loss: 0.0117124 Generator_loss: 1.02071 
[INFO] 2020-12-14 08:05:51 > Step:  177400 Progress: 88.7% Elapsed: 7 days, 23:43:43 temperature: no ada_p: No Discriminator_loss: 0.0169682 Generator_loss: 0.875434 
[INFO] 2020-12-14 08:25:26 > Step:  177500 Progress: 88.8% Elapsed: 8 days, 0:03:19 temperature: no ada_p: No Discriminator_loss: 0.014526 Generator_loss: 1.02898 
[INFO] 2020-12-14 08:45:09 > Step:  177600 Progress: 88.8% Elapsed: 8 days, 0:23:01 temperature: no ada_p: No Discriminator_loss: 0.0231113 Generator_loss: 0.728757 
[INFO] 2020-12-14 09:04:42 > Step:  177700 Progress: 88.8% Elapsed: 8 days, 0:42:34 temperature: no ada_p: No Discriminator_loss: 0.0154787 Generator_loss: 0.918362 
[INFO] 2020-12-14 09:24:15 > Step:  177800 Progress: 88.9% Elapsed: 8 days, 1:02:08 temperature: no ada_p: No Discriminator_loss: 0.0206997 Generator_loss: 0.830882 
[INFO] 2020-12-14 09:43:57 > Step:  177900 Progress: 88.9% Elapsed: 8 days, 1:21:50 temperature: no ada_p: No Discriminator_loss: 0.0179676 Generator_loss: 0.924286 
[INFO] 2020-12-14 10:03:33 > Step:  178000 Progress: 89.0% Elapsed: 8 days, 1:41:25 temperature: no ada_p: No Discriminator_loss: 0.0434495 Generator_loss: 0.608874 
[INFO] 2020-12-14 10:03:33 > Start Evaluation (178000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 10:03:33 > Calculating FID Score....
[INFO] 2020-12-14 10:04:45 > Calculating Inception Score....
[INFO] 2020-12-14 10:05:46 > Calculate F_beta Score....
[INFO] 2020-12-14 10:08:25 > Calculate Accuracies....
[INFO] 2020-12-14 10:09:25 > Calculate Accuracies....
[INFO] 2020-12-14 10:10:30 > F_8 score (Step: 178000, Using valid images): 0.9859096858100479
[INFO] 2020-12-14 10:10:30 > F_1/8 score (Step: 178000, Using valid images): 0.9832098379162143
[INFO] 2020-12-14 10:10:30 > FID score (Step: 178000, Using valid moments): 8.429019136143324
[INFO] 2020-12-14 10:10:30 > Inception score (Step: 178000, 50000 generated images): 84.38909149169922
[INFO] 2020-12-14 10:10:30 > Best FID score (Step: 178000, Using valid moments): 8.429019136143324
[INFO] 2020-12-14 10:10:44 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 10:30:20 > Step:  178100 Progress: 89.0% Elapsed: 8 days, 2:08:12 temperature: no ada_p: No Discriminator_loss: 0.0452692 Generator_loss: 0.848747 
[INFO] 2020-12-14 10:50:02 > Step:  178200 Progress: 89.1% Elapsed: 8 days, 2:27:54 temperature: no ada_p: No Discriminator_loss: 0.0150503 Generator_loss: 0.939512 
[INFO] 2020-12-14 11:09:38 > Step:  178300 Progress: 89.1% Elapsed: 8 days, 2:47:31 temperature: no ada_p: No Discriminator_loss: 0.0171625 Generator_loss: 0.918296 
[INFO] 2020-12-14 11:29:14 > Step:  178400 Progress: 89.2% Elapsed: 8 days, 3:07:06 temperature: no ada_p: No Discriminator_loss: 0.0175713 Generator_loss: 0.740495 
[INFO] 2020-12-14 11:48:54 > Step:  178500 Progress: 89.2% Elapsed: 8 days, 3:26:47 temperature: no ada_p: No Discriminator_loss: 0.0148809 Generator_loss: 0.826651 
[INFO] 2020-12-14 12:08:32 > Step:  178600 Progress: 89.3% Elapsed: 8 days, 3:46:24 temperature: no ada_p: No Discriminator_loss: 0.0195741 Generator_loss: 0.784609 
[INFO] 2020-12-14 12:28:09 > Step:  178700 Progress: 89.3% Elapsed: 8 days, 4:06:02 temperature: no ada_p: No Discriminator_loss: 0.0561346 Generator_loss: 0.630625 
[INFO] 2020-12-14 12:47:52 > Step:  178800 Progress: 89.4% Elapsed: 8 days, 4:25:44 temperature: no ada_p: No Discriminator_loss: 0.00882162 Generator_loss: 0.920825 
[INFO] 2020-12-14 13:07:30 > Step:  178900 Progress: 89.5% Elapsed: 8 days, 4:45:23 temperature: no ada_p: No Discriminator_loss: 0.0260636 Generator_loss: 0.811977 
[INFO] 2020-12-14 13:27:08 > Step:  179000 Progress: 89.5% Elapsed: 8 days, 5:05:00 temperature: no ada_p: No Discriminator_loss: 0.0194889 Generator_loss: 0.888915 
[INFO] 2020-12-14 13:46:42 > Step:  179100 Progress: 89.5% Elapsed: 8 days, 5:24:34 temperature: no ada_p: No Discriminator_loss: 0.020566 Generator_loss: 0.816873 
[INFO] 2020-12-14 14:06:24 > Step:  179200 Progress: 89.6% Elapsed: 8 days, 5:44:16 temperature: no ada_p: No Discriminator_loss: 0.0224116 Generator_loss: 0.758082 
[INFO] 2020-12-14 14:26:00 > Step:  179300 Progress: 89.6% Elapsed: 8 days, 6:03:52 temperature: no ada_p: No Discriminator_loss: 0.0196476 Generator_loss: 0.848537 
[INFO] 2020-12-14 14:45:34 > Step:  179400 Progress: 89.7% Elapsed: 8 days, 6:23:27 temperature: no ada_p: No Discriminator_loss: 0.0159491 Generator_loss: 0.891544 
[INFO] 2020-12-14 15:05:17 > Step:  179500 Progress: 89.8% Elapsed: 8 days, 6:43:10 temperature: no ada_p: No Discriminator_loss: 0.0110467 Generator_loss: 0.885342 
[INFO] 2020-12-14 15:24:54 > Step:  179600 Progress: 89.8% Elapsed: 8 days, 7:02:46 temperature: no ada_p: No Discriminator_loss: 0.0368913 Generator_loss: 0.698702 
[INFO] 2020-12-14 15:44:30 > Step:  179700 Progress: 89.8% Elapsed: 8 days, 7:22:22 temperature: no ada_p: No Discriminator_loss: 0.0171729 Generator_loss: 0.871844 
[INFO] 2020-12-14 16:04:12 > Step:  179800 Progress: 89.9% Elapsed: 8 days, 7:42:05 temperature: no ada_p: No Discriminator_loss: 0.0133153 Generator_loss: 0.889799 
[INFO] 2020-12-14 16:23:48 > Step:  179900 Progress: 90.0% Elapsed: 8 days, 8:01:41 temperature: no ada_p: No Discriminator_loss: 0.0130855 Generator_loss: 0.964303 
[INFO] 2020-12-14 16:43:24 > Step:  180000 Progress: 90.0% Elapsed: 8 days, 8:21:17 temperature: no ada_p: No Discriminator_loss: 0.0236796 Generator_loss: 0.811998 
[INFO] 2020-12-14 16:43:24 > Start Evaluation (180000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 16:43:24 > Calculating FID Score....
[INFO] 2020-12-14 16:44:36 > Calculating Inception Score....
[INFO] 2020-12-14 16:45:37 > Calculate F_beta Score....
[INFO] 2020-12-14 16:49:22 > Calculate Accuracies....
[INFO] 2020-12-14 16:50:21 > Calculate Accuracies....
[INFO] 2020-12-14 16:51:35 > F_8 score (Step: 180000, Using valid images): 0.9855653028687511
[INFO] 2020-12-14 16:51:35 > F_1/8 score (Step: 180000, Using valid images): 0.9833808362054551
[INFO] 2020-12-14 16:51:35 > FID score (Step: 180000, Using valid moments): 8.242262771546791
[INFO] 2020-12-14 16:51:35 > Inception score (Step: 180000, 50000 generated images): 84.56593322753906
[INFO] 2020-12-14 16:51:35 > Best FID score (Step: 180000, Using valid moments): 8.242262771546791
[INFO] 2020-12-14 16:51:49 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 17:11:31 > Step:  180100 Progress: 90.0% Elapsed: 8 days, 8:49:24 temperature: no ada_p: No Discriminator_loss: 0.0155201 Generator_loss: 0.805415 
[INFO] 2020-12-14 17:31:09 > Step:  180200 Progress: 90.1% Elapsed: 8 days, 9:09:01 temperature: no ada_p: No Discriminator_loss: 0.0149132 Generator_loss: 0.916269 
[INFO] 2020-12-14 17:50:47 > Step:  180300 Progress: 90.1% Elapsed: 8 days, 9:28:39 temperature: no ada_p: No Discriminator_loss: 0.0165538 Generator_loss: 0.93085 
[INFO] 2020-12-14 18:10:30 > Step:  180400 Progress: 90.2% Elapsed: 8 days, 9:48:22 temperature: no ada_p: No Discriminator_loss: 0.0132661 Generator_loss: 0.926544 
[INFO] 2020-12-14 18:30:08 > Step:  180500 Progress: 90.2% Elapsed: 8 days, 10:08:01 temperature: no ada_p: No Discriminator_loss: 0.0120273 Generator_loss: 1.06283 
[INFO] 2020-12-14 18:49:45 > Step:  180600 Progress: 90.3% Elapsed: 8 days, 10:27:38 temperature: no ada_p: No Discriminator_loss: 0.011765 Generator_loss: 0.928367 
[INFO] 2020-12-14 19:09:27 > Step:  180700 Progress: 90.3% Elapsed: 8 days, 10:47:20 temperature: no ada_p: No Discriminator_loss: 0.0121118 Generator_loss: 0.928177 
[INFO] 2020-12-14 19:29:05 > Step:  180800 Progress: 90.4% Elapsed: 8 days, 11:06:58 temperature: no ada_p: No Discriminator_loss: 0.0127387 Generator_loss: 0.87054 
[INFO] 2020-12-14 19:48:42 > Step:  180900 Progress: 90.5% Elapsed: 8 days, 11:26:35 temperature: no ada_p: No Discriminator_loss: 0.0138718 Generator_loss: 0.890734 
[INFO] 2020-12-14 20:08:23 > Step:  181000 Progress: 90.5% Elapsed: 8 days, 11:46:15 temperature: no ada_p: No Discriminator_loss: 0.0159183 Generator_loss: 0.91118 
[INFO] 2020-12-14 20:27:59 > Step:  181100 Progress: 90.5% Elapsed: 8 days, 12:05:51 temperature: no ada_p: No Discriminator_loss: 0.0165305 Generator_loss: 0.877199 
[INFO] 2020-12-14 20:47:32 > Step:  181200 Progress: 90.6% Elapsed: 8 days, 12:25:25 temperature: no ada_p: No Discriminator_loss: 0.0345119 Generator_loss: 0.655056 
[INFO] 2020-12-14 21:07:10 > Step:  181300 Progress: 90.6% Elapsed: 8 days, 12:45:02 temperature: no ada_p: No Discriminator_loss: 0.0130708 Generator_loss: 0.945439 
[INFO] 2020-12-14 21:26:46 > Step:  181400 Progress: 90.7% Elapsed: 8 days, 13:04:38 temperature: no ada_p: No Discriminator_loss: 0.0154499 Generator_loss: 0.983875 
[INFO] 2020-12-14 21:46:20 > Step:  181500 Progress: 90.8% Elapsed: 8 days, 13:24:12 temperature: no ada_p: No Discriminator_loss: 0.0918806 Generator_loss: 0.323507 
[INFO] 2020-12-14 22:05:53 > Step:  181600 Progress: 90.8% Elapsed: 8 days, 13:43:46 temperature: no ada_p: No Discriminator_loss: 0.0158363 Generator_loss: 0.855281 
[INFO] 2020-12-14 22:25:35 > Step:  181700 Progress: 90.8% Elapsed: 8 days, 14:03:27 temperature: no ada_p: No Discriminator_loss: 0.0272664 Generator_loss: 0.80715 
[INFO] 2020-12-14 22:45:09 > Step:  181800 Progress: 90.9% Elapsed: 8 days, 14:23:01 temperature: no ada_p: No Discriminator_loss: 0.0190952 Generator_loss: 0.842584 
[INFO] 2020-12-14 23:04:43 > Step:  181900 Progress: 91.0% Elapsed: 8 days, 14:42:36 temperature: no ada_p: No Discriminator_loss: 0.0152727 Generator_loss: 0.934147 
[INFO] 2020-12-14 23:24:24 > Step:  182000 Progress: 91.0% Elapsed: 8 days, 15:02:16 temperature: no ada_p: No Discriminator_loss: 0.0104687 Generator_loss: 0.982474 
[INFO] 2020-12-14 23:24:24 > Start Evaluation (182000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 23:24:24 > Calculating FID Score....
[INFO] 2020-12-14 23:25:36 > Calculating Inception Score....
[INFO] 2020-12-14 23:26:37 > Calculate F_beta Score....
[INFO] 2020-12-14 23:30:09 > Calculate Accuracies....
[INFO] 2020-12-14 23:31:08 > Calculate Accuracies....
[INFO] 2020-12-14 23:32:30 > F_8 score (Step: 182000, Using valid images): 0.9862922691968504
[INFO] 2020-12-14 23:32:30 > F_1/8 score (Step: 182000, Using valid images): 0.9834500442316747
[INFO] 2020-12-14 23:32:30 > FID score (Step: 182000, Using valid moments): 8.341364994942978
[INFO] 2020-12-14 23:32:30 > Inception score (Step: 182000, 50000 generated images): 85.24459075927734
[INFO] 2020-12-14 23:32:30 > Best FID score (Step: 180000, Using valid moments): 8.242262771546791
[INFO] 2020-12-14 23:32:37 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-14 23:52:12 > Step:  182100 Progress: 91.0% Elapsed: 8 days, 15:30:04 temperature: no ada_p: No Discriminator_loss: 0.0250841 Generator_loss: 0.76904 
[INFO] 2020-12-15 00:11:47 > Step:  182200 Progress: 91.1% Elapsed: 8 days, 15:49:39 temperature: no ada_p: No Discriminator_loss: 0.014595 Generator_loss: 0.858212 
[INFO] 2020-12-15 00:31:26 > Step:  182300 Progress: 91.1% Elapsed: 8 days, 16:09:19 temperature: no ada_p: No Discriminator_loss: 0.0223587 Generator_loss: 1.03474 
[INFO] 2020-12-15 00:51:00 > Step:  182400 Progress: 91.2% Elapsed: 8 days, 16:28:52 temperature: no ada_p: No Discriminator_loss: 0.00988096 Generator_loss: 0.932182 
[INFO] 2020-12-15 01:10:34 > Step:  182500 Progress: 91.2% Elapsed: 8 days, 16:48:26 temperature: no ada_p: No Discriminator_loss: 0.0100947 Generator_loss: 0.922037 
[INFO] 2020-12-15 01:30:14 > Step:  182600 Progress: 91.3% Elapsed: 8 days, 17:08:06 temperature: no ada_p: No Discriminator_loss: 0.0120362 Generator_loss: 0.941551 
[INFO] 2020-12-15 01:49:50 > Step:  182700 Progress: 91.3% Elapsed: 8 days, 17:27:42 temperature: no ada_p: No Discriminator_loss: 0.0147904 Generator_loss: 0.877791 
[INFO] 2020-12-15 02:09:25 > Step:  182800 Progress: 91.4% Elapsed: 8 days, 17:47:17 temperature: no ada_p: No Discriminator_loss: 0.017196 Generator_loss: 0.870757 
[INFO] 2020-12-15 02:29:05 > Step:  182900 Progress: 91.5% Elapsed: 8 days, 18:06:57 temperature: no ada_p: No Discriminator_loss: 0.0265003 Generator_loss: 0.78514 
[INFO] 2020-12-15 02:48:44 > Step:  183000 Progress: 91.5% Elapsed: 8 days, 18:26:36 temperature: no ada_p: No Discriminator_loss: 0.0155502 Generator_loss: 0.908277 
[INFO] 2020-12-15 03:08:21 > Step:  183100 Progress: 91.5% Elapsed: 8 days, 18:46:13 temperature: no ada_p: No Discriminator_loss: 0.0167412 Generator_loss: 0.823423 
[INFO] 2020-12-15 03:28:02 > Step:  183200 Progress: 91.6% Elapsed: 8 days, 19:05:54 temperature: no ada_p: No Discriminator_loss: 0.0146889 Generator_loss: 0.900425 
[INFO] 2020-12-15 03:47:39 > Step:  183300 Progress: 91.6% Elapsed: 8 days, 19:25:32 temperature: no ada_p: No Discriminator_loss: 0.0142541 Generator_loss: 0.984445 
[INFO] 2020-12-15 04:07:17 > Step:  183400 Progress: 91.7% Elapsed: 8 days, 19:45:09 temperature: no ada_p: No Discriminator_loss: 0.0209499 Generator_loss: 0.759947 
[INFO] 2020-12-15 04:26:57 > Step:  183500 Progress: 91.8% Elapsed: 8 days, 20:04:50 temperature: no ada_p: No Discriminator_loss: 0.0123959 Generator_loss: 0.934191 
[INFO] 2020-12-15 04:46:34 > Step:  183600 Progress: 91.8% Elapsed: 8 days, 20:24:26 temperature: no ada_p: No Discriminator_loss: 0.0186707 Generator_loss: 0.845185 
[INFO] 2020-12-15 05:06:08 > Step:  183700 Progress: 91.8% Elapsed: 8 days, 20:44:00 temperature: no ada_p: No Discriminator_loss: 0.0150847 Generator_loss: 0.864325 
[INFO] 2020-12-15 05:25:41 > Step:  183800 Progress: 91.9% Elapsed: 8 days, 21:03:33 temperature: no ada_p: No Discriminator_loss: 0.0320856 Generator_loss: 0.765957 
[INFO] 2020-12-15 05:45:20 > Step:  183900 Progress: 92.0% Elapsed: 8 days, 21:23:13 temperature: no ada_p: No Discriminator_loss: 0.0143319 Generator_loss: 0.924569 
[INFO] 2020-12-15 06:04:54 > Step:  184000 Progress: 92.0% Elapsed: 8 days, 21:42:46 temperature: no ada_p: No Discriminator_loss: 0.0114533 Generator_loss: 0.925006 
[INFO] 2020-12-15 06:04:54 > Start Evaluation (184000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 06:04:54 > Calculating FID Score....
[INFO] 2020-12-15 06:06:05 > Calculating Inception Score....
[INFO] 2020-12-15 06:07:07 > Calculate F_beta Score....
[INFO] 2020-12-15 06:10:39 > Calculate Accuracies....
[INFO] 2020-12-15 06:11:39 > Calculate Accuracies....
[INFO] 2020-12-15 06:13:09 > F_8 score (Step: 184000, Using valid images): 0.9861497256923457
[INFO] 2020-12-15 06:13:09 > F_1/8 score (Step: 184000, Using valid images): 0.983903105214486
[INFO] 2020-12-15 06:13:09 > FID score (Step: 184000, Using valid moments): 8.310038187889802
[INFO] 2020-12-15 06:13:09 > Inception score (Step: 184000, 50000 generated images): 86.5125503540039
[INFO] 2020-12-15 06:13:09 > Best FID score (Step: 180000, Using valid moments): 8.242262771546791
[INFO] 2020-12-15 06:13:16 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 06:32:49 > Step:  184100 Progress: 92.0% Elapsed: 8 days, 22:10:41 temperature: no ada_p: No Discriminator_loss: 0.0181836 Generator_loss: 0.864371 
[INFO] 2020-12-15 06:52:31 > Step:  184200 Progress: 92.1% Elapsed: 8 days, 22:30:23 temperature: no ada_p: No Discriminator_loss: 0.0116016 Generator_loss: 0.996846 
[INFO] 2020-12-15 07:12:07 > Step:  184300 Progress: 92.2% Elapsed: 8 days, 22:49:59 temperature: no ada_p: No Discriminator_loss: 0.016562 Generator_loss: 0.828504 
[INFO] 2020-12-15 07:31:41 > Step:  184400 Progress: 92.2% Elapsed: 8 days, 23:09:33 temperature: no ada_p: No Discriminator_loss: 0.0109228 Generator_loss: 0.902562 
[INFO] 2020-12-15 07:51:21 > Step:  184500 Progress: 92.2% Elapsed: 8 days, 23:29:13 temperature: no ada_p: No Discriminator_loss: 0.0154673 Generator_loss: 0.886772 
[INFO] 2020-12-15 08:10:56 > Step:  184600 Progress: 92.3% Elapsed: 8 days, 23:48:48 temperature: no ada_p: No Discriminator_loss: 0.0210499 Generator_loss: 0.828385 
[INFO] 2020-12-15 08:30:31 > Step:  184700 Progress: 92.3% Elapsed: 9 days, 0:08:23 temperature: no ada_p: No Discriminator_loss: 0.0180478 Generator_loss: 0.854987 
[INFO] 2020-12-15 08:50:13 > Step:  184800 Progress: 92.4% Elapsed: 9 days, 0:28:05 temperature: no ada_p: No Discriminator_loss: 0.0807214 Generator_loss: 0.356752 
[INFO] 2020-12-15 09:09:49 > Step:  184900 Progress: 92.5% Elapsed: 9 days, 0:47:41 temperature: no ada_p: No Discriminator_loss: 0.0168777 Generator_loss: 0.943071 
[INFO] 2020-12-15 09:29:25 > Step:  185000 Progress: 92.5% Elapsed: 9 days, 1:07:18 temperature: no ada_p: No Discriminator_loss: 0.00931087 Generator_loss: 1.05212 
[INFO] 2020-12-15 09:49:08 > Step:  185100 Progress: 92.5% Elapsed: 9 days, 1:27:00 temperature: no ada_p: No Discriminator_loss: 0.0165813 Generator_loss: 0.778568 
[INFO] 2020-12-15 10:08:46 > Step:  185200 Progress: 92.6% Elapsed: 9 days, 1:46:38 temperature: no ada_p: No Discriminator_loss: 0.0175262 Generator_loss: 0.892818 
[INFO] 2020-12-15 10:28:23 > Step:  185300 Progress: 92.7% Elapsed: 9 days, 2:06:15 temperature: no ada_p: No Discriminator_loss: 0.0114499 Generator_loss: 0.884076 
[INFO] 2020-12-15 10:48:03 > Step:  185400 Progress: 92.7% Elapsed: 9 days, 2:25:56 temperature: no ada_p: No Discriminator_loss: 0.0112801 Generator_loss: 0.914791 
[INFO] 2020-12-15 11:07:39 > Step:  185500 Progress: 92.8% Elapsed: 9 days, 2:45:31 temperature: no ada_p: No Discriminator_loss: 0.0211185 Generator_loss: 0.805067 
[INFO] 2020-12-15 11:27:12 > Step:  185600 Progress: 92.8% Elapsed: 9 days, 3:05:05 temperature: no ada_p: No Discriminator_loss: 0.0201694 Generator_loss: 0.846367 
[INFO] 2020-12-15 11:46:52 > Step:  185700 Progress: 92.8% Elapsed: 9 days, 3:24:44 temperature: no ada_p: No Discriminator_loss: 0.0129739 Generator_loss: 0.90177 
[INFO] 2020-12-15 12:06:28 > Step:  185800 Progress: 92.9% Elapsed: 9 days, 3:44:20 temperature: no ada_p: No Discriminator_loss: 0.0225173 Generator_loss: 0.761016 
[INFO] 2020-12-15 12:26:05 > Step:  185900 Progress: 93.0% Elapsed: 9 days, 4:03:58 temperature: no ada_p: No Discriminator_loss: 0.0193304 Generator_loss: 0.836306 
[INFO] 2020-12-15 12:45:47 > Step:  186000 Progress: 93.0% Elapsed: 9 days, 4:23:39 temperature: no ada_p: No Discriminator_loss: 0.00838203 Generator_loss: 0.925505 
[INFO] 2020-12-15 12:45:47 > Start Evaluation (186000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 12:45:47 > Calculating FID Score....
[INFO] 2020-12-15 12:46:58 > Calculating Inception Score....
[INFO] 2020-12-15 12:48:00 > Calculate F_beta Score....
[INFO] 2020-12-15 12:50:58 > Calculate Accuracies....
[INFO] 2020-12-15 12:51:57 > Calculate Accuracies....
[INFO] 2020-12-15 12:53:13 > F_8 score (Step: 186000, Using valid images): 0.9871199014092047
[INFO] 2020-12-15 12:53:13 > F_1/8 score (Step: 186000, Using valid images): 0.9842846224639447
[INFO] 2020-12-15 12:53:13 > FID score (Step: 186000, Using valid moments): 8.245242438260846
[INFO] 2020-12-15 12:53:13 > Inception score (Step: 186000, 50000 generated images): 85.28752136230469
[INFO] 2020-12-15 12:53:13 > Best FID score (Step: 180000, Using valid moments): 8.242262771546791
[INFO] 2020-12-15 12:53:20 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 13:12:56 > Step:  186100 Progress: 93.0% Elapsed: 9 days, 4:50:48 temperature: no ada_p: No Discriminator_loss: 0.0123575 Generator_loss: 0.956932 
[INFO] 2020-12-15 13:32:29 > Step:  186200 Progress: 93.1% Elapsed: 9 days, 5:10:22 temperature: no ada_p: No Discriminator_loss: 0.020494 Generator_loss: 0.743324 
[INFO] 2020-12-15 13:52:03 > Step:  186300 Progress: 93.2% Elapsed: 9 days, 5:29:56 temperature: no ada_p: No Discriminator_loss: 0.0187334 Generator_loss: 0.911569 
[INFO] 2020-12-15 14:11:45 > Step:  186400 Progress: 93.2% Elapsed: 9 days, 5:49:37 temperature: no ada_p: No Discriminator_loss: 0.0128432 Generator_loss: 0.972076 
[INFO] 2020-12-15 14:31:20 > Step:  186500 Progress: 93.2% Elapsed: 9 days, 6:09:13 temperature: no ada_p: No Discriminator_loss: 0.0194105 Generator_loss: 0.860853 
[INFO] 2020-12-15 14:50:54 > Step:  186600 Progress: 93.3% Elapsed: 9 days, 6:28:47 temperature: no ada_p: No Discriminator_loss: 0.0350165 Generator_loss: 0.643331 
[INFO] 2020-12-15 15:10:38 > Step:  186700 Progress: 93.3% Elapsed: 9 days, 6:48:30 temperature: no ada_p: No Discriminator_loss: 0.0103836 Generator_loss: 1.0012 
[INFO] 2020-12-15 15:30:15 > Step:  186800 Progress: 93.4% Elapsed: 9 days, 7:08:07 temperature: no ada_p: No Discriminator_loss: 0.0141901 Generator_loss: 0.939367 
[INFO] 2020-12-15 15:49:51 > Step:  186900 Progress: 93.5% Elapsed: 9 days, 7:27:44 temperature: no ada_p: No Discriminator_loss: 0.0156209 Generator_loss: 1.02519 
[INFO] 2020-12-15 16:09:34 > Step:  187000 Progress: 93.5% Elapsed: 9 days, 7:47:26 temperature: no ada_p: No Discriminator_loss: 0.0204869 Generator_loss: 0.786773 
[INFO] 2020-12-15 16:29:09 > Step:  187100 Progress: 93.5% Elapsed: 9 days, 8:07:02 temperature: no ada_p: No Discriminator_loss: 0.0199914 Generator_loss: 0.80267 
[INFO] 2020-12-15 16:48:44 > Step:  187200 Progress: 93.6% Elapsed: 9 days, 8:26:36 temperature: no ada_p: No Discriminator_loss: 0.0275657 Generator_loss: 0.762344 
[INFO] 2020-12-15 17:08:26 > Step:  187300 Progress: 93.7% Elapsed: 9 days, 8:46:18 temperature: no ada_p: No Discriminator_loss: 0.0117411 Generator_loss: 0.844139 
[INFO] 2020-12-15 17:28:02 > Step:  187400 Progress: 93.7% Elapsed: 9 days, 9:05:55 temperature: no ada_p: No Discriminator_loss: 0.0130801 Generator_loss: 0.913709 
[INFO] 2020-12-15 17:47:38 > Step:  187500 Progress: 93.8% Elapsed: 9 days, 9:25:30 temperature: no ada_p: No Discriminator_loss: 0.0420244 Generator_loss: 0.630448 
[INFO] 2020-12-15 18:07:20 > Step:  187600 Progress: 93.8% Elapsed: 9 days, 9:45:12 temperature: no ada_p: No Discriminator_loss: 0.0163182 Generator_loss: 0.87751 
[INFO] 2020-12-15 18:26:58 > Step:  187700 Progress: 93.8% Elapsed: 9 days, 10:04:50 temperature: no ada_p: No Discriminator_loss: 0.0123139 Generator_loss: 0.976665 
[INFO] 2020-12-15 18:46:34 > Step:  187800 Progress: 93.9% Elapsed: 9 days, 10:24:26 temperature: no ada_p: No Discriminator_loss: 0.0183889 Generator_loss: 0.916875 
[INFO] 2020-12-15 19:06:15 > Step:  187900 Progress: 94.0% Elapsed: 9 days, 10:44:07 temperature: no ada_p: No Discriminator_loss: 0.0118189 Generator_loss: 1.00201 
[INFO] 2020-12-15 19:25:50 > Step:  188000 Progress: 94.0% Elapsed: 9 days, 11:03:42 temperature: no ada_p: No Discriminator_loss: 0.0126971 Generator_loss: 0.923731 
[INFO] 2020-12-15 19:25:50 > Start Evaluation (188000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 19:25:50 > Calculating FID Score....
[INFO] 2020-12-15 19:27:01 > Calculating Inception Score....
[INFO] 2020-12-15 19:28:02 > Calculate F_beta Score....
[INFO] 2020-12-15 19:30:47 > Calculate Accuracies....
[INFO] 2020-12-15 19:31:46 > Calculate Accuracies....
[INFO] 2020-12-15 19:33:00 > F_8 score (Step: 188000, Using valid images): 0.9887161821677121
[INFO] 2020-12-15 19:33:00 > F_1/8 score (Step: 188000, Using valid images): 0.9848206940214734
[INFO] 2020-12-15 19:33:00 > FID score (Step: 188000, Using valid moments): 8.232919427914737
[INFO] 2020-12-15 19:33:00 > Inception score (Step: 188000, 50000 generated images): 85.71957397460938
[INFO] 2020-12-15 19:33:00 > Best FID score (Step: 188000, Using valid moments): 8.232919427914737
[INFO] 2020-12-15 19:33:14 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-15 19:52:50 > Step:  188100 Progress: 94.0% Elapsed: 9 days, 11:30:42 temperature: no ada_p: No Discriminator_loss: 0.116288 Generator_loss: 0.428318 
[INFO] 2020-12-15 20:12:31 > Step:  188200 Progress: 94.1% Elapsed: 9 days, 11:50:23 temperature: no ada_p: No Discriminator_loss: 0.0111089 Generator_loss: 0.900674 
[INFO] 2020-12-15 20:32:09 > Step:  188300 Progress: 94.2% Elapsed: 9 days, 12:10:02 temperature: no ada_p: No Discriminator_loss: 0.0159377 Generator_loss: 0.849942 
[INFO] 2020-12-15 20:51:45 > Step:  188400 Progress: 94.2% Elapsed: 9 days, 12:29:38 temperature: no ada_p: No Discriminator_loss: 0.0199515 Generator_loss: 0.862068 
[INFO] 2020-12-15 21:11:26 > Step:  188500 Progress: 94.2% Elapsed: 9 days, 12:49:18 temperature: no ada_p: No Discriminator_loss: 0.0167461 Generator_loss: 1.02873 
[INFO] 2020-12-15 21:31:04 > Step:  188600 Progress: 94.3% Elapsed: 9 days, 13:08:56 temperature: no ada_p: No Discriminator_loss: 0.0400855 Generator_loss: 0.67917 
[INFO] 2020-12-15 21:50:39 > Step:  188700 Progress: 94.3% Elapsed: 9 days, 13:28:32 temperature: no ada_p: No Discriminator_loss: 0.0136367 Generator_loss: 0.825129 
[INFO] 2020-12-15 22:10:15 > Step:  188800 Progress: 94.4% Elapsed: 9 days, 13:48:08 temperature: no ada_p: No Discriminator_loss: 0.0538123 Generator_loss: 0.555944 
[INFO] 2020-12-15 22:29:58 > Step:  188900 Progress: 94.5% Elapsed: 9 days, 14:07:50 temperature: no ada_p: No Discriminator_loss: 0.0169651 Generator_loss: 0.959905 
[INFO] 2020-12-15 22:49:34 > Step:  189000 Progress: 94.5% Elapsed: 9 days, 14:27:26 temperature: no ada_p: No Discriminator_loss: 0.0227151 Generator_loss: 0.754722 
[INFO] 2020-12-15 23:09:10 > Step:  189100 Progress: 94.5% Elapsed: 9 days, 14:47:02 temperature: no ada_p: No Discriminator_loss: 0.0119829 Generator_loss: 0.940106 
[INFO] 2020-12-15 23:28:53 > Step:  189200 Progress: 94.6% Elapsed: 9 days, 15:06:45 temperature: no ada_p: No Discriminator_loss: 0.00948176 Generator_loss: 0.991643 
[INFO] 2020-12-15 23:48:30 > Step:  189300 Progress: 94.7% Elapsed: 9 days, 15:26:23 temperature: no ada_p: No Discriminator_loss: 0.0333538 Generator_loss: 0.653729 
[INFO] 2020-12-16 00:08:06 > Step:  189400 Progress: 94.7% Elapsed: 9 days, 15:45:59 temperature: no ada_p: No Discriminator_loss: 0.00953094 Generator_loss: 0.923204 
[INFO] 2020-12-16 00:27:47 > Step:  189500 Progress: 94.8% Elapsed: 9 days, 16:05:40 temperature: no ada_p: No Discriminator_loss: 0.0107203 Generator_loss: 0.971924 
[INFO] 2020-12-16 00:47:24 > Step:  189600 Progress: 94.8% Elapsed: 9 days, 16:25:16 temperature: no ada_p: No Discriminator_loss: 0.0156122 Generator_loss: 0.89165 
[INFO] 2020-12-16 01:07:01 > Step:  189700 Progress: 94.8% Elapsed: 9 days, 16:44:53 temperature: no ada_p: No Discriminator_loss: 0.0242464 Generator_loss: 0.772666 
[INFO] 2020-12-16 01:26:43 > Step:  189800 Progress: 94.9% Elapsed: 9 days, 17:04:35 temperature: no ada_p: No Discriminator_loss: 0.0184955 Generator_loss: 0.986068 
[INFO] 2020-12-16 01:46:19 > Step:  189900 Progress: 95.0% Elapsed: 9 days, 17:24:11 temperature: no ada_p: No Discriminator_loss: 0.0136414 Generator_loss: 1.00187 
[INFO] 2020-12-16 02:05:55 > Step:  190000 Progress: 95.0% Elapsed: 9 days, 17:43:47 temperature: no ada_p: No Discriminator_loss: 0.0185799 Generator_loss: 0.839568 
[INFO] 2020-12-16 02:05:55 > Start Evaluation (190000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 02:05:55 > Calculating FID Score....
[INFO] 2020-12-16 02:07:06 > Calculating Inception Score....
[INFO] 2020-12-16 02:08:08 > Calculate F_beta Score....
[INFO] 2020-12-16 02:12:34 > Calculate Accuracies....
[INFO] 2020-12-16 02:13:34 > Calculate Accuracies....
[INFO] 2020-12-16 02:14:58 > F_8 score (Step: 190000, Using valid images): 0.9879492877338646
[INFO] 2020-12-16 02:14:58 > F_1/8 score (Step: 190000, Using valid images): 0.9835644441705709
[INFO] 2020-12-16 02:14:58 > FID score (Step: 190000, Using valid moments): 8.173519412832206
[INFO] 2020-12-16 02:14:58 > Inception score (Step: 190000, 50000 generated images): 85.87283325195312
[INFO] 2020-12-16 02:14:58 > Best FID score (Step: 190000, Using valid moments): 8.173519412832206
[INFO] 2020-12-16 02:15:11 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 02:34:55 > Step:  190100 Progress: 95.0% Elapsed: 9 days, 18:12:48 temperature: no ada_p: No Discriminator_loss: 0.0195244 Generator_loss: 0.925848 
[INFO] 2020-12-16 02:54:35 > Step:  190200 Progress: 95.1% Elapsed: 9 days, 18:32:28 temperature: no ada_p: No Discriminator_loss: 0.0224024 Generator_loss: 0.764217 
[INFO] 2020-12-16 03:14:12 > Step:  190300 Progress: 95.2% Elapsed: 9 days, 18:52:04 temperature: no ada_p: No Discriminator_loss: 0.0139466 Generator_loss: 0.955565 
[INFO] 2020-12-16 03:33:54 > Step:  190400 Progress: 95.2% Elapsed: 9 days, 19:11:46 temperature: no ada_p: No Discriminator_loss: 0.0151553 Generator_loss: 0.985533 
[INFO] 2020-12-16 03:53:32 > Step:  190500 Progress: 95.2% Elapsed: 9 days, 19:31:24 temperature: no ada_p: No Discriminator_loss: 0.0176707 Generator_loss: 0.87804 
[INFO] 2020-12-16 04:13:09 > Step:  190600 Progress: 95.3% Elapsed: 9 days, 19:51:01 temperature: no ada_p: No Discriminator_loss: 0.0143218 Generator_loss: 1.0322 
[INFO] 2020-12-16 04:32:50 > Step:  190700 Progress: 95.3% Elapsed: 9 days, 20:10:42 temperature: no ada_p: No Discriminator_loss: 0.00895263 Generator_loss: 0.958205 
[INFO] 2020-12-16 04:52:27 > Step:  190800 Progress: 95.4% Elapsed: 9 days, 20:30:20 temperature: no ada_p: No Discriminator_loss: 0.0117376 Generator_loss: 0.950846 
[INFO] 2020-12-16 05:12:03 > Step:  190900 Progress: 95.5% Elapsed: 9 days, 20:49:56 temperature: no ada_p: No Discriminator_loss: 0.0112816 Generator_loss: 0.972199 
[INFO] 2020-12-16 05:31:43 > Step:  191000 Progress: 95.5% Elapsed: 9 days, 21:09:36 temperature: no ada_p: No Discriminator_loss: 0.0116078 Generator_loss: 0.979224 
[INFO] 2020-12-16 05:51:20 > Step:  191100 Progress: 95.5% Elapsed: 9 days, 21:29:12 temperature: no ada_p: No Discriminator_loss: 0.0144775 Generator_loss: 0.989429 
[INFO] 2020-12-16 06:10:56 > Step:  191200 Progress: 95.6% Elapsed: 9 days, 21:48:49 temperature: no ada_p: No Discriminator_loss: 0.0203465 Generator_loss: 0.848232 
[INFO] 2020-12-16 06:30:32 > Step:  191300 Progress: 95.7% Elapsed: 9 days, 22:08:25 temperature: no ada_p: No Discriminator_loss: 0.0134021 Generator_loss: 0.835016 
[INFO] 2020-12-16 06:50:13 > Step:  191400 Progress: 95.7% Elapsed: 9 days, 22:28:05 temperature: no ada_p: No Discriminator_loss: 0.0144572 Generator_loss: 0.925115 
[INFO] 2020-12-16 07:09:49 > Step:  191500 Progress: 95.8% Elapsed: 9 days, 22:47:42 temperature: no ada_p: No Discriminator_loss: 0.00824397 Generator_loss: 1.0025 
[INFO] 2020-12-16 07:29:25 > Step:  191600 Progress: 95.8% Elapsed: 9 days, 23:07:17 temperature: no ada_p: No Discriminator_loss: 0.0246532 Generator_loss: 0.750176 
[INFO] 2020-12-16 07:49:08 > Step:  191700 Progress: 95.9% Elapsed: 9 days, 23:27:00 temperature: no ada_p: No Discriminator_loss: 0.0130399 Generator_loss: 0.838358 
[INFO] 2020-12-16 08:08:47 > Step:  191800 Progress: 95.9% Elapsed: 9 days, 23:46:39 temperature: no ada_p: No Discriminator_loss: 0.0186201 Generator_loss: 0.767161 
[INFO] 2020-12-16 08:28:24 > Step:  191900 Progress: 96.0% Elapsed: 10 days, 0:06:16 temperature: no ada_p: No Discriminator_loss: 0.0121238 Generator_loss: 0.998028 
[INFO] 2020-12-16 08:48:05 > Step:  192000 Progress: 96.0% Elapsed: 10 days, 0:25:57 temperature: no ada_p: No Discriminator_loss: 0.0148435 Generator_loss: 0.840977 
[INFO] 2020-12-16 08:48:05 > Start Evaluation (192000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 08:48:05 > Calculating FID Score....
[INFO] 2020-12-16 08:49:16 > Calculating Inception Score....
[INFO] 2020-12-16 08:50:17 > Calculate F_beta Score....
[INFO] 2020-12-16 09:02:58 > Calculate Accuracies....
[INFO] 2020-12-16 09:03:57 > Calculate Accuracies....
[INFO] 2020-12-16 09:05:17 > F_8 score (Step: 192000, Using valid images): 0.9866102539366854
[INFO] 2020-12-16 09:05:17 > F_1/8 score (Step: 192000, Using valid images): 0.9831377851030374
[INFO] 2020-12-16 09:05:17 > FID score (Step: 192000, Using valid moments): 8.198588363590602
[INFO] 2020-12-16 09:05:17 > Inception score (Step: 192000, 50000 generated images): 86.19815826416016
[INFO] 2020-12-16 09:05:17 > Best FID score (Step: 190000, Using valid moments): 8.173519412832206
[INFO] 2020-12-16 09:05:24 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 09:25:02 > Step:  192100 Progress: 96.0% Elapsed: 10 days, 1:02:55 temperature: no ada_p: No Discriminator_loss: 0.0117451 Generator_loss: 0.882178 
[INFO] 2020-12-16 09:44:39 > Step:  192200 Progress: 96.1% Elapsed: 10 days, 1:22:31 temperature: no ada_p: No Discriminator_loss: 0.0197763 Generator_loss: 0.82409 
[INFO] 2020-12-16 10:04:22 > Step:  192300 Progress: 96.2% Elapsed: 10 days, 1:42:14 temperature: no ada_p: No Discriminator_loss: 0.0144314 Generator_loss: 0.876677 
[INFO] 2020-12-16 10:24:00 > Step:  192400 Progress: 96.2% Elapsed: 10 days, 2:01:52 temperature: no ada_p: No Discriminator_loss: 0.0601223 Generator_loss: 0.570539 
[INFO] 2020-12-16 10:43:36 > Step:  192500 Progress: 96.2% Elapsed: 10 days, 2:21:29 temperature: no ada_p: No Discriminator_loss: 0.0129606 Generator_loss: 0.863766 
[INFO] 2020-12-16 11:03:18 > Step:  192600 Progress: 96.3% Elapsed: 10 days, 2:41:10 temperature: no ada_p: No Discriminator_loss: 0.00978854 Generator_loss: 1.00255 
[INFO] 2020-12-16 11:22:55 > Step:  192700 Progress: 96.4% Elapsed: 10 days, 3:00:48 temperature: no ada_p: No Discriminator_loss: 0.0196527 Generator_loss: 0.854302 
[INFO] 2020-12-16 11:42:32 > Step:  192800 Progress: 96.4% Elapsed: 10 days, 3:20:24 temperature: no ada_p: No Discriminator_loss: 0.05783 Generator_loss: 0.615114 
[INFO] 2020-12-16 12:02:14 > Step:  192900 Progress: 96.5% Elapsed: 10 days, 3:40:07 temperature: no ada_p: No Discriminator_loss: 0.0165725 Generator_loss: 0.855215 
[INFO] 2020-12-16 12:21:52 > Step:  193000 Progress: 96.5% Elapsed: 10 days, 3:59:44 temperature: no ada_p: No Discriminator_loss: 0.0150307 Generator_loss: 0.857325 
[INFO] 2020-12-16 12:41:30 > Step:  193100 Progress: 96.5% Elapsed: 10 days, 4:19:22 temperature: no ada_p: No Discriminator_loss: 0.0132666 Generator_loss: 0.928258 
[INFO] 2020-12-16 13:01:10 > Step:  193200 Progress: 96.6% Elapsed: 10 days, 4:39:03 temperature: no ada_p: No Discriminator_loss: 0.0192252 Generator_loss: 0.830948 
[INFO] 2020-12-16 13:20:49 > Step:  193300 Progress: 96.7% Elapsed: 10 days, 4:58:41 temperature: no ada_p: No Discriminator_loss: 0.0106628 Generator_loss: 0.988291 
[INFO] 2020-12-16 13:40:26 > Step:  193400 Progress: 96.7% Elapsed: 10 days, 5:18:18 temperature: no ada_p: No Discriminator_loss: 0.0135887 Generator_loss: 0.920392 
[INFO] 2020-12-16 14:00:08 > Step:  193500 Progress: 96.8% Elapsed: 10 days, 5:38:00 temperature: no ada_p: No Discriminator_loss: 0.0119393 Generator_loss: 0.918464 
[INFO] 2020-12-16 14:19:45 > Step:  193600 Progress: 96.8% Elapsed: 10 days, 5:57:37 temperature: no ada_p: No Discriminator_loss: 0.0204205 Generator_loss: 0.775833 
[INFO] 2020-12-16 14:39:20 > Step:  193700 Progress: 96.9% Elapsed: 10 days, 6:17:13 temperature: no ada_p: No Discriminator_loss: 0.0572883 Generator_loss: 0.499349 
[INFO] 2020-12-16 14:58:56 > Step:  193800 Progress: 96.9% Elapsed: 10 days, 6:36:48 temperature: no ada_p: No Discriminator_loss: 0.0128532 Generator_loss: 0.949122 
[INFO] 2020-12-16 15:18:38 > Step:  193900 Progress: 97.0% Elapsed: 10 days, 6:56:30 temperature: no ada_p: No Discriminator_loss: 0.0117351 Generator_loss: 0.985865 
[INFO] 2020-12-16 15:38:15 > Step:  194000 Progress: 97.0% Elapsed: 10 days, 7:16:07 temperature: no ada_p: No Discriminator_loss: 0.0740454 Generator_loss: 0.467533 
[INFO] 2020-12-16 15:38:15 > Start Evaluation (194000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 15:38:15 > Calculating FID Score....
[INFO] 2020-12-16 15:39:27 > Calculating Inception Score....
[INFO] 2020-12-16 15:40:28 > Calculate F_beta Score....
[INFO] 2020-12-16 15:53:38 > Calculate Accuracies....
[INFO] 2020-12-16 15:54:37 > Calculate Accuracies....
[INFO] 2020-12-16 15:55:59 > F_8 score (Step: 194000, Using valid images): 0.9871122448723408
[INFO] 2020-12-16 15:55:59 > F_1/8 score (Step: 194000, Using valid images): 0.9831339773895985
[INFO] 2020-12-16 15:55:59 > FID score (Step: 194000, Using valid moments): 8.111684020291477
[INFO] 2020-12-16 15:55:59 > Inception score (Step: 194000, 50000 generated images): 86.32205200195312
[INFO] 2020-12-16 15:55:59 > Best FID score (Step: 194000, Using valid moments): 8.111684020291477
[INFO] 2020-12-16 15:56:13 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 16:15:49 > Step:  194100 Progress: 97.0% Elapsed: 10 days, 7:53:41 temperature: no ada_p: No Discriminator_loss: 0.022199 Generator_loss: 0.838223 
[INFO] 2020-12-16 16:35:31 > Step:  194200 Progress: 97.1% Elapsed: 10 days, 8:13:24 temperature: no ada_p: No Discriminator_loss: 0.0104361 Generator_loss: 1.04942 
[INFO] 2020-12-16 16:55:09 > Step:  194300 Progress: 97.2% Elapsed: 10 days, 8:33:01 temperature: no ada_p: No Discriminator_loss: 0.0152157 Generator_loss: 0.953734 
[INFO] 2020-12-16 17:14:47 > Step:  194400 Progress: 97.2% Elapsed: 10 days, 8:52:39 temperature: no ada_p: No Discriminator_loss: 0.410135 Generator_loss: 0.0266621 
[INFO] 2020-12-16 17:34:29 > Step:  194500 Progress: 97.2% Elapsed: 10 days, 9:12:21 temperature: no ada_p: No Discriminator_loss: 0.0199773 Generator_loss: 0.889183 
[INFO] 2020-12-16 17:54:06 > Step:  194600 Progress: 97.3% Elapsed: 10 days, 9:31:58 temperature: no ada_p: No Discriminator_loss: 0.0154187 Generator_loss: 0.921597 
[INFO] 2020-12-16 18:13:42 > Step:  194700 Progress: 97.4% Elapsed: 10 days, 9:51:34 temperature: no ada_p: No Discriminator_loss: 0.0180014 Generator_loss: 0.809724 
[INFO] 2020-12-16 18:33:24 > Step:  194800 Progress: 97.4% Elapsed: 10 days, 10:11:16 temperature: no ada_p: No Discriminator_loss: 0.0134139 Generator_loss: 1.02104 
[INFO] 2020-12-16 18:53:02 > Step:  194900 Progress: 97.5% Elapsed: 10 days, 10:30:54 temperature: no ada_p: No Discriminator_loss: 0.0231406 Generator_loss: 0.805358 
[INFO] 2020-12-16 19:12:38 > Step:  195000 Progress: 97.5% Elapsed: 10 days, 10:50:31 temperature: no ada_p: No Discriminator_loss: 0.0195963 Generator_loss: 0.807318 
[INFO] 2020-12-16 19:32:19 > Step:  195100 Progress: 97.5% Elapsed: 10 days, 11:10:11 temperature: no ada_p: No Discriminator_loss: 0.021697 Generator_loss: 0.817061 
[INFO] 2020-12-16 19:51:55 > Step:  195200 Progress: 97.6% Elapsed: 10 days, 11:29:48 temperature: no ada_p: No Discriminator_loss: 0.017713 Generator_loss: 0.893562 
[INFO] 2020-12-16 20:11:32 > Step:  195300 Progress: 97.7% Elapsed: 10 days, 11:49:24 temperature: no ada_p: No Discriminator_loss: 0.0134983 Generator_loss: 0.862492 
[INFO] 2020-12-16 20:31:13 > Step:  195400 Progress: 97.7% Elapsed: 10 days, 12:09:06 temperature: no ada_p: No Discriminator_loss: 0.00898388 Generator_loss: 0.958109 
[INFO] 2020-12-16 20:50:50 > Step:  195500 Progress: 97.8% Elapsed: 10 days, 12:28:42 temperature: no ada_p: No Discriminator_loss: 0.00985482 Generator_loss: 0.936745 
[INFO] 2020-12-16 21:10:27 > Step:  195600 Progress: 97.8% Elapsed: 10 days, 12:48:19 temperature: no ada_p: No Discriminator_loss: 0.0109874 Generator_loss: 1.01489 
[INFO] 2020-12-16 21:30:07 > Step:  195700 Progress: 97.9% Elapsed: 10 days, 13:07:59 temperature: no ada_p: No Discriminator_loss: 0.0117033 Generator_loss: 0.894047 
[INFO] 2020-12-16 21:49:44 > Step:  195800 Progress: 97.9% Elapsed: 10 days, 13:27:37 temperature: no ada_p: No Discriminator_loss: 0.0101749 Generator_loss: 0.980601 
[INFO] 2020-12-16 22:09:21 > Step:  195900 Progress: 98.0% Elapsed: 10 days, 13:47:14 temperature: no ada_p: No Discriminator_loss: 0.0459641 Generator_loss: 0.706008 
[INFO] 2020-12-16 22:29:02 > Step:  196000 Progress: 98.0% Elapsed: 10 days, 14:06:54 temperature: no ada_p: No Discriminator_loss: 0.0112835 Generator_loss: 0.89668 
[INFO] 2020-12-16 22:29:02 > Start Evaluation (196000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 22:29:02 > Calculating FID Score....
[INFO] 2020-12-16 22:30:35 > Calculating Inception Score....
[INFO] 2020-12-16 22:31:37 > Calculate F_beta Score....
[INFO] 2020-12-16 22:46:29 > Calculate Accuracies....
[INFO] 2020-12-16 22:47:29 > Calculate Accuracies....
[INFO] 2020-12-16 22:48:53 > F_8 score (Step: 196000, Using valid images): 0.9873253689209744
[INFO] 2020-12-16 22:48:53 > F_1/8 score (Step: 196000, Using valid images): 0.9834478158914026
[INFO] 2020-12-16 22:48:53 > FID score (Step: 196000, Using valid moments): 8.110559332181765
[INFO] 2020-12-16 22:48:53 > Inception score (Step: 196000, 50000 generated images): 88.539306640625
[INFO] 2020-12-16 22:48:53 > Best FID score (Step: 196000, Using valid moments): 8.110559332181765
[INFO] 2020-12-16 22:49:06 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-16 23:08:45 > Step:  196100 Progress: 98.0% Elapsed: 10 days, 14:46:37 temperature: no ada_p: No Discriminator_loss: 0.10716 Generator_loss: 0.289355 
[INFO] 2020-12-16 23:28:21 > Step:  196200 Progress: 98.1% Elapsed: 10 days, 15:06:13 temperature: no ada_p: No Discriminator_loss: 0.0240385 Generator_loss: 0.79723 
[INFO] 2020-12-16 23:47:58 > Step:  196300 Progress: 98.2% Elapsed: 10 days, 15:25:50 temperature: no ada_p: No Discriminator_loss: 0.013023 Generator_loss: 0.900505 
[INFO] 2020-12-17 00:07:44 > Step:  196400 Progress: 98.2% Elapsed: 10 days, 15:45:36 temperature: no ada_p: No Discriminator_loss: 0.205534 Generator_loss: 0.234317 
[INFO] 2020-12-17 00:27:21 > Step:  196500 Progress: 98.2% Elapsed: 10 days, 16:05:13 temperature: no ada_p: No Discriminator_loss: 0.0138706 Generator_loss: 0.929597 
[INFO] 2020-12-17 00:46:58 > Step:  196600 Progress: 98.3% Elapsed: 10 days, 16:24:50 temperature: no ada_p: No Discriminator_loss: 0.0184035 Generator_loss: 1.04573 
[INFO] 2020-12-17 01:06:42 > Step:  196700 Progress: 98.4% Elapsed: 10 days, 16:44:34 temperature: no ada_p: No Discriminator_loss: 0.0133066 Generator_loss: 0.974577 
[INFO] 2020-12-17 01:26:20 > Step:  196800 Progress: 98.4% Elapsed: 10 days, 17:04:13 temperature: no ada_p: No Discriminator_loss: 0.0308135 Generator_loss: 0.698583 
[INFO] 2020-12-17 01:40:00 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=196000.pth
[INFO] 2020-12-17 01:40:00 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=196000.pth
[INFO] 2020-12-17 01:40:04 > Start Evaluation (196000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-17 01:40:04 > Calculating FID Score....
[INFO] 2020-12-17 01:41:43 > Calculating Inception Score....
[INFO] 2020-12-17 01:42:33 > Calculate F_beta Score....
[INFO] 2020-12-17 01:47:09 > Calculate Accuracies....
[INFO] 2020-12-17 01:48:01 > Calculate Accuracies....
[INFO] 2020-12-17 01:49:23 > F_8 score (Step: 196000, Using valid images): 0.9868282499018984
[INFO] 2020-12-17 01:49:23 > F_1/8 score (Step: 196000, Using valid images): 0.984408021782108
[INFO] 2020-12-17 01:49:23 > FID score (Step: 196000, Using valid moments): 7.782857987341117
[INFO] 2020-12-17 01:49:23 > Inception score (Step: 196000, 50000 generated images): 99.32755279541016
[INFO] 2020-12-17 01:49:23 > Best FID score (Step: 196000, Using valid moments): 7.782857987341117
[INFO] 2020-12-17 01:53:22 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=196000.pth
[INFO] 2020-12-17 01:53:22 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=196000.pth
[INFO] 2020-12-17 01:53:24 > Start Evaluation (196000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-17 01:53:24 > Calculating FID Score....
[INFO] 2020-12-17 01:54:41 > Calculating Inception Score....
[INFO] 2020-12-17 01:55:31 > Calculate F_beta Score....
[INFO] 2020-12-17 02:10:47 > Calculate Accuracies....
[INFO] 2020-12-17 02:11:39 > Calculate Accuracies....
[INFO] 2020-12-17 02:13:10 > F_8 score (Step: 196000, Using valid images): 0.9880556149101344
[INFO] 2020-12-17 02:13:10 > F_1/8 score (Step: 196000, Using valid images): 0.9847880596088049
[INFO] 2020-12-17 02:13:10 > FID score (Step: 196000, Using valid moments): 7.851977208196786
[INFO] 2020-12-17 02:13:10 > Inception score (Step: 196000, 50000 generated images): 99.9658203125
[INFO] 2020-12-17 02:13:10 > Best FID score (Step: 196000, Using valid moments): 7.851977208196786
[INFO] 2020-12-17 02:13:10 > Start visualize images....
[INFO] 2020-12-17 02:13:14 > Saved image to ./figures/BigGAN2048-train-2020_11_17_15_17_48/generated_canvas.png
[INFO] 2020-12-17 02:13:14 > Start nearest neighbor analysis....
[INFO] 2020-12-17 06:02:17 > Generator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=G-best-weights-step=196000.pth
[INFO] 2020-12-17 06:02:17 > Discriminator checkpoint is ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48/model=D-best-weights-step=196000.pth
[INFO] 2020-12-17 06:02:20 > Start training....
[INFO] 2020-12-17 06:22:39 > Step:  196100 Progress: 98.0% Elapsed: 0:20:18 temperature: no ada_p: No Discriminator_loss: 0.0113611 Generator_loss: 0.970432 
[INFO] 2020-12-17 06:42:14 > Step:  196200 Progress: 98.1% Elapsed: 0:39:53 temperature: no ada_p: No Discriminator_loss: 0.0146435 Generator_loss: 0.947875 
[INFO] 2020-12-17 07:01:49 > Step:  196300 Progress: 98.2% Elapsed: 0:59:28 temperature: no ada_p: No Discriminator_loss: 0.0254625 Generator_loss: 0.721149 
[INFO] 2020-12-17 07:21:28 > Step:  196400 Progress: 98.2% Elapsed: 1:19:07 temperature: no ada_p: No Discriminator_loss: 0.0498731 Generator_loss: 0.647367 
[INFO] 2020-12-17 07:41:05 > Step:  196500 Progress: 98.2% Elapsed: 1:38:45 temperature: no ada_p: No Discriminator_loss: 0.0102121 Generator_loss: 0.909361 
[INFO] 2020-12-17 08:00:42 > Step:  196600 Progress: 98.3% Elapsed: 1:58:22 temperature: no ada_p: No Discriminator_loss: 0.0884785 Generator_loss: 0.438469 
[INFO] 2020-12-17 08:20:22 > Step:  196700 Progress: 98.4% Elapsed: 2:18:01 temperature: no ada_p: No Discriminator_loss: 0.0159156 Generator_loss: 0.891482 
[INFO] 2020-12-17 08:39:59 > Step:  196800 Progress: 98.4% Elapsed: 2:37:38 temperature: no ada_p: No Discriminator_loss: 0.00958041 Generator_loss: 0.991616 
[INFO] 2020-12-17 08:59:36 > Step:  196900 Progress: 98.5% Elapsed: 2:57:15 temperature: no ada_p: No Discriminator_loss: 0.0153428 Generator_loss: 0.919836 
[INFO] 2020-12-17 09:19:16 > Step:  197000 Progress: 98.5% Elapsed: 3:16:55 temperature: no ada_p: No Discriminator_loss: 0.00755624 Generator_loss: 0.941584 
[INFO] 2020-12-17 09:38:54 > Step:  197100 Progress: 98.6% Elapsed: 3:36:33 temperature: no ada_p: No Discriminator_loss: 0.0107904 Generator_loss: 0.995186 
[INFO] 2020-12-17 09:58:31 > Step:  197200 Progress: 98.6% Elapsed: 3:56:10 temperature: no ada_p: No Discriminator_loss: 0.00931117 Generator_loss: 1.04053 
[INFO] 2020-12-17 10:18:13 > Step:  197300 Progress: 98.7% Elapsed: 4:15:52 temperature: no ada_p: No Discriminator_loss: 0.0196519 Generator_loss: 0.863437 
[INFO] 2020-12-17 10:37:49 > Step:  197400 Progress: 98.7% Elapsed: 4:35:29 temperature: no ada_p: No Discriminator_loss: 0.0187004 Generator_loss: 0.888808 
[INFO] 2020-12-17 10:57:27 > Step:  197500 Progress: 98.8% Elapsed: 4:55:06 temperature: no ada_p: No Discriminator_loss: 0.0139718 Generator_loss: 0.978061 
[INFO] 2020-12-17 11:17:06 > Step:  197600 Progress: 98.8% Elapsed: 5:14:46 temperature: no ada_p: No Discriminator_loss: 0.00847605 Generator_loss: 0.975844 
[INFO] 2020-12-17 11:36:42 > Step:  197700 Progress: 98.9% Elapsed: 5:34:22 temperature: no ada_p: No Discriminator_loss: 0.0135379 Generator_loss: 0.868536 
[INFO] 2020-12-17 11:56:18 > Step:  197800 Progress: 98.9% Elapsed: 5:53:57 temperature: no ada_p: No Discriminator_loss: 0.0383323 Generator_loss: 0.667498 
[INFO] 2020-12-17 12:15:57 > Step:  197900 Progress: 99.0% Elapsed: 6:13:37 temperature: no ada_p: No Discriminator_loss: 0.013323 Generator_loss: 0.907628 
[INFO] 2020-12-17 12:35:35 > Step:  198000 Progress: 99.0% Elapsed: 6:33:15 temperature: no ada_p: No Discriminator_loss: 0.0111757 Generator_loss: 1.03089 
[INFO] 2020-12-17 12:35:35 > Start Evaluation (198000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-17 12:35:35 > Calculating FID Score....
[INFO] 2020-12-17 12:37:29 > Calculating Inception Score....
[INFO] 2020-12-17 12:38:31 > Calculate F_beta Score....
[INFO] 2020-12-17 13:16:24 > Calculate Accuracies....
[INFO] 2020-12-17 13:17:22 > Calculate Accuracies....
[INFO] 2020-12-17 13:18:44 > F_8 score (Step: 198000, Using valid images): 0.9883182887921157
[INFO] 2020-12-17 13:18:44 > F_1/8 score (Step: 198000, Using valid images): 0.9851742893593453
[INFO] 2020-12-17 13:18:44 > FID score (Step: 198000, Using valid moments): 8.00762087768544
[INFO] 2020-12-17 13:18:44 > Inception score (Step: 198000, 50000 generated images): 88.07674407958984
[INFO] 2020-12-17 13:18:44 > Best FID score (Step: 198000, Using valid moments): 8.00762087768544
[INFO] 2020-12-17 13:18:58 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-17 20:35:21 > Step:  198100 Progress: 99.1% Elapsed: 0:20:06 temperature: no ada_p: No Discriminator_loss: 0.0212069 Generator_loss: 0.783195 
[INFO] 2020-12-17 20:54:45 > Step:  198200 Progress: 99.1% Elapsed: 0:39:31 temperature: no ada_p: No Discriminator_loss: 0.016206 Generator_loss: 0.857402 
[INFO] 2020-12-17 21:14:12 > Step:  198300 Progress: 99.2% Elapsed: 0:58:57 temperature: no ada_p: No Discriminator_loss: 0.0132549 Generator_loss: 0.912876 
[INFO] 2020-12-17 21:33:39 > Step:  198400 Progress: 99.2% Elapsed: 1:18:24 temperature: no ada_p: No Discriminator_loss: 0.0195344 Generator_loss: 0.818448 
[INFO] 2020-12-17 21:53:05 > Step:  198500 Progress: 99.2% Elapsed: 1:37:50 temperature: no ada_p: No Discriminator_loss: 0.00990038 Generator_loss: 0.965478 
[INFO] 2020-12-17 22:12:32 > Step:  198600 Progress: 99.3% Elapsed: 1:57:17 temperature: no ada_p: No Discriminator_loss: 0.0129643 Generator_loss: 0.987325 
[INFO] 2020-12-17 22:32:01 > Step:  198700 Progress: 99.4% Elapsed: 2:16:47 temperature: no ada_p: No Discriminator_loss: 0.0109071 Generator_loss: 0.996126 
[INFO] 2020-12-17 22:51:28 > Step:  198800 Progress: 99.4% Elapsed: 2:36:13 temperature: no ada_p: No Discriminator_loss: 0.0507433 Generator_loss: 0.549228 
[INFO] 2020-12-17 23:10:54 > Step:  198900 Progress: 99.5% Elapsed: 2:55:40 temperature: no ada_p: No Discriminator_loss: 0.0418053 Generator_loss: 0.672548 
[INFO] 2020-12-17 23:30:23 > Step:  199000 Progress: 99.5% Elapsed: 3:15:09 temperature: no ada_p: No Discriminator_loss: 0.00794321 Generator_loss: 0.954256 
[INFO] 2020-12-17 23:49:51 > Step:  199100 Progress: 99.6% Elapsed: 3:34:36 temperature: no ada_p: No Discriminator_loss: 0.014456 Generator_loss: 0.893425 
[INFO] 2020-12-18 00:09:18 > Step:  199200 Progress: 99.6% Elapsed: 3:54:04 temperature: no ada_p: No Discriminator_loss: 0.0187708 Generator_loss: 0.85047 
[INFO] 2020-12-18 00:28:48 > Step:  199300 Progress: 99.7% Elapsed: 4:13:33 temperature: no ada_p: No Discriminator_loss: 0.0152847 Generator_loss: 0.940753 
[INFO] 2020-12-18 00:48:14 > Step:  199400 Progress: 99.7% Elapsed: 4:33:00 temperature: no ada_p: No Discriminator_loss: 0.0125523 Generator_loss: 1.01344 
[INFO] 2020-12-18 01:07:42 > Step:  199500 Progress: 99.8% Elapsed: 4:52:28 temperature: no ada_p: No Discriminator_loss: 0.0141438 Generator_loss: 0.859247 
[INFO] 2020-12-18 01:27:12 > Step:  199600 Progress: 99.8% Elapsed: 5:11:58 temperature: no ada_p: No Discriminator_loss: 0.0383454 Generator_loss: 0.584893 
[INFO] 2020-12-18 01:46:39 > Step:  199700 Progress: 99.9% Elapsed: 5:31:25 temperature: no ada_p: No Discriminator_loss: 0.0108776 Generator_loss: 0.998994 
[INFO] 2020-12-18 02:06:06 > Step:  199800 Progress: 99.9% Elapsed: 5:50:52 temperature: no ada_p: No Discriminator_loss: 0.0125745 Generator_loss: 0.87607 
[INFO] 2020-12-18 02:25:36 > Step:  199900 Progress: 100.0% Elapsed: 6:10:22 temperature: no ada_p: No Discriminator_loss: 0.0199607 Generator_loss: 0.854751 
[INFO] 2020-12-18 02:45:04 > Step:  200000 Progress: 100.0% Elapsed: 6:29:49 temperature: no ada_p: No Discriminator_loss: 0.0101699 Generator_loss: 0.897855 
[INFO] 2020-12-18 02:45:04 > Start Evaluation (200000 Step): BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-18 04:13:23 > F_8 score (Step: 200000, Using valid images): 0.9859823470321828
[INFO] 2020-12-18 04:13:23 > F_1/8 score (Step: 200000, Using valid images): 0.983132900445464
[INFO] 2020-12-18 04:13:23 > FID score (Step: 200000, Using valid moments): 8.10802271348308
[INFO] 2020-12-18 04:13:23 > Inception score (Step: 200000, 50000 generated images): 87.558837890625
[INFO] 2020-12-18 04:13:23 > Best FID score (Step: 198000, Using valid moments): 8.00762087768544
[INFO] 2020-12-18 04:13:30 > Save model to ./checkpoints/BigGAN2048-train-2020_11_17_15_17_48
[INFO] 2020-12-18 06:38:22 > F_8 score (Step: 198000, Using valid images): 0.9887270546320229
[INFO] 2020-12-18 06:38:22 > F_1/8 score (Step: 198000, Using valid images): 0.985222448510062
[INFO] 2020-12-18 06:38:22 > FID score (Step: 198000, Using valid moments): 7.8928087503921915
[INFO] 2020-12-18 06:38:22 > Inception score (Step: 198000, 50000 generated images): 99.70494842529297
[INFO] 2020-12-18 06:38:22 > Best FID score (Step: 198000, Using valid moments): 7.8928087503921915