BigGAN-train-2021_01_18_11_42_25.log

[INFO] 2021-01-18 11:42:25 > Run name : BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 11:42:25 > {'config_path': 'src/configs/TINY_ILSVRC2012/BigGAN.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': False, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'tsne_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2021-01-18 11:42:25 > {'data_processing': {'dataset_name': 'tiny_imagenet', 'data_path': './data/TINY_ILSVRC2012', 'img_size': 64, 'num_classes': 200, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ProjGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 3, 'attention_after_nth_dis_block': 1, 'z_dim': 100, 'shared_dim': 128, 'g_conv_dim': 80, 'd_conv_dim': 80, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 1024, 'accumulation_steps': 1, 'd_lr': 0.0004, 'g_lr': 0.0001, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 1, 'total_step': 100000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': True, 'ema_decay': 0.9999, 'ema_start': 20000}}}
[INFO] 2021-01-18 11:42:25 > Load train datasets...
[INFO] 2021-01-18 11:42:27 > Train dataset size : 100000
[INFO] 2021-01-18 11:42:27 > Load valid datasets...
[INFO] 2021-01-18 11:42:27 > Eval dataset size : 10000
[INFO] 2021-01-18 11:42:27 > Build model...
[INFO] 2021-01-18 11:42:27 > Modules are located on models.big_resnet.
[INFO] 2021-01-18 11:42:32 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-01-18 11:42:33 > Number of parameters: 17335204
[INFO] 2021-01-18 11:42:33 > Generator(
  (linear0): Linear(in_features=20, out_features=20480, bias=True)
  (shared): Embedding(200, 128)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(1280, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=1280, bias=False)
          (bias): Linear(in_features=148, out_features=1280, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(640, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=640, bias=False)
          (bias): Linear(in_features=148, out_features=640, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1280, 640, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1280, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(640, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=640, bias=False)
          (bias): Linear(in_features=148, out_features=640, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(320, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=320, bias=False)
          (bias): Linear(in_features=148, out_features=320, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(640, 320, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(640, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(320, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=320, bias=False)
          (bias): Linear(in_features=148, out_features=320, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(160, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=160, bias=False)
          (bias): Linear(in_features=148, out_features=160, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(320, 160, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(320, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (3): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(160, 20, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(160, 20, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(160, 80, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(80, 160, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (4): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(160, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=160, bias=False)
          (bias): Linear(in_features=148, out_features=160, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(80, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=80, bias=False)
          (bias): Linear(in_features=148, out_features=80, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(160, 80, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(160, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(80, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(80, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(80, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2021-01-18 11:42:33 > Number of parameters: 30796722
[INFO] 2021-01-18 11:42:33 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 80, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(80, 80, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (activation): ReLU(inplace=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (1): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(80, 10, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(80, 40, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(40, 80, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(80, 160, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(80, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(160, 160, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(160, 320, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(160, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(320, 320, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(320, 640, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(320, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(640, 640, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (5): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(640, 1280, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(640, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1280, 1280, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=1280, out_features=1, bias=True)
  (embedding): Embedding(200, 1280)
)
[INFO] 2021-01-18 11:42:35 > Start training....
[INFO] 2021-01-18 11:45:34 > Step:     100 Progress: 0.1% Elapsed: 0:02:58 temperature: no ada_p: No Discriminator_loss: 1.97823 Generator_loss: -0.0366257 
[INFO] 2021-01-18 11:48:13 > Step:     200 Progress: 0.2% Elapsed: 0:05:37 temperature: no ada_p: No Discriminator_loss: 1.93533 Generator_loss: 0.00659877 
[INFO] 2021-01-18 11:50:51 > Step:     300 Progress: 0.3% Elapsed: 0:08:15 temperature: no ada_p: No Discriminator_loss: 1.98974 Generator_loss: 0.761051 
[INFO] 2021-01-18 11:53:30 > Step:     400 Progress: 0.4% Elapsed: 0:10:54 temperature: no ada_p: No Discriminator_loss: 1.9128 Generator_loss: 0.45042 
[INFO] 2021-01-18 11:56:08 > Step:     500 Progress: 0.5% Elapsed: 0:13:32 temperature: no ada_p: No Discriminator_loss: 1.97946 Generator_loss: 0.239159 
[INFO] 2021-01-18 11:58:47 > Step:     600 Progress: 0.6% Elapsed: 0:16:11 temperature: no ada_p: No Discriminator_loss: 1.98061 Generator_loss: -0.420808 
[INFO] 2021-01-18 12:01:25 > Step:     700 Progress: 0.7% Elapsed: 0:18:49 temperature: no ada_p: No Discriminator_loss: 2.11404 Generator_loss: 0.383937 
[INFO] 2021-01-18 12:04:04 > Step:     800 Progress: 0.8% Elapsed: 0:21:28 temperature: no ada_p: No Discriminator_loss: 1.90536 Generator_loss: 0.216773 
[INFO] 2021-01-18 12:06:42 > Step:     900 Progress: 0.9% Elapsed: 0:24:07 temperature: no ada_p: No Discriminator_loss: 1.94392 Generator_loss: 0.16324 
[INFO] 2021-01-18 12:09:21 > Step:    1000 Progress: 1.0% Elapsed: 0:26:45 temperature: no ada_p: No Discriminator_loss: 1.95588 Generator_loss: -0.59366 
[INFO] 2021-01-18 12:12:00 > Step:    1100 Progress: 1.1% Elapsed: 0:29:24 temperature: no ada_p: No Discriminator_loss: 1.89631 Generator_loss: 0.439916 
[INFO] 2021-01-18 12:14:38 > Step:    1200 Progress: 1.2% Elapsed: 0:32:02 temperature: no ada_p: No Discriminator_loss: 1.94032 Generator_loss: 0.592244 
[INFO] 2021-01-18 12:17:17 > Step:    1300 Progress: 1.3% Elapsed: 0:34:41 temperature: no ada_p: No Discriminator_loss: 1.94281 Generator_loss: 0.000795544 
[INFO] 2021-01-18 12:19:55 > Step:    1400 Progress: 1.4% Elapsed: 0:37:20 temperature: no ada_p: No Discriminator_loss: 1.96282 Generator_loss: 0.100073 
[INFO] 2021-01-18 12:22:34 > Step:    1500 Progress: 1.5% Elapsed: 0:39:58 temperature: no ada_p: No Discriminator_loss: 1.95511 Generator_loss: -0.30618 
[INFO] 2021-01-18 12:25:13 > Step:    1600 Progress: 1.6% Elapsed: 0:42:37 temperature: no ada_p: No Discriminator_loss: 1.96264 Generator_loss: -0.043537 
[INFO] 2021-01-18 12:27:51 > Step:    1700 Progress: 1.7% Elapsed: 0:45:15 temperature: no ada_p: No Discriminator_loss: 1.96162 Generator_loss: 0.0330066 
[INFO] 2021-01-18 12:30:30 > Step:    1800 Progress: 1.8% Elapsed: 0:47:54 temperature: no ada_p: No Discriminator_loss: 1.86548 Generator_loss: -0.635096 
[INFO] 2021-01-18 12:33:08 > Step:    1900 Progress: 1.9% Elapsed: 0:50:33 temperature: no ada_p: No Discriminator_loss: 1.92375 Generator_loss: 0.195968 
[INFO] 2021-01-18 12:35:47 > Step:    2000 Progress: 2.0% Elapsed: 0:53:11 temperature: no ada_p: No Discriminator_loss: 1.90856 Generator_loss: -0.284964 
[INFO] 2021-01-18 12:35:47 > Start Evaluation (2000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 12:35:47 > Calculating FID Score....
[INFO] 2021-01-18 12:36:08 > Calculating Inception Score....
[INFO] 2021-01-18 12:36:15 > Calculate F_beta Score....
[INFO] 2021-01-18 12:37:11 > Calculate Accuracies....
[INFO] 2021-01-18 12:37:16 > Calculate Accuracies....
[INFO] 2021-01-18 12:37:29 > F_8 score (Step: 2000, Using valid images): 0.2115014796780052
[INFO] 2021-01-18 12:37:29 > F_1/8 score (Step: 2000, Using valid images): 0.27279162525681305
[INFO] 2021-01-18 12:37:29 > FID score (Step: 2000, Using valid moments): 137.58104022714775
[INFO] 2021-01-18 12:37:29 > Inception score (Step: 2000, 10000 generated images): 4.2283196449279785
[INFO] 2021-01-18 12:37:29 > Best FID score (Step: 2000, Using valid moments): 137.58104022714775
[INFO] 2021-01-18 12:37:32 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 12:40:11 > Step:    2100 Progress: 2.1% Elapsed: 0:57:35 temperature: no ada_p: No Discriminator_loss: 1.86735 Generator_loss: -0.0687471 
[INFO] 2021-01-18 12:42:50 > Step:    2200 Progress: 2.2% Elapsed: 1:00:14 temperature: no ada_p: No Discriminator_loss: 1.93362 Generator_loss: 0.44836 
[INFO] 2021-01-18 12:45:29 > Step:    2300 Progress: 2.3% Elapsed: 1:02:53 temperature: no ada_p: No Discriminator_loss: 1.97669 Generator_loss: 0.0135525 
[INFO] 2021-01-18 12:48:08 > Step:    2400 Progress: 2.4% Elapsed: 1:05:32 temperature: no ada_p: No Discriminator_loss: 1.97039 Generator_loss: -0.34164 
[INFO] 2021-01-18 12:50:47 > Step:    2500 Progress: 2.5% Elapsed: 1:08:11 temperature: no ada_p: No Discriminator_loss: 1.91229 Generator_loss: 0.345978 
[INFO] 2021-01-18 12:53:26 > Step:    2600 Progress: 2.6% Elapsed: 1:10:50 temperature: no ada_p: No Discriminator_loss: 1.95442 Generator_loss: 0.0590154 
[INFO] 2021-01-18 12:56:05 > Step:    2700 Progress: 2.7% Elapsed: 1:13:29 temperature: no ada_p: No Discriminator_loss: 1.97429 Generator_loss: -0.0601591 
[INFO] 2021-01-18 12:58:43 > Step:    2800 Progress: 2.8% Elapsed: 1:16:08 temperature: no ada_p: No Discriminator_loss: 2.01565 Generator_loss: -0.0560286 
[INFO] 2021-01-18 13:01:22 > Step:    2900 Progress: 2.9% Elapsed: 1:18:46 temperature: no ada_p: No Discriminator_loss: 1.93729 Generator_loss: 0.586644 
[INFO] 2021-01-18 13:04:01 > Step:    3000 Progress: 3.0% Elapsed: 1:21:25 temperature: no ada_p: No Discriminator_loss: 1.99218 Generator_loss: -0.491596 
[INFO] 2021-01-18 13:06:40 > Step:    3100 Progress: 3.1% Elapsed: 1:24:04 temperature: no ada_p: No Discriminator_loss: 1.96838 Generator_loss: 0.0587656 
[INFO] 2021-01-18 13:09:19 > Step:    3200 Progress: 3.2% Elapsed: 1:26:43 temperature: no ada_p: No Discriminator_loss: 1.88209 Generator_loss: -0.334912 
[INFO] 2021-01-18 13:11:59 > Step:    3300 Progress: 3.3% Elapsed: 1:29:23 temperature: no ada_p: No Discriminator_loss: 1.98902 Generator_loss: -0.487847 
[INFO] 2021-01-18 13:14:38 > Step:    3400 Progress: 3.4% Elapsed: 1:32:02 temperature: no ada_p: No Discriminator_loss: 1.97897 Generator_loss: -0.383729 
[INFO] 2021-01-18 13:17:17 > Step:    3500 Progress: 3.5% Elapsed: 1:34:41 temperature: no ada_p: No Discriminator_loss: 1.85668 Generator_loss: 0.679956 
[INFO] 2021-01-18 13:19:55 > Step:    3600 Progress: 3.6% Elapsed: 1:37:19 temperature: no ada_p: No Discriminator_loss: 1.90394 Generator_loss: 0.491696 
[INFO] 2021-01-18 13:22:34 > Step:    3700 Progress: 3.7% Elapsed: 1:39:58 temperature: no ada_p: No Discriminator_loss: 1.96432 Generator_loss: 0.0985003 
[INFO] 2021-01-18 13:25:13 > Step:    3800 Progress: 3.8% Elapsed: 1:42:37 temperature: no ada_p: No Discriminator_loss: 1.97035 Generator_loss: 0.0240608 
[INFO] 2021-01-18 13:27:52 > Step:    3900 Progress: 3.9% Elapsed: 1:45:16 temperature: no ada_p: No Discriminator_loss: 1.88439 Generator_loss: 0.750546 
[INFO] 2021-01-18 13:30:31 > Step:    4000 Progress: 4.0% Elapsed: 1:47:55 temperature: no ada_p: No Discriminator_loss: 1.86472 Generator_loss: -0.408628 
[INFO] 2021-01-18 13:30:31 > Start Evaluation (4000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 13:30:31 > Calculating FID Score....
[INFO] 2021-01-18 13:30:46 > Calculating Inception Score....
[INFO] 2021-01-18 13:30:54 > Calculate F_beta Score....
[INFO] 2021-01-18 13:31:41 > Calculate Accuracies....
[INFO] 2021-01-18 13:31:46 > Calculate Accuracies....
[INFO] 2021-01-18 13:31:59 > F_8 score (Step: 4000, Using valid images): 0.5382805500772856
[INFO] 2021-01-18 13:31:59 > F_1/8 score (Step: 4000, Using valid images): 0.7338989891587164
[INFO] 2021-01-18 13:31:59 > FID score (Step: 4000, Using valid moments): 76.40820396605852
[INFO] 2021-01-18 13:31:59 > Inception score (Step: 4000, 10000 generated images): 6.6742119789123535
[INFO] 2021-01-18 13:31:59 > Best FID score (Step: 4000, Using valid moments): 76.40820396605852
[INFO] 2021-01-18 13:32:02 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 13:34:41 > Step:    4100 Progress: 4.1% Elapsed: 1:52:05 temperature: no ada_p: No Discriminator_loss: 1.94292 Generator_loss: -0.669544 
[INFO] 2021-01-18 13:37:20 > Step:    4200 Progress: 4.2% Elapsed: 1:54:44 temperature: no ada_p: No Discriminator_loss: 1.97504 Generator_loss: 0.0370657 
[INFO] 2021-01-18 13:39:59 > Step:    4300 Progress: 4.3% Elapsed: 1:57:23 temperature: no ada_p: No Discriminator_loss: 1.85051 Generator_loss: -0.874279 
[INFO] 2021-01-18 13:42:38 > Step:    4400 Progress: 4.4% Elapsed: 2:00:02 temperature: no ada_p: No Discriminator_loss: 1.9588 Generator_loss: -0.228822 
[INFO] 2021-01-18 13:45:17 > Step:    4500 Progress: 4.5% Elapsed: 2:02:42 temperature: no ada_p: No Discriminator_loss: 1.94537 Generator_loss: 0.240158 
[INFO] 2021-01-18 13:47:57 > Step:    4600 Progress: 4.6% Elapsed: 2:05:21 temperature: no ada_p: No Discriminator_loss: 1.96399 Generator_loss: -0.180666 
[INFO] 2021-01-18 13:50:36 > Step:    4700 Progress: 4.7% Elapsed: 2:08:00 temperature: no ada_p: No Discriminator_loss: 1.97735 Generator_loss: 0.392102 
[INFO] 2021-01-18 13:53:15 > Step:    4800 Progress: 4.8% Elapsed: 2:10:39 temperature: no ada_p: No Discriminator_loss: 1.93501 Generator_loss: -0.0914128 
[INFO] 2021-01-18 13:55:55 > Step:    4900 Progress: 4.9% Elapsed: 2:13:19 temperature: no ada_p: No Discriminator_loss: 1.96713 Generator_loss: -0.310699 
[INFO] 2021-01-18 13:58:34 > Step:    5000 Progress: 5.0% Elapsed: 2:15:58 temperature: no ada_p: No Discriminator_loss: 1.92428 Generator_loss: 0.653823 
[INFO] 2021-01-18 14:01:13 > Step:    5100 Progress: 5.1% Elapsed: 2:18:37 temperature: no ada_p: No Discriminator_loss: 1.88891 Generator_loss: -0.648347 
[INFO] 2021-01-18 14:03:52 > Step:    5200 Progress: 5.2% Elapsed: 2:21:16 temperature: no ada_p: No Discriminator_loss: 1.96579 Generator_loss: -0.431078 
[INFO] 2021-01-18 14:06:31 > Step:    5300 Progress: 5.3% Elapsed: 2:23:55 temperature: no ada_p: No Discriminator_loss: 1.84006 Generator_loss: 0.410371 
[INFO] 2021-01-18 14:09:10 > Step:    5400 Progress: 5.4% Elapsed: 2:26:34 temperature: no ada_p: No Discriminator_loss: 1.87421 Generator_loss: -0.0396426 
[INFO] 2021-01-18 14:11:49 > Step:    5500 Progress: 5.5% Elapsed: 2:29:13 temperature: no ada_p: No Discriminator_loss: 1.95628 Generator_loss: -0.209156 
[INFO] 2021-01-18 14:14:28 > Step:    5600 Progress: 5.6% Elapsed: 2:31:52 temperature: no ada_p: No Discriminator_loss: 1.98646 Generator_loss: -0.420161 
[INFO] 2021-01-18 14:17:07 > Step:    5700 Progress: 5.7% Elapsed: 2:34:31 temperature: no ada_p: No Discriminator_loss: 1.91645 Generator_loss: 0.201367 
[INFO] 2021-01-18 14:19:46 > Step:    5800 Progress: 5.8% Elapsed: 2:37:10 temperature: no ada_p: No Discriminator_loss: 1.87406 Generator_loss: 0.0887638 
[INFO] 2021-01-18 14:22:25 > Step:    5900 Progress: 5.9% Elapsed: 2:39:49 temperature: no ada_p: No Discriminator_loss: 1.95631 Generator_loss: -0.330438 
[INFO] 2021-01-18 14:25:03 > Step:    6000 Progress: 6.0% Elapsed: 2:42:28 temperature: no ada_p: No Discriminator_loss: 2.01304 Generator_loss: -0.468611 
[INFO] 2021-01-18 14:25:03 > Start Evaluation (6000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 14:25:03 > Calculating FID Score....
[INFO] 2021-01-18 14:25:19 > Calculating Inception Score....
[INFO] 2021-01-18 14:25:26 > Calculate F_beta Score....
[INFO] 2021-01-18 14:26:17 > Calculate Accuracies....
[INFO] 2021-01-18 14:26:22 > Calculate Accuracies....
[INFO] 2021-01-18 14:26:36 > F_8 score (Step: 6000, Using valid images): 0.6109178860817776
[INFO] 2021-01-18 14:26:36 > F_1/8 score (Step: 6000, Using valid images): 0.8367987849397026
[INFO] 2021-01-18 14:26:36 > FID score (Step: 6000, Using valid moments): 65.1663045102286
[INFO] 2021-01-18 14:26:36 > Inception score (Step: 6000, 10000 generated images): 7.356711387634277
[INFO] 2021-01-18 14:26:36 > Best FID score (Step: 6000, Using valid moments): 65.1663045102286
[INFO] 2021-01-18 14:26:40 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 14:29:18 > Step:    6100 Progress: 6.1% Elapsed: 2:46:42 temperature: no ada_p: No Discriminator_loss: 1.97405 Generator_loss: -0.598123 
[INFO] 2021-01-18 14:31:57 > Step:    6200 Progress: 6.2% Elapsed: 2:49:21 temperature: no ada_p: No Discriminator_loss: 1.99039 Generator_loss: 0.458119 
[INFO] 2021-01-18 14:34:35 > Step:    6300 Progress: 6.3% Elapsed: 2:51:59 temperature: no ada_p: No Discriminator_loss: 1.98623 Generator_loss: 0.506785 
[INFO] 2021-01-18 14:37:14 > Step:    6400 Progress: 6.4% Elapsed: 2:54:38 temperature: no ada_p: No Discriminator_loss: 2.04117 Generator_loss: 0.603949 
[INFO] 2021-01-18 14:39:55 > Step:    6500 Progress: 6.5% Elapsed: 2:57:19 temperature: no ada_p: No Discriminator_loss: 1.99578 Generator_loss: 0.0876548 
[INFO] 2021-01-18 14:42:33 > Step:    6600 Progress: 6.6% Elapsed: 2:59:57 temperature: no ada_p: No Discriminator_loss: 1.99533 Generator_loss: 0.190416 
[INFO] 2021-01-18 14:45:12 > Step:    6700 Progress: 6.7% Elapsed: 3:02:36 temperature: no ada_p: No Discriminator_loss: 1.98317 Generator_loss: 0.0749645 
[INFO] 2021-01-18 14:47:51 > Step:    6800 Progress: 6.8% Elapsed: 3:05:15 temperature: no ada_p: No Discriminator_loss: 1.99982 Generator_loss: -0.0775394 
[INFO] 2021-01-18 14:50:30 > Step:    6900 Progress: 6.9% Elapsed: 3:07:54 temperature: no ada_p: No Discriminator_loss: 1.99331 Generator_loss: -0.136321 
[INFO] 2021-01-18 14:53:09 > Step:    7000 Progress: 7.0% Elapsed: 3:10:33 temperature: no ada_p: No Discriminator_loss: 1.98986 Generator_loss: -0.357951 
[INFO] 2021-01-18 14:55:47 > Step:    7100 Progress: 7.1% Elapsed: 3:13:11 temperature: no ada_p: No Discriminator_loss: 1.99133 Generator_loss: -0.487598 
[INFO] 2021-01-18 14:58:26 > Step:    7200 Progress: 7.2% Elapsed: 3:15:50 temperature: no ada_p: No Discriminator_loss: 1.99039 Generator_loss: -0.0600441 
[INFO] 2021-01-18 15:01:05 > Step:    7300 Progress: 7.3% Elapsed: 3:18:29 temperature: no ada_p: No Discriminator_loss: 1.97441 Generator_loss: -0.120728 
[INFO] 2021-01-18 15:03:43 > Step:    7400 Progress: 7.4% Elapsed: 3:21:07 temperature: no ada_p: No Discriminator_loss: 1.99437 Generator_loss: -0.257118 
[INFO] 2021-01-18 15:06:22 > Step:    7500 Progress: 7.5% Elapsed: 3:23:46 temperature: no ada_p: No Discriminator_loss: 1.98 Generator_loss: 0.0308168 
[INFO] 2021-01-18 15:09:01 > Step:    7600 Progress: 7.6% Elapsed: 3:26:25 temperature: no ada_p: No Discriminator_loss: 1.99989 Generator_loss: 0.514237 
[INFO] 2021-01-18 15:11:39 > Step:    7700 Progress: 7.7% Elapsed: 3:29:03 temperature: no ada_p: No Discriminator_loss: 1.96029 Generator_loss: 0.0519351 
[INFO] 2021-01-18 15:14:18 > Step:    7800 Progress: 7.8% Elapsed: 3:31:42 temperature: no ada_p: No Discriminator_loss: 1.98442 Generator_loss: 0.42228 
[INFO] 2021-01-18 15:16:57 > Step:    7900 Progress: 7.9% Elapsed: 3:34:21 temperature: no ada_p: No Discriminator_loss: 1.97439 Generator_loss: 0.47802 
[INFO] 2021-01-18 15:19:36 > Step:    8000 Progress: 8.0% Elapsed: 3:37:00 temperature: no ada_p: No Discriminator_loss: 1.97231 Generator_loss: 0.370746 
[INFO] 2021-01-18 15:19:36 > Start Evaluation (8000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 15:19:36 > Calculating FID Score....
[INFO] 2021-01-18 15:19:52 > Calculating Inception Score....
[INFO] 2021-01-18 15:19:59 > Calculate F_beta Score....
[INFO] 2021-01-18 15:20:49 > Calculate Accuracies....
[INFO] 2021-01-18 15:20:55 > Calculate Accuracies....
[INFO] 2021-01-18 15:21:08 > F_8 score (Step: 8000, Using valid images): 0.5825630194577922
[INFO] 2021-01-18 15:21:08 > F_1/8 score (Step: 8000, Using valid images): 0.7920662254204287
[INFO] 2021-01-18 15:21:08 > FID score (Step: 8000, Using valid moments): 72.1900922819292
[INFO] 2021-01-18 15:21:08 > Inception score (Step: 8000, 10000 generated images): 7.049683570861816
[INFO] 2021-01-18 15:21:08 > Best FID score (Step: 6000, Using valid moments): 65.1663045102286
[INFO] 2021-01-18 15:21:10 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 15:23:49 > Step:    8100 Progress: 8.1% Elapsed: 3:41:13 temperature: no ada_p: No Discriminator_loss: 1.88913 Generator_loss: -0.444535 
[INFO] 2021-01-18 15:26:28 > Step:    8200 Progress: 8.2% Elapsed: 3:43:52 temperature: no ada_p: No Discriminator_loss: 2.01058 Generator_loss: 0.00224591 
[INFO] 2021-01-18 15:29:07 > Step:    8300 Progress: 8.3% Elapsed: 3:46:31 temperature: no ada_p: No Discriminator_loss: 1.97378 Generator_loss: -0.352462 
[INFO] 2021-01-18 15:31:46 > Step:    8400 Progress: 8.4% Elapsed: 3:49:10 temperature: no ada_p: No Discriminator_loss: 1.88024 Generator_loss: -0.275382 
[INFO] 2021-01-18 15:34:25 > Step:    8500 Progress: 8.5% Elapsed: 3:51:49 temperature: no ada_p: No Discriminator_loss: 1.88849 Generator_loss: 0.933535 
[INFO] 2021-01-18 15:37:04 > Step:    8600 Progress: 8.6% Elapsed: 3:54:28 temperature: no ada_p: No Discriminator_loss: 1.97231 Generator_loss: -0.389408 
[INFO] 2021-01-18 15:39:43 > Step:    8700 Progress: 8.7% Elapsed: 3:57:07 temperature: no ada_p: No Discriminator_loss: 1.8229 Generator_loss: -0.388034 
[INFO] 2021-01-18 15:42:22 > Step:    8800 Progress: 8.8% Elapsed: 3:59:46 temperature: no ada_p: No Discriminator_loss: 1.99248 Generator_loss: -0.432783 
[INFO] 2021-01-18 15:45:02 > Step:    8900 Progress: 8.9% Elapsed: 4:02:26 temperature: no ada_p: No Discriminator_loss: 1.89121 Generator_loss: 0.281919 
[INFO] 2021-01-18 15:47:41 > Step:    9000 Progress: 9.0% Elapsed: 4:05:05 temperature: no ada_p: No Discriminator_loss: 1.94803 Generator_loss: 0.147596 
[INFO] 2021-01-18 15:50:20 > Step:    9100 Progress: 9.1% Elapsed: 4:07:44 temperature: no ada_p: No Discriminator_loss: 1.97963 Generator_loss: -0.465706 
[INFO] 2021-01-18 15:52:59 > Step:    9200 Progress: 9.2% Elapsed: 4:10:23 temperature: no ada_p: No Discriminator_loss: 1.89391 Generator_loss: 0.406361 
[INFO] 2021-01-18 15:55:38 > Step:    9300 Progress: 9.3% Elapsed: 4:13:02 temperature: no ada_p: No Discriminator_loss: 1.92074 Generator_loss: 0.257406 
[INFO] 2021-01-18 15:58:16 > Step:    9400 Progress: 9.4% Elapsed: 4:15:40 temperature: no ada_p: No Discriminator_loss: 2.0439 Generator_loss: -0.468251 
[INFO] 2021-01-18 16:00:55 > Step:    9500 Progress: 9.5% Elapsed: 4:18:19 temperature: no ada_p: No Discriminator_loss: 1.86632 Generator_loss: 0.741153 
[INFO] 2021-01-18 16:03:34 > Step:    9600 Progress: 9.6% Elapsed: 4:20:58 temperature: no ada_p: No Discriminator_loss: 1.9783 Generator_loss: -0.0358559 
[INFO] 2021-01-18 16:06:13 > Step:    9700 Progress: 9.7% Elapsed: 4:23:37 temperature: no ada_p: No Discriminator_loss: 1.98167 Generator_loss: -0.56976 
[INFO] 2021-01-18 16:08:54 > Step:    9800 Progress: 9.8% Elapsed: 4:26:18 temperature: no ada_p: No Discriminator_loss: 1.84765 Generator_loss: -1.40551 
[INFO] 2021-01-18 16:11:32 > Step:    9900 Progress: 9.9% Elapsed: 4:28:57 temperature: no ada_p: No Discriminator_loss: 1.93728 Generator_loss: 0.178901 
[INFO] 2021-01-18 16:14:12 > Step:   10000 Progress: 10.0% Elapsed: 4:31:36 temperature: no ada_p: No Discriminator_loss: 1.96842 Generator_loss: -0.37072 
[INFO] 2021-01-18 16:14:12 > Start Evaluation (10000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 16:14:12 > Calculating FID Score....
[INFO] 2021-01-18 16:14:27 > Calculating Inception Score....
[INFO] 2021-01-18 16:14:34 > Calculate F_beta Score....
[INFO] 2021-01-18 16:15:24 > Calculate Accuracies....
[INFO] 2021-01-18 16:15:30 > Calculate Accuracies....
[INFO] 2021-01-18 16:15:43 > F_8 score (Step: 10000, Using valid images): 0.6596551196184571
[INFO] 2021-01-18 16:15:43 > F_1/8 score (Step: 10000, Using valid images): 0.8993755872019948
[INFO] 2021-01-18 16:15:43 > FID score (Step: 10000, Using valid moments): 57.23899853212572
[INFO] 2021-01-18 16:15:43 > Inception score (Step: 10000, 10000 generated images): 8.224513053894043
[INFO] 2021-01-18 16:15:43 > Best FID score (Step: 10000, Using valid moments): 57.23899853212572
[INFO] 2021-01-18 16:15:47 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 16:18:26 > Step:   10100 Progress: 10.1% Elapsed: 4:35:50 temperature: no ada_p: No Discriminator_loss: 1.87971 Generator_loss: 0.440982 
[INFO] 2021-01-18 16:21:05 > Step:   10200 Progress: 10.2% Elapsed: 4:38:29 temperature: no ada_p: No Discriminator_loss: 1.85542 Generator_loss: 0.345284 
[INFO] 2021-01-18 16:23:44 > Step:   10300 Progress: 10.3% Elapsed: 4:41:08 temperature: no ada_p: No Discriminator_loss: 1.95844 Generator_loss: -0.462515 
[INFO] 2021-01-18 16:26:23 > Step:   10400 Progress: 10.4% Elapsed: 4:43:47 temperature: no ada_p: No Discriminator_loss: 1.93842 Generator_loss: -0.400107 
[INFO] 2021-01-18 16:29:02 > Step:   10500 Progress: 10.5% Elapsed: 4:46:26 temperature: no ada_p: No Discriminator_loss: 1.73445 Generator_loss: 0.744115 
[INFO] 2021-01-18 16:31:41 > Step:   10600 Progress: 10.6% Elapsed: 4:49:05 temperature: no ada_p: No Discriminator_loss: 2.07105 Generator_loss: -0.41798 
[INFO] 2021-01-18 16:34:21 > Step:   10700 Progress: 10.7% Elapsed: 4:51:45 temperature: no ada_p: No Discriminator_loss: 1.67758 Generator_loss: -0.593284 
[INFO] 2021-01-18 16:37:00 > Step:   10800 Progress: 10.8% Elapsed: 4:54:24 temperature: no ada_p: No Discriminator_loss: 1.80019 Generator_loss: 0.525353 
[INFO] 2021-01-18 16:39:39 > Step:   10900 Progress: 10.9% Elapsed: 4:57:03 temperature: no ada_p: No Discriminator_loss: 1.69994 Generator_loss: -0.721141 
[INFO] 2021-01-18 16:42:18 > Step:   11000 Progress: 11.0% Elapsed: 4:59:42 temperature: no ada_p: No Discriminator_loss: 1.96228 Generator_loss: -0.57287 
[INFO] 2021-01-18 16:44:57 > Step:   11100 Progress: 11.1% Elapsed: 5:02:21 temperature: no ada_p: No Discriminator_loss: 1.97091 Generator_loss: -0.506138 
[INFO] 2021-01-18 16:47:36 > Step:   11200 Progress: 11.2% Elapsed: 5:05:00 temperature: no ada_p: No Discriminator_loss: 1.9271 Generator_loss: -0.326517 
[INFO] 2021-01-18 16:50:15 > Step:   11300 Progress: 11.3% Elapsed: 5:07:39 temperature: no ada_p: No Discriminator_loss: 2.04085 Generator_loss: -0.779361 
[INFO] 2021-01-18 16:52:54 > Step:   11400 Progress: 11.4% Elapsed: 5:10:18 temperature: no ada_p: No Discriminator_loss: 1.9471 Generator_loss: -0.526986 
[INFO] 2021-01-18 16:55:33 > Step:   11500 Progress: 11.5% Elapsed: 5:12:57 temperature: no ada_p: No Discriminator_loss: 1.83206 Generator_loss: 0.329497 
[INFO] 2021-01-18 16:58:13 > Step:   11600 Progress: 11.6% Elapsed: 5:15:37 temperature: no ada_p: No Discriminator_loss: 1.79352 Generator_loss: 0.733248 
[INFO] 2021-01-18 17:00:51 > Step:   11700 Progress: 11.7% Elapsed: 5:18:16 temperature: no ada_p: No Discriminator_loss: 1.93779 Generator_loss: -0.0615518 
[INFO] 2021-01-18 17:03:31 > Step:   11800 Progress: 11.8% Elapsed: 5:20:55 temperature: no ada_p: No Discriminator_loss: 1.82921 Generator_loss: 0.454154 
[INFO] 2021-01-18 17:06:10 > Step:   11900 Progress: 11.9% Elapsed: 5:23:34 temperature: no ada_p: No Discriminator_loss: 1.84114 Generator_loss: 0.291934 
[INFO] 2021-01-18 17:08:49 > Step:   12000 Progress: 12.0% Elapsed: 5:26:13 temperature: no ada_p: No Discriminator_loss: 1.88482 Generator_loss: -0.0535364 
[INFO] 2021-01-18 17:08:49 > Start Evaluation (12000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 17:08:49 > Calculating FID Score....
[INFO] 2021-01-18 17:09:04 > Calculating Inception Score....
[INFO] 2021-01-18 17:09:11 > Calculate F_beta Score....
[INFO] 2021-01-18 17:10:01 > Calculate Accuracies....
[INFO] 2021-01-18 17:10:07 > Calculate Accuracies....
[INFO] 2021-01-18 17:10:19 > F_8 score (Step: 12000, Using valid images): 0.6598424798302588
[INFO] 2021-01-18 17:10:19 > F_1/8 score (Step: 12000, Using valid images): 0.8847836329223114
[INFO] 2021-01-18 17:10:19 > FID score (Step: 12000, Using valid moments): 57.3378312930472
[INFO] 2021-01-18 17:10:19 > Inception score (Step: 12000, 10000 generated images): 8.481266975402832
[INFO] 2021-01-18 17:10:19 > Best FID score (Step: 10000, Using valid moments): 57.23899853212572
[INFO] 2021-01-18 17:10:21 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 17:13:00 > Step:   12100 Progress: 12.1% Elapsed: 5:30:24 temperature: no ada_p: No Discriminator_loss: 1.90879 Generator_loss: 0.134594 
[INFO] 2021-01-18 17:15:39 > Step:   12200 Progress: 12.2% Elapsed: 5:33:03 temperature: no ada_p: No Discriminator_loss: 1.88168 Generator_loss: -0.276507 
[INFO] 2021-01-18 17:18:18 > Step:   12300 Progress: 12.3% Elapsed: 5:35:42 temperature: no ada_p: No Discriminator_loss: 1.8037 Generator_loss: -0.411911 
[INFO] 2021-01-18 17:20:57 > Step:   12400 Progress: 12.4% Elapsed: 5:38:21 temperature: no ada_p: No Discriminator_loss: 1.99988 Generator_loss: 0.212455 
[INFO] 2021-01-18 17:23:36 > Step:   12500 Progress: 12.5% Elapsed: 5:41:00 temperature: no ada_p: No Discriminator_loss: 1.95095 Generator_loss: -0.75748 
[INFO] 2021-01-18 17:26:15 > Step:   12600 Progress: 12.6% Elapsed: 5:43:39 temperature: no ada_p: No Discriminator_loss: 1.6625 Generator_loss: 0.797623 
[INFO] 2021-01-18 17:28:54 > Step:   12700 Progress: 12.7% Elapsed: 5:46:18 temperature: no ada_p: No Discriminator_loss: 1.82388 Generator_loss: 0.499027 
[INFO] 2021-01-18 17:31:33 > Step:   12800 Progress: 12.8% Elapsed: 5:48:57 temperature: no ada_p: No Discriminator_loss: 1.98301 Generator_loss: -0.491158 
[INFO] 2021-01-18 17:34:13 > Step:   12900 Progress: 12.9% Elapsed: 5:51:37 temperature: no ada_p: No Discriminator_loss: 1.82594 Generator_loss: -1.0494 
[INFO] 2021-01-18 17:36:54 > Step:   13000 Progress: 13.0% Elapsed: 5:54:18 temperature: no ada_p: No Discriminator_loss: 1.68479 Generator_loss: 0.975991 
[INFO] 2021-01-18 17:39:33 > Step:   13100 Progress: 13.1% Elapsed: 5:56:57 temperature: no ada_p: No Discriminator_loss: 1.79039 Generator_loss: 0.268529 
[INFO] 2021-01-18 17:42:12 > Step:   13200 Progress: 13.2% Elapsed: 5:59:36 temperature: no ada_p: No Discriminator_loss: 1.74874 Generator_loss: 0.84856 
[INFO] 2021-01-18 17:44:51 > Step:   13300 Progress: 13.3% Elapsed: 6:02:15 temperature: no ada_p: No Discriminator_loss: 1.75532 Generator_loss: -0.767491 
[INFO] 2021-01-18 17:47:30 > Step:   13400 Progress: 13.4% Elapsed: 6:04:54 temperature: no ada_p: No Discriminator_loss: 1.74664 Generator_loss: 0.852121 
[INFO] 2021-01-18 17:50:09 > Step:   13500 Progress: 13.5% Elapsed: 6:07:33 temperature: no ada_p: No Discriminator_loss: 1.85113 Generator_loss: -0.0856025 
[INFO] 2021-01-18 17:52:48 > Step:   13600 Progress: 13.6% Elapsed: 6:10:12 temperature: no ada_p: No Discriminator_loss: 1.91901 Generator_loss: -0.0107569 
[INFO] 2021-01-18 17:55:27 > Step:   13700 Progress: 13.7% Elapsed: 6:12:51 temperature: no ada_p: No Discriminator_loss: 1.50514 Generator_loss: 0.222096 
[INFO] 2021-01-18 17:58:06 > Step:   13800 Progress: 13.8% Elapsed: 6:15:30 temperature: no ada_p: No Discriminator_loss: 1.57595 Generator_loss: 1.2094 
[INFO] 2021-01-18 18:00:45 > Step:   13900 Progress: 13.9% Elapsed: 6:18:09 temperature: no ada_p: No Discriminator_loss: 1.57379 Generator_loss: 1.12125 
[INFO] 2021-01-18 18:03:24 > Step:   14000 Progress: 14.0% Elapsed: 6:20:48 temperature: no ada_p: No Discriminator_loss: 1.6638 Generator_loss: -0.753275 
[INFO] 2021-01-18 18:03:24 > Start Evaluation (14000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 18:03:24 > Calculating FID Score....
[INFO] 2021-01-18 18:03:40 > Calculating Inception Score....
[INFO] 2021-01-18 18:03:47 > Calculate F_beta Score....
[INFO] 2021-01-18 18:04:36 > Calculate Accuracies....
[INFO] 2021-01-18 18:04:41 > Calculate Accuracies....
[INFO] 2021-01-18 18:04:54 > F_8 score (Step: 14000, Using valid images): 0.6866221764363097
[INFO] 2021-01-18 18:04:54 > F_1/8 score (Step: 14000, Using valid images): 0.8532759467475338
[INFO] 2021-01-18 18:04:54 > FID score (Step: 14000, Using valid moments): 56.014655782122134
[INFO] 2021-01-18 18:04:54 > Inception score (Step: 14000, 10000 generated images): 8.638286590576172
[INFO] 2021-01-18 18:04:54 > Best FID score (Step: 14000, Using valid moments): 56.014655782122134
[INFO] 2021-01-18 18:04:58 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 18:07:36 > Step:   14100 Progress: 14.1% Elapsed: 6:25:01 temperature: no ada_p: No Discriminator_loss: 1.99559 Generator_loss: 0.693612 
[INFO] 2021-01-18 18:10:15 > Step:   14200 Progress: 14.2% Elapsed: 6:27:40 temperature: no ada_p: No Discriminator_loss: 1.84239 Generator_loss: -0.613896 
[INFO] 2021-01-18 18:12:54 > Step:   14300 Progress: 14.3% Elapsed: 6:30:19 temperature: no ada_p: No Discriminator_loss: 1.63672 Generator_loss: 0.582292 
[INFO] 2021-01-18 18:15:33 > Step:   14400 Progress: 14.4% Elapsed: 6:32:58 temperature: no ada_p: No Discriminator_loss: 1.43125 Generator_loss: 0.748814 
[INFO] 2021-01-18 18:18:12 > Step:   14500 Progress: 14.5% Elapsed: 6:35:37 temperature: no ada_p: No Discriminator_loss: 1.47531 Generator_loss: 0.787286 
[INFO] 2021-01-18 18:20:52 > Step:   14600 Progress: 14.6% Elapsed: 6:38:16 temperature: no ada_p: No Discriminator_loss: 1.9063 Generator_loss: -0.353771 
[INFO] 2021-01-18 18:23:31 > Step:   14700 Progress: 14.7% Elapsed: 6:40:55 temperature: no ada_p: No Discriminator_loss: 1.3996 Generator_loss: -0.460074 
[INFO] 2021-01-18 18:26:10 > Step:   14800 Progress: 14.8% Elapsed: 6:43:34 temperature: no ada_p: No Discriminator_loss: 1.66751 Generator_loss: -0.599518 
[INFO] 2021-01-18 18:28:50 > Step:   14900 Progress: 14.9% Elapsed: 6:46:14 temperature: no ada_p: No Discriminator_loss: 1.60914 Generator_loss: 1.18616 
[INFO] 2021-01-18 18:31:29 > Step:   15000 Progress: 15.0% Elapsed: 6:48:53 temperature: no ada_p: No Discriminator_loss: 1.69408 Generator_loss: 0.896068 
[INFO] 2021-01-18 18:34:07 > Step:   15100 Progress: 15.1% Elapsed: 6:51:32 temperature: no ada_p: No Discriminator_loss: 1.5717 Generator_loss: 1.3209 
[INFO] 2021-01-18 18:36:46 > Step:   15200 Progress: 15.2% Elapsed: 6:54:10 temperature: no ada_p: No Discriminator_loss: 1.61766 Generator_loss: -0.803276 
[INFO] 2021-01-18 18:39:25 > Step:   15300 Progress: 15.3% Elapsed: 6:56:49 temperature: no ada_p: No Discriminator_loss: 1.33307 Generator_loss: 0.373214 
[INFO] 2021-01-18 18:42:04 > Step:   15400 Progress: 15.4% Elapsed: 6:59:28 temperature: no ada_p: No Discriminator_loss: 1.29679 Generator_loss: 1.07808 
[INFO] 2021-01-18 18:44:43 > Step:   15500 Progress: 15.5% Elapsed: 7:02:07 temperature: no ada_p: No Discriminator_loss: 1.82404 Generator_loss: 0.289774 
[INFO] 2021-01-18 18:47:22 > Step:   15600 Progress: 15.6% Elapsed: 7:04:46 temperature: no ada_p: No Discriminator_loss: 1.43147 Generator_loss: 1.23057 
[INFO] 2021-01-18 18:50:01 > Step:   15700 Progress: 15.7% Elapsed: 7:07:25 temperature: no ada_p: No Discriminator_loss: 1.6429 Generator_loss: -0.0352637 
[INFO] 2021-01-18 18:52:40 > Step:   15800 Progress: 15.8% Elapsed: 7:10:04 temperature: no ada_p: No Discriminator_loss: 1.56352 Generator_loss: 1.43766 
[INFO] 2021-01-18 18:55:19 > Step:   15900 Progress: 15.9% Elapsed: 7:12:43 temperature: no ada_p: No Discriminator_loss: 1.5658 Generator_loss: 0.385117 
[INFO] 2021-01-18 18:57:58 > Step:   16000 Progress: 16.0% Elapsed: 7:15:22 temperature: no ada_p: No Discriminator_loss: 1.58675 Generator_loss: 0.855163 
[INFO] 2021-01-18 18:57:58 > Start Evaluation (16000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 18:57:58 > Calculating FID Score....
[INFO] 2021-01-18 18:58:13 > Calculating Inception Score....
[INFO] 2021-01-18 18:58:21 > Calculate F_beta Score....
[INFO] 2021-01-18 18:59:11 > Calculate Accuracies....
[INFO] 2021-01-18 18:59:17 > Calculate Accuracies....
[INFO] 2021-01-18 18:59:30 > F_8 score (Step: 16000, Using valid images): 0.7315447325794676
[INFO] 2021-01-18 18:59:30 > F_1/8 score (Step: 16000, Using valid images): 0.8778792402695722
[INFO] 2021-01-18 18:59:30 > FID score (Step: 16000, Using valid moments): 49.734135203631126
[INFO] 2021-01-18 18:59:30 > Inception score (Step: 16000, 10000 generated images): 9.03536319732666
[INFO] 2021-01-18 18:59:30 > Best FID score (Step: 16000, Using valid moments): 49.734135203631126
[INFO] 2021-01-18 18:59:34 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 19:02:12 > Step:   16100 Progress: 16.1% Elapsed: 7:19:36 temperature: no ada_p: No Discriminator_loss: 1.98449 Generator_loss: 0.691338 
[INFO] 2021-01-18 19:04:53 > Step:   16200 Progress: 16.2% Elapsed: 7:22:17 temperature: no ada_p: No Discriminator_loss: 1.85301 Generator_loss: 0.741148 
[INFO] 2021-01-18 19:07:32 > Step:   16300 Progress: 16.3% Elapsed: 7:24:56 temperature: no ada_p: No Discriminator_loss: 1.62316 Generator_loss: -0.122333 
[INFO] 2021-01-18 19:10:11 > Step:   16400 Progress: 16.4% Elapsed: 7:27:35 temperature: no ada_p: No Discriminator_loss: 1.47249 Generator_loss: 1.18983 
[INFO] 2021-01-18 19:12:50 > Step:   16500 Progress: 16.5% Elapsed: 7:30:14 temperature: no ada_p: No Discriminator_loss: 1.47642 Generator_loss: 0.830841 
[INFO] 2021-01-18 19:15:29 > Step:   16600 Progress: 16.6% Elapsed: 7:32:53 temperature: no ada_p: No Discriminator_loss: 1.28741 Generator_loss: 1.40893 
[INFO] 2021-01-18 19:18:08 > Step:   16700 Progress: 16.7% Elapsed: 7:35:32 temperature: no ada_p: No Discriminator_loss: 1.66877 Generator_loss: -0.213457 
[INFO] 2021-01-18 19:20:47 > Step:   16800 Progress: 16.8% Elapsed: 7:38:12 temperature: no ada_p: No Discriminator_loss: 1.47339 Generator_loss: 0.183366 
[INFO] 2021-01-18 19:23:27 > Step:   16900 Progress: 16.9% Elapsed: 7:40:51 temperature: no ada_p: No Discriminator_loss: 1.57234 Generator_loss: -0.304098 
[INFO] 2021-01-18 19:26:06 > Step:   17000 Progress: 17.0% Elapsed: 7:43:30 temperature: no ada_p: No Discriminator_loss: 1.22417 Generator_loss: 0.800536 
[INFO] 2021-01-18 19:28:45 > Step:   17100 Progress: 17.1% Elapsed: 7:46:10 temperature: no ada_p: No Discriminator_loss: 1.34506 Generator_loss: 0.540041 
[INFO] 2021-01-18 19:31:25 > Step:   17200 Progress: 17.2% Elapsed: 7:48:49 temperature: no ada_p: No Discriminator_loss: 1.66758 Generator_loss: -0.874078 
[INFO] 2021-01-18 19:34:03 > Step:   17300 Progress: 17.3% Elapsed: 7:51:27 temperature: no ada_p: No Discriminator_loss: 1.49041 Generator_loss: -0.894059 
[INFO] 2021-01-18 19:36:42 > Step:   17400 Progress: 17.4% Elapsed: 7:54:06 temperature: no ada_p: No Discriminator_loss: 1.82991 Generator_loss: 1.00312 
[INFO] 2021-01-18 19:39:21 > Step:   17500 Progress: 17.5% Elapsed: 7:56:45 temperature: no ada_p: No Discriminator_loss: 1.70491 Generator_loss: -0.456983 
[INFO] 2021-01-18 19:42:01 > Step:   17600 Progress: 17.6% Elapsed: 7:59:25 temperature: no ada_p: No Discriminator_loss: 1.79335 Generator_loss: 0.86067 
[INFO] 2021-01-18 19:44:40 > Step:   17700 Progress: 17.7% Elapsed: 8:02:04 temperature: no ada_p: No Discriminator_loss: 1.44854 Generator_loss: -0.415702 
[INFO] 2021-01-18 19:47:19 > Step:   17800 Progress: 17.8% Elapsed: 8:04:43 temperature: no ada_p: No Discriminator_loss: 1.40117 Generator_loss: 0.142453 
[INFO] 2021-01-18 19:49:58 > Step:   17900 Progress: 17.9% Elapsed: 8:07:22 temperature: no ada_p: No Discriminator_loss: 1.2724 Generator_loss: 0.062396 
[INFO] 2021-01-18 19:52:37 > Step:   18000 Progress: 18.0% Elapsed: 8:10:01 temperature: no ada_p: No Discriminator_loss: 1.35541 Generator_loss: -0.648308 
[INFO] 2021-01-18 19:52:37 > Start Evaluation (18000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 19:52:37 > Calculating FID Score....
[INFO] 2021-01-18 19:52:52 > Calculating Inception Score....
[INFO] 2021-01-18 19:53:00 > Calculate F_beta Score....
[INFO] 2021-01-18 19:53:51 > Calculate Accuracies....
[INFO] 2021-01-18 19:53:56 > Calculate Accuracies....
[INFO] 2021-01-18 19:54:09 > F_8 score (Step: 18000, Using valid images): 0.699527926806564
[INFO] 2021-01-18 19:54:09 > F_1/8 score (Step: 18000, Using valid images): 0.8713738468951752
[INFO] 2021-01-18 19:54:09 > FID score (Step: 18000, Using valid moments): 50.76910026000985
[INFO] 2021-01-18 19:54:09 > Inception score (Step: 18000, 10000 generated images): 9.036150932312012
[INFO] 2021-01-18 19:54:09 > Best FID score (Step: 16000, Using valid moments): 49.734135203631126
[INFO] 2021-01-18 19:54:11 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 19:56:49 > Step:   18100 Progress: 18.1% Elapsed: 8:14:14 temperature: no ada_p: No Discriminator_loss: 1.31948 Generator_loss: 1.04981 
[INFO] 2021-01-18 19:59:28 > Step:   18200 Progress: 18.2% Elapsed: 8:16:53 temperature: no ada_p: No Discriminator_loss: 1.49756 Generator_loss: 0.864166 
[INFO] 2021-01-18 20:02:08 > Step:   18300 Progress: 18.3% Elapsed: 8:19:32 temperature: no ada_p: No Discriminator_loss: 1.90274 Generator_loss: 0.273894 
[INFO] 2021-01-18 20:04:47 > Step:   18400 Progress: 18.4% Elapsed: 8:22:11 temperature: no ada_p: No Discriminator_loss: 1.22242 Generator_loss: -0.209108 
[INFO] 2021-01-18 20:07:26 > Step:   18500 Progress: 18.5% Elapsed: 8:24:50 temperature: no ada_p: No Discriminator_loss: 1.33176 Generator_loss: 1.29268 
[INFO] 2021-01-18 20:10:05 > Step:   18600 Progress: 18.6% Elapsed: 8:27:29 temperature: no ada_p: No Discriminator_loss: 1.25302 Generator_loss: 0.842578 
[INFO] 2021-01-18 20:12:44 > Step:   18700 Progress: 18.7% Elapsed: 8:30:08 temperature: no ada_p: No Discriminator_loss: 1.21155 Generator_loss: 1.09649 
[INFO] 2021-01-18 20:15:23 > Step:   18800 Progress: 18.8% Elapsed: 8:32:47 temperature: no ada_p: No Discriminator_loss: 1.1956 Generator_loss: -0.478599 
[INFO] 2021-01-18 20:18:02 > Step:   18900 Progress: 18.9% Elapsed: 8:35:26 temperature: no ada_p: No Discriminator_loss: 1.32841 Generator_loss: -0.723381 
[INFO] 2021-01-18 20:20:42 > Step:   19000 Progress: 19.0% Elapsed: 8:38:06 temperature: no ada_p: No Discriminator_loss: 1.68895 Generator_loss: 0.0839663 
[INFO] 2021-01-18 20:23:21 > Step:   19100 Progress: 19.1% Elapsed: 8:40:45 temperature: no ada_p: No Discriminator_loss: 1.20954 Generator_loss: 0.0913886 
[INFO] 2021-01-18 20:26:00 > Step:   19200 Progress: 19.2% Elapsed: 8:43:24 temperature: no ada_p: No Discriminator_loss: 1.26407 Generator_loss: 1.11962 
[INFO] 2021-01-18 20:28:39 > Step:   19300 Progress: 19.3% Elapsed: 8:46:03 temperature: no ada_p: No Discriminator_loss: 1.47484 Generator_loss: 0.876953 
[INFO] 2021-01-18 20:31:18 > Step:   19400 Progress: 19.4% Elapsed: 8:48:42 temperature: no ada_p: No Discriminator_loss: 1.06246 Generator_loss: 0.97363 
[INFO] 2021-01-18 20:33:59 > Step:   19500 Progress: 19.5% Elapsed: 8:51:23 temperature: no ada_p: No Discriminator_loss: 1.67491 Generator_loss: -0.0839893 
[INFO] 2021-01-18 20:36:38 > Step:   19600 Progress: 19.6% Elapsed: 8:54:02 temperature: no ada_p: No Discriminator_loss: 1.31655 Generator_loss: 1.42224 
[INFO] 2021-01-18 20:39:16 > Step:   19700 Progress: 19.7% Elapsed: 8:56:41 temperature: no ada_p: No Discriminator_loss: 1.13585 Generator_loss: -0.554807 
[INFO] 2021-01-18 20:41:56 > Step:   19800 Progress: 19.8% Elapsed: 8:59:20 temperature: no ada_p: No Discriminator_loss: 1.28744 Generator_loss: -0.409597 
[INFO] 2021-01-18 20:44:35 > Step:   19900 Progress: 19.9% Elapsed: 9:01:59 temperature: no ada_p: No Discriminator_loss: 1.33852 Generator_loss: 0.425589 
[INFO] 2021-01-18 20:47:14 > Step:   20000 Progress: 20.0% Elapsed: 9:04:38 temperature: no ada_p: No Discriminator_loss: 1.15002 Generator_loss: 0.0921567 
[INFO] 2021-01-18 20:47:14 > Start Evaluation (20000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 20:47:14 > Calculating FID Score....
[INFO] 2021-01-18 20:47:29 > Calculating Inception Score....
[INFO] 2021-01-18 20:47:37 > Calculate F_beta Score....
[INFO] 2021-01-18 20:48:28 > Calculate Accuracies....
[INFO] 2021-01-18 20:48:33 > Calculate Accuracies....
[INFO] 2021-01-18 20:48:46 > F_8 score (Step: 20000, Using valid images): 0.7076803445962733
[INFO] 2021-01-18 20:48:46 > F_1/8 score (Step: 20000, Using valid images): 0.8741733969326947
[INFO] 2021-01-18 20:48:46 > FID score (Step: 20000, Using valid moments): 48.814077719448846
[INFO] 2021-01-18 20:48:47 > Inception score (Step: 20000, 10000 generated images): 9.399045944213867
[INFO] 2021-01-18 20:48:47 > Best FID score (Step: 20000, Using valid moments): 48.814077719448846
[INFO] 2021-01-18 20:48:50 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 20:51:29 > Step:   20100 Progress: 20.1% Elapsed: 9:08:53 temperature: no ada_p: No Discriminator_loss: 1.25686 Generator_loss: 0.423544 
[INFO] 2021-01-18 20:54:08 > Step:   20200 Progress: 20.2% Elapsed: 9:11:32 temperature: no ada_p: No Discriminator_loss: 1.09589 Generator_loss: 0.411528 
[INFO] 2021-01-18 20:56:47 > Step:   20300 Progress: 20.3% Elapsed: 9:14:11 temperature: no ada_p: No Discriminator_loss: 1.37351 Generator_loss: -0.474272 
[INFO] 2021-01-18 20:59:26 > Step:   20400 Progress: 20.4% Elapsed: 9:16:50 temperature: no ada_p: No Discriminator_loss: 1.14201 Generator_loss: 0.962386 
[INFO] 2021-01-18 21:02:05 > Step:   20500 Progress: 20.5% Elapsed: 9:19:30 temperature: no ada_p: No Discriminator_loss: 1.35891 Generator_loss: 1.01054 
[INFO] 2021-01-18 21:04:45 > Step:   20600 Progress: 20.6% Elapsed: 9:22:09 temperature: no ada_p: No Discriminator_loss: 1.25535 Generator_loss: 1.41773 
[INFO] 2021-01-18 21:07:24 > Step:   20700 Progress: 20.7% Elapsed: 9:24:48 temperature: no ada_p: No Discriminator_loss: 1.34964 Generator_loss: 1.45283 
[INFO] 2021-01-18 21:10:03 > Step:   20800 Progress: 20.8% Elapsed: 9:27:27 temperature: no ada_p: No Discriminator_loss: 1.16103 Generator_loss: 1.06053 
[INFO] 2021-01-18 21:12:43 > Step:   20900 Progress: 20.9% Elapsed: 9:30:07 temperature: no ada_p: No Discriminator_loss: 1.22214 Generator_loss: -0.576496 
[INFO] 2021-01-18 21:15:22 > Step:   21000 Progress: 21.0% Elapsed: 9:32:46 temperature: no ada_p: No Discriminator_loss: 1.44446 Generator_loss: -0.0256116 
[INFO] 2021-01-18 21:18:01 > Step:   21100 Progress: 21.1% Elapsed: 9:35:25 temperature: no ada_p: No Discriminator_loss: 1.31546 Generator_loss: 0.340032 
[INFO] 2021-01-18 21:20:40 > Step:   21200 Progress: 21.2% Elapsed: 9:38:04 temperature: no ada_p: No Discriminator_loss: 1.30713 Generator_loss: 0.177783 
[INFO] 2021-01-18 21:23:19 > Step:   21300 Progress: 21.3% Elapsed: 9:40:44 temperature: no ada_p: No Discriminator_loss: 1.20455 Generator_loss: 0.318251 
[INFO] 2021-01-18 21:25:58 > Step:   21400 Progress: 21.4% Elapsed: 9:43:23 temperature: no ada_p: No Discriminator_loss: 1.0586 Generator_loss: 0.198231 
[INFO] 2021-01-18 21:28:38 > Step:   21500 Progress: 21.5% Elapsed: 9:46:02 temperature: no ada_p: No Discriminator_loss: 1.00027 Generator_loss: -0.0769486 
[INFO] 2021-01-18 21:31:17 > Step:   21600 Progress: 21.6% Elapsed: 9:48:41 temperature: no ada_p: No Discriminator_loss: 1.11729 Generator_loss: -0.243337 
[INFO] 2021-01-18 21:33:56 > Step:   21700 Progress: 21.7% Elapsed: 9:51:20 temperature: no ada_p: No Discriminator_loss: 1.07332 Generator_loss: -0.0615786 
[INFO] 2021-01-18 21:36:35 > Step:   21800 Progress: 21.8% Elapsed: 9:53:59 temperature: no ada_p: No Discriminator_loss: 1.09089 Generator_loss: 0.0490526 
[INFO] 2021-01-18 21:39:14 > Step:   21900 Progress: 21.9% Elapsed: 9:56:38 temperature: no ada_p: No Discriminator_loss: 1.59258 Generator_loss: 0.0663385 
[INFO] 2021-01-18 21:41:53 > Step:   22000 Progress: 22.0% Elapsed: 9:59:17 temperature: no ada_p: No Discriminator_loss: 1.12833 Generator_loss: 0.332039 
[INFO] 2021-01-18 21:41:53 > Start Evaluation (22000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 21:41:53 > Calculating FID Score....
[INFO] 2021-01-18 21:42:08 > Calculating Inception Score....
[INFO] 2021-01-18 21:42:16 > Calculate F_beta Score....
[INFO] 2021-01-18 21:43:06 > Calculate Accuracies....
[INFO] 2021-01-18 21:43:11 > Calculate Accuracies....
[INFO] 2021-01-18 21:43:25 > F_8 score (Step: 22000, Using valid images): 0.7461312111634735
[INFO] 2021-01-18 21:43:25 > F_1/8 score (Step: 22000, Using valid images): 0.8892389431281631
[INFO] 2021-01-18 21:43:25 > FID score (Step: 22000, Using valid moments): 46.650904947350455
[INFO] 2021-01-18 21:43:25 > Inception score (Step: 22000, 10000 generated images): 9.840142250061035
[INFO] 2021-01-18 21:43:25 > Best FID score (Step: 22000, Using valid moments): 46.650904947350455
[INFO] 2021-01-18 21:43:28 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 21:46:07 > Step:   22100 Progress: 22.1% Elapsed: 10:03:31 temperature: no ada_p: No Discriminator_loss: 1.55508 Generator_loss: 0.547467 
[INFO] 2021-01-18 21:48:46 > Step:   22200 Progress: 22.2% Elapsed: 10:06:10 temperature: no ada_p: No Discriminator_loss: 1.1194 Generator_loss: 0.400687 
[INFO] 2021-01-18 21:51:25 > Step:   22300 Progress: 22.3% Elapsed: 10:08:49 temperature: no ada_p: No Discriminator_loss: 0.963804 Generator_loss: 0.658196 
[INFO] 2021-01-18 21:54:04 > Step:   22400 Progress: 22.4% Elapsed: 10:11:29 temperature: no ada_p: No Discriminator_loss: 1.42098 Generator_loss: -0.141726 
[INFO] 2021-01-18 21:56:43 > Step:   22500 Progress: 22.5% Elapsed: 10:14:08 temperature: no ada_p: No Discriminator_loss: 1.34079 Generator_loss: -0.717398 
[INFO] 2021-01-18 21:59:23 > Step:   22600 Progress: 22.6% Elapsed: 10:16:47 temperature: no ada_p: No Discriminator_loss: 1.1853 Generator_loss: -0.235737 
[INFO] 2021-01-18 22:02:04 > Step:   22700 Progress: 22.7% Elapsed: 10:19:28 temperature: no ada_p: No Discriminator_loss: 1.09894 Generator_loss: -0.227718 
[INFO] 2021-01-18 22:04:43 > Step:   22800 Progress: 22.8% Elapsed: 10:22:07 temperature: no ada_p: No Discriminator_loss: 1.20478 Generator_loss: -0.0426728 
[INFO] 2021-01-18 22:07:23 > Step:   22900 Progress: 22.9% Elapsed: 10:24:47 temperature: no ada_p: No Discriminator_loss: 1.18569 Generator_loss: 0.5265 
[INFO] 2021-01-18 22:10:01 > Step:   23000 Progress: 23.0% Elapsed: 10:27:25 temperature: no ada_p: No Discriminator_loss: 1.13965 Generator_loss: 0.0777902 
[INFO] 2021-01-18 22:12:40 > Step:   23100 Progress: 23.1% Elapsed: 10:30:04 temperature: no ada_p: No Discriminator_loss: 1.23852 Generator_loss: -0.120118 
[INFO] 2021-01-18 22:15:19 > Step:   23200 Progress: 23.2% Elapsed: 10:32:44 temperature: no ada_p: No Discriminator_loss: 1.41868 Generator_loss: 0.0960319 
[INFO] 2021-01-18 22:17:59 > Step:   23300 Progress: 23.3% Elapsed: 10:35:23 temperature: no ada_p: No Discriminator_loss: 1.0379 Generator_loss: -0.00888281 
[INFO] 2021-01-18 22:20:38 > Step:   23400 Progress: 23.4% Elapsed: 10:38:02 temperature: no ada_p: No Discriminator_loss: 1.46844 Generator_loss: -0.0768848 
[INFO] 2021-01-18 22:23:16 > Step:   23500 Progress: 23.5% Elapsed: 10:40:41 temperature: no ada_p: No Discriminator_loss: 1.18922 Generator_loss: 0.547506 
[INFO] 2021-01-18 22:25:56 > Step:   23600 Progress: 23.6% Elapsed: 10:43:20 temperature: no ada_p: No Discriminator_loss: 1.13585 Generator_loss: -0.0108785 
[INFO] 2021-01-18 22:28:35 > Step:   23700 Progress: 23.7% Elapsed: 10:45:59 temperature: no ada_p: No Discriminator_loss: 1.14716 Generator_loss: 0.313666 
[INFO] 2021-01-18 22:31:13 > Step:   23800 Progress: 23.8% Elapsed: 10:48:38 temperature: no ada_p: No Discriminator_loss: 1.41053 Generator_loss: -0.0295965 
[INFO] 2021-01-18 22:33:52 > Step:   23900 Progress: 23.9% Elapsed: 10:51:16 temperature: no ada_p: No Discriminator_loss: 1.45998 Generator_loss: 0.363183 
[INFO] 2021-01-18 22:36:31 > Step:   24000 Progress: 24.0% Elapsed: 10:53:55 temperature: no ada_p: No Discriminator_loss: 0.956639 Generator_loss: 0.607189 
[INFO] 2021-01-18 22:36:31 > Start Evaluation (24000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 22:36:31 > Calculating FID Score....
[INFO] 2021-01-18 22:36:47 > Calculating Inception Score....
[INFO] 2021-01-18 22:36:54 > Calculate F_beta Score....
[INFO] 2021-01-18 22:37:43 > Calculate Accuracies....
[INFO] 2021-01-18 22:37:49 > Calculate Accuracies....
[INFO] 2021-01-18 22:38:02 > F_8 score (Step: 24000, Using valid images): 0.7674967178484419
[INFO] 2021-01-18 22:38:02 > F_1/8 score (Step: 24000, Using valid images): 0.9182939716857715
[INFO] 2021-01-18 22:38:02 > FID score (Step: 24000, Using valid moments): 42.73989789308433
[INFO] 2021-01-18 22:38:02 > Inception score (Step: 24000, 10000 generated images): 10.217034339904785
[INFO] 2021-01-18 22:38:02 > Best FID score (Step: 24000, Using valid moments): 42.73989789308433
[INFO] 2021-01-18 22:38:06 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 22:40:45 > Step:   24100 Progress: 24.1% Elapsed: 10:58:09 temperature: no ada_p: No Discriminator_loss: 1.05664 Generator_loss: 0.437447 
[INFO] 2021-01-18 22:43:24 > Step:   24200 Progress: 24.2% Elapsed: 11:00:48 temperature: no ada_p: No Discriminator_loss: 1.63076 Generator_loss: 0.0337596 
[INFO] 2021-01-18 22:46:03 > Step:   24300 Progress: 24.3% Elapsed: 11:03:27 temperature: no ada_p: No Discriminator_loss: 0.973298 Generator_loss: 0.242253 
[INFO] 2021-01-18 22:48:42 > Step:   24400 Progress: 24.4% Elapsed: 11:06:06 temperature: no ada_p: No Discriminator_loss: 1.1494 Generator_loss: -0.0695424 
[INFO] 2021-01-18 22:51:21 > Step:   24500 Progress: 24.5% Elapsed: 11:08:45 temperature: no ada_p: No Discriminator_loss: 1.2518 Generator_loss: -0.129676 
[INFO] 2021-01-18 22:54:00 > Step:   24600 Progress: 24.6% Elapsed: 11:11:24 temperature: no ada_p: No Discriminator_loss: 1.55655 Generator_loss: -0.0647756 
[INFO] 2021-01-18 22:56:39 > Step:   24700 Progress: 24.7% Elapsed: 11:14:03 temperature: no ada_p: No Discriminator_loss: 1.24156 Generator_loss: -0.0519943 
[INFO] 2021-01-18 22:59:18 > Step:   24800 Progress: 24.8% Elapsed: 11:16:43 temperature: no ada_p: No Discriminator_loss: 1.38891 Generator_loss: 0.000952371 
[INFO] 2021-01-18 23:01:58 > Step:   24900 Progress: 24.9% Elapsed: 11:19:22 temperature: no ada_p: No Discriminator_loss: 1.41325 Generator_loss: 0.402915 
[INFO] 2021-01-18 23:04:37 > Step:   25000 Progress: 25.0% Elapsed: 11:22:01 temperature: no ada_p: No Discriminator_loss: 1.25799 Generator_loss: 0.228365 
[INFO] 2021-01-18 23:07:16 > Step:   25100 Progress: 25.1% Elapsed: 11:24:40 temperature: no ada_p: No Discriminator_loss: 1.39357 Generator_loss: 0.382427 
[INFO] 2021-01-18 23:09:55 > Step:   25200 Progress: 25.2% Elapsed: 11:27:20 temperature: no ada_p: No Discriminator_loss: 1.28279 Generator_loss: 0.499949 
[INFO] 2021-01-18 23:12:35 > Step:   25300 Progress: 25.3% Elapsed: 11:29:59 temperature: no ada_p: No Discriminator_loss: 1.05547 Generator_loss: 0.275223 
[INFO] 2021-01-18 23:15:14 > Step:   25400 Progress: 25.4% Elapsed: 11:32:38 temperature: no ada_p: No Discriminator_loss: 0.954523 Generator_loss: 0.124475 
[INFO] 2021-01-18 23:17:53 > Step:   25500 Progress: 25.5% Elapsed: 11:35:17 temperature: no ada_p: No Discriminator_loss: 0.986347 Generator_loss: 0.497438 
[INFO] 2021-01-18 23:20:32 > Step:   25600 Progress: 25.6% Elapsed: 11:37:56 temperature: no ada_p: No Discriminator_loss: 1.06039 Generator_loss: 0.463298 
[INFO] 2021-01-18 23:23:11 > Step:   25700 Progress: 25.7% Elapsed: 11:40:35 temperature: no ada_p: No Discriminator_loss: 0.958125 Generator_loss: 0.351642 
[INFO] 2021-01-18 23:25:50 > Step:   25800 Progress: 25.8% Elapsed: 11:43:14 temperature: no ada_p: No Discriminator_loss: 1.27159 Generator_loss: 0.330946 
[INFO] 2021-01-18 23:28:31 > Step:   25900 Progress: 25.9% Elapsed: 11:45:55 temperature: no ada_p: No Discriminator_loss: 1.05332 Generator_loss: 0.029719 
[INFO] 2021-01-18 23:31:10 > Step:   26000 Progress: 26.0% Elapsed: 11:48:34 temperature: no ada_p: No Discriminator_loss: 1.19665 Generator_loss: 0.28688 
[INFO] 2021-01-18 23:31:10 > Start Evaluation (26000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 23:31:10 > Calculating FID Score....
[INFO] 2021-01-18 23:31:25 > Calculating Inception Score....
[INFO] 2021-01-18 23:31:33 > Calculate F_beta Score....
[INFO] 2021-01-18 23:32:22 > Calculate Accuracies....
[INFO] 2021-01-18 23:32:28 > Calculate Accuracies....
[INFO] 2021-01-18 23:32:42 > F_8 score (Step: 26000, Using valid images): 0.7894862285304667
[INFO] 2021-01-18 23:32:42 > F_1/8 score (Step: 26000, Using valid images): 0.9272132937920933
[INFO] 2021-01-18 23:32:42 > FID score (Step: 26000, Using valid moments): 40.307771983030534
[INFO] 2021-01-18 23:32:42 > Inception score (Step: 26000, 10000 generated images): 10.810382843017578
[INFO] 2021-01-18 23:32:42 > Best FID score (Step: 26000, Using valid moments): 40.307771983030534
[INFO] 2021-01-18 23:32:46 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-18 23:35:24 > Step:   26100 Progress: 26.1% Elapsed: 11:52:48 temperature: no ada_p: No Discriminator_loss: 1.0802 Generator_loss: 0.0546872 
[INFO] 2021-01-18 23:38:03 > Step:   26200 Progress: 26.2% Elapsed: 11:55:27 temperature: no ada_p: No Discriminator_loss: 1.06627 Generator_loss: 0.490355 
[INFO] 2021-01-18 23:40:42 > Step:   26300 Progress: 26.3% Elapsed: 11:58:06 temperature: no ada_p: No Discriminator_loss: 0.910355 Generator_loss: 0.0707321 
[INFO] 2021-01-18 23:43:21 > Step:   26400 Progress: 26.4% Elapsed: 12:00:45 temperature: no ada_p: No Discriminator_loss: 1.17933 Generator_loss: 0.334746 
[INFO] 2021-01-18 23:46:01 > Step:   26500 Progress: 26.5% Elapsed: 12:03:25 temperature: no ada_p: No Discriminator_loss: 0.98322 Generator_loss: 0.275058 
[INFO] 2021-01-18 23:48:40 > Step:   26600 Progress: 26.6% Elapsed: 12:06:04 temperature: no ada_p: No Discriminator_loss: 1.24085 Generator_loss: 0.137432 
[INFO] 2021-01-18 23:51:19 > Step:   26700 Progress: 26.7% Elapsed: 12:08:43 temperature: no ada_p: No Discriminator_loss: 1.33884 Generator_loss: 0.176535 
[INFO] 2021-01-18 23:53:58 > Step:   26800 Progress: 26.8% Elapsed: 12:11:22 temperature: no ada_p: No Discriminator_loss: 0.861694 Generator_loss: 0.297796 
[INFO] 2021-01-18 23:56:38 > Step:   26900 Progress: 26.9% Elapsed: 12:14:02 temperature: no ada_p: No Discriminator_loss: 0.987681 Generator_loss: 0.460172 
[INFO] 2021-01-18 23:59:17 > Step:   27000 Progress: 27.0% Elapsed: 12:16:41 temperature: no ada_p: No Discriminator_loss: 1.50881 Generator_loss: 0.355293 
[INFO] 2021-01-19 00:01:56 > Step:   27100 Progress: 27.1% Elapsed: 12:19:20 temperature: no ada_p: No Discriminator_loss: 1.34485 Generator_loss: 0.358623 
[INFO] 2021-01-19 00:04:35 > Step:   27200 Progress: 27.2% Elapsed: 12:21:59 temperature: no ada_p: No Discriminator_loss: 0.952582 Generator_loss: 0.0857191 
[INFO] 2021-01-19 00:07:14 > Step:   27300 Progress: 27.3% Elapsed: 12:24:38 temperature: no ada_p: No Discriminator_loss: 1.0417 Generator_loss: -0.021819 
[INFO] 2021-01-19 00:09:53 > Step:   27400 Progress: 27.4% Elapsed: 12:27:17 temperature: no ada_p: No Discriminator_loss: 1.34374 Generator_loss: 0.324287 
[INFO] 2021-01-19 00:12:32 > Step:   27500 Progress: 27.5% Elapsed: 12:29:56 temperature: no ada_p: No Discriminator_loss: 0.996374 Generator_loss: 0.127212 
[INFO] 2021-01-19 00:15:11 > Step:   27600 Progress: 27.6% Elapsed: 12:32:35 temperature: no ada_p: No Discriminator_loss: 1.29019 Generator_loss: -0.832925 
[INFO] 2021-01-19 00:17:50 > Step:   27700 Progress: 27.7% Elapsed: 12:35:14 temperature: no ada_p: No Discriminator_loss: 1.0821 Generator_loss: 0.0665257 
[INFO] 2021-01-19 00:20:29 > Step:   27800 Progress: 27.8% Elapsed: 12:37:53 temperature: no ada_p: No Discriminator_loss: 1.00786 Generator_loss: 0.345671 
[INFO] 2021-01-19 00:23:08 > Step:   27900 Progress: 27.9% Elapsed: 12:40:32 temperature: no ada_p: No Discriminator_loss: 1.2294 Generator_loss: 0.207504 
[INFO] 2021-01-19 00:25:47 > Step:   28000 Progress: 28.0% Elapsed: 12:43:11 temperature: no ada_p: No Discriminator_loss: 1.00933 Generator_loss: 0.138223 
[INFO] 2021-01-19 00:25:47 > Start Evaluation (28000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 00:25:47 > Calculating FID Score....
[INFO] 2021-01-19 00:26:02 > Calculating Inception Score....
[INFO] 2021-01-19 00:26:10 > Calculate F_beta Score....
[INFO] 2021-01-19 00:26:59 > Calculate Accuracies....
[INFO] 2021-01-19 00:27:04 > Calculate Accuracies....
[INFO] 2021-01-19 00:27:18 > F_8 score (Step: 28000, Using valid images): 0.7971230423306717
[INFO] 2021-01-19 00:27:18 > F_1/8 score (Step: 28000, Using valid images): 0.9392629233784054
[INFO] 2021-01-19 00:27:18 > FID score (Step: 28000, Using valid moments): 38.667806574482086
[INFO] 2021-01-19 00:27:18 > Inception score (Step: 28000, 10000 generated images): 10.957499504089355
[INFO] 2021-01-19 00:27:18 > Best FID score (Step: 28000, Using valid moments): 38.667806574482086
[INFO] 2021-01-19 00:27:22 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 00:30:00 > Step:   28100 Progress: 28.1% Elapsed: 12:47:24 temperature: no ada_p: No Discriminator_loss: 1.08393 Generator_loss: 0.114032 
[INFO] 2021-01-19 00:32:39 > Step:   28200 Progress: 28.2% Elapsed: 12:50:03 temperature: no ada_p: No Discriminator_loss: 1.33257 Generator_loss: 0.264348 
[INFO] 2021-01-19 00:35:18 > Step:   28300 Progress: 28.3% Elapsed: 12:52:42 temperature: no ada_p: No Discriminator_loss: 1.08428 Generator_loss: 0.0350169 
[INFO] 2021-01-19 00:37:58 > Step:   28400 Progress: 28.4% Elapsed: 12:55:22 temperature: no ada_p: No Discriminator_loss: 0.883512 Generator_loss: 0.312049 
[INFO] 2021-01-19 00:40:37 > Step:   28500 Progress: 28.5% Elapsed: 12:58:01 temperature: no ada_p: No Discriminator_loss: 1.25353 Generator_loss: 0.11674 
[INFO] 2021-01-19 00:43:16 > Step:   28600 Progress: 28.6% Elapsed: 13:00:40 temperature: no ada_p: No Discriminator_loss: 0.905382 Generator_loss: 0.451715 
[INFO] 2021-01-19 00:45:55 > Step:   28700 Progress: 28.7% Elapsed: 13:03:19 temperature: no ada_p: No Discriminator_loss: 0.992531 Generator_loss: 0.339805 
[INFO] 2021-01-19 00:48:34 > Step:   28800 Progress: 28.8% Elapsed: 13:05:58 temperature: no ada_p: No Discriminator_loss: 1.29095 Generator_loss: 0.293657 
[INFO] 2021-01-19 00:51:14 > Step:   28900 Progress: 28.9% Elapsed: 13:08:38 temperature: no ada_p: No Discriminator_loss: 1.29704 Generator_loss: 0.317823 
[INFO] 2021-01-19 00:53:53 > Step:   29000 Progress: 29.0% Elapsed: 13:11:17 temperature: no ada_p: No Discriminator_loss: 1.13473 Generator_loss: 0.303754 
[INFO] 2021-01-19 00:56:32 > Step:   29100 Progress: 29.1% Elapsed: 13:13:56 temperature: no ada_p: No Discriminator_loss: 1.24341 Generator_loss: 0.16726 
[INFO] 2021-01-19 00:59:13 > Step:   29200 Progress: 29.2% Elapsed: 13:16:37 temperature: no ada_p: No Discriminator_loss: 1.1522 Generator_loss: 0.331348 
[INFO] 2021-01-19 01:01:52 > Step:   29300 Progress: 29.3% Elapsed: 13:19:16 temperature: no ada_p: No Discriminator_loss: 1.43873 Generator_loss: 0.424841 
[INFO] 2021-01-19 01:04:31 > Step:   29400 Progress: 29.4% Elapsed: 13:21:55 temperature: no ada_p: No Discriminator_loss: 0.921403 Generator_loss: 0.472928 
[INFO] 2021-01-19 01:07:10 > Step:   29500 Progress: 29.5% Elapsed: 13:24:34 temperature: no ada_p: No Discriminator_loss: 1.22909 Generator_loss: 0.216368 
[INFO] 2021-01-19 01:09:49 > Step:   29600 Progress: 29.6% Elapsed: 13:27:13 temperature: no ada_p: No Discriminator_loss: 1.15869 Generator_loss: 0.443236 
[INFO] 2021-01-19 01:12:28 > Step:   29700 Progress: 29.7% Elapsed: 13:29:52 temperature: no ada_p: No Discriminator_loss: 1.17711 Generator_loss: 0.372565 
[INFO] 2021-01-19 01:15:07 > Step:   29800 Progress: 29.8% Elapsed: 13:32:31 temperature: no ada_p: No Discriminator_loss: 1.07433 Generator_loss: 0.236879 
[INFO] 2021-01-19 01:17:46 > Step:   29900 Progress: 29.9% Elapsed: 13:35:10 temperature: no ada_p: No Discriminator_loss: 0.870993 Generator_loss: 0.238412 
[INFO] 2021-01-19 01:20:25 > Step:   30000 Progress: 30.0% Elapsed: 13:37:49 temperature: no ada_p: No Discriminator_loss: 1.114 Generator_loss: 0.299724 
[INFO] 2021-01-19 01:20:25 > Start Evaluation (30000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 01:20:25 > Calculating FID Score....
[INFO] 2021-01-19 01:20:41 > Calculating Inception Score....
[INFO] 2021-01-19 01:20:48 > Calculate F_beta Score....
[INFO] 2021-01-19 01:21:39 > Calculate Accuracies....
[INFO] 2021-01-19 01:21:44 > Calculate Accuracies....
[INFO] 2021-01-19 01:21:57 > F_8 score (Step: 30000, Using valid images): 0.7886742497208628
[INFO] 2021-01-19 01:21:57 > F_1/8 score (Step: 30000, Using valid images): 0.9422086750333665
[INFO] 2021-01-19 01:21:57 > FID score (Step: 30000, Using valid moments): 36.80199073988757
[INFO] 2021-01-19 01:21:57 > Inception score (Step: 30000, 10000 generated images): 11.019813537597656
[INFO] 2021-01-19 01:21:57 > Best FID score (Step: 30000, Using valid moments): 36.80199073988757
[INFO] 2021-01-19 01:22:01 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 01:24:39 > Step:   30100 Progress: 30.1% Elapsed: 13:42:04 temperature: no ada_p: No Discriminator_loss: 1.27272 Generator_loss: 0.340301 
[INFO] 2021-01-19 01:27:19 > Step:   30200 Progress: 30.2% Elapsed: 13:44:43 temperature: no ada_p: No Discriminator_loss: 0.871216 Generator_loss: 0.48559 
[INFO] 2021-01-19 01:29:58 > Step:   30300 Progress: 30.3% Elapsed: 13:47:22 temperature: no ada_p: No Discriminator_loss: 0.950213 Generator_loss: 0.374152 
[INFO] 2021-01-19 01:32:37 > Step:   30400 Progress: 30.4% Elapsed: 13:50:01 temperature: no ada_p: No Discriminator_loss: 0.754559 Generator_loss: 0.070168 
[INFO] 2021-01-19 01:35:16 > Step:   30500 Progress: 30.5% Elapsed: 13:52:40 temperature: no ada_p: No Discriminator_loss: 1.01063 Generator_loss: 0.368648 
[INFO] 2021-01-19 01:37:55 > Step:   30600 Progress: 30.6% Elapsed: 13:55:19 temperature: no ada_p: No Discriminator_loss: 1.1001 Generator_loss: 0.412321 
[INFO] 2021-01-19 01:40:34 > Step:   30700 Progress: 30.7% Elapsed: 13:57:58 temperature: no ada_p: No Discriminator_loss: 1.27018 Generator_loss: 0.224534 
[INFO] 2021-01-19 01:43:13 > Step:   30800 Progress: 30.8% Elapsed: 14:00:37 temperature: no ada_p: No Discriminator_loss: 0.965109 Generator_loss: 0.286357 
[INFO] 2021-01-19 01:45:52 > Step:   30900 Progress: 30.9% Elapsed: 14:03:17 temperature: no ada_p: No Discriminator_loss: 0.789036 Generator_loss: 0.465369 
[INFO] 2021-01-19 01:48:31 > Step:   31000 Progress: 31.0% Elapsed: 14:05:55 temperature: no ada_p: No Discriminator_loss: 0.73803 Generator_loss: 0.361514 
[INFO] 2021-01-19 01:51:10 > Step:   31100 Progress: 31.1% Elapsed: 14:08:35 temperature: no ada_p: No Discriminator_loss: 1.03037 Generator_loss: 0.233714 
[INFO] 2021-01-19 01:53:49 > Step:   31200 Progress: 31.2% Elapsed: 14:11:14 temperature: no ada_p: No Discriminator_loss: 1.02426 Generator_loss: 0.262981 
[INFO] 2021-01-19 01:56:29 > Step:   31300 Progress: 31.3% Elapsed: 14:13:53 temperature: no ada_p: No Discriminator_loss: 1.14438 Generator_loss: 0.440295 
[INFO] 2021-01-19 01:59:08 > Step:   31400 Progress: 31.4% Elapsed: 14:16:32 temperature: no ada_p: No Discriminator_loss: 0.946471 Generator_loss: 0.348844 
[INFO] 2021-01-19 02:01:46 > Step:   31500 Progress: 31.5% Elapsed: 14:19:10 temperature: no ada_p: No Discriminator_loss: 1.02231 Generator_loss: 0.243871 
[INFO] 2021-01-19 02:04:25 > Step:   31600 Progress: 31.6% Elapsed: 14:21:49 temperature: no ada_p: No Discriminator_loss: 1.04854 Generator_loss: 0.26653 
[INFO] 2021-01-19 02:07:04 > Step:   31700 Progress: 31.7% Elapsed: 14:24:28 temperature: no ada_p: No Discriminator_loss: 1.07311 Generator_loss: 0.37649 
[INFO] 2021-01-19 02:09:43 > Step:   31800 Progress: 31.8% Elapsed: 14:27:07 temperature: no ada_p: No Discriminator_loss: 1.13608 Generator_loss: 0.214034 
[INFO] 2021-01-19 02:12:22 > Step:   31900 Progress: 31.9% Elapsed: 14:29:46 temperature: no ada_p: No Discriminator_loss: 1.19975 Generator_loss: 0.371841 
[INFO] 2021-01-19 02:15:01 > Step:   32000 Progress: 32.0% Elapsed: 14:32:25 temperature: no ada_p: No Discriminator_loss: 0.884223 Generator_loss: 0.605035 
[INFO] 2021-01-19 02:15:01 > Start Evaluation (32000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 02:15:01 > Calculating FID Score....
[INFO] 2021-01-19 02:15:16 > Calculating Inception Score....
[INFO] 2021-01-19 02:15:24 > Calculate F_beta Score....
[INFO] 2021-01-19 02:16:15 > Calculate Accuracies....
[INFO] 2021-01-19 02:16:20 > Calculate Accuracies....
[INFO] 2021-01-19 02:16:33 > F_8 score (Step: 32000, Using valid images): 0.8119710655010723
[INFO] 2021-01-19 02:16:33 > F_1/8 score (Step: 32000, Using valid images): 0.9323902196420758
[INFO] 2021-01-19 02:16:33 > FID score (Step: 32000, Using valid moments): 35.95024949944286
[INFO] 2021-01-19 02:16:33 > Inception score (Step: 32000, 10000 generated images): 11.207661628723145
[INFO] 2021-01-19 02:16:33 > Best FID score (Step: 32000, Using valid moments): 35.95024949944286
[INFO] 2021-01-19 02:16:37 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 02:19:15 > Step:   32100 Progress: 32.1% Elapsed: 14:36:39 temperature: no ada_p: No Discriminator_loss: 0.803432 Generator_loss: 0.476521 
[INFO] 2021-01-19 02:21:54 > Step:   32200 Progress: 32.2% Elapsed: 14:39:18 temperature: no ada_p: No Discriminator_loss: 0.929319 Generator_loss: 0.359034 
[INFO] 2021-01-19 02:24:33 > Step:   32300 Progress: 32.3% Elapsed: 14:41:57 temperature: no ada_p: No Discriminator_loss: 0.943931 Generator_loss: 0.295694 
[INFO] 2021-01-19 02:27:14 > Step:   32400 Progress: 32.4% Elapsed: 14:44:38 temperature: no ada_p: No Discriminator_loss: 1.06573 Generator_loss: 0.301245 
[INFO] 2021-01-19 02:29:53 > Step:   32500 Progress: 32.5% Elapsed: 14:47:17 temperature: no ada_p: No Discriminator_loss: 0.847621 Generator_loss: 0.593639 
[INFO] 2021-01-19 02:32:32 > Step:   32600 Progress: 32.6% Elapsed: 14:49:56 temperature: no ada_p: No Discriminator_loss: 1.01025 Generator_loss: 0.399379 
[INFO] 2021-01-19 02:35:11 > Step:   32700 Progress: 32.7% Elapsed: 14:52:35 temperature: no ada_p: No Discriminator_loss: 0.945062 Generator_loss: 0.426977 
[INFO] 2021-01-19 02:37:50 > Step:   32800 Progress: 32.8% Elapsed: 14:55:14 temperature: no ada_p: No Discriminator_loss: 0.784489 Generator_loss: 0.392079 
[INFO] 2021-01-19 02:40:30 > Step:   32900 Progress: 32.9% Elapsed: 14:57:54 temperature: no ada_p: No Discriminator_loss: 0.95318 Generator_loss: 0.204096 
[INFO] 2021-01-19 02:43:09 > Step:   33000 Progress: 33.0% Elapsed: 15:00:33 temperature: no ada_p: No Discriminator_loss: 0.880825 Generator_loss: 0.545839 
[INFO] 2021-01-19 02:45:48 > Step:   33100 Progress: 33.1% Elapsed: 15:03:12 temperature: no ada_p: No Discriminator_loss: 0.838237 Generator_loss: 0.52156 
[INFO] 2021-01-19 02:48:27 > Step:   33200 Progress: 33.2% Elapsed: 15:05:51 temperature: no ada_p: No Discriminator_loss: 0.994268 Generator_loss: 0.281775 
[INFO] 2021-01-19 02:51:06 > Step:   33300 Progress: 33.3% Elapsed: 15:08:30 temperature: no ada_p: No Discriminator_loss: 1.03896 Generator_loss: 0.447975 
[INFO] 2021-01-19 02:53:45 > Step:   33400 Progress: 33.4% Elapsed: 15:11:09 temperature: no ada_p: No Discriminator_loss: 0.934722 Generator_loss: 0.420392 
[INFO] 2021-01-19 02:56:24 > Step:   33500 Progress: 33.5% Elapsed: 15:13:48 temperature: no ada_p: No Discriminator_loss: 1.00244 Generator_loss: 0.550279 
[INFO] 2021-01-19 02:59:03 > Step:   33600 Progress: 33.6% Elapsed: 15:16:27 temperature: no ada_p: No Discriminator_loss: 1.14327 Generator_loss: 0.461169 
[INFO] 2021-01-19 03:01:42 > Step:   33700 Progress: 33.7% Elapsed: 15:19:06 temperature: no ada_p: No Discriminator_loss: 0.933014 Generator_loss: 0.39467 
[INFO] 2021-01-19 03:04:21 > Step:   33800 Progress: 33.8% Elapsed: 15:21:45 temperature: no ada_p: No Discriminator_loss: 0.968322 Generator_loss: 0.42107 
[INFO] 2021-01-19 03:07:00 > Step:   33900 Progress: 33.9% Elapsed: 15:24:24 temperature: no ada_p: No Discriminator_loss: 0.783148 Generator_loss: 0.460517 
[INFO] 2021-01-19 03:09:39 > Step:   34000 Progress: 34.0% Elapsed: 15:27:03 temperature: no ada_p: No Discriminator_loss: 0.969575 Generator_loss: 0.506311 
[INFO] 2021-01-19 03:09:39 > Start Evaluation (34000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 03:09:39 > Calculating FID Score....
[INFO] 2021-01-19 03:09:54 > Calculating Inception Score....
[INFO] 2021-01-19 03:10:01 > Calculate F_beta Score....
[INFO] 2021-01-19 03:10:52 > Calculate Accuracies....
[INFO] 2021-01-19 03:10:57 > Calculate Accuracies....
[INFO] 2021-01-19 03:11:10 > F_8 score (Step: 34000, Using valid images): 0.8527972992694043
[INFO] 2021-01-19 03:11:10 > F_1/8 score (Step: 34000, Using valid images): 0.9347444998195075
[INFO] 2021-01-19 03:11:10 > FID score (Step: 34000, Using valid moments): 35.5231999686506
[INFO] 2021-01-19 03:11:10 > Inception score (Step: 34000, 10000 generated images): 11.289892196655273
[INFO] 2021-01-19 03:11:10 > Best FID score (Step: 34000, Using valid moments): 35.5231999686506
[INFO] 2021-01-19 03:11:14 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 03:13:53 > Step:   34100 Progress: 34.1% Elapsed: 15:31:17 temperature: no ada_p: No Discriminator_loss: 0.780727 Generator_loss: 0.480425 
[INFO] 2021-01-19 03:16:32 > Step:   34200 Progress: 34.2% Elapsed: 15:33:56 temperature: no ada_p: No Discriminator_loss: 1.06869 Generator_loss: 0.43672 
[INFO] 2021-01-19 03:19:11 > Step:   34300 Progress: 34.3% Elapsed: 15:36:35 temperature: no ada_p: No Discriminator_loss: 0.91824 Generator_loss: 0.360087 
[INFO] 2021-01-19 03:21:50 > Step:   34400 Progress: 34.4% Elapsed: 15:39:14 temperature: no ada_p: No Discriminator_loss: 0.900362 Generator_loss: 0.260251 
[INFO] 2021-01-19 03:24:29 > Step:   34500 Progress: 34.5% Elapsed: 15:41:53 temperature: no ada_p: No Discriminator_loss: 1.04602 Generator_loss: 0.52784 
[INFO] 2021-01-19 03:27:08 > Step:   34600 Progress: 34.6% Elapsed: 15:44:32 temperature: no ada_p: No Discriminator_loss: 0.990344 Generator_loss: 0.473204 
[INFO] 2021-01-19 03:29:47 > Step:   34700 Progress: 34.7% Elapsed: 15:47:11 temperature: no ada_p: No Discriminator_loss: 1.0361 Generator_loss: 0.463792 
[INFO] 2021-01-19 03:32:26 > Step:   34800 Progress: 34.8% Elapsed: 15:49:50 temperature: no ada_p: No Discriminator_loss: 0.794672 Generator_loss: 0.433871 
[INFO] 2021-01-19 03:35:06 > Step:   34900 Progress: 34.9% Elapsed: 15:52:30 temperature: no ada_p: No Discriminator_loss: 1.03987 Generator_loss: 0.572511 
[INFO] 2021-01-19 03:37:45 > Step:   35000 Progress: 35.0% Elapsed: 15:55:09 temperature: no ada_p: No Discriminator_loss: 0.970684 Generator_loss: 0.486084 
[INFO] 2021-01-19 03:40:24 > Step:   35100 Progress: 35.1% Elapsed: 15:57:48 temperature: no ada_p: No Discriminator_loss: 0.936056 Generator_loss: 0.574681 
[INFO] 2021-01-19 03:43:03 > Step:   35200 Progress: 35.2% Elapsed: 16:00:27 temperature: no ada_p: No Discriminator_loss: 0.896109 Generator_loss: 0.606059 
[INFO] 2021-01-19 03:45:42 > Step:   35300 Progress: 35.3% Elapsed: 16:03:06 temperature: no ada_p: No Discriminator_loss: 0.772814 Generator_loss: 0.43646 
[INFO] 2021-01-19 03:48:21 > Step:   35400 Progress: 35.4% Elapsed: 16:05:45 temperature: no ada_p: No Discriminator_loss: 0.952405 Generator_loss: 0.495518 
[INFO] 2021-01-19 03:51:00 > Step:   35500 Progress: 35.5% Elapsed: 16:08:24 temperature: no ada_p: No Discriminator_loss: 1.11558 Generator_loss: 0.443389 
[INFO] 2021-01-19 03:53:41 > Step:   35600 Progress: 35.6% Elapsed: 16:11:05 temperature: no ada_p: No Discriminator_loss: 0.894611 Generator_loss: 0.532197 
[INFO] 2021-01-19 03:56:20 > Step:   35700 Progress: 35.7% Elapsed: 16:13:44 temperature: no ada_p: No Discriminator_loss: 0.850905 Generator_loss: 0.446179 
[INFO] 2021-01-19 03:58:59 > Step:   35800 Progress: 35.8% Elapsed: 16:16:23 temperature: no ada_p: No Discriminator_loss: 0.890468 Generator_loss: 0.462258 
[INFO] 2021-01-19 04:01:38 > Step:   35900 Progress: 35.9% Elapsed: 16:19:02 temperature: no ada_p: No Discriminator_loss: 1.01479 Generator_loss: 0.50502 
[INFO] 2021-01-19 04:04:17 > Step:   36000 Progress: 36.0% Elapsed: 16:21:41 temperature: no ada_p: No Discriminator_loss: 0.775784 Generator_loss: 0.445641 
[INFO] 2021-01-19 04:04:17 > Start Evaluation (36000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 04:04:17 > Calculating FID Score....
[INFO] 2021-01-19 04:04:32 > Calculating Inception Score....
[INFO] 2021-01-19 04:04:40 > Calculate F_beta Score....
[INFO] 2021-01-19 04:05:31 > Calculate Accuracies....
[INFO] 2021-01-19 04:05:37 > Calculate Accuracies....
[INFO] 2021-01-19 04:05:50 > F_8 score (Step: 36000, Using valid images): 0.8494664776264019
[INFO] 2021-01-19 04:05:50 > F_1/8 score (Step: 36000, Using valid images): 0.9411962469938172
[INFO] 2021-01-19 04:05:50 > FID score (Step: 36000, Using valid moments): 35.17429093201628
[INFO] 2021-01-19 04:05:50 > Inception score (Step: 36000, 10000 generated images): 11.466475486755371
[INFO] 2021-01-19 04:05:50 > Best FID score (Step: 36000, Using valid moments): 35.17429093201628
[INFO] 2021-01-19 04:05:53 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 04:08:32 > Step:   36100 Progress: 36.1% Elapsed: 16:25:56 temperature: no ada_p: No Discriminator_loss: 0.67286 Generator_loss: 0.66785 
[INFO] 2021-01-19 04:11:11 > Step:   36200 Progress: 36.2% Elapsed: 16:28:35 temperature: no ada_p: No Discriminator_loss: 0.687035 Generator_loss: 0.575148 
[INFO] 2021-01-19 04:13:50 > Step:   36300 Progress: 36.3% Elapsed: 16:31:14 temperature: no ada_p: No Discriminator_loss: 0.810274 Generator_loss: 0.472761 
[INFO] 2021-01-19 04:16:29 > Step:   36400 Progress: 36.4% Elapsed: 16:33:53 temperature: no ada_p: No Discriminator_loss: 0.719882 Generator_loss: 0.52467 
[INFO] 2021-01-19 04:19:08 > Step:   36500 Progress: 36.5% Elapsed: 16:36:32 temperature: no ada_p: No Discriminator_loss: 0.777356 Generator_loss: 0.486765 
[INFO] 2021-01-19 04:21:47 > Step:   36600 Progress: 36.6% Elapsed: 16:39:11 temperature: no ada_p: No Discriminator_loss: 0.928443 Generator_loss: 0.516953 
[INFO] 2021-01-19 04:24:26 > Step:   36700 Progress: 36.7% Elapsed: 16:41:50 temperature: no ada_p: No Discriminator_loss: 1.01644 Generator_loss: 0.569064 
[INFO] 2021-01-19 04:27:05 > Step:   36800 Progress: 36.8% Elapsed: 16:44:29 temperature: no ada_p: No Discriminator_loss: 0.92534 Generator_loss: 0.466626 
[INFO] 2021-01-19 04:29:45 > Step:   36900 Progress: 36.9% Elapsed: 16:47:09 temperature: no ada_p: No Discriminator_loss: 0.764385 Generator_loss: 0.542366 
[INFO] 2021-01-19 04:32:24 > Step:   37000 Progress: 37.0% Elapsed: 16:49:48 temperature: no ada_p: No Discriminator_loss: 0.723014 Generator_loss: 0.638911 
[INFO] 2021-01-19 04:35:03 > Step:   37100 Progress: 37.1% Elapsed: 16:52:27 temperature: no ada_p: No Discriminator_loss: 0.823208 Generator_loss: 0.374573 
[INFO] 2021-01-19 04:37:42 > Step:   37200 Progress: 37.2% Elapsed: 16:55:06 temperature: no ada_p: No Discriminator_loss: 0.95975 Generator_loss: 0.455107 
[INFO] 2021-01-19 04:40:21 > Step:   37300 Progress: 37.3% Elapsed: 16:57:45 temperature: no ada_p: No Discriminator_loss: 0.956424 Generator_loss: 0.545597 
[INFO] 2021-01-19 04:43:00 > Step:   37400 Progress: 37.4% Elapsed: 17:00:24 temperature: no ada_p: No Discriminator_loss: 1.04132 Generator_loss: 0.576746 
[INFO] 2021-01-19 04:45:39 > Step:   37500 Progress: 37.5% Elapsed: 17:03:03 temperature: no ada_p: No Discriminator_loss: 0.774858 Generator_loss: 0.532036 
[INFO] 2021-01-19 04:48:18 > Step:   37600 Progress: 37.6% Elapsed: 17:05:42 temperature: no ada_p: No Discriminator_loss: 0.977895 Generator_loss: 0.492338 
[INFO] 2021-01-19 04:50:56 > Step:   37700 Progress: 37.7% Elapsed: 17:08:20 temperature: no ada_p: No Discriminator_loss: 0.875231 Generator_loss: 0.530258 
[INFO] 2021-01-19 04:53:36 > Step:   37800 Progress: 37.8% Elapsed: 17:11:00 temperature: no ada_p: No Discriminator_loss: 0.895015 Generator_loss: 0.54638 
[INFO] 2021-01-19 04:56:14 > Step:   37900 Progress: 37.9% Elapsed: 17:13:39 temperature: no ada_p: No Discriminator_loss: 0.649904 Generator_loss: 0.563541 
[INFO] 2021-01-19 04:58:53 > Step:   38000 Progress: 38.0% Elapsed: 17:16:17 temperature: no ada_p: No Discriminator_loss: 0.968073 Generator_loss: 0.665173 
[INFO] 2021-01-19 04:58:53 > Start Evaluation (38000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 04:58:53 > Calculating FID Score....
[INFO] 2021-01-19 04:59:08 > Calculating Inception Score....
[INFO] 2021-01-19 04:59:16 > Calculate F_beta Score....
[INFO] 2021-01-19 05:00:04 > Calculate Accuracies....
[INFO] 2021-01-19 05:00:09 > Calculate Accuracies....
[INFO] 2021-01-19 05:00:22 > F_8 score (Step: 38000, Using valid images): 0.8600597297045237
[INFO] 2021-01-19 05:00:22 > F_1/8 score (Step: 38000, Using valid images): 0.9456564458719685
[INFO] 2021-01-19 05:00:22 > FID score (Step: 38000, Using valid moments): 34.04337596914701
[INFO] 2021-01-19 05:00:22 > Inception score (Step: 38000, 10000 generated images): 11.462687492370605
[INFO] 2021-01-19 05:00:22 > Best FID score (Step: 38000, Using valid moments): 34.04337596914701
[INFO] 2021-01-19 05:00:25 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 05:03:04 > Step:   38100 Progress: 38.1% Elapsed: 17:20:28 temperature: no ada_p: No Discriminator_loss: 0.751773 Generator_loss: 0.45025 
[INFO] 2021-01-19 05:05:43 > Step:   38200 Progress: 38.2% Elapsed: 17:23:07 temperature: no ada_p: No Discriminator_loss: 0.699619 Generator_loss: 0.596693 
[INFO] 2021-01-19 05:08:22 > Step:   38300 Progress: 38.3% Elapsed: 17:25:46 temperature: no ada_p: No Discriminator_loss: 0.718598 Generator_loss: 0.708322 
[INFO] 2021-01-19 05:11:01 > Step:   38400 Progress: 38.4% Elapsed: 17:28:25 temperature: no ada_p: No Discriminator_loss: 0.964191 Generator_loss: 0.599679 
[INFO] 2021-01-19 05:13:40 > Step:   38500 Progress: 38.5% Elapsed: 17:31:04 temperature: no ada_p: No Discriminator_loss: 0.686081 Generator_loss: 0.628422 
[INFO] 2021-01-19 05:16:19 > Step:   38600 Progress: 38.6% Elapsed: 17:33:43 temperature: no ada_p: No Discriminator_loss: 0.830613 Generator_loss: 0.498304 
[INFO] 2021-01-19 05:18:58 > Step:   38700 Progress: 38.7% Elapsed: 17:36:22 temperature: no ada_p: No Discriminator_loss: 0.934794 Generator_loss: 0.565616 
[INFO] 2021-01-19 05:21:37 > Step:   38800 Progress: 38.8% Elapsed: 17:39:01 temperature: no ada_p: No Discriminator_loss: 0.754126 Generator_loss: 0.626982 
[INFO] 2021-01-19 05:24:18 > Step:   38900 Progress: 38.9% Elapsed: 17:41:42 temperature: no ada_p: No Discriminator_loss: 0.818175 Generator_loss: 0.518499 
[INFO] 2021-01-19 05:26:57 > Step:   39000 Progress: 39.0% Elapsed: 17:44:21 temperature: no ada_p: No Discriminator_loss: 0.735267 Generator_loss: 0.563734 
[INFO] 2021-01-19 05:29:36 > Step:   39100 Progress: 39.1% Elapsed: 17:47:00 temperature: no ada_p: No Discriminator_loss: 0.931903 Generator_loss: 0.562206 
[INFO] 2021-01-19 05:32:15 > Step:   39200 Progress: 39.2% Elapsed: 17:49:39 temperature: no ada_p: No Discriminator_loss: 0.719697 Generator_loss: 0.619348 
[INFO] 2021-01-19 05:34:54 > Step:   39300 Progress: 39.3% Elapsed: 17:52:18 temperature: no ada_p: No Discriminator_loss: 0.756378 Generator_loss: 0.64183 
[INFO] 2021-01-19 05:37:33 > Step:   39400 Progress: 39.4% Elapsed: 17:54:57 temperature: no ada_p: No Discriminator_loss: 0.836079 Generator_loss: 0.465276 
[INFO] 2021-01-19 05:40:12 > Step:   39500 Progress: 39.5% Elapsed: 17:57:36 temperature: no ada_p: No Discriminator_loss: 0.972803 Generator_loss: 0.576281 
[INFO] 2021-01-19 05:42:50 > Step:   39600 Progress: 39.6% Elapsed: 18:00:14 temperature: no ada_p: No Discriminator_loss: 0.759579 Generator_loss: 0.542482 
[INFO] 2021-01-19 05:45:29 > Step:   39700 Progress: 39.7% Elapsed: 18:02:53 temperature: no ada_p: No Discriminator_loss: 0.848489 Generator_loss: 0.540189 
[INFO] 2021-01-19 05:48:08 > Step:   39800 Progress: 39.8% Elapsed: 18:05:32 temperature: no ada_p: No Discriminator_loss: 0.80659 Generator_loss: 0.526492 
[INFO] 2021-01-19 05:50:47 > Step:   39900 Progress: 39.9% Elapsed: 18:08:11 temperature: no ada_p: No Discriminator_loss: 0.804892 Generator_loss: 0.566634 
[INFO] 2021-01-19 05:53:26 > Step:   40000 Progress: 40.0% Elapsed: 18:10:50 temperature: no ada_p: No Discriminator_loss: 0.731267 Generator_loss: 0.590562 
[INFO] 2021-01-19 05:53:26 > Start Evaluation (40000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 05:53:26 > Calculating FID Score....
[INFO] 2021-01-19 05:53:41 > Calculating Inception Score....
[INFO] 2021-01-19 05:53:48 > Calculate F_beta Score....
[INFO] 2021-01-19 05:54:39 > Calculate Accuracies....
[INFO] 2021-01-19 05:54:44 > Calculate Accuracies....
[INFO] 2021-01-19 05:54:57 > F_8 score (Step: 40000, Using valid images): 0.846696733249548
[INFO] 2021-01-19 05:54:57 > F_1/8 score (Step: 40000, Using valid images): 0.9445985857796668
[INFO] 2021-01-19 05:54:57 > FID score (Step: 40000, Using valid moments): 33.83751352682316
[INFO] 2021-01-19 05:54:57 > Inception score (Step: 40000, 10000 generated images): 11.518492698669434
[INFO] 2021-01-19 05:54:57 > Best FID score (Step: 40000, Using valid moments): 33.83751352682316
[INFO] 2021-01-19 05:55:01 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 05:57:39 > Step:   40100 Progress: 40.1% Elapsed: 18:15:03 temperature: no ada_p: No Discriminator_loss: 0.869469 Generator_loss: 0.603868 
[INFO] 2021-01-19 06:00:18 > Step:   40200 Progress: 40.2% Elapsed: 18:17:42 temperature: no ada_p: No Discriminator_loss: 0.769402 Generator_loss: 0.606718 
[INFO] 2021-01-19 06:02:57 > Step:   40300 Progress: 40.3% Elapsed: 18:20:21 temperature: no ada_p: No Discriminator_loss: 0.780806 Generator_loss: 0.670389 
[INFO] 2021-01-19 06:05:36 > Step:   40400 Progress: 40.4% Elapsed: 18:23:00 temperature: no ada_p: No Discriminator_loss: 0.798115 Generator_loss: 0.640404 
[INFO] 2021-01-19 06:08:15 > Step:   40500 Progress: 40.5% Elapsed: 18:25:39 temperature: no ada_p: No Discriminator_loss: 0.687717 Generator_loss: 0.614619 
[INFO] 2021-01-19 06:10:54 > Step:   40600 Progress: 40.6% Elapsed: 18:28:18 temperature: no ada_p: No Discriminator_loss: 0.767624 Generator_loss: 0.626261 
[INFO] 2021-01-19 06:13:33 > Step:   40700 Progress: 40.7% Elapsed: 18:30:57 temperature: no ada_p: No Discriminator_loss: 0.798481 Generator_loss: 0.621644 
[INFO] 2021-01-19 06:16:11 > Step:   40800 Progress: 40.8% Elapsed: 18:33:36 temperature: no ada_p: No Discriminator_loss: 0.767504 Generator_loss: 0.753326 
[INFO] 2021-01-19 06:18:51 > Step:   40900 Progress: 40.9% Elapsed: 18:36:16 temperature: no ada_p: No Discriminator_loss: 0.688708 Generator_loss: 0.669181 
[INFO] 2021-01-19 06:21:31 > Step:   41000 Progress: 41.0% Elapsed: 18:38:55 temperature: no ada_p: No Discriminator_loss: 0.748741 Generator_loss: 0.578934 
[INFO] 2021-01-19 06:24:10 > Step:   41100 Progress: 41.1% Elapsed: 18:41:34 temperature: no ada_p: No Discriminator_loss: 0.617739 Generator_loss: 0.758881 
[INFO] 2021-01-19 06:26:48 > Step:   41200 Progress: 41.2% Elapsed: 18:44:12 temperature: no ada_p: No Discriminator_loss: 0.803761 Generator_loss: 0.617999 
[INFO] 2021-01-19 06:29:27 > Step:   41300 Progress: 41.3% Elapsed: 18:46:51 temperature: no ada_p: No Discriminator_loss: 0.668531 Generator_loss: 0.700625 
[INFO] 2021-01-19 06:32:06 > Step:   41400 Progress: 41.4% Elapsed: 18:49:30 temperature: no ada_p: No Discriminator_loss: 0.682964 Generator_loss: 0.61907 
[INFO] 2021-01-19 06:34:45 > Step:   41500 Progress: 41.5% Elapsed: 18:52:09 temperature: no ada_p: No Discriminator_loss: 0.763001 Generator_loss: 0.526651 
[INFO] 2021-01-19 06:37:24 > Step:   41600 Progress: 41.6% Elapsed: 18:54:48 temperature: no ada_p: No Discriminator_loss: 0.952744 Generator_loss: 0.710924 
[INFO] 2021-01-19 06:40:03 > Step:   41700 Progress: 41.7% Elapsed: 18:57:27 temperature: no ada_p: No Discriminator_loss: 0.729193 Generator_loss: 0.72415 
[INFO] 2021-01-19 06:42:42 > Step:   41800 Progress: 41.8% Elapsed: 19:00:06 temperature: no ada_p: No Discriminator_loss: 0.793062 Generator_loss: 0.571418 
[INFO] 2021-01-19 06:45:21 > Step:   41900 Progress: 41.9% Elapsed: 19:02:45 temperature: no ada_p: No Discriminator_loss: 0.602712 Generator_loss: 0.813267 
[INFO] 2021-01-19 06:48:00 > Step:   42000 Progress: 42.0% Elapsed: 19:05:24 temperature: no ada_p: No Discriminator_loss: 0.695174 Generator_loss: 0.700453 
[INFO] 2021-01-19 06:48:00 > Start Evaluation (42000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 06:48:00 > Calculating FID Score....
[INFO] 2021-01-19 06:48:15 > Calculating Inception Score....
[INFO] 2021-01-19 06:48:22 > Calculate F_beta Score....
[INFO] 2021-01-19 06:49:10 > Calculate Accuracies....
[INFO] 2021-01-19 06:49:16 > Calculate Accuracies....
[INFO] 2021-01-19 06:49:28 > F_8 score (Step: 42000, Using valid images): 0.8662499167923263
[INFO] 2021-01-19 06:49:29 > F_1/8 score (Step: 42000, Using valid images): 0.95241747302843
[INFO] 2021-01-19 06:49:29 > FID score (Step: 42000, Using valid moments): 33.78728587918607
[INFO] 2021-01-19 06:49:29 > Inception score (Step: 42000, 10000 generated images): 11.68072509765625
[INFO] 2021-01-19 06:49:29 > Best FID score (Step: 42000, Using valid moments): 33.78728587918607
[INFO] 2021-01-19 06:49:32 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 06:52:13 > Step:   42100 Progress: 42.1% Elapsed: 19:09:37 temperature: no ada_p: No Discriminator_loss: 0.668434 Generator_loss: 0.561863 
[INFO] 2021-01-19 06:54:52 > Step:   42200 Progress: 42.2% Elapsed: 19:12:16 temperature: no ada_p: No Discriminator_loss: 0.674481 Generator_loss: 0.672391 
[INFO] 2021-01-19 06:57:31 > Step:   42300 Progress: 42.3% Elapsed: 19:14:55 temperature: no ada_p: No Discriminator_loss: 0.830551 Generator_loss: 0.791027 
[INFO] 2021-01-19 07:00:10 > Step:   42400 Progress: 42.4% Elapsed: 19:17:34 temperature: no ada_p: No Discriminator_loss: 0.778154 Generator_loss: 0.66991 
[INFO] 2021-01-19 07:02:49 > Step:   42500 Progress: 42.5% Elapsed: 19:20:13 temperature: no ada_p: No Discriminator_loss: 0.833036 Generator_loss: 0.631939 
[INFO] 2021-01-19 07:05:28 > Step:   42600 Progress: 42.6% Elapsed: 19:22:52 temperature: no ada_p: No Discriminator_loss: 0.811886 Generator_loss: 0.674073 
[INFO] 2021-01-19 07:08:07 > Step:   42700 Progress: 42.7% Elapsed: 19:25:31 temperature: no ada_p: No Discriminator_loss: 0.627162 Generator_loss: 0.623586 
[INFO] 2021-01-19 07:10:46 > Step:   42800 Progress: 42.8% Elapsed: 19:28:10 temperature: no ada_p: No Discriminator_loss: 0.866988 Generator_loss: 0.640887 
[INFO] 2021-01-19 07:13:25 > Step:   42900 Progress: 42.9% Elapsed: 19:30:49 temperature: no ada_p: No Discriminator_loss: 0.777332 Generator_loss: 0.677237 
[INFO] 2021-01-19 07:16:04 > Step:   43000 Progress: 43.0% Elapsed: 19:33:28 temperature: no ada_p: No Discriminator_loss: 0.560081 Generator_loss: 0.662269 
[INFO] 2021-01-19 07:18:43 > Step:   43100 Progress: 43.1% Elapsed: 19:36:07 temperature: no ada_p: No Discriminator_loss: 0.68973 Generator_loss: 0.667578 
[INFO] 2021-01-19 07:21:22 > Step:   43200 Progress: 43.2% Elapsed: 19:38:46 temperature: no ada_p: No Discriminator_loss: 0.567659 Generator_loss: 0.776524 
[INFO] 2021-01-19 07:24:01 > Step:   43300 Progress: 43.3% Elapsed: 19:41:25 temperature: no ada_p: No Discriminator_loss: 0.707087 Generator_loss: 0.600233 
[INFO] 2021-01-19 07:26:40 > Step:   43400 Progress: 43.4% Elapsed: 19:44:04 temperature: no ada_p: No Discriminator_loss: 0.622042 Generator_loss: 0.745224 
[INFO] 2021-01-19 07:29:19 > Step:   43500 Progress: 43.5% Elapsed: 19:46:43 temperature: no ada_p: No Discriminator_loss: 0.553772 Generator_loss: 0.747745 
[INFO] 2021-01-19 07:31:58 > Step:   43600 Progress: 43.6% Elapsed: 19:49:22 temperature: no ada_p: No Discriminator_loss: 0.698149 Generator_loss: 0.693901 
[INFO] 2021-01-19 07:34:37 > Step:   43700 Progress: 43.7% Elapsed: 19:52:01 temperature: no ada_p: No Discriminator_loss: 0.782017 Generator_loss: 0.653042 
[INFO] 2021-01-19 07:37:16 > Step:   43800 Progress: 43.8% Elapsed: 19:54:40 temperature: no ada_p: No Discriminator_loss: 0.662279 Generator_loss: 0.720898 
[INFO] 2021-01-19 07:39:55 > Step:   43900 Progress: 43.9% Elapsed: 19:57:19 temperature: no ada_p: No Discriminator_loss: 0.837982 Generator_loss: 0.7313 
[INFO] 2021-01-19 07:42:34 > Step:   44000 Progress: 44.0% Elapsed: 19:59:58 temperature: no ada_p: No Discriminator_loss: 0.67974 Generator_loss: 0.712212 
[INFO] 2021-01-19 07:42:34 > Start Evaluation (44000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 07:42:34 > Calculating FID Score....
[INFO] 2021-01-19 07:42:48 > Calculating Inception Score....
[INFO] 2021-01-19 07:42:56 > Calculate F_beta Score....
[INFO] 2021-01-19 07:43:45 > Calculate Accuracies....
[INFO] 2021-01-19 07:43:50 > Calculate Accuracies....
[INFO] 2021-01-19 07:44:03 > F_8 score (Step: 44000, Using valid images): 0.8614249142956271
[INFO] 2021-01-19 07:44:03 > F_1/8 score (Step: 44000, Using valid images): 0.9446409473729971
[INFO] 2021-01-19 07:44:03 > FID score (Step: 44000, Using valid moments): 33.80256430830218
[INFO] 2021-01-19 07:44:03 > Inception score (Step: 44000, 10000 generated images): 11.826050758361816
[INFO] 2021-01-19 07:44:03 > Best FID score (Step: 42000, Using valid moments): 33.78728587918607
[INFO] 2021-01-19 07:44:05 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 07:46:43 > Step:   44100 Progress: 44.1% Elapsed: 20:04:07 temperature: no ada_p: No Discriminator_loss: 0.724346 Generator_loss: 0.877276 
[INFO] 2021-01-19 07:49:22 > Step:   44200 Progress: 44.2% Elapsed: 20:06:46 temperature: no ada_p: No Discriminator_loss: 0.670383 Generator_loss: 0.65337 
[INFO] 2021-01-19 07:52:01 > Step:   44300 Progress: 44.3% Elapsed: 20:09:25 temperature: no ada_p: No Discriminator_loss: 0.609978 Generator_loss: 0.648942 
[INFO] 2021-01-19 07:54:40 > Step:   44400 Progress: 44.4% Elapsed: 20:12:04 temperature: no ada_p: No Discriminator_loss: 0.665435 Generator_loss: 0.920918 
[INFO] 2021-01-19 07:57:20 > Step:   44500 Progress: 44.5% Elapsed: 20:14:44 temperature: no ada_p: No Discriminator_loss: 0.556876 Generator_loss: 0.755105 
[INFO] 2021-01-19 07:59:58 > Step:   44600 Progress: 44.6% Elapsed: 20:17:23 temperature: no ada_p: No Discriminator_loss: 0.674234 Generator_loss: 0.710132 
[INFO] 2021-01-19 08:02:37 > Step:   44700 Progress: 44.7% Elapsed: 20:20:01 temperature: no ada_p: No Discriminator_loss: 0.826882 Generator_loss: 0.735467 
[INFO] 2021-01-19 08:05:16 > Step:   44800 Progress: 44.8% Elapsed: 20:22:41 temperature: no ada_p: No Discriminator_loss: 0.753066 Generator_loss: 0.725904 
[INFO] 2021-01-19 08:07:56 > Step:   44900 Progress: 44.9% Elapsed: 20:25:20 temperature: no ada_p: No Discriminator_loss: 0.784908 Generator_loss: 0.683367 
[INFO] 2021-01-19 08:10:35 > Step:   45000 Progress: 45.0% Elapsed: 20:27:59 temperature: no ada_p: No Discriminator_loss: 0.690561 Generator_loss: 0.863928 
[INFO] 2021-01-19 08:13:14 > Step:   45100 Progress: 45.1% Elapsed: 20:30:38 temperature: no ada_p: No Discriminator_loss: 0.884569 Generator_loss: 0.739923 
[INFO] 2021-01-19 08:15:53 > Step:   45200 Progress: 45.2% Elapsed: 20:33:17 temperature: no ada_p: No Discriminator_loss: 0.6171 Generator_loss: 0.753771 
[INFO] 2021-01-19 08:18:33 > Step:   45300 Progress: 45.3% Elapsed: 20:35:57 temperature: no ada_p: No Discriminator_loss: 0.626976 Generator_loss: 0.690607 
[INFO] 2021-01-19 08:21:12 > Step:   45400 Progress: 45.4% Elapsed: 20:38:36 temperature: no ada_p: No Discriminator_loss: 0.700831 Generator_loss: 0.834771 
[INFO] 2021-01-19 08:23:51 > Step:   45500 Progress: 45.5% Elapsed: 20:41:15 temperature: no ada_p: No Discriminator_loss: 0.485641 Generator_loss: 0.821079 
[INFO] 2021-01-19 08:26:30 > Step:   45600 Progress: 45.6% Elapsed: 20:43:54 temperature: no ada_p: No Discriminator_loss: 0.588323 Generator_loss: 0.861155 
[INFO] 2021-01-19 08:29:09 > Step:   45700 Progress: 45.7% Elapsed: 20:46:33 temperature: no ada_p: No Discriminator_loss: 0.742879 Generator_loss: 0.989524 
[INFO] 2021-01-19 08:31:48 > Step:   45800 Progress: 45.8% Elapsed: 20:49:12 temperature: no ada_p: No Discriminator_loss: 0.639061 Generator_loss: 0.733306 
[INFO] 2021-01-19 08:34:27 > Step:   45900 Progress: 45.9% Elapsed: 20:51:51 temperature: no ada_p: No Discriminator_loss: 0.470388 Generator_loss: 0.825878 
[INFO] 2021-01-19 08:37:05 > Step:   46000 Progress: 46.0% Elapsed: 20:54:30 temperature: no ada_p: No Discriminator_loss: 0.772266 Generator_loss: 0.824361 
[INFO] 2021-01-19 08:37:05 > Start Evaluation (46000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 08:37:06 > Calculating FID Score....
[INFO] 2021-01-19 08:37:21 > Calculating Inception Score....
[INFO] 2021-01-19 08:37:28 > Calculate F_beta Score....
[INFO] 2021-01-19 08:38:18 > Calculate Accuracies....
[INFO] 2021-01-19 08:38:23 > Calculate Accuracies....
[INFO] 2021-01-19 08:38:36 > F_8 score (Step: 46000, Using valid images): 0.8723053195618236
[INFO] 2021-01-19 08:38:36 > F_1/8 score (Step: 46000, Using valid images): 0.9502855392630336
[INFO] 2021-01-19 08:38:36 > FID score (Step: 46000, Using valid moments): 33.12405573746662
[INFO] 2021-01-19 08:38:36 > Inception score (Step: 46000, 10000 generated images): 12.099464416503906
[INFO] 2021-01-19 08:38:36 > Best FID score (Step: 46000, Using valid moments): 33.12405573746662
[INFO] 2021-01-19 08:38:40 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 08:41:18 > Step:   46100 Progress: 46.1% Elapsed: 20:58:43 temperature: no ada_p: No Discriminator_loss: 0.590599 Generator_loss: 0.735902 
[INFO] 2021-01-19 08:43:57 > Step:   46200 Progress: 46.2% Elapsed: 21:01:22 temperature: no ada_p: No Discriminator_loss: 0.593094 Generator_loss: 0.703258 
[INFO] 2021-01-19 08:46:36 > Step:   46300 Progress: 46.3% Elapsed: 21:04:00 temperature: no ada_p: No Discriminator_loss: 0.567406 Generator_loss: 0.938056 
[INFO] 2021-01-19 08:49:15 > Step:   46400 Progress: 46.4% Elapsed: 21:06:39 temperature: no ada_p: No Discriminator_loss: 0.678256 Generator_loss: 0.719297 
[INFO] 2021-01-19 08:51:54 > Step:   46500 Progress: 46.5% Elapsed: 21:09:18 temperature: no ada_p: No Discriminator_loss: 0.779746 Generator_loss: 0.649488 
[INFO] 2021-01-19 08:54:33 > Step:   46600 Progress: 46.6% Elapsed: 21:11:57 temperature: no ada_p: No Discriminator_loss: 0.717984 Generator_loss: 0.624795 
[INFO] 2021-01-19 08:57:12 > Step:   46700 Progress: 46.7% Elapsed: 21:14:36 temperature: no ada_p: No Discriminator_loss: 0.676669 Generator_loss: 0.793748 
[INFO] 2021-01-19 08:59:51 > Step:   46800 Progress: 46.8% Elapsed: 21:17:15 temperature: no ada_p: No Discriminator_loss: 0.51849 Generator_loss: 0.894229 
[INFO] 2021-01-19 09:02:32 > Step:   46900 Progress: 46.9% Elapsed: 21:19:56 temperature: no ada_p: No Discriminator_loss: 0.684656 Generator_loss: 0.834623 
[INFO] 2021-01-19 09:05:11 > Step:   47000 Progress: 47.0% Elapsed: 21:22:35 temperature: no ada_p: No Discriminator_loss: 0.731182 Generator_loss: 0.788618 
[INFO] 2021-01-19 09:07:49 > Step:   47100 Progress: 47.1% Elapsed: 21:25:14 temperature: no ada_p: No Discriminator_loss: 0.556707 Generator_loss: 0.963996 
[INFO] 2021-01-19 09:10:28 > Step:   47200 Progress: 47.2% Elapsed: 21:27:52 temperature: no ada_p: No Discriminator_loss: 0.582164 Generator_loss: 0.81869 
[INFO] 2021-01-19 09:13:07 > Step:   47300 Progress: 47.3% Elapsed: 21:30:31 temperature: no ada_p: No Discriminator_loss: 0.644137 Generator_loss: 0.768054 
[INFO] 2021-01-19 09:15:46 > Step:   47400 Progress: 47.4% Elapsed: 21:33:10 temperature: no ada_p: No Discriminator_loss: 0.519434 Generator_loss: 0.698035 
[INFO] 2021-01-19 09:18:25 > Step:   47500 Progress: 47.5% Elapsed: 21:35:49 temperature: no ada_p: No Discriminator_loss: 0.654752 Generator_loss: 0.792087 
[INFO] 2021-01-19 09:21:04 > Step:   47600 Progress: 47.6% Elapsed: 21:38:28 temperature: no ada_p: No Discriminator_loss: 0.5021 Generator_loss: 0.85421 
[INFO] 2021-01-19 09:23:42 > Step:   47700 Progress: 47.7% Elapsed: 21:41:06 temperature: no ada_p: No Discriminator_loss: 0.585275 Generator_loss: 0.938279 
[INFO] 2021-01-19 09:26:21 > Step:   47800 Progress: 47.8% Elapsed: 21:43:45 temperature: no ada_p: No Discriminator_loss: 0.497945 Generator_loss: 0.863818 
[INFO] 2021-01-19 09:29:00 > Step:   47900 Progress: 47.9% Elapsed: 21:46:24 temperature: no ada_p: No Discriminator_loss: 0.698423 Generator_loss: 0.785216 
[INFO] 2021-01-19 09:31:39 > Step:   48000 Progress: 48.0% Elapsed: 21:49:03 temperature: no ada_p: No Discriminator_loss: 0.68252 Generator_loss: 0.909171 
[INFO] 2021-01-19 09:31:39 > Start Evaluation (48000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 09:31:39 > Calculating FID Score....
[INFO] 2021-01-19 09:31:54 > Calculating Inception Score....
[INFO] 2021-01-19 09:32:01 > Calculate F_beta Score....
[INFO] 2021-01-19 09:32:51 > Calculate Accuracies....
[INFO] 2021-01-19 09:32:57 > Calculate Accuracies....
[INFO] 2021-01-19 09:33:10 > F_8 score (Step: 48000, Using valid images): 0.8702510651425387
[INFO] 2021-01-19 09:33:10 > F_1/8 score (Step: 48000, Using valid images): 0.9388508935630724
[INFO] 2021-01-19 09:33:10 > FID score (Step: 48000, Using valid moments): 33.12876066192274
[INFO] 2021-01-19 09:33:10 > Inception score (Step: 48000, 10000 generated images): 12.169146537780762
[INFO] 2021-01-19 09:33:10 > Best FID score (Step: 46000, Using valid moments): 33.12405573746662
[INFO] 2021-01-19 09:33:12 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 09:35:50 > Step:   48100 Progress: 48.1% Elapsed: 21:53:15 temperature: no ada_p: No Discriminator_loss: 0.60415 Generator_loss: 0.77401 
[INFO] 2021-01-19 09:38:29 > Step:   48200 Progress: 48.2% Elapsed: 21:55:53 temperature: no ada_p: No Discriminator_loss: 0.604767 Generator_loss: 0.826462 
[INFO] 2021-01-19 09:41:08 > Step:   48300 Progress: 48.3% Elapsed: 21:58:32 temperature: no ada_p: No Discriminator_loss: 0.576008 Generator_loss: 0.742985 
[INFO] 2021-01-19 09:43:47 > Step:   48400 Progress: 48.4% Elapsed: 22:01:11 temperature: no ada_p: No Discriminator_loss: 0.718345 Generator_loss: 0.942276 
[INFO] 2021-01-19 09:46:25 > Step:   48500 Progress: 48.5% Elapsed: 22:03:49 temperature: no ada_p: No Discriminator_loss: 0.495562 Generator_loss: 0.987224 
[INFO] 2021-01-19 09:49:06 > Step:   48600 Progress: 48.6% Elapsed: 22:06:30 temperature: no ada_p: No Discriminator_loss: 0.546267 Generator_loss: 0.930872 
[INFO] 2021-01-19 09:51:45 > Step:   48700 Progress: 48.7% Elapsed: 22:09:09 temperature: no ada_p: No Discriminator_loss: 0.777827 Generator_loss: 0.839472 
[INFO] 2021-01-19 09:54:24 > Step:   48800 Progress: 48.8% Elapsed: 22:11:48 temperature: no ada_p: No Discriminator_loss: 0.54219 Generator_loss: 0.969718 
[INFO] 2021-01-19 09:57:03 > Step:   48900 Progress: 48.9% Elapsed: 22:14:27 temperature: no ada_p: No Discriminator_loss: 0.571734 Generator_loss: 0.876135 
[INFO] 2021-01-19 09:59:42 > Step:   49000 Progress: 49.0% Elapsed: 22:17:06 temperature: no ada_p: No Discriminator_loss: 0.650452 Generator_loss: 0.8277 
[INFO] 2021-01-19 10:02:20 > Step:   49100 Progress: 49.1% Elapsed: 22:19:45 temperature: no ada_p: No Discriminator_loss: 0.594834 Generator_loss: 0.79998 
[INFO] 2021-01-19 10:04:59 > Step:   49200 Progress: 49.2% Elapsed: 22:22:23 temperature: no ada_p: No Discriminator_loss: 0.649792 Generator_loss: 0.882783 
[INFO] 2021-01-19 10:07:38 > Step:   49300 Progress: 49.3% Elapsed: 22:25:02 temperature: no ada_p: No Discriminator_loss: 0.563681 Generator_loss: 0.862033 
[INFO] 2021-01-19 10:10:16 > Step:   49400 Progress: 49.4% Elapsed: 22:27:41 temperature: no ada_p: No Discriminator_loss: 0.545638 Generator_loss: 0.976359 
[INFO] 2021-01-19 10:12:55 > Step:   49500 Progress: 49.5% Elapsed: 22:30:19 temperature: no ada_p: No Discriminator_loss: 0.630223 Generator_loss: 0.922595 
[INFO] 2021-01-19 10:15:34 > Step:   49600 Progress: 49.6% Elapsed: 22:32:58 temperature: no ada_p: No Discriminator_loss: 0.537875 Generator_loss: 0.848485 
[INFO] 2021-01-19 10:18:13 > Step:   49700 Progress: 49.7% Elapsed: 22:35:37 temperature: no ada_p: No Discriminator_loss: 0.642311 Generator_loss: 0.790385 
[INFO] 2021-01-19 10:20:51 > Step:   49800 Progress: 49.8% Elapsed: 22:38:15 temperature: no ada_p: No Discriminator_loss: 0.456036 Generator_loss: 0.943026 
[INFO] 2021-01-19 10:23:30 > Step:   49900 Progress: 49.9% Elapsed: 22:40:54 temperature: no ada_p: No Discriminator_loss: 0.912854 Generator_loss: 0.857071 
[INFO] 2021-01-19 10:26:09 > Step:   50000 Progress: 50.0% Elapsed: 22:43:33 temperature: no ada_p: No Discriminator_loss: 0.516054 Generator_loss: 1.00446 
[INFO] 2021-01-19 10:26:09 > Start Evaluation (50000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 10:26:09 > Calculating FID Score....
[INFO] 2021-01-19 10:26:24 > Calculating Inception Score....
[INFO] 2021-01-19 10:26:31 > Calculate F_beta Score....
[INFO] 2021-01-19 10:27:19 > Calculate Accuracies....
[INFO] 2021-01-19 10:27:24 > Calculate Accuracies....
[INFO] 2021-01-19 10:27:36 > F_8 score (Step: 50000, Using valid images): 0.8823767885167163
[INFO] 2021-01-19 10:27:36 > F_1/8 score (Step: 50000, Using valid images): 0.9498123498045117
[INFO] 2021-01-19 10:27:36 > FID score (Step: 50000, Using valid moments): 33.13489737718385
[INFO] 2021-01-19 10:27:36 > Inception score (Step: 50000, 10000 generated images): 11.852081298828125
[INFO] 2021-01-19 10:27:36 > Best FID score (Step: 46000, Using valid moments): 33.12405573746662
[INFO] 2021-01-19 10:27:38 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 10:30:17 > Step:   50100 Progress: 50.1% Elapsed: 22:47:41 temperature: no ada_p: No Discriminator_loss: 0.604205 Generator_loss: 0.781499 
[INFO] 2021-01-19 10:32:55 > Step:   50200 Progress: 50.2% Elapsed: 22:50:19 temperature: no ada_p: No Discriminator_loss: 0.506028 Generator_loss: 0.95267 
[INFO] 2021-01-19 10:35:34 > Step:   50300 Progress: 50.3% Elapsed: 22:52:58 temperature: no ada_p: No Discriminator_loss: 0.668172 Generator_loss: 0.902516 
[INFO] 2021-01-19 10:38:13 > Step:   50400 Progress: 50.4% Elapsed: 22:55:37 temperature: no ada_p: No Discriminator_loss: 0.596224 Generator_loss: 0.914304 
[INFO] 2021-01-19 10:40:51 > Step:   50500 Progress: 50.5% Elapsed: 22:58:15 temperature: no ada_p: No Discriminator_loss: 0.497623 Generator_loss: 0.983645 
[INFO] 2021-01-19 10:43:30 > Step:   50600 Progress: 50.6% Elapsed: 23:00:54 temperature: no ada_p: No Discriminator_loss: 0.564358 Generator_loss: 0.781608 
[INFO] 2021-01-19 10:46:09 > Step:   50700 Progress: 50.7% Elapsed: 23:03:33 temperature: no ada_p: No Discriminator_loss: 0.482758 Generator_loss: 0.721466 
[INFO] 2021-01-19 10:48:48 > Step:   50800 Progress: 50.8% Elapsed: 23:06:12 temperature: no ada_p: No Discriminator_loss: 0.455308 Generator_loss: 1.06957 
[INFO] 2021-01-19 10:51:27 > Step:   50900 Progress: 50.9% Elapsed: 23:08:51 temperature: no ada_p: No Discriminator_loss: 0.754216 Generator_loss: 0.876274 
[INFO] 2021-01-19 10:54:06 > Step:   51000 Progress: 51.0% Elapsed: 23:11:30 temperature: no ada_p: No Discriminator_loss: 0.532544 Generator_loss: 0.821578 
[INFO] 2021-01-19 10:56:44 > Step:   51100 Progress: 51.1% Elapsed: 23:14:08 temperature: no ada_p: No Discriminator_loss: 0.556093 Generator_loss: 1.07567 
[INFO] 2021-01-19 10:59:23 > Step:   51200 Progress: 51.2% Elapsed: 23:16:47 temperature: no ada_p: No Discriminator_loss: 0.508021 Generator_loss: 1.01129 
[INFO] 2021-01-19 11:02:01 > Step:   51300 Progress: 51.3% Elapsed: 23:19:25 temperature: no ada_p: No Discriminator_loss: 0.523768 Generator_loss: 0.978837 
[INFO] 2021-01-19 11:04:40 > Step:   51400 Progress: 51.4% Elapsed: 23:22:04 temperature: no ada_p: No Discriminator_loss: 0.508218 Generator_loss: 0.986874 
[INFO] 2021-01-19 11:07:19 > Step:   51500 Progress: 51.5% Elapsed: 23:24:43 temperature: no ada_p: No Discriminator_loss: 0.517182 Generator_loss: 0.992863 
[INFO] 2021-01-19 11:09:57 > Step:   51600 Progress: 51.6% Elapsed: 23:27:21 temperature: no ada_p: No Discriminator_loss: 0.643523 Generator_loss: 0.886566 
[INFO] 2021-01-19 11:12:36 > Step:   51700 Progress: 51.7% Elapsed: 23:30:00 temperature: no ada_p: No Discriminator_loss: 0.52714 Generator_loss: 0.977643 
[INFO] 2021-01-19 11:15:16 > Step:   51800 Progress: 51.8% Elapsed: 23:32:41 temperature: no ada_p: No Discriminator_loss: 0.570473 Generator_loss: 0.992478 
[INFO] 2021-01-19 11:17:55 > Step:   51900 Progress: 51.9% Elapsed: 23:35:19 temperature: no ada_p: No Discriminator_loss: 0.677931 Generator_loss: 0.827378 
[INFO] 2021-01-19 11:20:33 > Step:   52000 Progress: 52.0% Elapsed: 23:37:58 temperature: no ada_p: No Discriminator_loss: 0.51787 Generator_loss: 0.912418 
[INFO] 2021-01-19 11:20:33 > Start Evaluation (52000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 11:20:33 > Calculating FID Score....
[INFO] 2021-01-19 11:20:48 > Calculating Inception Score....
[INFO] 2021-01-19 11:20:56 > Calculate F_beta Score....
[INFO] 2021-01-19 11:21:44 > Calculate Accuracies....
[INFO] 2021-01-19 11:21:50 > Calculate Accuracies....
[INFO] 2021-01-19 11:22:02 > F_8 score (Step: 52000, Using valid images): 0.8690950478094609
[INFO] 2021-01-19 11:22:02 > F_1/8 score (Step: 52000, Using valid images): 0.9493176620087105
[INFO] 2021-01-19 11:22:02 > FID score (Step: 52000, Using valid moments): 33.24274541026318
[INFO] 2021-01-19 11:22:02 > Inception score (Step: 52000, 10000 generated images): 11.977276802062988
[INFO] 2021-01-19 11:22:02 > Best FID score (Step: 46000, Using valid moments): 33.12405573746662
[INFO] 2021-01-19 11:22:04 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 11:24:42 > Step:   52100 Progress: 52.1% Elapsed: 23:42:06 temperature: no ada_p: No Discriminator_loss: 0.439464 Generator_loss: 1.04858 
[INFO] 2021-01-19 11:27:21 > Step:   52200 Progress: 52.2% Elapsed: 23:44:45 temperature: no ada_p: No Discriminator_loss: 0.440995 Generator_loss: 1.17644 
[INFO] 2021-01-19 11:29:59 > Step:   52300 Progress: 52.3% Elapsed: 23:47:23 temperature: no ada_p: No Discriminator_loss: 0.588625 Generator_loss: 0.843102 
[INFO] 2021-01-19 11:32:38 > Step:   52400 Progress: 52.4% Elapsed: 23:50:02 temperature: no ada_p: No Discriminator_loss: 0.526203 Generator_loss: 1.07835 
[INFO] 2021-01-19 11:35:17 > Step:   52500 Progress: 52.5% Elapsed: 23:52:41 temperature: no ada_p: No Discriminator_loss: 0.570674 Generator_loss: 0.956553 
[INFO] 2021-01-19 11:37:55 > Step:   52600 Progress: 52.6% Elapsed: 23:55:19 temperature: no ada_p: No Discriminator_loss: 0.494385 Generator_loss: 0.968111 
[INFO] 2021-01-19 11:40:34 > Step:   52700 Progress: 52.7% Elapsed: 23:57:58 temperature: no ada_p: No Discriminator_loss: 0.570019 Generator_loss: 0.855448 
[INFO] 2021-01-19 11:43:13 > Step:   52800 Progress: 52.8% Elapsed: 1 day, 0:00:37 temperature: no ada_p: No Discriminator_loss: 0.642701 Generator_loss: 0.823247 
[INFO] 2021-01-19 11:45:52 > Step:   52900 Progress: 52.9% Elapsed: 1 day, 0:03:16 temperature: no ada_p: No Discriminator_loss: 0.567006 Generator_loss: 0.880988 
[INFO] 2021-01-19 11:48:30 > Step:   53000 Progress: 53.0% Elapsed: 1 day, 0:05:55 temperature: no ada_p: No Discriminator_loss: 0.646191 Generator_loss: 0.767555 
[INFO] 2021-01-19 11:51:09 > Step:   53100 Progress: 53.1% Elapsed: 1 day, 0:08:33 temperature: no ada_p: No Discriminator_loss: 0.557156 Generator_loss: 0.975138 
[INFO] 2021-01-19 11:53:48 > Step:   53200 Progress: 53.2% Elapsed: 1 day, 0:11:12 temperature: no ada_p: No Discriminator_loss: 0.409687 Generator_loss: 0.96859 
[INFO] 2021-01-19 11:56:26 > Step:   53300 Progress: 53.3% Elapsed: 1 day, 0:13:51 temperature: no ada_p: No Discriminator_loss: 0.569614 Generator_loss: 0.908732 
[INFO] 2021-01-19 11:59:05 > Step:   53400 Progress: 53.4% Elapsed: 1 day, 0:16:29 temperature: no ada_p: No Discriminator_loss: 0.605678 Generator_loss: 0.866799 
[INFO] 2021-01-19 12:01:44 > Step:   53500 Progress: 53.5% Elapsed: 1 day, 0:19:08 temperature: no ada_p: No Discriminator_loss: 0.509062 Generator_loss: 1.05144 
[INFO] 2021-01-19 12:04:22 > Step:   53600 Progress: 53.6% Elapsed: 1 day, 0:21:46 temperature: no ada_p: No Discriminator_loss: 0.496686 Generator_loss: 0.910495 
[INFO] 2021-01-19 12:07:01 > Step:   53700 Progress: 53.7% Elapsed: 1 day, 0:24:25 temperature: no ada_p: No Discriminator_loss: 0.468736 Generator_loss: 1.10584 
[INFO] 2021-01-19 12:09:39 > Step:   53800 Progress: 53.8% Elapsed: 1 day, 0:27:03 temperature: no ada_p: No Discriminator_loss: 0.371385 Generator_loss: 1.03016 
[INFO] 2021-01-19 12:12:18 > Step:   53900 Progress: 53.9% Elapsed: 1 day, 0:29:42 temperature: no ada_p: No Discriminator_loss: 0.462499 Generator_loss: 1.00635 
[INFO] 2021-01-19 12:14:57 > Step:   54000 Progress: 54.0% Elapsed: 1 day, 0:32:21 temperature: no ada_p: No Discriminator_loss: 0.471808 Generator_loss: 0.967772 
[INFO] 2021-01-19 12:14:57 > Start Evaluation (54000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 12:14:57 > Calculating FID Score....
[INFO] 2021-01-19 12:15:11 > Calculating Inception Score....
[INFO] 2021-01-19 12:15:19 > Calculate F_beta Score....
[INFO] 2021-01-19 12:16:07 > Calculate Accuracies....
[INFO] 2021-01-19 12:16:12 > Calculate Accuracies....
[INFO] 2021-01-19 12:16:24 > F_8 score (Step: 54000, Using valid images): 0.8649977405019612
[INFO] 2021-01-19 12:16:24 > F_1/8 score (Step: 54000, Using valid images): 0.9456011339870295
[INFO] 2021-01-19 12:16:24 > FID score (Step: 54000, Using valid moments): 33.01888633692221
[INFO] 2021-01-19 12:16:24 > Inception score (Step: 54000, 10000 generated images): 11.948273658752441
[INFO] 2021-01-19 12:16:24 > Best FID score (Step: 54000, Using valid moments): 33.01888633692221
[INFO] 2021-01-19 12:16:28 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 12:19:06 > Step:   54100 Progress: 54.1% Elapsed: 1 day, 0:36:30 temperature: no ada_p: No Discriminator_loss: 0.577633 Generator_loss: 0.940346 
[INFO] 2021-01-19 12:21:45 > Step:   54200 Progress: 54.2% Elapsed: 1 day, 0:39:09 temperature: no ada_p: No Discriminator_loss: 0.460804 Generator_loss: 1.0003 
[INFO] 2021-01-19 12:24:24 > Step:   54300 Progress: 54.3% Elapsed: 1 day, 0:41:48 temperature: no ada_p: No Discriminator_loss: 0.424988 Generator_loss: 1.01934 
[INFO] 2021-01-19 12:27:02 > Step:   54400 Progress: 54.4% Elapsed: 1 day, 0:44:26 temperature: no ada_p: No Discriminator_loss: 0.49928 Generator_loss: 0.892304 
[INFO] 2021-01-19 12:29:41 > Step:   54500 Progress: 54.5% Elapsed: 1 day, 0:47:05 temperature: no ada_p: No Discriminator_loss: 0.656774 Generator_loss: 0.931475 
[INFO] 2021-01-19 12:32:19 > Step:   54600 Progress: 54.6% Elapsed: 1 day, 0:49:43 temperature: no ada_p: No Discriminator_loss: 0.567866 Generator_loss: 0.994693 
[INFO] 2021-01-19 12:34:58 > Step:   54700 Progress: 54.7% Elapsed: 1 day, 0:52:22 temperature: no ada_p: No Discriminator_loss: 0.497549 Generator_loss: 0.883363 
[INFO] 2021-01-19 12:37:37 > Step:   54800 Progress: 54.8% Elapsed: 1 day, 0:55:01 temperature: no ada_p: No Discriminator_loss: 0.702218 Generator_loss: 0.78576 
[INFO] 2021-01-19 12:40:17 > Step:   54900 Progress: 54.9% Elapsed: 1 day, 0:57:41 temperature: no ada_p: No Discriminator_loss: 0.472014 Generator_loss: 0.885954 
[INFO] 2021-01-19 12:42:58 > Step:   55000 Progress: 55.0% Elapsed: 1 day, 1:00:22 temperature: no ada_p: No Discriminator_loss: 0.349613 Generator_loss: 1.17748 
[INFO] 2021-01-19 12:45:36 > Step:   55100 Progress: 55.1% Elapsed: 1 day, 1:03:01 temperature: no ada_p: No Discriminator_loss: 0.449816 Generator_loss: 1.114 
[INFO] 2021-01-19 12:48:15 > Step:   55200 Progress: 55.2% Elapsed: 1 day, 1:05:39 temperature: no ada_p: No Discriminator_loss: 0.496241 Generator_loss: 0.963206 
[INFO] 2021-01-19 12:50:54 > Step:   55300 Progress: 55.3% Elapsed: 1 day, 1:08:18 temperature: no ada_p: No Discriminator_loss: 0.368556 Generator_loss: 1.20796 
[INFO] 2021-01-19 12:53:32 > Step:   55400 Progress: 55.4% Elapsed: 1 day, 1:10:56 temperature: no ada_p: No Discriminator_loss: 0.553141 Generator_loss: 0.926497 
[INFO] 2021-01-19 12:56:11 > Step:   55500 Progress: 55.5% Elapsed: 1 day, 1:13:35 temperature: no ada_p: No Discriminator_loss: 0.43641 Generator_loss: 1.09822 
[INFO] 2021-01-19 12:58:49 > Step:   55600 Progress: 55.6% Elapsed: 1 day, 1:16:13 temperature: no ada_p: No Discriminator_loss: 0.553636 Generator_loss: 1.15353 
[INFO] 2021-01-19 13:01:28 > Step:   55700 Progress: 55.7% Elapsed: 1 day, 1:18:52 temperature: no ada_p: No Discriminator_loss: 0.427487 Generator_loss: 0.944313 
[INFO] 2021-01-19 13:04:06 > Step:   55800 Progress: 55.8% Elapsed: 1 day, 1:21:30 temperature: no ada_p: No Discriminator_loss: 0.418838 Generator_loss: 1.11885 
[INFO] 2021-01-19 13:06:45 > Step:   55900 Progress: 55.9% Elapsed: 1 day, 1:24:09 temperature: no ada_p: No Discriminator_loss: 0.401306 Generator_loss: 1.01068 
[INFO] 2021-01-19 13:09:23 > Step:   56000 Progress: 56.0% Elapsed: 1 day, 1:26:47 temperature: no ada_p: No Discriminator_loss: 0.53211 Generator_loss: 1.01463 
[INFO] 2021-01-19 13:09:23 > Start Evaluation (56000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 13:09:23 > Calculating FID Score....
[INFO] 2021-01-19 13:09:38 > Calculating Inception Score....
[INFO] 2021-01-19 13:09:46 > Calculate F_beta Score....
[INFO] 2021-01-19 13:10:34 > Calculate Accuracies....
[INFO] 2021-01-19 13:10:39 > Calculate Accuracies....
[INFO] 2021-01-19 13:10:52 > F_8 score (Step: 56000, Using valid images): 0.8757692265460636
[INFO] 2021-01-19 13:10:52 > F_1/8 score (Step: 56000, Using valid images): 0.9394413292910239
[INFO] 2021-01-19 13:10:52 > FID score (Step: 56000, Using valid moments): 32.622683153177775
[INFO] 2021-01-19 13:10:52 > Inception score (Step: 56000, 10000 generated images): 12.073486328125
[INFO] 2021-01-19 13:10:52 > Best FID score (Step: 56000, Using valid moments): 32.622683153177775
[INFO] 2021-01-19 13:10:55 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 13:13:34 > Step:   56100 Progress: 56.1% Elapsed: 1 day, 1:30:58 temperature: no ada_p: No Discriminator_loss: 0.432988 Generator_loss: 1.05062 
[INFO] 2021-01-19 13:16:13 > Step:   56200 Progress: 56.2% Elapsed: 1 day, 1:33:37 temperature: no ada_p: No Discriminator_loss: 0.507138 Generator_loss: 0.98896 
[INFO] 2021-01-19 13:18:51 > Step:   56300 Progress: 56.3% Elapsed: 1 day, 1:36:15 temperature: no ada_p: No Discriminator_loss: 0.53584 Generator_loss: 1.00777 
[INFO] 2021-01-19 13:21:30 > Step:   56400 Progress: 56.4% Elapsed: 1 day, 1:38:54 temperature: no ada_p: No Discriminator_loss: 0.510882 Generator_loss: 0.966921 
[INFO] 2021-01-19 13:24:09 > Step:   56500 Progress: 56.5% Elapsed: 1 day, 1:41:33 temperature: no ada_p: No Discriminator_loss: 0.46005 Generator_loss: 1.05291 
[INFO] 2021-01-19 13:26:47 > Step:   56600 Progress: 56.6% Elapsed: 1 day, 1:44:11 temperature: no ada_p: No Discriminator_loss: 0.517093 Generator_loss: 1.11109 
[INFO] 2021-01-19 13:29:26 > Step:   56700 Progress: 56.7% Elapsed: 1 day, 1:46:50 temperature: no ada_p: No Discriminator_loss: 0.477721 Generator_loss: 1.13178 
[INFO] 2021-01-19 13:32:04 > Step:   56800 Progress: 56.8% Elapsed: 1 day, 1:49:28 temperature: no ada_p: No Discriminator_loss: 0.524107 Generator_loss: 1.05165 
[INFO] 2021-01-19 13:34:44 > Step:   56900 Progress: 56.9% Elapsed: 1 day, 1:52:08 temperature: no ada_p: No Discriminator_loss: 0.500993 Generator_loss: 0.977035 
[INFO] 2021-01-19 13:37:23 > Step:   57000 Progress: 57.0% Elapsed: 1 day, 1:54:47 temperature: no ada_p: No Discriminator_loss: 0.341494 Generator_loss: 1.16591 
[INFO] 2021-01-19 13:40:02 > Step:   57100 Progress: 57.1% Elapsed: 1 day, 1:57:26 temperature: no ada_p: No Discriminator_loss: 0.416809 Generator_loss: 1.24017 
[INFO] 2021-01-19 13:42:40 > Step:   57200 Progress: 57.2% Elapsed: 1 day, 2:00:04 temperature: no ada_p: No Discriminator_loss: 0.485119 Generator_loss: 1.03903 
[INFO] 2021-01-19 13:45:19 > Step:   57300 Progress: 57.3% Elapsed: 1 day, 2:02:43 temperature: no ada_p: No Discriminator_loss: 0.452222 Generator_loss: 1.12182 
[INFO] 2021-01-19 13:47:58 > Step:   57400 Progress: 57.4% Elapsed: 1 day, 2:05:22 temperature: no ada_p: No Discriminator_loss: 0.528781 Generator_loss: 1.05116 
[INFO] 2021-01-19 13:50:36 > Step:   57500 Progress: 57.5% Elapsed: 1 day, 2:08:00 temperature: no ada_p: No Discriminator_loss: 0.609499 Generator_loss: 0.849096 
[INFO] 2021-01-19 13:53:15 > Step:   57600 Progress: 57.6% Elapsed: 1 day, 2:10:39 temperature: no ada_p: No Discriminator_loss: 0.431268 Generator_loss: 1.07138 
[INFO] 2021-01-19 13:55:53 > Step:   57700 Progress: 57.7% Elapsed: 1 day, 2:13:17 temperature: no ada_p: No Discriminator_loss: 0.410101 Generator_loss: 0.931314 
[INFO] 2021-01-19 13:58:32 > Step:   57800 Progress: 57.8% Elapsed: 1 day, 2:15:56 temperature: no ada_p: No Discriminator_loss: 0.473808 Generator_loss: 1.01085 
[INFO] 2021-01-19 14:01:11 > Step:   57900 Progress: 57.9% Elapsed: 1 day, 2:18:35 temperature: no ada_p: No Discriminator_loss: 0.412213 Generator_loss: 1.151 
[INFO] 2021-01-19 14:03:49 > Step:   58000 Progress: 58.0% Elapsed: 1 day, 2:21:13 temperature: no ada_p: No Discriminator_loss: 0.504437 Generator_loss: 1.04084 
[INFO] 2021-01-19 14:03:49 > Start Evaluation (58000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 14:03:49 > Calculating FID Score....
[INFO] 2021-01-19 14:04:04 > Calculating Inception Score....
[INFO] 2021-01-19 14:04:11 > Calculate F_beta Score....
[INFO] 2021-01-19 14:04:58 > Calculate Accuracies....
[INFO] 2021-01-19 14:05:04 > Calculate Accuracies....
[INFO] 2021-01-19 14:05:16 > F_8 score (Step: 58000, Using valid images): 0.8837876509159759
[INFO] 2021-01-19 14:05:16 > F_1/8 score (Step: 58000, Using valid images): 0.9414370702707802
[INFO] 2021-01-19 14:05:16 > FID score (Step: 58000, Using valid moments): 32.43085285414122
[INFO] 2021-01-19 14:05:16 > Inception score (Step: 58000, 10000 generated images): 12.00900936126709
[INFO] 2021-01-19 14:05:16 > Best FID score (Step: 58000, Using valid moments): 32.43085285414122
[INFO] 2021-01-19 14:05:19 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 14:07:58 > Step:   58100 Progress: 58.1% Elapsed: 1 day, 2:25:22 temperature: no ada_p: No Discriminator_loss: 0.534051 Generator_loss: 0.998844 
[INFO] 2021-01-19 14:10:37 > Step:   58200 Progress: 58.2% Elapsed: 1 day, 2:28:01 temperature: no ada_p: No Discriminator_loss: 0.480807 Generator_loss: 0.951789 
[INFO] 2021-01-19 14:13:17 > Step:   58300 Progress: 58.3% Elapsed: 1 day, 2:30:41 temperature: no ada_p: No Discriminator_loss: 0.488975 Generator_loss: 1.10486 
[INFO] 2021-01-19 14:15:56 > Step:   58400 Progress: 58.4% Elapsed: 1 day, 2:33:20 temperature: no ada_p: No Discriminator_loss: 0.458295 Generator_loss: 1.03198 
[INFO] 2021-01-19 14:18:34 > Step:   58500 Progress: 58.5% Elapsed: 1 day, 2:35:58 temperature: no ada_p: No Discriminator_loss: 0.538653 Generator_loss: 1.01017 
[INFO] 2021-01-19 14:21:13 > Step:   58600 Progress: 58.6% Elapsed: 1 day, 2:38:37 temperature: no ada_p: No Discriminator_loss: 0.304666 Generator_loss: 1.23228 
[INFO] 2021-01-19 14:23:51 > Step:   58700 Progress: 58.7% Elapsed: 1 day, 2:41:15 temperature: no ada_p: No Discriminator_loss: 0.489902 Generator_loss: 1.09744 
[INFO] 2021-01-19 14:26:30 > Step:   58800 Progress: 58.8% Elapsed: 1 day, 2:43:54 temperature: no ada_p: No Discriminator_loss: 0.389022 Generator_loss: 1.19431 
[INFO] 2021-01-19 14:29:09 > Step:   58900 Progress: 58.9% Elapsed: 1 day, 2:46:33 temperature: no ada_p: No Discriminator_loss: 0.461516 Generator_loss: 1.06996 
[INFO] 2021-01-19 14:31:47 > Step:   59000 Progress: 59.0% Elapsed: 1 day, 2:49:12 temperature: no ada_p: No Discriminator_loss: 0.441242 Generator_loss: 0.98978 
[INFO] 2021-01-19 14:34:26 > Step:   59100 Progress: 59.1% Elapsed: 1 day, 2:51:51 temperature: no ada_p: No Discriminator_loss: 0.517992 Generator_loss: 0.987235 
[INFO] 2021-01-19 14:37:05 > Step:   59200 Progress: 59.2% Elapsed: 1 day, 2:54:29 temperature: no ada_p: No Discriminator_loss: 0.50907 Generator_loss: 1.15767 
[INFO] 2021-01-19 14:39:44 > Step:   59300 Progress: 59.3% Elapsed: 1 day, 2:57:08 temperature: no ada_p: No Discriminator_loss: 0.371977 Generator_loss: 1.25745 
[INFO] 2021-01-19 14:42:22 > Step:   59400 Progress: 59.4% Elapsed: 1 day, 2:59:46 temperature: no ada_p: No Discriminator_loss: 0.420932 Generator_loss: 1.21192 
[INFO] 2021-01-19 14:45:01 > Step:   59500 Progress: 59.5% Elapsed: 1 day, 3:02:25 temperature: no ada_p: No Discriminator_loss: 0.433329 Generator_loss: 1.03991 
[INFO] 2021-01-19 14:47:39 > Step:   59600 Progress: 59.6% Elapsed: 1 day, 3:05:03 temperature: no ada_p: No Discriminator_loss: 0.300699 Generator_loss: 1.19705 
[INFO] 2021-01-19 14:50:18 > Step:   59700 Progress: 59.7% Elapsed: 1 day, 3:07:42 temperature: no ada_p: No Discriminator_loss: 0.452258 Generator_loss: 1.10987 
[INFO] 2021-01-19 14:52:57 > Step:   59800 Progress: 59.8% Elapsed: 1 day, 3:10:21 temperature: no ada_p: No Discriminator_loss: 0.402797 Generator_loss: 1.08932 
[INFO] 2021-01-19 14:55:35 > Step:   59900 Progress: 59.9% Elapsed: 1 day, 3:12:59 temperature: no ada_p: No Discriminator_loss: 0.38002 Generator_loss: 1.2303 
[INFO] 2021-01-19 14:58:14 > Step:   60000 Progress: 60.0% Elapsed: 1 day, 3:15:38 temperature: no ada_p: No Discriminator_loss: 0.489955 Generator_loss: 1.18045 
[INFO] 2021-01-19 14:58:14 > Start Evaluation (60000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 14:58:14 > Calculating FID Score....
[INFO] 2021-01-19 14:58:29 > Calculating Inception Score....
[INFO] 2021-01-19 14:58:37 > Calculate F_beta Score....
[INFO] 2021-01-19 14:59:27 > Calculate Accuracies....
[INFO] 2021-01-19 14:59:32 > Calculate Accuracies....
[INFO] 2021-01-19 14:59:44 > F_8 score (Step: 60000, Using valid images): 0.8718492790122709
[INFO] 2021-01-19 14:59:44 > F_1/8 score (Step: 60000, Using valid images): 0.942738336769098
[INFO] 2021-01-19 14:59:44 > FID score (Step: 60000, Using valid moments): 32.744660164546076
[INFO] 2021-01-19 14:59:44 > Inception score (Step: 60000, 10000 generated images): 12.202936172485352
[INFO] 2021-01-19 14:59:44 > Best FID score (Step: 58000, Using valid moments): 32.43085285414122
[INFO] 2021-01-19 14:59:46 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 15:02:24 > Step:   60100 Progress: 60.1% Elapsed: 1 day, 3:19:49 temperature: no ada_p: No Discriminator_loss: 0.459148 Generator_loss: 1.22341 
[INFO] 2021-01-19 15:05:03 > Step:   60200 Progress: 60.2% Elapsed: 1 day, 3:22:27 temperature: no ada_p: No Discriminator_loss: 0.377811 Generator_loss: 1.24564 
[INFO] 2021-01-19 15:07:42 > Step:   60300 Progress: 60.3% Elapsed: 1 day, 3:25:06 temperature: no ada_p: No Discriminator_loss: 0.37008 Generator_loss: 1.21664 
[INFO] 2021-01-19 15:10:20 > Step:   60400 Progress: 60.4% Elapsed: 1 day, 3:27:44 temperature: no ada_p: No Discriminator_loss: 0.388924 Generator_loss: 1.1539 
[INFO] 2021-01-19 15:12:59 > Step:   60500 Progress: 60.5% Elapsed: 1 day, 3:30:23 temperature: no ada_p: No Discriminator_loss: 0.461157 Generator_loss: 1.15957 
[INFO] 2021-01-19 15:15:37 > Step:   60600 Progress: 60.6% Elapsed: 1 day, 3:33:01 temperature: no ada_p: No Discriminator_loss: 0.626381 Generator_loss: 1.143 
[INFO] 2021-01-19 15:18:16 > Step:   60700 Progress: 60.7% Elapsed: 1 day, 3:35:40 temperature: no ada_p: No Discriminator_loss: 0.30449 Generator_loss: 1.2759 
[INFO] 2021-01-19 15:20:55 > Step:   60800 Progress: 60.8% Elapsed: 1 day, 3:38:19 temperature: no ada_p: No Discriminator_loss: 0.361001 Generator_loss: 1.21154 
[INFO] 2021-01-19 15:23:34 > Step:   60900 Progress: 60.9% Elapsed: 1 day, 3:40:58 temperature: no ada_p: No Discriminator_loss: 0.555644 Generator_loss: 0.945185 
[INFO] 2021-01-19 15:26:13 > Step:   61000 Progress: 61.0% Elapsed: 1 day, 3:43:37 temperature: no ada_p: No Discriminator_loss: 0.373002 Generator_loss: 1.20079 
[INFO] 2021-01-19 15:28:52 > Step:   61100 Progress: 61.1% Elapsed: 1 day, 3:46:16 temperature: no ada_p: No Discriminator_loss: 0.421551 Generator_loss: 1.09842 
[INFO] 2021-01-19 15:31:31 > Step:   61200 Progress: 61.2% Elapsed: 1 day, 3:48:55 temperature: no ada_p: No Discriminator_loss: 0.334486 Generator_loss: 1.24136 
[INFO] 2021-01-19 15:34:10 > Step:   61300 Progress: 61.3% Elapsed: 1 day, 3:51:34 temperature: no ada_p: No Discriminator_loss: 0.33512 Generator_loss: 1.15569 
[INFO] 2021-01-19 15:36:49 > Step:   61400 Progress: 61.4% Elapsed: 1 day, 3:54:13 temperature: no ada_p: No Discriminator_loss: 0.334528 Generator_loss: 1.19222 
[INFO] 2021-01-19 15:39:29 > Step:   61500 Progress: 61.5% Elapsed: 1 day, 3:56:53 temperature: no ada_p: No Discriminator_loss: 0.458597 Generator_loss: 1.13779 
[INFO] 2021-01-19 15:42:07 > Step:   61600 Progress: 61.6% Elapsed: 1 day, 3:59:31 temperature: no ada_p: No Discriminator_loss: 0.337442 Generator_loss: 1.34698 
[INFO] 2021-01-19 15:44:46 > Step:   61700 Progress: 61.7% Elapsed: 1 day, 4:02:10 temperature: no ada_p: No Discriminator_loss: 0.411459 Generator_loss: 1.04057 
[INFO] 2021-01-19 15:47:24 > Step:   61800 Progress: 61.8% Elapsed: 1 day, 4:04:48 temperature: no ada_p: No Discriminator_loss: 0.367016 Generator_loss: 1.21799 
[INFO] 2021-01-19 15:50:03 > Step:   61900 Progress: 61.9% Elapsed: 1 day, 4:07:27 temperature: no ada_p: No Discriminator_loss: 0.270326 Generator_loss: 1.36731 
[INFO] 2021-01-19 15:52:41 > Step:   62000 Progress: 62.0% Elapsed: 1 day, 4:10:05 temperature: no ada_p: No Discriminator_loss: 0.415527 Generator_loss: 1.0424 
[INFO] 2021-01-19 15:52:41 > Start Evaluation (62000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 15:52:41 > Calculating FID Score....
[INFO] 2021-01-19 15:52:56 > Calculating Inception Score....
[INFO] 2021-01-19 15:53:03 > Calculate F_beta Score....
[INFO] 2021-01-19 15:53:51 > Calculate Accuracies....
[INFO] 2021-01-19 15:53:56 > Calculate Accuracies....
[INFO] 2021-01-19 15:54:09 > F_8 score (Step: 62000, Using valid images): 0.871492191310214
[INFO] 2021-01-19 15:54:09 > F_1/8 score (Step: 62000, Using valid images): 0.9443311493220494
[INFO] 2021-01-19 15:54:09 > FID score (Step: 62000, Using valid moments): 32.41190752250151
[INFO] 2021-01-19 15:54:09 > Inception score (Step: 62000, 10000 generated images): 11.987398147583008
[INFO] 2021-01-19 15:54:09 > Best FID score (Step: 62000, Using valid moments): 32.41190752250151
[INFO] 2021-01-19 15:54:12 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 15:56:51 > Step:   62100 Progress: 62.1% Elapsed: 1 day, 4:14:15 temperature: no ada_p: No Discriminator_loss: 0.926182 Generator_loss: 0.746819 
[INFO] 2021-01-19 15:59:30 > Step:   62200 Progress: 62.2% Elapsed: 1 day, 4:16:54 temperature: no ada_p: No Discriminator_loss: 0.214883 Generator_loss: 1.49083 
[INFO] 2021-01-19 16:02:09 > Step:   62300 Progress: 62.3% Elapsed: 1 day, 4:19:33 temperature: no ada_p: No Discriminator_loss: 0.440685 Generator_loss: 1.11393 
[INFO] 2021-01-19 16:04:47 > Step:   62400 Progress: 62.4% Elapsed: 1 day, 4:22:11 temperature: no ada_p: No Discriminator_loss: 0.369284 Generator_loss: 1.09315 
[INFO] 2021-01-19 16:07:26 > Step:   62500 Progress: 62.5% Elapsed: 1 day, 4:24:50 temperature: no ada_p: No Discriminator_loss: 0.351569 Generator_loss: 1.17375 
[INFO] 2021-01-19 16:10:04 > Step:   62600 Progress: 62.6% Elapsed: 1 day, 4:27:28 temperature: no ada_p: No Discriminator_loss: 0.258997 Generator_loss: 1.33036 
[INFO] 2021-01-19 16:12:42 > Step:   62700 Progress: 62.7% Elapsed: 1 day, 4:30:07 temperature: no ada_p: No Discriminator_loss: 0.308369 Generator_loss: 1.21991 
[INFO] 2021-01-19 16:15:21 > Step:   62800 Progress: 62.8% Elapsed: 1 day, 4:32:45 temperature: no ada_p: No Discriminator_loss: 0.377214 Generator_loss: 1.20329 
[INFO] 2021-01-19 16:18:00 > Step:   62900 Progress: 62.9% Elapsed: 1 day, 4:35:24 temperature: no ada_p: No Discriminator_loss: 0.318951 Generator_loss: 1.23998 
[INFO] 2021-01-19 16:20:38 > Step:   63000 Progress: 63.0% Elapsed: 1 day, 4:38:02 temperature: no ada_p: No Discriminator_loss: 0.345115 Generator_loss: 1.16398 
[INFO] 2021-01-19 16:23:16 > Step:   63100 Progress: 63.1% Elapsed: 1 day, 4:40:41 temperature: no ada_p: No Discriminator_loss: 0.285239 Generator_loss: 1.24721 
[INFO] 2021-01-19 16:25:55 > Step:   63200 Progress: 63.2% Elapsed: 1 day, 4:43:19 temperature: no ada_p: No Discriminator_loss: 0.430247 Generator_loss: 1.28044 
[INFO] 2021-01-19 16:28:34 > Step:   63300 Progress: 63.3% Elapsed: 1 day, 4:45:58 temperature: no ada_p: No Discriminator_loss: 0.332792 Generator_loss: 1.34961 
[INFO] 2021-01-19 16:31:13 > Step:   63400 Progress: 63.4% Elapsed: 1 day, 4:48:37 temperature: no ada_p: No Discriminator_loss: 0.391958 Generator_loss: 1.18428 
[INFO] 2021-01-19 16:33:51 > Step:   63500 Progress: 63.5% Elapsed: 1 day, 4:51:15 temperature: no ada_p: No Discriminator_loss: 0.230084 Generator_loss: 1.37918 
[INFO] 2021-01-19 16:36:30 > Step:   63600 Progress: 63.6% Elapsed: 1 day, 4:53:54 temperature: no ada_p: No Discriminator_loss: 0.426481 Generator_loss: 1.05019 
[INFO] 2021-01-19 16:39:08 > Step:   63700 Progress: 63.7% Elapsed: 1 day, 4:56:32 temperature: no ada_p: No Discriminator_loss: 0.408643 Generator_loss: 1.21212 
[INFO] 2021-01-19 16:41:47 > Step:   63800 Progress: 63.8% Elapsed: 1 day, 4:59:11 temperature: no ada_p: No Discriminator_loss: 0.214786 Generator_loss: 1.53896 
[INFO] 2021-01-19 16:44:25 > Step:   63900 Progress: 63.9% Elapsed: 1 day, 5:01:49 temperature: no ada_p: No Discriminator_loss: 0.461995 Generator_loss: 1.22498 
[INFO] 2021-01-19 16:47:03 > Step:   64000 Progress: 64.0% Elapsed: 1 day, 5:04:27 temperature: no ada_p: No Discriminator_loss: 0.380862 Generator_loss: 1.25409 
[INFO] 2021-01-19 16:47:03 > Start Evaluation (64000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 16:47:03 > Calculating FID Score....
[INFO] 2021-01-19 16:47:18 > Calculating Inception Score....
[INFO] 2021-01-19 16:47:25 > Calculate F_beta Score....
[INFO] 2021-01-19 16:48:13 > Calculate Accuracies....
[INFO] 2021-01-19 16:48:18 > Calculate Accuracies....
[INFO] 2021-01-19 16:48:30 > F_8 score (Step: 64000, Using valid images): 0.8828236976407347
[INFO] 2021-01-19 16:48:30 > F_1/8 score (Step: 64000, Using valid images): 0.9536532954216541
[INFO] 2021-01-19 16:48:30 > FID score (Step: 64000, Using valid moments): 32.37177824267633
[INFO] 2021-01-19 16:48:30 > Inception score (Step: 64000, 10000 generated images): 12.222861289978027
[INFO] 2021-01-19 16:48:30 > Best FID score (Step: 64000, Using valid moments): 32.37177824267633
[INFO] 2021-01-19 16:48:34 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 16:51:12 > Step:   64100 Progress: 64.1% Elapsed: 1 day, 5:08:36 temperature: no ada_p: No Discriminator_loss: 0.399432 Generator_loss: 1.17286 
[INFO] 2021-01-19 16:53:51 > Step:   64200 Progress: 64.2% Elapsed: 1 day, 5:11:15 temperature: no ada_p: No Discriminator_loss: 0.477317 Generator_loss: 1.02967 
[INFO] 2021-01-19 16:56:29 > Step:   64300 Progress: 64.3% Elapsed: 1 day, 5:13:53 temperature: no ada_p: No Discriminator_loss: 0.603376 Generator_loss: 1.09173 
[INFO] 2021-01-19 16:59:08 > Step:   64400 Progress: 64.4% Elapsed: 1 day, 5:16:32 temperature: no ada_p: No Discriminator_loss: 0.256291 Generator_loss: 1.30126 
[INFO] 2021-01-19 17:01:47 > Step:   64500 Progress: 64.5% Elapsed: 1 day, 5:19:11 temperature: no ada_p: No Discriminator_loss: 0.376108 Generator_loss: 1.32714 
[INFO] 2021-01-19 17:04:25 > Step:   64600 Progress: 64.6% Elapsed: 1 day, 5:21:49 temperature: no ada_p: No Discriminator_loss: 0.298775 Generator_loss: 1.36214 
[INFO] 2021-01-19 17:07:05 > Step:   64700 Progress: 64.7% Elapsed: 1 day, 5:24:30 temperature: no ada_p: No Discriminator_loss: 0.383994 Generator_loss: 1.25211 
[INFO] 2021-01-19 17:09:44 > Step:   64800 Progress: 64.8% Elapsed: 1 day, 5:27:08 temperature: no ada_p: No Discriminator_loss: 0.227553 Generator_loss: 1.4196 
[INFO] 2021-01-19 17:12:22 > Step:   64900 Progress: 64.9% Elapsed: 1 day, 5:29:46 temperature: no ada_p: No Discriminator_loss: 0.312664 Generator_loss: 1.3187 
[INFO] 2021-01-19 17:15:01 > Step:   65000 Progress: 65.0% Elapsed: 1 day, 5:32:25 temperature: no ada_p: No Discriminator_loss: 0.447893 Generator_loss: 1.28628 
[INFO] 2021-01-19 17:17:39 > Step:   65100 Progress: 65.1% Elapsed: 1 day, 5:35:03 temperature: no ada_p: No Discriminator_loss: 0.250662 Generator_loss: 1.36347 
[INFO] 2021-01-19 17:20:17 > Step:   65200 Progress: 65.2% Elapsed: 1 day, 5:37:41 temperature: no ada_p: No Discriminator_loss: 0.345851 Generator_loss: 1.30839 
[INFO] 2021-01-19 17:22:56 > Step:   65300 Progress: 65.3% Elapsed: 1 day, 5:40:20 temperature: no ada_p: No Discriminator_loss: 0.426592 Generator_loss: 1.27779 
[INFO] 2021-01-19 17:25:34 > Step:   65400 Progress: 65.4% Elapsed: 1 day, 5:42:59 temperature: no ada_p: No Discriminator_loss: 0.380403 Generator_loss: 1.26109 
[INFO] 2021-01-19 17:28:13 > Step:   65500 Progress: 65.5% Elapsed: 1 day, 5:45:37 temperature: no ada_p: No Discriminator_loss: 0.680321 Generator_loss: 0.896533 
[INFO] 2021-01-19 17:30:51 > Step:   65600 Progress: 65.6% Elapsed: 1 day, 5:48:16 temperature: no ada_p: No Discriminator_loss: 0.292196 Generator_loss: 1.30634 
[INFO] 2021-01-19 17:33:30 > Step:   65700 Progress: 65.7% Elapsed: 1 day, 5:50:54 temperature: no ada_p: No Discriminator_loss: 0.459723 Generator_loss: 1.10101 
[INFO] 2021-01-19 17:36:08 > Step:   65800 Progress: 65.8% Elapsed: 1 day, 5:53:32 temperature: no ada_p: No Discriminator_loss: 0.286707 Generator_loss: 1.54393 
[INFO] 2021-01-19 17:38:47 > Step:   65900 Progress: 65.9% Elapsed: 1 day, 5:56:11 temperature: no ada_p: No Discriminator_loss: 0.429187 Generator_loss: 1.0492 
[INFO] 2021-01-19 17:41:26 > Step:   66000 Progress: 66.0% Elapsed: 1 day, 5:58:50 temperature: no ada_p: No Discriminator_loss: 0.283178 Generator_loss: 1.28871 
[INFO] 2021-01-19 17:41:26 > Start Evaluation (66000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 17:41:26 > Calculating FID Score....
[INFO] 2021-01-19 17:41:41 > Calculating Inception Score....
[INFO] 2021-01-19 17:41:49 > Calculate F_beta Score....
[INFO] 2021-01-19 17:42:37 > Calculate Accuracies....
[INFO] 2021-01-19 17:42:42 > Calculate Accuracies....
[INFO] 2021-01-19 17:42:55 > F_8 score (Step: 66000, Using valid images): 0.8843918513509346
[INFO] 2021-01-19 17:42:55 > F_1/8 score (Step: 66000, Using valid images): 0.9503945449658356
[INFO] 2021-01-19 17:42:55 > FID score (Step: 66000, Using valid moments): 32.309404436984664
[INFO] 2021-01-19 17:42:55 > Inception score (Step: 66000, 10000 generated images): 11.941222190856934
[INFO] 2021-01-19 17:42:55 > Best FID score (Step: 66000, Using valid moments): 32.309404436984664
[INFO] 2021-01-19 17:42:59 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 17:45:37 > Step:   66100 Progress: 66.1% Elapsed: 1 day, 6:03:02 temperature: no ada_p: No Discriminator_loss: 0.336314 Generator_loss: 1.25192 
[INFO] 2021-01-19 17:48:16 > Step:   66200 Progress: 66.2% Elapsed: 1 day, 6:05:40 temperature: no ada_p: No Discriminator_loss: 0.246977 Generator_loss: 1.47271 
[INFO] 2021-01-19 17:50:55 > Step:   66300 Progress: 66.3% Elapsed: 1 day, 6:08:19 temperature: no ada_p: No Discriminator_loss: 0.249691 Generator_loss: 1.46851 
[INFO] 2021-01-19 17:53:34 > Step:   66400 Progress: 66.4% Elapsed: 1 day, 6:10:58 temperature: no ada_p: No Discriminator_loss: 0.292463 Generator_loss: 1.45177 
[INFO] 2021-01-19 17:56:13 > Step:   66500 Progress: 66.5% Elapsed: 1 day, 6:13:37 temperature: no ada_p: No Discriminator_loss: 0.315087 Generator_loss: 1.17667 
[INFO] 2021-01-19 17:58:51 > Step:   66600 Progress: 66.6% Elapsed: 1 day, 6:16:16 temperature: no ada_p: No Discriminator_loss: 0.206771 Generator_loss: 1.45228 
[INFO] 2021-01-19 18:01:30 > Step:   66700 Progress: 66.7% Elapsed: 1 day, 6:18:54 temperature: no ada_p: No Discriminator_loss: 0.324724 Generator_loss: 1.42041 
[INFO] 2021-01-19 18:04:09 > Step:   66800 Progress: 66.8% Elapsed: 1 day, 6:21:33 temperature: no ada_p: No Discriminator_loss: 0.294176 Generator_loss: 1.38841 
[INFO] 2021-01-19 18:06:48 > Step:   66900 Progress: 66.9% Elapsed: 1 day, 6:24:12 temperature: no ada_p: No Discriminator_loss: 0.288285 Generator_loss: 1.36335 
[INFO] 2021-01-19 18:09:27 > Step:   67000 Progress: 67.0% Elapsed: 1 day, 6:26:51 temperature: no ada_p: No Discriminator_loss: 0.216372 Generator_loss: 1.4782 
[INFO] 2021-01-19 18:12:06 > Step:   67100 Progress: 67.1% Elapsed: 1 day, 6:29:30 temperature: no ada_p: No Discriminator_loss: 0.293614 Generator_loss: 1.25419 
[INFO] 2021-01-19 18:14:45 > Step:   67200 Progress: 67.2% Elapsed: 1 day, 6:32:09 temperature: no ada_p: No Discriminator_loss: 0.367978 Generator_loss: 1.24016 
[INFO] 2021-01-19 18:17:24 > Step:   67300 Progress: 67.3% Elapsed: 1 day, 6:34:48 temperature: no ada_p: No Discriminator_loss: 0.233392 Generator_loss: 1.43826 
[INFO] 2021-01-19 18:20:02 > Step:   67400 Progress: 67.4% Elapsed: 1 day, 6:37:27 temperature: no ada_p: No Discriminator_loss: 0.415716 Generator_loss: 1.30663 
[INFO] 2021-01-19 18:22:41 > Step:   67500 Progress: 67.5% Elapsed: 1 day, 6:40:05 temperature: no ada_p: No Discriminator_loss: 0.341993 Generator_loss: 1.23521 
[INFO] 2021-01-19 18:25:20 > Step:   67600 Progress: 67.6% Elapsed: 1 day, 6:42:44 temperature: no ada_p: No Discriminator_loss: 0.345997 Generator_loss: 1.34992 
[INFO] 2021-01-19 18:27:59 > Step:   67700 Progress: 67.7% Elapsed: 1 day, 6:45:23 temperature: no ada_p: No Discriminator_loss: 0.333228 Generator_loss: 1.19371 
[INFO] 2021-01-19 18:30:38 > Step:   67800 Progress: 67.8% Elapsed: 1 day, 6:48:02 temperature: no ada_p: No Discriminator_loss: 0.482327 Generator_loss: 1.23679 
[INFO] 2021-01-19 18:33:16 > Step:   67900 Progress: 67.9% Elapsed: 1 day, 6:50:41 temperature: no ada_p: No Discriminator_loss: 0.485561 Generator_loss: 1.12575 
[INFO] 2021-01-19 18:35:57 > Step:   68000 Progress: 68.0% Elapsed: 1 day, 6:53:21 temperature: no ada_p: No Discriminator_loss: 0.365772 Generator_loss: 1.27388 
[INFO] 2021-01-19 18:35:57 > Start Evaluation (68000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 18:35:57 > Calculating FID Score....
[INFO] 2021-01-19 18:36:13 > Calculating Inception Score....
[INFO] 2021-01-19 18:36:20 > Calculate F_beta Score....
[INFO] 2021-01-19 18:37:09 > Calculate Accuracies....
[INFO] 2021-01-19 18:37:14 > Calculate Accuracies....
[INFO] 2021-01-19 18:37:27 > F_8 score (Step: 68000, Using valid images): 0.8595165581881284
[INFO] 2021-01-19 18:37:27 > F_1/8 score (Step: 68000, Using valid images): 0.9533085863725941
[INFO] 2021-01-19 18:37:27 > FID score (Step: 68000, Using valid moments): 32.20391121088693
[INFO] 2021-01-19 18:37:27 > Inception score (Step: 68000, 10000 generated images): 12.052623748779297
[INFO] 2021-01-19 18:37:27 > Best FID score (Step: 68000, Using valid moments): 32.20391121088693
[INFO] 2021-01-19 18:37:30 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 18:40:09 > Step:   68100 Progress: 68.1% Elapsed: 1 day, 6:57:33 temperature: no ada_p: No Discriminator_loss: 0.296531 Generator_loss: 1.33954 
[INFO] 2021-01-19 18:42:47 > Step:   68200 Progress: 68.2% Elapsed: 1 day, 7:00:11 temperature: no ada_p: No Discriminator_loss: 0.267058 Generator_loss: 1.44183 
[INFO] 2021-01-19 18:45:26 > Step:   68300 Progress: 68.3% Elapsed: 1 day, 7:02:50 temperature: no ada_p: No Discriminator_loss: 0.435743 Generator_loss: 1.2565 
[INFO] 2021-01-19 18:48:05 > Step:   68400 Progress: 68.4% Elapsed: 1 day, 7:05:29 temperature: no ada_p: No Discriminator_loss: 0.192757 Generator_loss: 1.49468 
[INFO] 2021-01-19 18:50:44 > Step:   68500 Progress: 68.5% Elapsed: 1 day, 7:08:08 temperature: no ada_p: No Discriminator_loss: 0.200914 Generator_loss: 1.65233 
[INFO] 2021-01-19 18:53:23 > Step:   68600 Progress: 68.6% Elapsed: 1 day, 7:10:47 temperature: no ada_p: No Discriminator_loss: 0.211942 Generator_loss: 1.57779 
[INFO] 2021-01-19 18:56:01 > Step:   68700 Progress: 68.7% Elapsed: 1 day, 7:13:26 temperature: no ada_p: No Discriminator_loss: 0.248575 Generator_loss: 1.41728 
[INFO] 2021-01-19 18:58:40 > Step:   68800 Progress: 68.8% Elapsed: 1 day, 7:16:04 temperature: no ada_p: No Discriminator_loss: 0.391983 Generator_loss: 1.14057 
[INFO] 2021-01-19 19:01:19 > Step:   68900 Progress: 68.9% Elapsed: 1 day, 7:18:43 temperature: no ada_p: No Discriminator_loss: 0.487659 Generator_loss: 1.28005 
[INFO] 2021-01-19 19:03:57 > Step:   69000 Progress: 69.0% Elapsed: 1 day, 7:21:22 temperature: no ada_p: No Discriminator_loss: 0.264148 Generator_loss: 1.33683 
[INFO] 2021-01-19 19:06:36 > Step:   69100 Progress: 69.1% Elapsed: 1 day, 7:24:00 temperature: no ada_p: No Discriminator_loss: 0.320932 Generator_loss: 1.25756 
[INFO] 2021-01-19 19:09:15 > Step:   69200 Progress: 69.2% Elapsed: 1 day, 7:26:39 temperature: no ada_p: No Discriminator_loss: 0.587193 Generator_loss: 1.13418 
[INFO] 2021-01-19 19:11:54 > Step:   69300 Progress: 69.3% Elapsed: 1 day, 7:29:18 temperature: no ada_p: No Discriminator_loss: 0.383798 Generator_loss: 1.40532 
[INFO] 2021-01-19 19:14:32 > Step:   69400 Progress: 69.4% Elapsed: 1 day, 7:31:56 temperature: no ada_p: No Discriminator_loss: 0.276613 Generator_loss: 1.36696 
[INFO] 2021-01-19 19:17:11 > Step:   69500 Progress: 69.5% Elapsed: 1 day, 7:34:35 temperature: no ada_p: No Discriminator_loss: 0.258978 Generator_loss: 1.30566 
[INFO] 2021-01-19 19:19:50 > Step:   69600 Progress: 69.6% Elapsed: 1 day, 7:37:14 temperature: no ada_p: No Discriminator_loss: 0.265635 Generator_loss: 1.42377 
[INFO] 2021-01-19 19:22:29 > Step:   69700 Progress: 69.7% Elapsed: 1 day, 7:39:53 temperature: no ada_p: No Discriminator_loss: 0.33824 Generator_loss: 1.28571 
[INFO] 2021-01-19 19:25:08 > Step:   69800 Progress: 69.8% Elapsed: 1 day, 7:42:32 temperature: no ada_p: No Discriminator_loss: 0.541816 Generator_loss: 1.0765 
[INFO] 2021-01-19 19:27:46 > Step:   69900 Progress: 69.9% Elapsed: 1 day, 7:45:10 temperature: no ada_p: No Discriminator_loss: 0.211031 Generator_loss: 1.59863 
[INFO] 2021-01-19 19:30:25 > Step:   70000 Progress: 70.0% Elapsed: 1 day, 7:47:49 temperature: no ada_p: No Discriminator_loss: 0.464531 Generator_loss: 1.29214 
[INFO] 2021-01-19 19:30:25 > Start Evaluation (70000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 19:30:25 > Calculating FID Score....
[INFO] 2021-01-19 19:30:40 > Calculating Inception Score....
[INFO] 2021-01-19 19:30:48 > Calculate F_beta Score....
[INFO] 2021-01-19 19:31:38 > Calculate Accuracies....
[INFO] 2021-01-19 19:31:43 > Calculate Accuracies....
[INFO] 2021-01-19 19:31:56 > F_8 score (Step: 70000, Using valid images): 0.890103441874561
[INFO] 2021-01-19 19:31:56 > F_1/8 score (Step: 70000, Using valid images): 0.9484358203373534
[INFO] 2021-01-19 19:31:56 > FID score (Step: 70000, Using valid moments): 32.19831993224693
[INFO] 2021-01-19 19:31:56 > Inception score (Step: 70000, 10000 generated images): 12.324445724487305
[INFO] 2021-01-19 19:31:56 > Best FID score (Step: 70000, Using valid moments): 32.19831993224693
[INFO] 2021-01-19 19:32:00 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 19:34:38 > Step:   70100 Progress: 70.1% Elapsed: 1 day, 7:52:02 temperature: no ada_p: No Discriminator_loss: 0.254287 Generator_loss: 1.45844 
[INFO] 2021-01-19 19:37:17 > Step:   70200 Progress: 70.2% Elapsed: 1 day, 7:54:41 temperature: no ada_p: No Discriminator_loss: 0.260601 Generator_loss: 1.46692 
[INFO] 2021-01-19 19:39:56 > Step:   70300 Progress: 70.3% Elapsed: 1 day, 7:57:20 temperature: no ada_p: No Discriminator_loss: 0.146084 Generator_loss: 1.76531 
[INFO] 2021-01-19 19:42:35 > Step:   70400 Progress: 70.4% Elapsed: 1 day, 7:59:59 temperature: no ada_p: No Discriminator_loss: 0.190157 Generator_loss: 1.59029 
[INFO] 2021-01-19 19:45:14 > Step:   70500 Progress: 70.5% Elapsed: 1 day, 8:02:38 temperature: no ada_p: No Discriminator_loss: 0.176039 Generator_loss: 1.53997 
[INFO] 2021-01-19 19:47:53 > Step:   70600 Progress: 70.6% Elapsed: 1 day, 8:05:17 temperature: no ada_p: No Discriminator_loss: 0.169524 Generator_loss: 1.61159 
[INFO] 2021-01-19 19:50:32 > Step:   70700 Progress: 70.7% Elapsed: 1 day, 8:07:56 temperature: no ada_p: No Discriminator_loss: 0.357741 Generator_loss: 1.30583 
[INFO] 2021-01-19 19:53:11 > Step:   70800 Progress: 70.8% Elapsed: 1 day, 8:10:35 temperature: no ada_p: No Discriminator_loss: 0.299965 Generator_loss: 2.33515 
[INFO] 2021-01-19 19:55:50 > Step:   70900 Progress: 70.9% Elapsed: 1 day, 8:13:14 temperature: no ada_p: No Discriminator_loss: 0.274924 Generator_loss: 2.5105 
[INFO] 2021-01-19 19:58:28 > Step:   71000 Progress: 71.0% Elapsed: 1 day, 8:15:52 temperature: no ada_p: No Discriminator_loss: 0.207129 Generator_loss: 2.50903 
[INFO] 2021-01-19 20:01:07 > Step:   71100 Progress: 71.1% Elapsed: 1 day, 8:18:31 temperature: no ada_p: No Discriminator_loss: 0.486146 Generator_loss: 2.39826 
[INFO] 2021-01-19 20:03:48 > Step:   71200 Progress: 71.2% Elapsed: 1 day, 8:21:12 temperature: no ada_p: No Discriminator_loss: 0.366382 Generator_loss: 2.58774 
[INFO] 2021-01-19 20:06:27 > Step:   71300 Progress: 71.3% Elapsed: 1 day, 8:23:51 temperature: no ada_p: No Discriminator_loss: 0.338517 Generator_loss: 2.51625 
[INFO] 2021-01-19 20:09:06 > Step:   71400 Progress: 71.4% Elapsed: 1 day, 8:26:30 temperature: no ada_p: No Discriminator_loss: 0.150386 Generator_loss: 2.3013 
[INFO] 2021-01-19 20:11:44 > Step:   71500 Progress: 71.5% Elapsed: 1 day, 8:29:08 temperature: no ada_p: No Discriminator_loss: 0.308131 Generator_loss: 2.82877 
[INFO] 2021-01-19 20:14:23 > Step:   71600 Progress: 71.6% Elapsed: 1 day, 8:31:47 temperature: no ada_p: No Discriminator_loss: 0.194752 Generator_loss: 2.52331 
[INFO] 2021-01-19 20:17:02 > Step:   71700 Progress: 71.7% Elapsed: 1 day, 8:34:26 temperature: no ada_p: No Discriminator_loss: 0.270018 Generator_loss: 2.50083 
[INFO] 2021-01-19 20:19:40 > Step:   71800 Progress: 71.8% Elapsed: 1 day, 8:37:05 temperature: no ada_p: No Discriminator_loss: 0.274396 Generator_loss: 2.56691 
[INFO] 2021-01-19 20:22:19 > Step:   71900 Progress: 71.9% Elapsed: 1 day, 8:39:43 temperature: no ada_p: No Discriminator_loss: 0.482847 Generator_loss: 2.60177 
[INFO] 2021-01-19 20:24:58 > Step:   72000 Progress: 72.0% Elapsed: 1 day, 8:42:22 temperature: no ada_p: No Discriminator_loss: 0.260184 Generator_loss: 2.77386 
[INFO] 2021-01-19 20:24:58 > Start Evaluation (72000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 20:24:58 > Calculating FID Score....
[INFO] 2021-01-19 20:25:13 > Calculating Inception Score....
[INFO] 2021-01-19 20:25:20 > Calculate F_beta Score....
[INFO] 2021-01-19 20:26:08 > Calculate Accuracies....
[INFO] 2021-01-19 20:26:14 > Calculate Accuracies....
[INFO] 2021-01-19 20:26:27 > F_8 score (Step: 72000, Using valid images): 0.8791669673849447
[INFO] 2021-01-19 20:26:27 > F_1/8 score (Step: 72000, Using valid images): 0.9560309716780023
[INFO] 2021-01-19 20:26:27 > FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-19 20:26:27 > Inception score (Step: 72000, 10000 generated images): 11.99764633178711
[INFO] 2021-01-19 20:26:27 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-19 20:26:30 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 20:29:09 > Step:   72100 Progress: 72.1% Elapsed: 1 day, 8:46:33 temperature: no ada_p: No Discriminator_loss: 0.348619 Generator_loss: 2.72162 
[INFO] 2021-01-19 20:31:47 > Step:   72200 Progress: 72.2% Elapsed: 1 day, 8:49:11 temperature: no ada_p: No Discriminator_loss: 0.251507 Generator_loss: 2.72593 
[INFO] 2021-01-19 20:34:26 > Step:   72300 Progress: 72.3% Elapsed: 1 day, 8:51:50 temperature: no ada_p: No Discriminator_loss: 0.250592 Generator_loss: 2.59505 
[INFO] 2021-01-19 20:37:04 > Step:   72400 Progress: 72.4% Elapsed: 1 day, 8:54:29 temperature: no ada_p: No Discriminator_loss: 0.14091 Generator_loss: 2.51753 
[INFO] 2021-01-19 20:39:43 > Step:   72500 Progress: 72.5% Elapsed: 1 day, 8:57:07 temperature: no ada_p: No Discriminator_loss: 0.239438 Generator_loss: 2.51278 
[INFO] 2021-01-19 20:42:22 > Step:   72600 Progress: 72.6% Elapsed: 1 day, 8:59:46 temperature: no ada_p: No Discriminator_loss: 0.16067 Generator_loss: 2.43283 
[INFO] 2021-01-19 20:45:02 > Step:   72700 Progress: 72.7% Elapsed: 1 day, 9:02:26 temperature: no ada_p: No Discriminator_loss: 0.226059 Generator_loss: 2.60214 
[INFO] 2021-01-19 20:47:40 > Step:   72800 Progress: 72.8% Elapsed: 1 day, 9:05:04 temperature: no ada_p: No Discriminator_loss: 0.194725 Generator_loss: 2.44087 
[INFO] 2021-01-19 20:50:19 > Step:   72900 Progress: 72.9% Elapsed: 1 day, 9:07:43 temperature: no ada_p: No Discriminator_loss: 0.109882 Generator_loss: 2.33351 
[INFO] 2021-01-19 20:52:57 > Step:   73000 Progress: 73.0% Elapsed: 1 day, 9:10:22 temperature: no ada_p: No Discriminator_loss: 0.248639 Generator_loss: 2.6585 
[INFO] 2021-01-19 20:55:36 > Step:   73100 Progress: 73.1% Elapsed: 1 day, 9:13:00 temperature: no ada_p: No Discriminator_loss: 0.398764 Generator_loss: 2.55555 
[INFO] 2021-01-19 20:58:15 > Step:   73200 Progress: 73.2% Elapsed: 1 day, 9:15:39 temperature: no ada_p: No Discriminator_loss: 0.284784 Generator_loss: 2.67621 
[INFO] 2021-01-19 21:00:54 > Step:   73300 Progress: 73.3% Elapsed: 1 day, 9:18:18 temperature: no ada_p: No Discriminator_loss: 0.332443 Generator_loss: 2.52962 
[INFO] 2021-01-19 21:03:32 > Step:   73400 Progress: 73.4% Elapsed: 1 day, 9:20:56 temperature: no ada_p: No Discriminator_loss: 0.268215 Generator_loss: 2.72607 
[INFO] 2021-01-19 21:06:11 > Step:   73500 Progress: 73.5% Elapsed: 1 day, 9:23:35 temperature: no ada_p: No Discriminator_loss: 0.683607 Generator_loss: 2.43951 
[INFO] 2021-01-19 21:08:50 > Step:   73600 Progress: 73.6% Elapsed: 1 day, 9:26:14 temperature: no ada_p: No Discriminator_loss: 0.218778 Generator_loss: 2.47073 
[INFO] 2021-01-19 21:11:28 > Step:   73700 Progress: 73.7% Elapsed: 1 day, 9:28:52 temperature: no ada_p: No Discriminator_loss: 0.345631 Generator_loss: 2.71816 
[INFO] 2021-01-19 21:14:07 > Step:   73800 Progress: 73.8% Elapsed: 1 day, 9:31:31 temperature: no ada_p: No Discriminator_loss: 0.232989 Generator_loss: 2.72516 
[INFO] 2021-01-19 21:16:46 > Step:   73900 Progress: 73.9% Elapsed: 1 day, 9:34:10 temperature: no ada_p: No Discriminator_loss: 0.328961 Generator_loss: 2.33969 
[INFO] 2021-01-19 21:19:25 > Step:   74000 Progress: 74.0% Elapsed: 1 day, 9:36:49 temperature: no ada_p: No Discriminator_loss: 0.292048 Generator_loss: 2.41671 
[INFO] 2021-01-19 21:19:25 > Start Evaluation (74000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 21:19:25 > Calculating FID Score....
[INFO] 2021-01-19 21:19:40 > Calculating Inception Score....
[INFO] 2021-01-19 21:19:47 > Calculate F_beta Score....
[INFO] 2021-01-19 21:20:38 > Calculate Accuracies....
[INFO] 2021-01-19 21:20:44 > Calculate Accuracies....
[INFO] 2021-01-19 21:20:57 > F_8 score (Step: 74000, Using valid images): 0.8854036499310587
[INFO] 2021-01-19 21:20:57 > F_1/8 score (Step: 74000, Using valid images): 0.9482540557227682
[INFO] 2021-01-19 21:20:57 > FID score (Step: 74000, Using valid moments): 32.29085868426341
[INFO] 2021-01-19 21:20:57 > Inception score (Step: 74000, 10000 generated images): 12.063421249389648
[INFO] 2021-01-19 21:20:57 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-19 21:20:59 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 21:23:37 > Step:   74100 Progress: 74.1% Elapsed: 1 day, 9:41:01 temperature: no ada_p: No Discriminator_loss: 0.369249 Generator_loss: 2.55951 
[INFO] 2021-01-19 21:26:16 > Step:   74200 Progress: 74.2% Elapsed: 1 day, 9:43:40 temperature: no ada_p: No Discriminator_loss: 0.248866 Generator_loss: 2.57986 
[INFO] 2021-01-19 21:28:55 > Step:   74300 Progress: 74.3% Elapsed: 1 day, 9:46:19 temperature: no ada_p: No Discriminator_loss: 0.257325 Generator_loss: 2.6633 
[INFO] 2021-01-19 21:31:36 > Step:   74400 Progress: 74.4% Elapsed: 1 day, 9:49:00 temperature: no ada_p: No Discriminator_loss: 0.327091 Generator_loss: 2.5588 
[INFO] 2021-01-19 21:34:14 > Step:   74500 Progress: 74.5% Elapsed: 1 day, 9:51:38 temperature: no ada_p: No Discriminator_loss: 0.334551 Generator_loss: 2.49779 
[INFO] 2021-01-19 21:36:53 > Step:   74600 Progress: 74.6% Elapsed: 1 day, 9:54:17 temperature: no ada_p: No Discriminator_loss: 0.392066 Generator_loss: 2.74105 
[INFO] 2021-01-19 21:39:32 > Step:   74700 Progress: 74.7% Elapsed: 1 day, 9:56:56 temperature: no ada_p: No Discriminator_loss: 0.45171 Generator_loss: 2.5554 
[INFO] 2021-01-19 21:42:10 > Step:   74800 Progress: 74.8% Elapsed: 1 day, 9:59:35 temperature: no ada_p: No Discriminator_loss: 0.0949918 Generator_loss: 2.31269 
[INFO] 2021-01-19 21:44:49 > Step:   74900 Progress: 74.9% Elapsed: 1 day, 10:02:13 temperature: no ada_p: No Discriminator_loss: 0.313962 Generator_loss: 2.8786 
[INFO] 2021-01-19 21:47:29 > Step:   75000 Progress: 75.0% Elapsed: 1 day, 10:04:53 temperature: no ada_p: No Discriminator_loss: 0.155866 Generator_loss: 2.61438 
[INFO] 2021-01-19 21:50:08 > Step:   75100 Progress: 75.1% Elapsed: 1 day, 10:07:32 temperature: no ada_p: No Discriminator_loss: 0.349175 Generator_loss: 2.66775 
[INFO] 2021-01-19 21:52:47 > Step:   75200 Progress: 75.2% Elapsed: 1 day, 10:10:11 temperature: no ada_p: No Discriminator_loss: 0.145663 Generator_loss: 2.52654 
[INFO] 2021-01-19 21:55:25 > Step:   75300 Progress: 75.3% Elapsed: 1 day, 10:12:49 temperature: no ada_p: No Discriminator_loss: 0.151891 Generator_loss: 2.64125 
[INFO] 2021-01-19 21:58:04 > Step:   75400 Progress: 75.4% Elapsed: 1 day, 10:15:28 temperature: no ada_p: No Discriminator_loss: 0.333506 Generator_loss: 2.89317 
[INFO] 2021-01-19 22:00:43 > Step:   75500 Progress: 75.5% Elapsed: 1 day, 10:18:07 temperature: no ada_p: No Discriminator_loss: 0.409805 Generator_loss: 2.77484 
[INFO] 2021-01-19 22:03:22 > Step:   75600 Progress: 75.6% Elapsed: 1 day, 10:20:46 temperature: no ada_p: No Discriminator_loss: 0.343175 Generator_loss: 2.86587 
[INFO] 2021-01-19 22:06:00 > Step:   75700 Progress: 75.7% Elapsed: 1 day, 10:23:25 temperature: no ada_p: No Discriminator_loss: 0.114922 Generator_loss: 2.53829 
[INFO] 2021-01-19 22:08:39 > Step:   75800 Progress: 75.8% Elapsed: 1 day, 10:26:03 temperature: no ada_p: No Discriminator_loss: 0.159744 Generator_loss: 2.59846 
[INFO] 2021-01-19 22:11:17 > Step:   75900 Progress: 75.9% Elapsed: 1 day, 10:28:42 temperature: no ada_p: No Discriminator_loss: 0.190642 Generator_loss: 2.58007 
[INFO] 2021-01-19 22:13:56 > Step:   76000 Progress: 76.0% Elapsed: 1 day, 10:31:20 temperature: no ada_p: No Discriminator_loss: 0.226454 Generator_loss: 2.45091 
[INFO] 2021-01-19 22:13:56 > Start Evaluation (76000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 22:13:56 > Calculating FID Score....
[INFO] 2021-01-19 22:14:11 > Calculating Inception Score....
[INFO] 2021-01-19 22:14:18 > Calculate F_beta Score....
[INFO] 2021-01-19 22:15:06 > Calculate Accuracies....
[INFO] 2021-01-19 22:15:11 > Calculate Accuracies....
[INFO] 2021-01-19 22:15:23 > F_8 score (Step: 76000, Using valid images): 0.8894497903407503
[INFO] 2021-01-19 22:15:23 > F_1/8 score (Step: 76000, Using valid images): 0.946511165401309
[INFO] 2021-01-19 22:15:23 > FID score (Step: 76000, Using valid moments): 32.197182750010086
[INFO] 2021-01-19 22:15:23 > Inception score (Step: 76000, 10000 generated images): 12.16804027557373
[INFO] 2021-01-19 22:15:23 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-19 22:15:25 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 22:18:03 > Step:   76100 Progress: 76.1% Elapsed: 1 day, 10:35:27 temperature: no ada_p: No Discriminator_loss: 0.194096 Generator_loss: 2.70315 
[INFO] 2021-01-19 22:20:42 > Step:   76200 Progress: 76.2% Elapsed: 1 day, 10:38:06 temperature: no ada_p: No Discriminator_loss: 0.323088 Generator_loss: 2.59173 
[INFO] 2021-01-19 22:23:20 > Step:   76300 Progress: 76.3% Elapsed: 1 day, 10:40:44 temperature: no ada_p: No Discriminator_loss: 0.294506 Generator_loss: 2.4204 
[INFO] 2021-01-19 22:25:59 > Step:   76400 Progress: 76.4% Elapsed: 1 day, 10:43:23 temperature: no ada_p: No Discriminator_loss: 0.219537 Generator_loss: 2.7468 
[INFO] 2021-01-19 22:28:37 > Step:   76500 Progress: 76.5% Elapsed: 1 day, 10:46:02 temperature: no ada_p: No Discriminator_loss: 0.265123 Generator_loss: 2.77279 
[INFO] 2021-01-19 22:31:16 > Step:   76600 Progress: 76.6% Elapsed: 1 day, 10:48:40 temperature: no ada_p: No Discriminator_loss: 0.524896 Generator_loss: 2.63596 
[INFO] 2021-01-19 22:33:54 > Step:   76700 Progress: 76.7% Elapsed: 1 day, 10:51:19 temperature: no ada_p: No Discriminator_loss: 0.290359 Generator_loss: 2.83961 
[INFO] 2021-01-19 22:36:33 > Step:   76800 Progress: 76.8% Elapsed: 1 day, 10:53:57 temperature: no ada_p: No Discriminator_loss: 0.167715 Generator_loss: 2.61082 
[INFO] 2021-01-19 22:39:12 > Step:   76900 Progress: 76.9% Elapsed: 1 day, 10:56:36 temperature: no ada_p: No Discriminator_loss: 0.233998 Generator_loss: 2.69201 
[INFO] 2021-01-19 22:41:51 > Step:   77000 Progress: 77.0% Elapsed: 1 day, 10:59:15 temperature: no ada_p: No Discriminator_loss: 0.186529 Generator_loss: 2.73936 
[INFO] 2021-01-19 22:44:29 > Step:   77100 Progress: 77.1% Elapsed: 1 day, 11:01:53 temperature: no ada_p: No Discriminator_loss: 0.136795 Generator_loss: 2.50334 
[INFO] 2021-01-19 22:47:08 > Step:   77200 Progress: 77.2% Elapsed: 1 day, 11:04:32 temperature: no ada_p: No Discriminator_loss: 0.195641 Generator_loss: 2.48492 
[INFO] 2021-01-19 22:49:47 > Step:   77300 Progress: 77.3% Elapsed: 1 day, 11:07:11 temperature: no ada_p: No Discriminator_loss: 0.160002 Generator_loss: 2.10359 
[INFO] 2021-01-19 22:52:26 > Step:   77400 Progress: 77.4% Elapsed: 1 day, 11:09:50 temperature: no ada_p: No Discriminator_loss: 0.101831 Generator_loss: 2.49932 
[INFO] 2021-01-19 22:55:04 > Step:   77500 Progress: 77.5% Elapsed: 1 day, 11:12:28 temperature: no ada_p: No Discriminator_loss: 0.117643 Generator_loss: 2.51814 
[INFO] 2021-01-19 22:57:43 > Step:   77600 Progress: 77.6% Elapsed: 1 day, 11:15:07 temperature: no ada_p: No Discriminator_loss: 0.144673 Generator_loss: 2.48492 
[INFO] 2021-01-19 23:00:24 > Step:   77700 Progress: 77.7% Elapsed: 1 day, 11:17:48 temperature: no ada_p: No Discriminator_loss: 0.280198 Generator_loss: 2.62363 
[INFO] 2021-01-19 23:03:02 > Step:   77800 Progress: 77.8% Elapsed: 1 day, 11:20:26 temperature: no ada_p: No Discriminator_loss: 0.300335 Generator_loss: 3.00377 
[INFO] 2021-01-19 23:05:41 > Step:   77900 Progress: 77.9% Elapsed: 1 day, 11:23:05 temperature: no ada_p: No Discriminator_loss: 0.150669 Generator_loss: 2.74598 
[INFO] 2021-01-19 23:08:20 > Step:   78000 Progress: 78.0% Elapsed: 1 day, 11:25:44 temperature: no ada_p: No Discriminator_loss: 0.213853 Generator_loss: 2.82243 
[INFO] 2021-01-19 23:08:20 > Start Evaluation (78000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 23:08:20 > Calculating FID Score....
[INFO] 2021-01-19 23:08:35 > Calculating Inception Score....
[INFO] 2021-01-19 23:08:42 > Calculate F_beta Score....
[INFO] 2021-01-19 23:09:32 > Calculate Accuracies....
[INFO] 2021-01-19 23:09:38 > Calculate Accuracies....
[INFO] 2021-01-19 23:09:50 > F_8 score (Step: 78000, Using valid images): 0.8836355421276114
[INFO] 2021-01-19 23:09:50 > F_1/8 score (Step: 78000, Using valid images): 0.9539297332823609
[INFO] 2021-01-19 23:09:50 > FID score (Step: 78000, Using valid moments): 32.39966405337941
[INFO] 2021-01-19 23:09:50 > Inception score (Step: 78000, 10000 generated images): 12.193321228027344
[INFO] 2021-01-19 23:09:50 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-19 23:09:52 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-19 23:12:31 > Step:   78100 Progress: 78.1% Elapsed: 1 day, 11:29:55 temperature: no ada_p: No Discriminator_loss: 0.124391 Generator_loss: 2.60591 
[INFO] 2021-01-19 23:15:09 > Step:   78200 Progress: 78.2% Elapsed: 1 day, 11:32:34 temperature: no ada_p: No Discriminator_loss: 0.35706 Generator_loss: 2.98116 
[INFO] 2021-01-19 23:17:49 > Step:   78300 Progress: 78.3% Elapsed: 1 day, 11:35:13 temperature: no ada_p: No Discriminator_loss: 0.703336 Generator_loss: 2.56886 
[INFO] 2021-01-19 23:20:28 > Step:   78400 Progress: 78.4% Elapsed: 1 day, 11:37:52 temperature: no ada_p: No Discriminator_loss: 0.719127 Generator_loss: 2.73136 
[INFO] 2021-01-19 23:23:06 > Step:   78500 Progress: 78.5% Elapsed: 1 day, 11:40:30 temperature: no ada_p: No Discriminator_loss: 0.144178 Generator_loss: 2.69937 
[INFO] 2021-01-19 23:25:45 > Step:   78600 Progress: 78.6% Elapsed: 1 day, 11:43:09 temperature: no ada_p: No Discriminator_loss: 0.136217 Generator_loss: 2.41521 
[INFO] 2021-01-19 23:28:24 > Step:   78700 Progress: 78.7% Elapsed: 1 day, 11:45:48 temperature: no ada_p: No Discriminator_loss: 0.268476 Generator_loss: 2.87382 
[INFO] 2021-01-19 23:31:02 > Step:   78800 Progress: 78.8% Elapsed: 1 day, 11:48:26 temperature: no ada_p: No Discriminator_loss: 0.438217 Generator_loss: 2.78947 
[INFO] 2021-01-19 23:33:41 > Step:   78900 Progress: 78.9% Elapsed: 1 day, 11:51:05 temperature: no ada_p: No Discriminator_loss: 0.214466 Generator_loss: 2.75131 
[INFO] 2021-01-19 23:36:20 > Step:   79000 Progress: 79.0% Elapsed: 1 day, 11:53:44 temperature: no ada_p: No Discriminator_loss: 0.148998 Generator_loss: 2.49406 
[INFO] 2021-01-19 23:38:59 > Step:   79100 Progress: 79.1% Elapsed: 1 day, 11:56:23 temperature: no ada_p: No Discriminator_loss: 0.201658 Generator_loss: 2.46495 
[INFO] 2021-01-19 23:41:38 > Step:   79200 Progress: 79.2% Elapsed: 1 day, 11:59:02 temperature: no ada_p: No Discriminator_loss: 0.38368 Generator_loss: 2.40703 
[INFO] 2021-01-19 23:44:16 > Step:   79300 Progress: 79.3% Elapsed: 1 day, 12:01:40 temperature: no ada_p: No Discriminator_loss: 0.206648 Generator_loss: 2.81019 
[INFO] 2021-01-19 23:46:55 > Step:   79400 Progress: 79.4% Elapsed: 1 day, 12:04:19 temperature: no ada_p: No Discriminator_loss: 0.185927 Generator_loss: 2.52071 
[INFO] 2021-01-19 23:49:34 > Step:   79500 Progress: 79.5% Elapsed: 1 day, 12:06:58 temperature: no ada_p: No Discriminator_loss: 0.146198 Generator_loss: 2.46688 
[INFO] 2021-01-19 23:52:12 > Step:   79600 Progress: 79.6% Elapsed: 1 day, 12:09:37 temperature: no ada_p: No Discriminator_loss: 0.211833 Generator_loss: 2.4719 
[INFO] 2021-01-19 23:54:51 > Step:   79700 Progress: 79.7% Elapsed: 1 day, 12:12:15 temperature: no ada_p: No Discriminator_loss: 0.141655 Generator_loss: 2.68628 
[INFO] 2021-01-19 23:57:30 > Step:   79800 Progress: 79.8% Elapsed: 1 day, 12:14:54 temperature: no ada_p: No Discriminator_loss: 0.123293 Generator_loss: 2.56551 
[INFO] 2021-01-20 00:00:09 > Step:   79900 Progress: 79.9% Elapsed: 1 day, 12:17:33 temperature: no ada_p: No Discriminator_loss: 0.13072 Generator_loss: 1.78681 
[INFO] 2021-01-20 00:02:47 > Step:   80000 Progress: 80.0% Elapsed: 1 day, 12:20:12 temperature: no ada_p: No Discriminator_loss: 0.154543 Generator_loss: 1.7261 
[INFO] 2021-01-20 00:02:47 > Start Evaluation (80000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 00:02:47 > Calculating FID Score....
[INFO] 2021-01-20 00:03:03 > Calculating Inception Score....
[INFO] 2021-01-20 00:03:10 > Calculate F_beta Score....
[INFO] 2021-01-20 00:04:00 > Calculate Accuracies....
[INFO] 2021-01-20 00:04:05 > Calculate Accuracies....
[INFO] 2021-01-20 00:04:17 > F_8 score (Step: 80000, Using valid images): 0.8865817113968282
[INFO] 2021-01-20 00:04:17 > F_1/8 score (Step: 80000, Using valid images): 0.9532543768225505
[INFO] 2021-01-20 00:04:17 > FID score (Step: 80000, Using valid moments): 33.1717423960834
[INFO] 2021-01-20 00:04:17 > Inception score (Step: 80000, 10000 generated images): 12.066100120544434
[INFO] 2021-01-20 00:04:17 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-20 00:04:19 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 00:06:58 > Step:   80100 Progress: 80.1% Elapsed: 1 day, 12:24:22 temperature: no ada_p: No Discriminator_loss: 0.433703 Generator_loss: 1.44398 
[INFO] 2021-01-20 00:09:36 > Step:   80200 Progress: 80.2% Elapsed: 1 day, 12:27:01 temperature: no ada_p: No Discriminator_loss: 0.214444 Generator_loss: 1.69904 
[INFO] 2021-01-20 00:12:15 > Step:   80300 Progress: 80.3% Elapsed: 1 day, 12:29:39 temperature: no ada_p: No Discriminator_loss: 0.10979 Generator_loss: 1.96453 
[INFO] 2021-01-20 00:14:54 > Step:   80400 Progress: 80.4% Elapsed: 1 day, 12:32:18 temperature: no ada_p: No Discriminator_loss: 0.202102 Generator_loss: 2.92609 
[INFO] 2021-01-20 00:17:33 > Step:   80500 Progress: 80.5% Elapsed: 1 day, 12:34:57 temperature: no ada_p: No Discriminator_loss: 0.162202 Generator_loss: 2.54146 
[INFO] 2021-01-20 00:20:12 > Step:   80600 Progress: 80.6% Elapsed: 1 day, 12:37:36 temperature: no ada_p: No Discriminator_loss: 0.38937 Generator_loss: 2.54625 
[INFO] 2021-01-20 00:22:51 > Step:   80700 Progress: 80.7% Elapsed: 1 day, 12:40:15 temperature: no ada_p: No Discriminator_loss: 0.542511 Generator_loss: 2.59649 
[INFO] 2021-01-20 00:25:30 > Step:   80800 Progress: 80.8% Elapsed: 1 day, 12:42:54 temperature: no ada_p: No Discriminator_loss: 0.275584 Generator_loss: 2.69336 
[INFO] 2021-01-20 00:28:10 > Step:   80900 Progress: 80.9% Elapsed: 1 day, 12:45:34 temperature: no ada_p: No Discriminator_loss: 0.345556 Generator_loss: 2.80881 
[INFO] 2021-01-20 00:30:49 > Step:   81000 Progress: 81.0% Elapsed: 1 day, 12:48:13 temperature: no ada_p: No Discriminator_loss: 0.104478 Generator_loss: 2.63771 
[INFO] 2021-01-20 00:33:28 > Step:   81100 Progress: 81.1% Elapsed: 1 day, 12:50:52 temperature: no ada_p: No Discriminator_loss: 0.319184 Generator_loss: 2.89372 
[INFO] 2021-01-20 00:36:06 > Step:   81200 Progress: 81.2% Elapsed: 1 day, 12:53:31 temperature: no ada_p: No Discriminator_loss: 0.130817 Generator_loss: 2.73421 
[INFO] 2021-01-20 00:38:45 > Step:   81300 Progress: 81.3% Elapsed: 1 day, 12:56:09 temperature: no ada_p: No Discriminator_loss: 0.165068 Generator_loss: 2.67045 
[INFO] 2021-01-20 00:41:24 > Step:   81400 Progress: 81.4% Elapsed: 1 day, 12:58:48 temperature: no ada_p: No Discriminator_loss: 0.300139 Generator_loss: 2.77545 
[INFO] 2021-01-20 00:44:02 > Step:   81500 Progress: 81.5% Elapsed: 1 day, 13:01:27 temperature: no ada_p: No Discriminator_loss: 0.188728 Generator_loss: 2.6044 
[INFO] 2021-01-20 00:46:41 > Step:   81600 Progress: 81.6% Elapsed: 1 day, 13:04:05 temperature: no ada_p: No Discriminator_loss: 0.141253 Generator_loss: 2.91657 
[INFO] 2021-01-20 00:49:20 > Step:   81700 Progress: 81.7% Elapsed: 1 day, 13:06:44 temperature: no ada_p: No Discriminator_loss: 0.133375 Generator_loss: 2.764 
[INFO] 2021-01-20 00:51:58 > Step:   81800 Progress: 81.8% Elapsed: 1 day, 13:09:22 temperature: no ada_p: No Discriminator_loss: 0.0855187 Generator_loss: 2.58564 
[INFO] 2021-01-20 00:54:37 > Step:   81900 Progress: 81.9% Elapsed: 1 day, 13:12:01 temperature: no ada_p: No Discriminator_loss: 0.159817 Generator_loss: 2.61739 
[INFO] 2021-01-20 00:57:16 > Step:   82000 Progress: 82.0% Elapsed: 1 day, 13:14:40 temperature: no ada_p: No Discriminator_loss: 0.538225 Generator_loss: 2.9029 
[INFO] 2021-01-20 00:57:16 > Start Evaluation (82000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 00:57:16 > Calculating FID Score....
[INFO] 2021-01-20 00:57:31 > Calculating Inception Score....
[INFO] 2021-01-20 00:57:39 > Calculate F_beta Score....
[INFO] 2021-01-20 00:58:28 > Calculate Accuracies....
[INFO] 2021-01-20 00:58:34 > Calculate Accuracies....
[INFO] 2021-01-20 00:58:46 > F_8 score (Step: 82000, Using valid images): 0.8830706604559191
[INFO] 2021-01-20 00:58:46 > F_1/8 score (Step: 82000, Using valid images): 0.9510019019190992
[INFO] 2021-01-20 00:58:46 > FID score (Step: 82000, Using valid moments): 32.41381584502125
[INFO] 2021-01-20 00:58:46 > Inception score (Step: 82000, 10000 generated images): 12.247577667236328
[INFO] 2021-01-20 00:58:46 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-20 00:58:48 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 01:01:27 > Step:   82100 Progress: 82.1% Elapsed: 1 day, 13:18:51 temperature: no ada_p: No Discriminator_loss: 0.125905 Generator_loss: 2.636 
[INFO] 2021-01-20 01:04:05 > Step:   82200 Progress: 82.2% Elapsed: 1 day, 13:21:30 temperature: no ada_p: No Discriminator_loss: 0.214366 Generator_loss: 2.98971 
[INFO] 2021-01-20 01:06:44 > Step:   82300 Progress: 82.3% Elapsed: 1 day, 13:24:08 temperature: no ada_p: No Discriminator_loss: 0.250318 Generator_loss: 3.05922 
[INFO] 2021-01-20 01:09:23 > Step:   82400 Progress: 82.4% Elapsed: 1 day, 13:26:47 temperature: no ada_p: No Discriminator_loss: 0.279078 Generator_loss: 2.63769 
[INFO] 2021-01-20 01:12:02 > Step:   82500 Progress: 82.5% Elapsed: 1 day, 13:29:26 temperature: no ada_p: No Discriminator_loss: 0.552328 Generator_loss: 2.47799 
[INFO] 2021-01-20 01:14:41 > Step:   82600 Progress: 82.6% Elapsed: 1 day, 13:32:05 temperature: no ada_p: No Discriminator_loss: 0.168345 Generator_loss: 2.50801 
[INFO] 2021-01-20 01:17:19 > Step:   82700 Progress: 82.7% Elapsed: 1 day, 13:34:43 temperature: no ada_p: No Discriminator_loss: 0.268215 Generator_loss: 3.23586 
[INFO] 2021-01-20 01:19:58 > Step:   82800 Progress: 82.8% Elapsed: 1 day, 13:37:22 temperature: no ada_p: No Discriminator_loss: 0.249516 Generator_loss: 2.87011 
[INFO] 2021-01-20 01:22:36 > Step:   82900 Progress: 82.9% Elapsed: 1 day, 13:40:01 temperature: no ada_p: No Discriminator_loss: 0.394061 Generator_loss: 3.18758 
[INFO] 2021-01-20 01:25:15 > Step:   83000 Progress: 83.0% Elapsed: 1 day, 13:42:39 temperature: no ada_p: No Discriminator_loss: 0.180802 Generator_loss: 2.57652 
[INFO] 2021-01-20 01:27:54 > Step:   83100 Progress: 83.1% Elapsed: 1 day, 13:45:18 temperature: no ada_p: No Discriminator_loss: 0.434912 Generator_loss: 3.24828 
[INFO] 2021-01-20 01:30:33 > Step:   83200 Progress: 83.2% Elapsed: 1 day, 13:47:57 temperature: no ada_p: No Discriminator_loss: 0.169702 Generator_loss: 2.51216 
[INFO] 2021-01-20 01:33:11 > Step:   83300 Progress: 83.3% Elapsed: 1 day, 13:50:35 temperature: no ada_p: No Discriminator_loss: 0.328654 Generator_loss: 2.83124 
[INFO] 2021-01-20 01:35:50 > Step:   83400 Progress: 83.4% Elapsed: 1 day, 13:53:14 temperature: no ada_p: No Discriminator_loss: 0.185699 Generator_loss: 2.73783 
[INFO] 2021-01-20 01:38:29 > Step:   83500 Progress: 83.5% Elapsed: 1 day, 13:55:53 temperature: no ada_p: No Discriminator_loss: 0.601229 Generator_loss: 1.10581 
[INFO] 2021-01-20 01:41:07 > Step:   83600 Progress: 83.6% Elapsed: 1 day, 13:58:31 temperature: no ada_p: No Discriminator_loss: 0.139589 Generator_loss: 1.92517 
[INFO] 2021-01-20 01:43:46 > Step:   83700 Progress: 83.7% Elapsed: 1 day, 14:01:10 temperature: no ada_p: No Discriminator_loss: 0.176297 Generator_loss: 3.00924 
[INFO] 2021-01-20 01:46:25 > Step:   83800 Progress: 83.8% Elapsed: 1 day, 14:03:49 temperature: no ada_p: No Discriminator_loss: 0.0873309 Generator_loss: 2.61936 
[INFO] 2021-01-20 01:49:03 > Step:   83900 Progress: 83.9% Elapsed: 1 day, 14:06:27 temperature: no ada_p: No Discriminator_loss: 0.377056 Generator_loss: 2.56556 
[INFO] 2021-01-20 01:51:42 > Step:   84000 Progress: 84.0% Elapsed: 1 day, 14:09:06 temperature: no ada_p: No Discriminator_loss: 0.466087 Generator_loss: 2.24965 
[INFO] 2021-01-20 01:51:42 > Start Evaluation (84000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 01:51:42 > Calculating FID Score....
[INFO] 2021-01-20 01:51:57 > Calculating Inception Score....
[INFO] 2021-01-20 01:52:05 > Calculate F_beta Score....
[INFO] 2021-01-20 01:52:53 > Calculate Accuracies....
[INFO] 2021-01-20 01:52:59 > Calculate Accuracies....
[INFO] 2021-01-20 01:53:12 > F_8 score (Step: 84000, Using valid images): 0.8906669018577077
[INFO] 2021-01-20 01:53:12 > F_1/8 score (Step: 84000, Using valid images): 0.9424070486136508
[INFO] 2021-01-20 01:53:12 > FID score (Step: 84000, Using valid moments): 32.64523293238301
[INFO] 2021-01-20 01:53:12 > Inception score (Step: 84000, 10000 generated images): 12.06361198425293
[INFO] 2021-01-20 01:53:12 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-20 01:53:13 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 01:55:54 > Step:   84100 Progress: 84.1% Elapsed: 1 day, 14:13:18 temperature: no ada_p: No Discriminator_loss: 0.192737 Generator_loss: 2.74981 
[INFO] 2021-01-20 01:58:32 > Step:   84200 Progress: 84.2% Elapsed: 1 day, 14:15:56 temperature: no ada_p: No Discriminator_loss: 0.272503 Generator_loss: 2.54808 
[INFO] 2021-01-20 02:01:11 > Step:   84300 Progress: 84.3% Elapsed: 1 day, 14:18:35 temperature: no ada_p: No Discriminator_loss: 0.227031 Generator_loss: 2.91758 
[INFO] 2021-01-20 02:03:50 > Step:   84400 Progress: 84.4% Elapsed: 1 day, 14:21:14 temperature: no ada_p: No Discriminator_loss: 0.059491 Generator_loss: 2.63625 
[INFO] 2021-01-20 02:06:29 > Step:   84500 Progress: 84.5% Elapsed: 1 day, 14:23:53 temperature: no ada_p: No Discriminator_loss: 0.121394 Generator_loss: 2.73769 
[INFO] 2021-01-20 02:09:07 > Step:   84600 Progress: 84.6% Elapsed: 1 day, 14:26:31 temperature: no ada_p: No Discriminator_loss: 0.572174 Generator_loss: 2.41789 
[INFO] 2021-01-20 02:11:46 > Step:   84700 Progress: 84.7% Elapsed: 1 day, 14:29:10 temperature: no ada_p: No Discriminator_loss: 0.0793394 Generator_loss: 2.55049 
[INFO] 2021-01-20 02:14:25 > Step:   84800 Progress: 84.8% Elapsed: 1 day, 14:31:49 temperature: no ada_p: No Discriminator_loss: 0.141161 Generator_loss: 2.91325 
[INFO] 2021-01-20 02:17:04 > Step:   84900 Progress: 84.9% Elapsed: 1 day, 14:34:28 temperature: no ada_p: No Discriminator_loss: 0.143756 Generator_loss: 2.45979 
[INFO] 2021-01-20 02:19:43 > Step:   85000 Progress: 85.0% Elapsed: 1 day, 14:37:07 temperature: no ada_p: No Discriminator_loss: 0.0820459 Generator_loss: 2.55139 
[INFO] 2021-01-20 02:22:21 > Step:   85100 Progress: 85.1% Elapsed: 1 day, 14:39:45 temperature: no ada_p: No Discriminator_loss: 0.624916 Generator_loss: 2.29723 
[INFO] 2021-01-20 02:25:00 > Step:   85200 Progress: 85.2% Elapsed: 1 day, 14:42:24 temperature: no ada_p: No Discriminator_loss: 0.0766736 Generator_loss: 2.6507 
[INFO] 2021-01-20 02:27:39 > Step:   85300 Progress: 85.3% Elapsed: 1 day, 14:45:03 temperature: no ada_p: No Discriminator_loss: 0.351096 Generator_loss: 2.94468 
[INFO] 2021-01-20 02:30:18 > Step:   85400 Progress: 85.4% Elapsed: 1 day, 14:47:42 temperature: no ada_p: No Discriminator_loss: 0.11152 Generator_loss: 2.61852 
[INFO] 2021-01-20 02:32:56 > Step:   85500 Progress: 85.5% Elapsed: 1 day, 14:50:20 temperature: no ada_p: No Discriminator_loss: 0.0594364 Generator_loss: 2.2995 
[INFO] 2021-01-20 02:35:35 > Step:   85600 Progress: 85.6% Elapsed: 1 day, 14:52:59 temperature: no ada_p: No Discriminator_loss: 0.0743975 Generator_loss: 2.3457 
[INFO] 2021-01-20 02:38:13 > Step:   85700 Progress: 85.7% Elapsed: 1 day, 14:55:38 temperature: no ada_p: No Discriminator_loss: 0.151563 Generator_loss: 2.93284 
[INFO] 2021-01-20 02:40:52 > Step:   85800 Progress: 85.8% Elapsed: 1 day, 14:58:16 temperature: no ada_p: No Discriminator_loss: 0.128832 Generator_loss: 2.54939 
[INFO] 2021-01-20 02:43:31 > Step:   85900 Progress: 85.9% Elapsed: 1 day, 15:00:55 temperature: no ada_p: No Discriminator_loss: 0.156526 Generator_loss: 2.91618 
[INFO] 2021-01-20 02:46:09 > Step:   86000 Progress: 86.0% Elapsed: 1 day, 15:03:33 temperature: no ada_p: No Discriminator_loss: 0.101825 Generator_loss: 2.65036 
[INFO] 2021-01-20 02:46:09 > Start Evaluation (86000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 02:46:09 > Calculating FID Score....
[INFO] 2021-01-20 02:46:25 > Calculating Inception Score....
[INFO] 2021-01-20 02:46:32 > Calculate F_beta Score....
[INFO] 2021-01-20 02:47:20 > Calculate Accuracies....
[INFO] 2021-01-20 02:47:25 > Calculate Accuracies....
[INFO] 2021-01-20 02:47:38 > F_8 score (Step: 86000, Using valid images): 0.8852747837949881
[INFO] 2021-01-20 02:47:38 > F_1/8 score (Step: 86000, Using valid images): 0.9434317036821047
[INFO] 2021-01-20 02:47:38 > FID score (Step: 86000, Using valid moments): 33.07385186350797
[INFO] 2021-01-20 02:47:38 > Inception score (Step: 86000, 10000 generated images): 12.217357635498047
[INFO] 2021-01-20 02:47:38 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-20 02:47:40 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 02:50:19 > Step:   86100 Progress: 86.1% Elapsed: 1 day, 15:07:44 temperature: no ada_p: No Discriminator_loss: 0.191745 Generator_loss: 2.896 
[INFO] 2021-01-20 02:52:58 > Step:   86200 Progress: 86.2% Elapsed: 1 day, 15:10:22 temperature: no ada_p: No Discriminator_loss: 0.15872 Generator_loss: 2.74164 
[INFO] 2021-01-20 02:55:37 > Step:   86300 Progress: 86.3% Elapsed: 1 day, 15:13:01 temperature: no ada_p: No Discriminator_loss: 0.0955246 Generator_loss: 2.62531 
[INFO] 2021-01-20 02:58:15 > Step:   86400 Progress: 86.4% Elapsed: 1 day, 15:15:39 temperature: no ada_p: No Discriminator_loss: 0.081519 Generator_loss: 2.48025 
[INFO] 2021-01-20 03:00:54 > Step:   86500 Progress: 86.5% Elapsed: 1 day, 15:18:18 temperature: no ada_p: No Discriminator_loss: 0.224291 Generator_loss: 1.67501 
[INFO] 2021-01-20 03:03:33 > Step:   86600 Progress: 86.6% Elapsed: 1 day, 15:20:57 temperature: no ada_p: No Discriminator_loss: 0.1049 Generator_loss: 2.71529 
[INFO] 2021-01-20 03:06:11 > Step:   86700 Progress: 86.7% Elapsed: 1 day, 15:23:36 temperature: no ada_p: No Discriminator_loss: 0.167438 Generator_loss: 2.79471 
[INFO] 2021-01-20 03:08:50 > Step:   86800 Progress: 86.8% Elapsed: 1 day, 15:26:14 temperature: no ada_p: No Discriminator_loss: 0.105709 Generator_loss: 2.7913 
[INFO] 2021-01-20 03:11:29 > Step:   86900 Progress: 86.9% Elapsed: 1 day, 15:28:53 temperature: no ada_p: No Discriminator_loss: 0.50149 Generator_loss: 2.63107 
[INFO] 2021-01-20 03:14:08 > Step:   87000 Progress: 87.0% Elapsed: 1 day, 15:31:32 temperature: no ada_p: No Discriminator_loss: 0.175407 Generator_loss: 2.91372 
[INFO] 2021-01-20 03:16:46 > Step:   87100 Progress: 87.1% Elapsed: 1 day, 15:34:10 temperature: no ada_p: No Discriminator_loss: 0.462091 Generator_loss: 1.18541 
[INFO] 2021-01-20 03:19:25 > Step:   87200 Progress: 87.2% Elapsed: 1 day, 15:36:49 temperature: no ada_p: No Discriminator_loss: 0.314753 Generator_loss: 1.53224 
[INFO] 2021-01-20 03:22:04 > Step:   87300 Progress: 87.3% Elapsed: 1 day, 15:39:28 temperature: no ada_p: No Discriminator_loss: 0.61803 Generator_loss: 1.16197 
[INFO] 2021-01-20 03:24:44 > Step:   87400 Progress: 87.4% Elapsed: 1 day, 15:42:08 temperature: no ada_p: No Discriminator_loss: 0.130514 Generator_loss: 1.84811 
[INFO] 2021-01-20 03:27:23 > Step:   87500 Progress: 87.5% Elapsed: 1 day, 15:44:47 temperature: no ada_p: No Discriminator_loss: 0.146175 Generator_loss: 1.79813 
[INFO] 2021-01-20 03:30:01 > Step:   87600 Progress: 87.6% Elapsed: 1 day, 15:47:26 temperature: no ada_p: No Discriminator_loss: 0.671671 Generator_loss: 1.17805 
[INFO] 2021-01-20 03:32:40 > Step:   87700 Progress: 87.7% Elapsed: 1 day, 15:50:04 temperature: no ada_p: No Discriminator_loss: 0.0887617 Generator_loss: 1.95796 
[INFO] 2021-01-20 03:35:19 > Step:   87800 Progress: 87.8% Elapsed: 1 day, 15:52:43 temperature: no ada_p: No Discriminator_loss: 0.241913 Generator_loss: 2.80814 
[INFO] 2021-01-20 03:37:58 > Step:   87900 Progress: 87.9% Elapsed: 1 day, 15:55:22 temperature: no ada_p: No Discriminator_loss: 0.154038 Generator_loss: 2.86513 
[INFO] 2021-01-20 03:40:36 > Step:   88000 Progress: 88.0% Elapsed: 1 day, 15:58:00 temperature: no ada_p: No Discriminator_loss: 0.061185 Generator_loss: 2.56012 
[INFO] 2021-01-20 03:40:36 > Start Evaluation (88000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 03:40:36 > Calculating FID Score....
[INFO] 2021-01-20 03:40:52 > Calculating Inception Score....
[INFO] 2021-01-20 03:40:59 > Calculate F_beta Score....
[INFO] 2021-01-20 03:41:46 > Calculate Accuracies....
[INFO] 2021-01-20 03:41:51 > Calculate Accuracies....
[INFO] 2021-01-20 03:42:03 > F_8 score (Step: 88000, Using valid images): 0.8923633937300371
[INFO] 2021-01-20 03:42:03 > F_1/8 score (Step: 88000, Using valid images): 0.9511289381887854
[INFO] 2021-01-20 03:42:03 > FID score (Step: 88000, Using valid moments): 32.85410933509684
[INFO] 2021-01-20 03:42:03 > Inception score (Step: 88000, 10000 generated images): 12.12885570526123
[INFO] 2021-01-20 03:42:03 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-20 03:42:05 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 03:44:43 > Step:   88100 Progress: 88.1% Elapsed: 1 day, 16:02:08 temperature: no ada_p: No Discriminator_loss: 0.236138 Generator_loss: 3.00314 
[INFO] 2021-01-20 03:47:22 > Step:   88200 Progress: 88.2% Elapsed: 1 day, 16:04:46 temperature: no ada_p: No Discriminator_loss: 0.0527359 Generator_loss: 2.5841 
[INFO] 2021-01-20 03:50:01 > Step:   88300 Progress: 88.3% Elapsed: 1 day, 16:07:25 temperature: no ada_p: No Discriminator_loss: 0.069482 Generator_loss: 2.61176 
[INFO] 2021-01-20 03:52:39 > Step:   88400 Progress: 88.4% Elapsed: 1 day, 16:10:03 temperature: no ada_p: No Discriminator_loss: 0.0949281 Generator_loss: 2.00176 
[INFO] 2021-01-20 03:55:18 > Step:   88500 Progress: 88.5% Elapsed: 1 day, 16:12:42 temperature: no ada_p: No Discriminator_loss: 0.0833252 Generator_loss: 2.16446 
[INFO] 2021-01-20 03:57:57 > Step:   88600 Progress: 88.6% Elapsed: 1 day, 16:15:21 temperature: no ada_p: No Discriminator_loss: 0.138421 Generator_loss: 2.06745 
[INFO] 2021-01-20 04:00:36 > Step:   88700 Progress: 88.7% Elapsed: 1 day, 16:18:00 temperature: no ada_p: No Discriminator_loss: 0.0774797 Generator_loss: 2.60425 
[INFO] 2021-01-20 04:03:15 > Step:   88800 Progress: 88.8% Elapsed: 1 day, 16:20:39 temperature: no ada_p: No Discriminator_loss: 0.261125 Generator_loss: 3.24619 
[INFO] 2021-01-20 04:05:54 > Step:   88900 Progress: 88.9% Elapsed: 1 day, 16:23:18 temperature: no ada_p: No Discriminator_loss: 0.0966775 Generator_loss: 2.56217 
[INFO] 2021-01-20 04:08:33 > Step:   89000 Progress: 89.0% Elapsed: 1 day, 16:25:57 temperature: no ada_p: No Discriminator_loss: 0.0837659 Generator_loss: 2.56031 
[INFO] 2021-01-20 04:11:11 > Step:   89100 Progress: 89.1% Elapsed: 1 day, 16:28:35 temperature: no ada_p: No Discriminator_loss: 0.158898 Generator_loss: 2.78476 
[INFO] 2021-01-20 04:13:50 > Step:   89200 Progress: 89.2% Elapsed: 1 day, 16:31:14 temperature: no ada_p: No Discriminator_loss: 0.184597 Generator_loss: 2.70812 
[INFO] 2021-01-20 04:16:29 > Step:   89300 Progress: 89.3% Elapsed: 1 day, 16:33:53 temperature: no ada_p: No Discriminator_loss: 0.171029 Generator_loss: 2.91986 
[INFO] 2021-01-20 04:19:07 > Step:   89400 Progress: 89.4% Elapsed: 1 day, 16:36:31 temperature: no ada_p: No Discriminator_loss: 0.24088 Generator_loss: 1.59968 
[INFO] 2021-01-20 04:21:46 > Step:   89500 Progress: 89.5% Elapsed: 1 day, 16:39:10 temperature: no ada_p: No Discriminator_loss: 0.0709232 Generator_loss: 2.73215 
[INFO] 2021-01-20 04:24:25 > Step:   89600 Progress: 89.6% Elapsed: 1 day, 16:41:49 temperature: no ada_p: No Discriminator_loss: 0.124211 Generator_loss: 2.7081 
[INFO] 2021-01-20 04:27:03 > Step:   89700 Progress: 89.7% Elapsed: 1 day, 16:44:27 temperature: no ada_p: No Discriminator_loss: 0.155966 Generator_loss: 2.56586 
[INFO] 2021-01-20 04:29:42 > Step:   89800 Progress: 89.8% Elapsed: 1 day, 16:47:06 temperature: no ada_p: No Discriminator_loss: 0.202416 Generator_loss: 2.86924 
[INFO] 2021-01-20 04:32:20 > Step:   89900 Progress: 89.9% Elapsed: 1 day, 16:49:44 temperature: no ada_p: No Discriminator_loss: 0.0842982 Generator_loss: 2.72162 
[INFO] 2021-01-20 04:34:59 > Step:   90000 Progress: 90.0% Elapsed: 1 day, 16:52:23 temperature: no ada_p: No Discriminator_loss: 0.550924 Generator_loss: 2.46782 
[INFO] 2021-01-20 04:34:59 > Start Evaluation (90000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 04:34:59 > Calculating FID Score....
[INFO] 2021-01-20 04:35:14 > Calculating Inception Score....
[INFO] 2021-01-20 04:35:22 > Calculate F_beta Score....
[INFO] 2021-01-20 04:36:11 > Calculate Accuracies....
[INFO] 2021-01-20 04:36:17 > Calculate Accuracies....
[INFO] 2021-01-20 04:36:29 > F_8 score (Step: 90000, Using valid images): 0.888946801462421
[INFO] 2021-01-20 04:36:29 > F_1/8 score (Step: 90000, Using valid images): 0.9442568298835757
[INFO] 2021-01-20 04:36:29 > FID score (Step: 90000, Using valid moments): 32.624926669183935
[INFO] 2021-01-20 04:36:29 > Inception score (Step: 90000, 10000 generated images): 12.17080307006836
[INFO] 2021-01-20 04:36:29 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-20 04:36:31 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 04:39:10 > Step:   90100 Progress: 90.1% Elapsed: 1 day, 16:56:34 temperature: no ada_p: No Discriminator_loss: 0.088291 Generator_loss: 2.74273 
[INFO] 2021-01-20 04:41:49 > Step:   90200 Progress: 90.2% Elapsed: 1 day, 16:59:13 temperature: no ada_p: No Discriminator_loss: 0.273153 Generator_loss: 2.96458 
[INFO] 2021-01-20 04:44:28 > Step:   90300 Progress: 90.3% Elapsed: 1 day, 17:01:52 temperature: no ada_p: No Discriminator_loss: 0.120539 Generator_loss: 1.76427 
[INFO] 2021-01-20 04:47:06 > Step:   90400 Progress: 90.4% Elapsed: 1 day, 17:04:30 temperature: no ada_p: No Discriminator_loss: 0.472368 Generator_loss: 1.15077 
[INFO] 2021-01-20 04:49:45 > Step:   90500 Progress: 90.5% Elapsed: 1 day, 17:07:09 temperature: no ada_p: No Discriminator_loss: 0.0803851 Generator_loss: 2.15207 
[INFO] 2021-01-20 04:52:25 > Step:   90600 Progress: 90.6% Elapsed: 1 day, 17:09:49 temperature: no ada_p: No Discriminator_loss: 0.0542929 Generator_loss: 2.40849 
[INFO] 2021-01-20 04:55:04 > Step:   90700 Progress: 90.7% Elapsed: 1 day, 17:12:28 temperature: no ada_p: No Discriminator_loss: 0.14772 Generator_loss: 1.80526 
[INFO] 2021-01-20 04:57:43 > Step:   90800 Progress: 90.8% Elapsed: 1 day, 17:15:07 temperature: no ada_p: No Discriminator_loss: 0.0761216 Generator_loss: 2.0967 
[INFO] 2021-01-20 05:00:22 > Step:   90900 Progress: 90.9% Elapsed: 1 day, 17:17:46 temperature: no ada_p: No Discriminator_loss: 0.0983353 Generator_loss: 2.83987 
[INFO] 2021-01-20 05:03:01 > Step:   91000 Progress: 91.0% Elapsed: 1 day, 17:20:25 temperature: no ada_p: No Discriminator_loss: 0.307913 Generator_loss: 1.46539 
[INFO] 2021-01-20 05:05:39 > Step:   91100 Progress: 91.1% Elapsed: 1 day, 17:23:03 temperature: no ada_p: No Discriminator_loss: 0.109525 Generator_loss: 1.95771 
[INFO] 2021-01-20 05:08:18 > Step:   91200 Progress: 91.2% Elapsed: 1 day, 17:25:42 temperature: no ada_p: No Discriminator_loss: 0.0671354 Generator_loss: 2.50489 
[INFO] 2021-01-20 05:10:56 > Step:   91300 Progress: 91.3% Elapsed: 1 day, 17:28:20 temperature: no ada_p: No Discriminator_loss: 0.0760947 Generator_loss: 2.05886 
[INFO] 2021-01-20 05:13:35 > Step:   91400 Progress: 91.4% Elapsed: 1 day, 17:30:59 temperature: no ada_p: No Discriminator_loss: 0.117671 Generator_loss: 2.87075 
[INFO] 2021-01-20 05:16:14 > Step:   91500 Progress: 91.5% Elapsed: 1 day, 17:33:38 temperature: no ada_p: No Discriminator_loss: 0.0478401 Generator_loss: 2.51971 
[INFO] 2021-01-20 05:18:52 > Step:   91600 Progress: 91.6% Elapsed: 1 day, 17:36:17 temperature: no ada_p: No Discriminator_loss: 0.230354 Generator_loss: 1.70675 
[INFO] 2021-01-20 05:21:31 > Step:   91700 Progress: 91.7% Elapsed: 1 day, 17:38:55 temperature: no ada_p: No Discriminator_loss: 0.26452 Generator_loss: 1.52319 
[INFO] 2021-01-20 05:24:10 > Step:   91800 Progress: 91.8% Elapsed: 1 day, 17:41:34 temperature: no ada_p: No Discriminator_loss: 0.178025 Generator_loss: 3.21245 
[INFO] 2021-01-20 05:26:48 > Step:   91900 Progress: 91.9% Elapsed: 1 day, 17:44:12 temperature: no ada_p: No Discriminator_loss: 0.0568692 Generator_loss: 2.76547 
[INFO] 2021-01-20 05:29:27 > Step:   92000 Progress: 92.0% Elapsed: 1 day, 17:46:51 temperature: no ada_p: No Discriminator_loss: 0.13536 Generator_loss: 1.96529 
[INFO] 2021-01-20 05:29:27 > Start Evaluation (92000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 05:29:27 > Calculating FID Score....
[INFO] 2021-01-20 05:29:42 > Calculating Inception Score....
[INFO] 2021-01-20 05:29:50 > Calculate F_beta Score....
[INFO] 2021-01-20 05:30:38 > Calculate Accuracies....
[INFO] 2021-01-20 05:30:44 > Calculate Accuracies....
[INFO] 2021-01-20 05:30:56 > F_8 score (Step: 92000, Using valid images): 0.8799811212775076
[INFO] 2021-01-20 05:30:56 > F_1/8 score (Step: 92000, Using valid images): 0.943164968503908
[INFO] 2021-01-20 05:30:56 > FID score (Step: 92000, Using valid moments): 32.94719738104993
[INFO] 2021-01-20 05:30:56 > Inception score (Step: 92000, 10000 generated images): 12.08848762512207
[INFO] 2021-01-20 05:30:56 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-20 05:30:58 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 05:33:37 > Step:   92100 Progress: 92.1% Elapsed: 1 day, 17:51:01 temperature: no ada_p: No Discriminator_loss: 0.0550549 Generator_loss: 2.45807 
[INFO] 2021-01-20 05:36:16 > Step:   92200 Progress: 92.2% Elapsed: 1 day, 17:53:40 temperature: no ada_p: No Discriminator_loss: 0.094342 Generator_loss: 2.06433 
[INFO] 2021-01-20 05:38:54 > Step:   92300 Progress: 92.3% Elapsed: 1 day, 17:56:18 temperature: no ada_p: No Discriminator_loss: 0.451066 Generator_loss: 1.11026 
[INFO] 2021-01-20 05:41:33 > Step:   92400 Progress: 92.4% Elapsed: 1 day, 17:58:57 temperature: no ada_p: No Discriminator_loss: 0.0641539 Generator_loss: 2.77397 
[INFO] 2021-01-20 05:44:11 > Step:   92500 Progress: 92.5% Elapsed: 1 day, 18:01:35 temperature: no ada_p: No Discriminator_loss: 0.126519 Generator_loss: 2.86774 
[INFO] 2021-01-20 05:46:50 > Step:   92600 Progress: 92.6% Elapsed: 1 day, 18:04:14 temperature: no ada_p: No Discriminator_loss: 0.146063 Generator_loss: 2.85172 
[INFO] 2021-01-20 05:49:29 > Step:   92700 Progress: 92.7% Elapsed: 1 day, 18:06:53 temperature: no ada_p: No Discriminator_loss: 0.11944 Generator_loss: 2.83466 
[INFO] 2021-01-20 05:52:08 > Step:   92800 Progress: 92.8% Elapsed: 1 day, 18:09:32 temperature: no ada_p: No Discriminator_loss: 0.20867 Generator_loss: 1.48675 
[INFO] 2021-01-20 05:54:47 > Step:   92900 Progress: 92.9% Elapsed: 1 day, 18:12:11 temperature: no ada_p: No Discriminator_loss: 0.333012 Generator_loss: 1.43946 
[INFO] 2021-01-20 05:57:26 > Step:   93000 Progress: 93.0% Elapsed: 1 day, 18:14:50 temperature: no ada_p: No Discriminator_loss: 0.269111 Generator_loss: 1.71156 
[INFO] 2021-01-20 06:00:05 > Step:   93100 Progress: 93.1% Elapsed: 1 day, 18:17:29 temperature: no ada_p: No Discriminator_loss: 0.0754568 Generator_loss: 2.32671 
[INFO] 2021-01-20 06:02:44 > Step:   93200 Progress: 93.2% Elapsed: 1 day, 18:20:08 temperature: no ada_p: No Discriminator_loss: 0.0907288 Generator_loss: 2.18411 
[INFO] 2021-01-20 06:05:22 > Step:   93300 Progress: 93.3% Elapsed: 1 day, 18:22:46 temperature: no ada_p: No Discriminator_loss: 0.0751502 Generator_loss: 2.07853 
[INFO] 2021-01-20 06:08:01 > Step:   93400 Progress: 93.4% Elapsed: 1 day, 18:25:25 temperature: no ada_p: No Discriminator_loss: 0.0700334 Generator_loss: 2.19706 
[INFO] 2021-01-20 06:10:39 > Step:   93500 Progress: 93.5% Elapsed: 1 day, 18:28:03 temperature: no ada_p: No Discriminator_loss: 0.127818 Generator_loss: 2.04747 
[INFO] 2021-01-20 06:13:18 > Step:   93600 Progress: 93.6% Elapsed: 1 day, 18:30:42 temperature: no ada_p: No Discriminator_loss: 0.291261 Generator_loss: 1.47489 
[INFO] 2021-01-20 06:15:56 > Step:   93700 Progress: 93.7% Elapsed: 1 day, 18:33:20 temperature: no ada_p: No Discriminator_loss: 0.061759 Generator_loss: 2.34544 
[INFO] 2021-01-20 06:18:37 > Step:   93800 Progress: 93.8% Elapsed: 1 day, 18:36:01 temperature: no ada_p: No Discriminator_loss: 0.179663 Generator_loss: 1.94573 
[INFO] 2021-01-20 06:21:16 > Step:   93900 Progress: 93.9% Elapsed: 1 day, 18:38:40 temperature: no ada_p: No Discriminator_loss: 0.371502 Generator_loss: 1.62358 
[INFO] 2021-01-20 06:23:54 > Step:   94000 Progress: 94.0% Elapsed: 1 day, 18:41:18 temperature: no ada_p: No Discriminator_loss: 0.0633075 Generator_loss: 2.13401 
[INFO] 2021-01-20 06:23:54 > Start Evaluation (94000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 06:23:54 > Calculating FID Score....
[INFO] 2021-01-20 06:24:10 > Calculating Inception Score....
[INFO] 2021-01-20 06:24:17 > Calculate F_beta Score....
[INFO] 2021-01-20 06:25:05 > Calculate Accuracies....
[INFO] 2021-01-20 06:25:11 > Calculate Accuracies....
[INFO] 2021-01-20 06:25:23 > F_8 score (Step: 94000, Using valid images): 0.8919884692763393
[INFO] 2021-01-20 06:25:23 > F_1/8 score (Step: 94000, Using valid images): 0.9408756768135487
[INFO] 2021-01-20 06:25:23 > FID score (Step: 94000, Using valid moments): 32.88074851258875
[INFO] 2021-01-20 06:25:23 > Inception score (Step: 94000, 10000 generated images): 12.14501953125
[INFO] 2021-01-20 06:25:23 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-20 06:25:25 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 06:28:03 > Step:   94100 Progress: 94.1% Elapsed: 1 day, 18:45:27 temperature: no ada_p: No Discriminator_loss: 0.0705731 Generator_loss: 2.25496 
[INFO] 2021-01-20 06:30:42 > Step:   94200 Progress: 94.2% Elapsed: 1 day, 18:48:06 temperature: no ada_p: No Discriminator_loss: 0.0523083 Generator_loss: 2.55997 
[INFO] 2021-01-20 06:33:20 > Step:   94300 Progress: 94.3% Elapsed: 1 day, 18:50:44 temperature: no ada_p: No Discriminator_loss: 0.466304 Generator_loss: 1.24639 
[INFO] 2021-01-20 06:35:59 > Step:   94400 Progress: 94.4% Elapsed: 1 day, 18:53:23 temperature: no ada_p: No Discriminator_loss: 0.0820179 Generator_loss: 2.88298 
[INFO] 2021-01-20 06:38:38 > Step:   94500 Progress: 94.5% Elapsed: 1 day, 18:56:02 temperature: no ada_p: No Discriminator_loss: 0.0693549 Generator_loss: 2.80459 
[INFO] 2021-01-20 06:41:16 > Step:   94600 Progress: 94.6% Elapsed: 1 day, 18:58:40 temperature: no ada_p: No Discriminator_loss: 0.0722979 Generator_loss: 2.64027 
[INFO] 2021-01-20 06:43:55 > Step:   94700 Progress: 94.7% Elapsed: 1 day, 19:01:19 temperature: no ada_p: No Discriminator_loss: 0.190805 Generator_loss: 1.95411 
[INFO] 2021-01-20 06:46:33 > Step:   94800 Progress: 94.8% Elapsed: 1 day, 19:03:57 temperature: no ada_p: No Discriminator_loss: 0.426107 Generator_loss: 2.49512 
[INFO] 2021-01-20 06:49:12 > Step:   94900 Progress: 94.9% Elapsed: 1 day, 19:06:36 temperature: no ada_p: No Discriminator_loss: 0.214417 Generator_loss: 3.07004 
[INFO] 2021-01-20 06:51:52 > Step:   95000 Progress: 95.0% Elapsed: 1 day, 19:09:16 temperature: no ada_p: No Discriminator_loss: 0.067332 Generator_loss: 3.06448 
[INFO] 2021-01-20 06:54:30 > Step:   95100 Progress: 95.1% Elapsed: 1 day, 19:11:55 temperature: no ada_p: No Discriminator_loss: 0.126547 Generator_loss: 2.94035 
[INFO] 2021-01-20 06:57:09 > Step:   95200 Progress: 95.2% Elapsed: 1 day, 19:14:33 temperature: no ada_p: No Discriminator_loss: 0.155789 Generator_loss: 2.87209 
[INFO] 2021-01-20 06:59:48 > Step:   95300 Progress: 95.3% Elapsed: 1 day, 19:17:12 temperature: no ada_p: No Discriminator_loss: 0.110262 Generator_loss: 2.92556 
[INFO] 2021-01-20 07:02:26 > Step:   95400 Progress: 95.4% Elapsed: 1 day, 19:19:50 temperature: no ada_p: No Discriminator_loss: 0.376915 Generator_loss: 1.31264 
[INFO] 2021-01-20 07:05:05 > Step:   95500 Progress: 95.5% Elapsed: 1 day, 19:22:29 temperature: no ada_p: No Discriminator_loss: 0.436142 Generator_loss: 1.49655 
[INFO] 2021-01-20 07:07:44 > Step:   95600 Progress: 95.6% Elapsed: 1 day, 19:25:08 temperature: no ada_p: No Discriminator_loss: 0.132313 Generator_loss: 1.87168 
[INFO] 2021-01-20 07:10:22 > Step:   95700 Progress: 95.7% Elapsed: 1 day, 19:27:46 temperature: no ada_p: No Discriminator_loss: 0.0614215 Generator_loss: 2.21686 
[INFO] 2021-01-20 07:13:01 > Step:   95800 Progress: 95.8% Elapsed: 1 day, 19:30:25 temperature: no ada_p: No Discriminator_loss: 0.361178 Generator_loss: 2.57087 
[INFO] 2021-01-20 07:15:39 > Step:   95900 Progress: 95.9% Elapsed: 1 day, 19:33:03 temperature: no ada_p: No Discriminator_loss: 0.0560052 Generator_loss: 2.60961 
[INFO] 2021-01-20 07:18:18 > Step:   96000 Progress: 96.0% Elapsed: 1 day, 19:35:42 temperature: no ada_p: No Discriminator_loss: 0.200167 Generator_loss: 1.49891 
[INFO] 2021-01-20 07:18:18 > Start Evaluation (96000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 07:18:18 > Calculating FID Score....
[INFO] 2021-01-20 07:18:33 > Calculating Inception Score....
[INFO] 2021-01-20 07:18:41 > Calculate F_beta Score....
[INFO] 2021-01-20 07:19:30 > Calculate Accuracies....
[INFO] 2021-01-20 07:19:36 > Calculate Accuracies....
[INFO] 2021-01-20 07:19:49 > F_8 score (Step: 96000, Using valid images): 0.8923429256647634
[INFO] 2021-01-20 07:19:49 > F_1/8 score (Step: 96000, Using valid images): 0.9467104888107852
[INFO] 2021-01-20 07:19:49 > FID score (Step: 96000, Using valid moments): 32.72703755871845
[INFO] 2021-01-20 07:19:49 > Inception score (Step: 96000, 10000 generated images): 12.085573196411133
[INFO] 2021-01-20 07:19:49 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-20 07:19:51 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 07:22:29 > Step:   96100 Progress: 96.1% Elapsed: 1 day, 19:39:53 temperature: no ada_p: No Discriminator_loss: 0.066699 Generator_loss: 2.15234 
[INFO] 2021-01-20 07:25:08 > Step:   96200 Progress: 96.2% Elapsed: 1 day, 19:42:32 temperature: no ada_p: No Discriminator_loss: 0.332895 Generator_loss: 1.46438 
[INFO] 2021-01-20 07:27:46 > Step:   96300 Progress: 96.3% Elapsed: 1 day, 19:45:10 temperature: no ada_p: No Discriminator_loss: 0.116159 Generator_loss: 2.07772 
[INFO] 2021-01-20 07:30:26 > Step:   96400 Progress: 96.4% Elapsed: 1 day, 19:47:50 temperature: no ada_p: No Discriminator_loss: 0.0782967 Generator_loss: 2.95468 
[INFO] 2021-01-20 07:33:05 > Step:   96500 Progress: 96.5% Elapsed: 1 day, 19:50:29 temperature: no ada_p: No Discriminator_loss: 0.1628 Generator_loss: 2.78687 
[INFO] 2021-01-20 07:35:43 > Step:   96600 Progress: 96.6% Elapsed: 1 day, 19:53:07 temperature: no ada_p: No Discriminator_loss: 0.415667 Generator_loss: 1.37371 
[INFO] 2021-01-20 07:38:22 > Step:   96700 Progress: 96.7% Elapsed: 1 day, 19:55:46 temperature: no ada_p: No Discriminator_loss: 0.133116 Generator_loss: 3.17984 
[INFO] 2021-01-20 07:41:00 > Step:   96800 Progress: 96.8% Elapsed: 1 day, 19:58:24 temperature: no ada_p: No Discriminator_loss: 0.0738385 Generator_loss: 2.8773 
[INFO] 2021-01-20 07:43:39 > Step:   96900 Progress: 96.9% Elapsed: 1 day, 20:01:03 temperature: no ada_p: No Discriminator_loss: 0.0613095 Generator_loss: 2.7699 
[INFO] 2021-01-20 07:46:18 > Step:   97000 Progress: 97.0% Elapsed: 1 day, 20:03:42 temperature: no ada_p: No Discriminator_loss: 0.219305 Generator_loss: 3.1119 
[INFO] 2021-01-20 07:48:58 > Step:   97100 Progress: 97.1% Elapsed: 1 day, 20:06:23 temperature: no ada_p: No Discriminator_loss: 0.293279 Generator_loss: 3.21876 
[INFO] 2021-01-20 07:51:37 > Step:   97200 Progress: 97.2% Elapsed: 1 day, 20:09:01 temperature: no ada_p: No Discriminator_loss: 0.556873 Generator_loss: 1.28613 
[INFO] 2021-01-20 07:54:16 > Step:   97300 Progress: 97.3% Elapsed: 1 day, 20:11:40 temperature: no ada_p: No Discriminator_loss: 0.0571122 Generator_loss: 2.32663 
[INFO] 2021-01-20 07:56:55 > Step:   97400 Progress: 97.4% Elapsed: 1 day, 20:14:19 temperature: no ada_p: No Discriminator_loss: 0.05649 Generator_loss: 2.46196 
[INFO] 2021-01-20 07:59:33 > Step:   97500 Progress: 97.5% Elapsed: 1 day, 20:16:57 temperature: no ada_p: No Discriminator_loss: 0.0351455 Generator_loss: 2.56612 
[INFO] 2021-01-20 08:02:12 > Step:   97600 Progress: 97.6% Elapsed: 1 day, 20:19:36 temperature: no ada_p: No Discriminator_loss: 0.0490832 Generator_loss: 2.6896 
[INFO] 2021-01-20 08:04:51 > Step:   97700 Progress: 97.7% Elapsed: 1 day, 20:22:15 temperature: no ada_p: No Discriminator_loss: 0.135555 Generator_loss: 1.84422 
[INFO] 2021-01-20 08:07:29 > Step:   97800 Progress: 97.8% Elapsed: 1 day, 20:24:53 temperature: no ada_p: No Discriminator_loss: 0.249603 Generator_loss: 1.62685 
[INFO] 2021-01-20 08:10:08 > Step:   97900 Progress: 97.9% Elapsed: 1 day, 20:27:32 temperature: no ada_p: No Discriminator_loss: 0.123269 Generator_loss: 2.93931 
[INFO] 2021-01-20 08:12:46 > Step:   98000 Progress: 98.0% Elapsed: 1 day, 20:30:10 temperature: no ada_p: No Discriminator_loss: 0.305809 Generator_loss: 2.8999 
[INFO] 2021-01-20 08:12:46 > Start Evaluation (98000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 08:12:46 > Calculating FID Score....
[INFO] 2021-01-20 08:13:01 > Calculating Inception Score....
[INFO] 2021-01-20 08:13:09 > Calculate F_beta Score....
[INFO] 2021-01-20 08:13:58 > Calculate Accuracies....
[INFO] 2021-01-20 08:14:03 > Calculate Accuracies....
[INFO] 2021-01-20 08:14:15 > F_8 score (Step: 98000, Using valid images): 0.8889178647432359
[INFO] 2021-01-20 08:14:15 > F_1/8 score (Step: 98000, Using valid images): 0.9484155052453129
[INFO] 2021-01-20 08:14:15 > FID score (Step: 98000, Using valid moments): 32.45263214723337
[INFO] 2021-01-20 08:14:15 > Inception score (Step: 98000, 10000 generated images): 12.027787208557129
[INFO] 2021-01-20 08:14:15 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-20 08:14:17 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 08:16:55 > Step:   98100 Progress: 98.1% Elapsed: 1 day, 20:34:19 temperature: no ada_p: No Discriminator_loss: 0.121354 Generator_loss: 2.96342 
[INFO] 2021-01-20 08:19:34 > Step:   98200 Progress: 98.2% Elapsed: 1 day, 20:36:58 temperature: no ada_p: No Discriminator_loss: 0.1236 Generator_loss: 3.31057 
[INFO] 2021-01-20 08:22:14 > Step:   98300 Progress: 98.3% Elapsed: 1 day, 20:39:38 temperature: no ada_p: No Discriminator_loss: 0.0593428 Generator_loss: 2.903 
[INFO] 2021-01-20 08:24:53 > Step:   98400 Progress: 98.4% Elapsed: 1 day, 20:42:17 temperature: no ada_p: No Discriminator_loss: 0.187953 Generator_loss: 2.93896 
[INFO] 2021-01-20 08:27:31 > Step:   98500 Progress: 98.5% Elapsed: 1 day, 20:44:56 temperature: no ada_p: No Discriminator_loss: 0.157171 Generator_loss: 1.96774 
[INFO] 2021-01-20 08:30:10 > Step:   98600 Progress: 98.6% Elapsed: 1 day, 20:47:34 temperature: no ada_p: No Discriminator_loss: 0.0527269 Generator_loss: 2.37136 
[INFO] 2021-01-20 08:32:49 > Step:   98700 Progress: 98.7% Elapsed: 1 day, 20:50:13 temperature: no ada_p: No Discriminator_loss: 0.533777 Generator_loss: 1.03781 
[INFO] 2021-01-20 08:35:27 > Step:   98800 Progress: 98.8% Elapsed: 1 day, 20:52:51 temperature: no ada_p: No Discriminator_loss: 0.510932 Generator_loss: 2.59965 
[INFO] 2021-01-20 08:38:06 > Step:   98900 Progress: 98.9% Elapsed: 1 day, 20:55:30 temperature: no ada_p: No Discriminator_loss: 0.0435369 Generator_loss: 2.64155 
[INFO] 2021-01-20 08:40:45 > Step:   99000 Progress: 99.0% Elapsed: 1 day, 20:58:09 temperature: no ada_p: No Discriminator_loss: 0.161598 Generator_loss: 2.81425 
[INFO] 2021-01-20 08:43:23 > Step:   99100 Progress: 99.1% Elapsed: 1 day, 21:00:47 temperature: no ada_p: No Discriminator_loss: 0.379958 Generator_loss: 3.27351 
[INFO] 2021-01-20 08:46:02 > Step:   99200 Progress: 99.2% Elapsed: 1 day, 21:03:26 temperature: no ada_p: No Discriminator_loss: 0.0458685 Generator_loss: 2.34116 
[INFO] 2021-01-20 08:48:41 > Step:   99300 Progress: 99.3% Elapsed: 1 day, 21:06:05 temperature: no ada_p: No Discriminator_loss: 0.0716754 Generator_loss: 2.13091 
[INFO] 2021-01-20 08:51:20 > Step:   99400 Progress: 99.4% Elapsed: 1 day, 21:08:44 temperature: no ada_p: No Discriminator_loss: 0.19 Generator_loss: 3.26078 
[INFO] 2021-01-20 08:53:58 > Step:   99500 Progress: 99.5% Elapsed: 1 day, 21:11:23 temperature: no ada_p: No Discriminator_loss: 0.0742634 Generator_loss: 2.75532 
[INFO] 2021-01-20 08:56:37 > Step:   99600 Progress: 99.6% Elapsed: 1 day, 21:14:01 temperature: no ada_p: No Discriminator_loss: 0.0643205 Generator_loss: 2.33635 
[INFO] 2021-01-20 08:59:16 > Step:   99700 Progress: 99.7% Elapsed: 1 day, 21:16:40 temperature: no ada_p: No Discriminator_loss: 0.494158 Generator_loss: 1.08328 
[INFO] 2021-01-20 09:01:55 > Step:   99800 Progress: 99.8% Elapsed: 1 day, 21:19:19 temperature: no ada_p: No Discriminator_loss: 0.0461935 Generator_loss: 2.27711 
[INFO] 2021-01-20 09:04:33 > Step:   99900 Progress: 99.9% Elapsed: 1 day, 21:21:57 temperature: no ada_p: No Discriminator_loss: 0.150959 Generator_loss: 2.81726 
[INFO] 2021-01-20 09:07:12 > Step:  100000 Progress: 100.0% Elapsed: 1 day, 21:24:36 temperature: no ada_p: No Discriminator_loss: 0.0913731 Generator_loss: 2.80489 
[INFO] 2021-01-20 09:07:12 > Start Evaluation (100000 Step): BigGAN-train-2021_01_18_11_42_25
[INFO] 2021-01-20 09:07:12 > Calculating FID Score....
[INFO] 2021-01-20 09:07:27 > Calculating Inception Score....
[INFO] 2021-01-20 09:07:34 > Calculate F_beta Score....
[INFO] 2021-01-20 09:08:23 > Calculate Accuracies....
[INFO] 2021-01-20 09:08:29 > Calculate Accuracies....
[INFO] 2021-01-20 09:08:42 > F_8 score (Step: 100000, Using valid images): 0.8905873746416928
[INFO] 2021-01-20 09:08:42 > F_1/8 score (Step: 100000, Using valid images): 0.9436911141133184
[INFO] 2021-01-20 09:08:42 > FID score (Step: 100000, Using valid moments): 32.772713502448426
[INFO] 2021-01-20 09:08:42 > Inception score (Step: 100000, 10000 generated images): 12.261082649230957
[INFO] 2021-01-20 09:08:42 > Best FID score (Step: 72000, Using valid moments): 31.919566559934935
[INFO] 2021-01-20 09:08:44 > Save model to checkpoints/BigGAN-train-2021_01_18_11_42_25