SNGAN-train-2021_01_15_11_59_43.log

[INFO] 2021-01-15 11:59:43 > Run name : SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 11:59:43 > {'config_path': './src/configs/TINY_ILSVRC2012/SNGAN.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] 2021-01-15 11:59:43 > {'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': 'resnet', 'conditional_strategy': 'ProjGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': False, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': False, 'attention_after_nth_gen_block': 'N/A', 'attention_after_nth_dis_block': 'N/A', 'z_dim': 128, 'shared_dim': 'N/A', 'g_conv_dim': 64, 'd_conv_dim': 64, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 256, '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': False, 'ema_decay': 'N/A', 'ema_start': 'N/A'}}}
[INFO] 2021-01-15 11:59:43 > Load train datasets...
[INFO] 2021-01-15 11:59:46 > Train dataset size : 100000
[INFO] 2021-01-15 11:59:46 > Load valid datasets...
[INFO] 2021-01-15 11:59:46 > Eval dataset size : 10000
[INFO] 2021-01-15 11:59:46 > Build model...
[INFO] 2021-01-15 11:59:46 > Modules are located on models.resnet.
[INFO] 2021-01-15 11:59:54 > Number of parameters: 13366915
[INFO] 2021-01-15 11:59:54 > Generator(
  (linear0): Linear(in_features=128, out_features=16384, bias=True)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(1024, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 1024)
          (embed1): Embedding(200, 1024)
        )
        (bn2): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 512)
          (embed1): Embedding(200, 512)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1024, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 512)
          (embed1): Embedding(200, 512)
        )
        (bn2): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 256)
          (embed1): Embedding(200, 256)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 256)
          (embed1): Embedding(200, 256)
        )
        (bn2): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 128)
          (embed1): Embedding(200, 128)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (3): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 128)
          (embed1): Embedding(200, 128)
        )
        (bn2): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 64)
          (embed1): Embedding(200, 64)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(128, 64, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(128, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(64, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2021-01-15 11:59:54 > Number of parameters: 19747521
[INFO] 2021-01-15 11:59:54 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 64, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(64, 64, 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): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(64, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, 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(256, 512, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(512, 512, 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(512, 1024, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(512, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1024, 1024, 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=1024, out_features=1, bias=True)
  (embedding): Embedding(200, 1024)
)
[INFO] 2021-01-15 12:00:01 > Start training....
[INFO] 2021-01-15 12:00:54 > Step:     100 Progress: 0.1% Elapsed: 0:00:52 temperature: no ada_p: No Discriminator_loss: 1.90574 Generator_loss: 0.328035 
[INFO] 2021-01-15 12:01:41 > Step:     200 Progress: 0.2% Elapsed: 0:01:39 temperature: no ada_p: No Discriminator_loss: 1.93741 Generator_loss: 0.246465 
[INFO] 2021-01-15 12:02:28 > Step:     300 Progress: 0.3% Elapsed: 0:02:26 temperature: no ada_p: No Discriminator_loss: 1.87119 Generator_loss: -0.575797 
[INFO] 2021-01-15 12:03:15 > Step:     400 Progress: 0.4% Elapsed: 0:03:13 temperature: no ada_p: No Discriminator_loss: 1.95361 Generator_loss: -0.202123 
[INFO] 2021-01-15 12:04:02 > Step:     500 Progress: 0.5% Elapsed: 0:04:00 temperature: no ada_p: No Discriminator_loss: 1.50976 Generator_loss: -0.578735 
[INFO] 2021-01-15 12:04:49 > Step:     600 Progress: 0.6% Elapsed: 0:04:47 temperature: no ada_p: No Discriminator_loss: 1.86284 Generator_loss: -0.511778 
[INFO] 2021-01-15 12:05:36 > Step:     700 Progress: 0.7% Elapsed: 0:05:33 temperature: no ada_p: No Discriminator_loss: 1.98063 Generator_loss: -0.0542 
[INFO] 2021-01-15 12:06:23 > Step:     800 Progress: 0.8% Elapsed: 0:06:21 temperature: no ada_p: No Discriminator_loss: 1.866 Generator_loss: 0.591618 
[INFO] 2021-01-15 12:07:10 > Step:     900 Progress: 0.9% Elapsed: 0:07:08 temperature: no ada_p: No Discriminator_loss: 1.78435 Generator_loss: -0.726713 
[INFO] 2021-01-15 12:07:57 > Step:    1000 Progress: 1.0% Elapsed: 0:07:54 temperature: no ada_p: No Discriminator_loss: 1.814 Generator_loss: 0.367961 
[INFO] 2021-01-15 12:08:43 > Step:    1100 Progress: 1.1% Elapsed: 0:08:41 temperature: no ada_p: No Discriminator_loss: 1.95511 Generator_loss: -0.308237 
[INFO] 2021-01-15 12:09:31 > Step:    1200 Progress: 1.2% Elapsed: 0:09:29 temperature: no ada_p: No Discriminator_loss: 1.89052 Generator_loss: 0.361763 
[INFO] 2021-01-15 12:10:18 > Step:    1300 Progress: 1.3% Elapsed: 0:10:16 temperature: no ada_p: No Discriminator_loss: 1.93064 Generator_loss: 0.289291 
[INFO] 2021-01-15 12:11:04 > Step:    1400 Progress: 1.4% Elapsed: 0:11:02 temperature: no ada_p: No Discriminator_loss: 1.88759 Generator_loss: 0.587905 
[INFO] 2021-01-15 12:11:51 > Step:    1500 Progress: 1.5% Elapsed: 0:11:49 temperature: no ada_p: No Discriminator_loss: 1.85789 Generator_loss: 1.01453 
[INFO] 2021-01-15 12:12:39 > Step:    1600 Progress: 1.6% Elapsed: 0:12:37 temperature: no ada_p: No Discriminator_loss: 1.69283 Generator_loss: -0.977688 
[INFO] 2021-01-15 12:13:26 > Step:    1700 Progress: 1.7% Elapsed: 0:13:24 temperature: no ada_p: No Discriminator_loss: 1.9216 Generator_loss: -0.0382061 
[INFO] 2021-01-15 12:14:13 > Step:    1800 Progress: 1.8% Elapsed: 0:14:11 temperature: no ada_p: No Discriminator_loss: 1.9432 Generator_loss: 0.201079 
[INFO] 2021-01-15 12:14:59 > Step:    1900 Progress: 1.9% Elapsed: 0:14:57 temperature: no ada_p: No Discriminator_loss: 1.7888 Generator_loss: 1.04774 
[INFO] 2021-01-15 12:15:47 > Step:    2000 Progress: 2.0% Elapsed: 0:15:45 temperature: no ada_p: No Discriminator_loss: 1.86052 Generator_loss: -0.255533 
[INFO] 2021-01-15 12:15:47 > Start Evaluation (2000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 12:15:47 > Calculating FID Score....
[INFO] 2021-01-15 12:16:10 > Calculating Inception Score....
[INFO] 2021-01-15 12:16:23 > Calculate F_beta Score....
[INFO] 2021-01-15 12:17:23 > Calculate Accuracies....
[INFO] 2021-01-15 12:17:28 > Calculate Accuracies....
[INFO] 2021-01-15 12:17:41 > F_8 score (Step: 2000, Using valid images): 0.08830147463512601
[INFO] 2021-01-15 12:17:41 > F_1/8 score (Step: 2000, Using valid images): 0.2880966278075337
[INFO] 2021-01-15 12:17:41 > FID score (Step: 2000, Using valid moments): 138.1404537249033
[INFO] 2021-01-15 12:17:41 > Inception score (Step: 2000, 10000 generated images): 3.932767629623413
[INFO] 2021-01-15 12:17:41 > Best FID score (Step: 2000, Using valid moments): 138.1404537249033
[INFO] 2021-01-15 12:17:43 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 12:18:30 > Step:    2100 Progress: 2.1% Elapsed: 0:18:27 temperature: no ada_p: No Discriminator_loss: 1.77273 Generator_loss: 0.32052 
[INFO] 2021-01-15 12:19:16 > Step:    2200 Progress: 2.2% Elapsed: 0:19:14 temperature: no ada_p: No Discriminator_loss: 1.94152 Generator_loss: -0.0465223 
[INFO] 2021-01-15 12:20:03 > Step:    2300 Progress: 2.3% Elapsed: 0:20:01 temperature: no ada_p: No Discriminator_loss: 1.84778 Generator_loss: -0.319188 
[INFO] 2021-01-15 12:20:51 > Step:    2400 Progress: 2.4% Elapsed: 0:20:49 temperature: no ada_p: No Discriminator_loss: 1.81062 Generator_loss: 1.18573 
[INFO] 2021-01-15 12:21:38 > Step:    2500 Progress: 2.5% Elapsed: 0:21:35 temperature: no ada_p: No Discriminator_loss: 2.00004 Generator_loss: -0.438073 
[INFO] 2021-01-15 12:22:24 > Step:    2600 Progress: 2.6% Elapsed: 0:22:22 temperature: no ada_p: No Discriminator_loss: 2.0121 Generator_loss: -0.425878 
[INFO] 2021-01-15 12:23:11 > Step:    2700 Progress: 2.7% Elapsed: 0:23:09 temperature: no ada_p: No Discriminator_loss: 2.01499 Generator_loss: -0.341027 
[INFO] 2021-01-15 12:23:59 > Step:    2800 Progress: 2.8% Elapsed: 0:23:57 temperature: no ada_p: No Discriminator_loss: 1.99151 Generator_loss: -0.304373 
[INFO] 2021-01-15 12:24:45 > Step:    2900 Progress: 2.9% Elapsed: 0:24:43 temperature: no ada_p: No Discriminator_loss: 1.96058 Generator_loss: -0.391151 
[INFO] 2021-01-15 12:25:32 > Step:    3000 Progress: 3.0% Elapsed: 0:25:30 temperature: no ada_p: No Discriminator_loss: 2.05309 Generator_loss: -0.195273 
[INFO] 2021-01-15 12:26:19 > Step:    3100 Progress: 3.1% Elapsed: 0:26:17 temperature: no ada_p: No Discriminator_loss: 1.67853 Generator_loss: -0.836206 
[INFO] 2021-01-15 12:27:07 > Step:    3200 Progress: 3.2% Elapsed: 0:27:05 temperature: no ada_p: No Discriminator_loss: 1.796 Generator_loss: 0.86661 
[INFO] 2021-01-15 12:27:53 > Step:    3300 Progress: 3.3% Elapsed: 0:27:51 temperature: no ada_p: No Discriminator_loss: 1.95023 Generator_loss: 0.192975 
[INFO] 2021-01-15 12:28:40 > Step:    3400 Progress: 3.4% Elapsed: 0:28:38 temperature: no ada_p: No Discriminator_loss: 1.82534 Generator_loss: 0.908517 
[INFO] 2021-01-15 12:29:27 > Step:    3500 Progress: 3.5% Elapsed: 0:29:25 temperature: no ada_p: No Discriminator_loss: 1.92803 Generator_loss: -0.215349 
[INFO] 2021-01-15 12:30:15 > Step:    3600 Progress: 3.6% Elapsed: 0:30:13 temperature: no ada_p: No Discriminator_loss: 1.98585 Generator_loss: -0.143746 
[INFO] 2021-01-15 12:31:02 > Step:    3700 Progress: 3.7% Elapsed: 0:30:59 temperature: no ada_p: No Discriminator_loss: 1.98196 Generator_loss: -0.683168 
[INFO] 2021-01-15 12:31:48 > Step:    3800 Progress: 3.8% Elapsed: 0:31:46 temperature: no ada_p: No Discriminator_loss: 1.71972 Generator_loss: -0.793015 
[INFO] 2021-01-15 12:32:35 > Step:    3900 Progress: 3.9% Elapsed: 0:32:33 temperature: no ada_p: No Discriminator_loss: 1.84462 Generator_loss: 0.706471 
[INFO] 2021-01-15 12:33:23 > Step:    4000 Progress: 4.0% Elapsed: 0:33:21 temperature: no ada_p: No Discriminator_loss: 1.95494 Generator_loss: -0.0658721 
[INFO] 2021-01-15 12:33:23 > Start Evaluation (4000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 12:33:23 > Calculating FID Score....
[INFO] 2021-01-15 12:33:44 > Calculating Inception Score....
[INFO] 2021-01-15 12:33:57 > Calculate F_beta Score....
[INFO] 2021-01-15 12:34:58 > Calculate Accuracies....
[INFO] 2021-01-15 12:35:04 > Calculate Accuracies....
[INFO] 2021-01-15 12:35:17 > F_8 score (Step: 4000, Using valid images): 0.41840266978475893
[INFO] 2021-01-15 12:35:17 > F_1/8 score (Step: 4000, Using valid images): 0.5580164743058375
[INFO] 2021-01-15 12:35:17 > FID score (Step: 4000, Using valid moments): 99.45935242560842
[INFO] 2021-01-15 12:35:17 > Inception score (Step: 4000, 10000 generated images): 5.450445652008057
[INFO] 2021-01-15 12:35:17 > Best FID score (Step: 4000, Using valid moments): 99.45935242560842
[INFO] 2021-01-15 12:35:19 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 12:36:06 > Step:    4100 Progress: 4.1% Elapsed: 0:36:03 temperature: no ada_p: No Discriminator_loss: 1.98994 Generator_loss: -0.614134 
[INFO] 2021-01-15 12:36:52 > Step:    4200 Progress: 4.2% Elapsed: 0:36:50 temperature: no ada_p: No Discriminator_loss: 1.99639 Generator_loss: -0.544107 
[INFO] 2021-01-15 12:37:40 > Step:    4300 Progress: 4.3% Elapsed: 0:37:38 temperature: no ada_p: No Discriminator_loss: 1.99431 Generator_loss: -0.360551 
[INFO] 2021-01-15 12:38:27 > Step:    4400 Progress: 4.4% Elapsed: 0:38:24 temperature: no ada_p: No Discriminator_loss: 1.7746 Generator_loss: 0.681534 
[INFO] 2021-01-15 12:39:13 > Step:    4500 Progress: 4.5% Elapsed: 0:39:11 temperature: no ada_p: No Discriminator_loss: 1.94843 Generator_loss: 0.340395 
[INFO] 2021-01-15 12:40:00 > Step:    4600 Progress: 4.6% Elapsed: 0:39:58 temperature: no ada_p: No Discriminator_loss: 2.03211 Generator_loss: -0.33208 
[INFO] 2021-01-15 12:40:48 > Step:    4700 Progress: 4.7% Elapsed: 0:40:46 temperature: no ada_p: No Discriminator_loss: 1.97465 Generator_loss: -0.657754 
[INFO] 2021-01-15 12:41:35 > Step:    4800 Progress: 4.8% Elapsed: 0:41:32 temperature: no ada_p: No Discriminator_loss: 1.88567 Generator_loss: 0.855085 
[INFO] 2021-01-15 12:42:21 > Step:    4900 Progress: 4.9% Elapsed: 0:42:19 temperature: no ada_p: No Discriminator_loss: 1.97225 Generator_loss: 0.264557 
[INFO] 2021-01-15 12:43:08 > Step:    5000 Progress: 5.0% Elapsed: 0:43:06 temperature: no ada_p: No Discriminator_loss: 1.95416 Generator_loss: -0.597632 
[INFO] 2021-01-15 12:43:56 > Step:    5100 Progress: 5.1% Elapsed: 0:43:54 temperature: no ada_p: No Discriminator_loss: 2.01221 Generator_loss: -0.621484 
[INFO] 2021-01-15 12:44:43 > Step:    5200 Progress: 5.2% Elapsed: 0:44:41 temperature: no ada_p: No Discriminator_loss: 1.89688 Generator_loss: 0.314278 
[INFO] 2021-01-15 12:45:29 > Step:    5300 Progress: 5.3% Elapsed: 0:45:27 temperature: no ada_p: No Discriminator_loss: 1.89464 Generator_loss: 0.430971 
[INFO] 2021-01-15 12:46:16 > Step:    5400 Progress: 5.4% Elapsed: 0:46:14 temperature: no ada_p: No Discriminator_loss: 1.89485 Generator_loss: 0.120097 
[INFO] 2021-01-15 12:47:04 > Step:    5500 Progress: 5.5% Elapsed: 0:47:02 temperature: no ada_p: No Discriminator_loss: 2.01197 Generator_loss: -0.439163 
[INFO] 2021-01-15 12:47:51 > Step:    5600 Progress: 5.6% Elapsed: 0:47:49 temperature: no ada_p: No Discriminator_loss: 1.93661 Generator_loss: 0.471135 
[INFO] 2021-01-15 12:48:37 > Step:    5700 Progress: 5.7% Elapsed: 0:48:35 temperature: no ada_p: No Discriminator_loss: 1.66448 Generator_loss: 0.203174 
[INFO] 2021-01-15 12:49:24 > Step:    5800 Progress: 5.8% Elapsed: 0:49:22 temperature: no ada_p: No Discriminator_loss: 1.92026 Generator_loss: 0.171018 
[INFO] 2021-01-15 12:50:12 > Step:    5900 Progress: 5.9% Elapsed: 0:50:10 temperature: no ada_p: No Discriminator_loss: 1.76037 Generator_loss: -0.401714 
[INFO] 2021-01-15 12:50:59 > Step:    6000 Progress: 6.0% Elapsed: 0:50:57 temperature: no ada_p: No Discriminator_loss: 2.03183 Generator_loss: -0.221922 
[INFO] 2021-01-15 12:50:59 > Start Evaluation (6000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 12:50:59 > Calculating FID Score....
[INFO] 2021-01-15 12:51:19 > Calculating Inception Score....
[INFO] 2021-01-15 12:51:32 > Calculate F_beta Score....
[INFO] 2021-01-15 12:52:32 > Calculate Accuracies....
[INFO] 2021-01-15 12:52:37 > Calculate Accuracies....
[INFO] 2021-01-15 12:52:50 > F_8 score (Step: 6000, Using valid images): 0.5170264769653747
[INFO] 2021-01-15 12:52:50 > F_1/8 score (Step: 6000, Using valid images): 0.6992754241568235
[INFO] 2021-01-15 12:52:50 > FID score (Step: 6000, Using valid moments): 80.19795834393693
[INFO] 2021-01-15 12:52:50 > Inception score (Step: 6000, 10000 generated images): 6.192427158355713
[INFO] 2021-01-15 12:52:50 > Best FID score (Step: 6000, Using valid moments): 80.19795834393693
[INFO] 2021-01-15 12:52:52 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 12:53:39 > Step:    6100 Progress: 6.1% Elapsed: 0:53:37 temperature: no ada_p: No Discriminator_loss: 2.02881 Generator_loss: -0.687583 
[INFO] 2021-01-15 12:54:25 > Step:    6200 Progress: 6.2% Elapsed: 0:54:23 temperature: no ada_p: No Discriminator_loss: 1.98638 Generator_loss: -0.441873 
[INFO] 2021-01-15 12:55:13 > Step:    6300 Progress: 6.3% Elapsed: 0:55:11 temperature: no ada_p: No Discriminator_loss: 1.76266 Generator_loss: 0.798317 
[INFO] 2021-01-15 12:56:00 > Step:    6400 Progress: 6.4% Elapsed: 0:55:58 temperature: no ada_p: No Discriminator_loss: 1.85787 Generator_loss: 0.874477 
[INFO] 2021-01-15 12:56:47 > Step:    6500 Progress: 6.5% Elapsed: 0:56:44 temperature: no ada_p: No Discriminator_loss: 1.85581 Generator_loss: 0.988999 
[INFO] 2021-01-15 12:57:33 > Step:    6600 Progress: 6.6% Elapsed: 0:57:31 temperature: no ada_p: No Discriminator_loss: 1.91311 Generator_loss: -0.0181897 
[INFO] 2021-01-15 12:58:21 > Step:    6700 Progress: 6.7% Elapsed: 0:58:19 temperature: no ada_p: No Discriminator_loss: 2.01335 Generator_loss: -0.699588 
[INFO] 2021-01-15 12:59:08 > Step:    6800 Progress: 6.8% Elapsed: 0:59:06 temperature: no ada_p: No Discriminator_loss: 1.91597 Generator_loss: -0.0740123 
[INFO] 2021-01-15 12:59:55 > Step:    6900 Progress: 6.9% Elapsed: 0:59:52 temperature: no ada_p: No Discriminator_loss: 1.94678 Generator_loss: -0.334886 
[INFO] 2021-01-15 13:00:41 > Step:    7000 Progress: 7.0% Elapsed: 1:00:39 temperature: no ada_p: No Discriminator_loss: 1.77262 Generator_loss: -1.19577 
[INFO] 2021-01-15 13:01:29 > Step:    7100 Progress: 7.1% Elapsed: 1:01:27 temperature: no ada_p: No Discriminator_loss: 1.96916 Generator_loss: -0.64723 
[INFO] 2021-01-15 13:02:16 > Step:    7200 Progress: 7.2% Elapsed: 1:02:14 temperature: no ada_p: No Discriminator_loss: 1.87944 Generator_loss: 0.812716 
[INFO] 2021-01-15 13:03:02 > Step:    7300 Progress: 7.3% Elapsed: 1:03:00 temperature: no ada_p: No Discriminator_loss: 1.66738 Generator_loss: 0.0288636 
[INFO] 2021-01-15 13:03:49 > Step:    7400 Progress: 7.4% Elapsed: 1:03:47 temperature: no ada_p: No Discriminator_loss: 1.84546 Generator_loss: 0.126987 
[INFO] 2021-01-15 13:04:37 > Step:    7500 Progress: 7.5% Elapsed: 1:04:35 temperature: no ada_p: No Discriminator_loss: 1.94467 Generator_loss: -0.387737 
[INFO] 2021-01-15 13:05:24 > Step:    7600 Progress: 7.6% Elapsed: 1:05:22 temperature: no ada_p: No Discriminator_loss: 1.92208 Generator_loss: -0.342273 
[INFO] 2021-01-15 13:06:11 > Step:    7700 Progress: 7.7% Elapsed: 1:06:09 temperature: no ada_p: No Discriminator_loss: 1.63847 Generator_loss: -0.799331 
[INFO] 2021-01-15 13:06:58 > Step:    7800 Progress: 7.8% Elapsed: 1:06:55 temperature: no ada_p: No Discriminator_loss: 2.14539 Generator_loss: -0.661884 
[INFO] 2021-01-15 13:07:45 > Step:    7900 Progress: 7.9% Elapsed: 1:07:43 temperature: no ada_p: No Discriminator_loss: 1.80013 Generator_loss: 1.12523 
[INFO] 2021-01-15 13:08:32 > Step:    8000 Progress: 8.0% Elapsed: 1:08:30 temperature: no ada_p: No Discriminator_loss: 1.75397 Generator_loss: 0.0785608 
[INFO] 2021-01-15 13:08:32 > Start Evaluation (8000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 13:08:32 > Calculating FID Score....
[INFO] 2021-01-15 13:08:53 > Calculating Inception Score....
[INFO] 2021-01-15 13:09:06 > Calculate F_beta Score....
[INFO] 2021-01-15 13:10:07 > Calculate Accuracies....
[INFO] 2021-01-15 13:10:12 > Calculate Accuracies....
[INFO] 2021-01-15 13:10:25 > F_8 score (Step: 8000, Using valid images): 0.5447913682840297
[INFO] 2021-01-15 13:10:25 > F_1/8 score (Step: 8000, Using valid images): 0.8235144879460635
[INFO] 2021-01-15 13:10:25 > FID score (Step: 8000, Using valid moments): 77.75490134250191
[INFO] 2021-01-15 13:10:25 > Inception score (Step: 8000, 10000 generated images): 6.708065509796143
[INFO] 2021-01-15 13:10:25 > Best FID score (Step: 8000, Using valid moments): 77.75490134250191
[INFO] 2021-01-15 13:10:28 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 13:11:14 > Step:    8100 Progress: 8.1% Elapsed: 1:11:12 temperature: no ada_p: No Discriminator_loss: 1.60138 Generator_loss: -0.958373 
[INFO] 2021-01-15 13:12:02 > Step:    8200 Progress: 8.2% Elapsed: 1:12:00 temperature: no ada_p: No Discriminator_loss: 1.73606 Generator_loss: 1.21214 
[INFO] 2021-01-15 13:12:49 > Step:    8300 Progress: 8.3% Elapsed: 1:12:46 temperature: no ada_p: No Discriminator_loss: 1.75981 Generator_loss: -0.788108 
[INFO] 2021-01-15 13:13:35 > Step:    8400 Progress: 8.4% Elapsed: 1:13:33 temperature: no ada_p: No Discriminator_loss: 2.03838 Generator_loss: -0.665993 
[INFO] 2021-01-15 13:14:22 > Step:    8500 Progress: 8.5% Elapsed: 1:14:20 temperature: no ada_p: No Discriminator_loss: 1.98835 Generator_loss: -0.590737 
[INFO] 2021-01-15 13:15:10 > Step:    8600 Progress: 8.6% Elapsed: 1:15:08 temperature: no ada_p: No Discriminator_loss: 1.73178 Generator_loss: 0.995062 
[INFO] 2021-01-15 13:15:57 > Step:    8700 Progress: 8.7% Elapsed: 1:15:55 temperature: no ada_p: No Discriminator_loss: 1.87164 Generator_loss: 0.147625 
[INFO] 2021-01-15 13:16:43 > Step:    8800 Progress: 8.8% Elapsed: 1:16:41 temperature: no ada_p: No Discriminator_loss: 1.51152 Generator_loss: -0.896451 
[INFO] 2021-01-15 13:17:30 > Step:    8900 Progress: 8.9% Elapsed: 1:17:28 temperature: no ada_p: No Discriminator_loss: 1.56374 Generator_loss: 0.0917942 
[INFO] 2021-01-15 13:18:18 > Step:    9000 Progress: 9.0% Elapsed: 1:18:16 temperature: no ada_p: No Discriminator_loss: 1.72694 Generator_loss: 0.597256 
[INFO] 2021-01-15 13:19:05 > Step:    9100 Progress: 9.1% Elapsed: 1:19:03 temperature: no ada_p: No Discriminator_loss: 1.68206 Generator_loss: 0.225082 
[INFO] 2021-01-15 13:19:51 > Step:    9200 Progress: 9.2% Elapsed: 1:19:49 temperature: no ada_p: No Discriminator_loss: 1.87232 Generator_loss: 0.349506 
[INFO] 2021-01-15 13:20:38 > Step:    9300 Progress: 9.3% Elapsed: 1:20:36 temperature: no ada_p: No Discriminator_loss: 1.51682 Generator_loss: -0.371277 
[INFO] 2021-01-15 13:21:26 > Step:    9400 Progress: 9.4% Elapsed: 1:21:24 temperature: no ada_p: No Discriminator_loss: 1.87929 Generator_loss: 0.0635386 
[INFO] 2021-01-15 13:22:13 > Step:    9500 Progress: 9.5% Elapsed: 1:22:11 temperature: no ada_p: No Discriminator_loss: 1.96563 Generator_loss: -0.743981 
[INFO] 2021-01-15 13:22:59 > Step:    9600 Progress: 9.6% Elapsed: 1:22:57 temperature: no ada_p: No Discriminator_loss: 1.85846 Generator_loss: -0.254405 
[INFO] 2021-01-15 13:23:46 > Step:    9700 Progress: 9.7% Elapsed: 1:23:44 temperature: no ada_p: No Discriminator_loss: 1.53395 Generator_loss: 1.37189 
[INFO] 2021-01-15 13:24:34 > Step:    9800 Progress: 9.8% Elapsed: 1:24:32 temperature: no ada_p: No Discriminator_loss: 1.91294 Generator_loss: -0.206765 
[INFO] 2021-01-15 13:25:21 > Step:    9900 Progress: 9.9% Elapsed: 1:25:19 temperature: no ada_p: No Discriminator_loss: 1.82387 Generator_loss: 0.231896 
[INFO] 2021-01-15 13:26:08 > Step:   10000 Progress: 10.0% Elapsed: 1:26:06 temperature: no ada_p: No Discriminator_loss: 1.79052 Generator_loss: 0.587348 
[INFO] 2021-01-15 13:26:08 > Start Evaluation (10000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 13:26:08 > Calculating FID Score....
[INFO] 2021-01-15 13:26:29 > Calculating Inception Score....
[INFO] 2021-01-15 13:26:42 > Calculate F_beta Score....
[INFO] 2021-01-15 13:27:42 > Calculate Accuracies....
[INFO] 2021-01-15 13:27:47 > Calculate Accuracies....
[INFO] 2021-01-15 13:28:00 > F_8 score (Step: 10000, Using valid images): 0.5949149853214882
[INFO] 2021-01-15 13:28:00 > F_1/8 score (Step: 10000, Using valid images): 0.7799220798328053
[INFO] 2021-01-15 13:28:00 > FID score (Step: 10000, Using valid moments): 69.12870024387564
[INFO] 2021-01-15 13:28:00 > Inception score (Step: 10000, 10000 generated images): 7.262378215789795
[INFO] 2021-01-15 13:28:00 > Best FID score (Step: 10000, Using valid moments): 69.12870024387564
[INFO] 2021-01-15 13:28:03 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 13:28:49 > Step:   10100 Progress: 10.1% Elapsed: 1:28:47 temperature: no ada_p: No Discriminator_loss: 1.99994 Generator_loss: -0.762265 
[INFO] 2021-01-15 13:29:37 > Step:   10200 Progress: 10.2% Elapsed: 1:29:35 temperature: no ada_p: No Discriminator_loss: 1.89587 Generator_loss: -0.0329218 
[INFO] 2021-01-15 13:30:24 > Step:   10300 Progress: 10.3% Elapsed: 1:30:22 temperature: no ada_p: No Discriminator_loss: 1.57811 Generator_loss: -0.556283 
[INFO] 2021-01-15 13:31:11 > Step:   10400 Progress: 10.4% Elapsed: 1:31:09 temperature: no ada_p: No Discriminator_loss: 1.59639 Generator_loss: 0.874899 
[INFO] 2021-01-15 13:31:58 > Step:   10500 Progress: 10.5% Elapsed: 1:31:56 temperature: no ada_p: No Discriminator_loss: 1.89922 Generator_loss: -0.289974 
[INFO] 2021-01-15 13:32:45 > Step:   10600 Progress: 10.6% Elapsed: 1:32:43 temperature: no ada_p: No Discriminator_loss: 1.62669 Generator_loss: 1.03649 
[INFO] 2021-01-15 13:33:32 > Step:   10700 Progress: 10.7% Elapsed: 1:33:30 temperature: no ada_p: No Discriminator_loss: 1.53378 Generator_loss: 0.79893 
[INFO] 2021-01-15 13:34:19 > Step:   10800 Progress: 10.8% Elapsed: 1:34:17 temperature: no ada_p: No Discriminator_loss: 1.84847 Generator_loss: 0.157793 
[INFO] 2021-01-15 13:35:06 > Step:   10900 Progress: 10.9% Elapsed: 1:35:04 temperature: no ada_p: No Discriminator_loss: 1.41204 Generator_loss: 0.703932 
[INFO] 2021-01-15 13:35:53 > Step:   11000 Progress: 11.0% Elapsed: 1:35:51 temperature: no ada_p: No Discriminator_loss: 2.00276 Generator_loss: -0.705262 
[INFO] 2021-01-15 13:36:40 > Step:   11100 Progress: 11.1% Elapsed: 1:36:38 temperature: no ada_p: No Discriminator_loss: 1.75641 Generator_loss: 0.704963 
[INFO] 2021-01-15 13:37:27 > Step:   11200 Progress: 11.2% Elapsed: 1:37:25 temperature: no ada_p: No Discriminator_loss: 2.03495 Generator_loss: -0.681295 
[INFO] 2021-01-15 13:38:14 > Step:   11300 Progress: 11.3% Elapsed: 1:38:12 temperature: no ada_p: No Discriminator_loss: 1.69689 Generator_loss: 1.16575 
[INFO] 2021-01-15 13:39:01 > Step:   11400 Progress: 11.4% Elapsed: 1:38:59 temperature: no ada_p: No Discriminator_loss: 1.37822 Generator_loss: 0.11857 
[INFO] 2021-01-15 13:39:48 > Step:   11500 Progress: 11.5% Elapsed: 1:39:46 temperature: no ada_p: No Discriminator_loss: 1.386 Generator_loss: -0.217957 
[INFO] 2021-01-15 13:40:35 > Step:   11600 Progress: 11.6% Elapsed: 1:40:33 temperature: no ada_p: No Discriminator_loss: 1.85182 Generator_loss: -0.157383 
[INFO] 2021-01-15 13:41:22 > Step:   11700 Progress: 11.7% Elapsed: 1:41:20 temperature: no ada_p: No Discriminator_loss: 1.57701 Generator_loss: -0.710173 
[INFO] 2021-01-15 13:42:09 > Step:   11800 Progress: 11.8% Elapsed: 1:42:07 temperature: no ada_p: No Discriminator_loss: 2.03626 Generator_loss: 0.11711 
[INFO] 2021-01-15 13:42:56 > Step:   11900 Progress: 11.9% Elapsed: 1:42:54 temperature: no ada_p: No Discriminator_loss: 1.55563 Generator_loss: -1.11285 
[INFO] 2021-01-15 13:43:43 > Step:   12000 Progress: 12.0% Elapsed: 1:43:41 temperature: no ada_p: No Discriminator_loss: 1.90806 Generator_loss: -0.0743627 
[INFO] 2021-01-15 13:43:43 > Start Evaluation (12000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 13:43:43 > Calculating FID Score....
[INFO] 2021-01-15 13:44:04 > Calculating Inception Score....
[INFO] 2021-01-15 13:44:17 > Calculate F_beta Score....
[INFO] 2021-01-15 13:45:18 > Calculate Accuracies....
[INFO] 2021-01-15 13:45:23 > Calculate Accuracies....
[INFO] 2021-01-15 13:45:36 > F_8 score (Step: 12000, Using valid images): 0.57436475027062
[INFO] 2021-01-15 13:45:36 > F_1/8 score (Step: 12000, Using valid images): 0.8309962641215961
[INFO] 2021-01-15 13:45:36 > FID score (Step: 12000, Using valid moments): 69.66766633439306
[INFO] 2021-01-15 13:45:36 > Inception score (Step: 12000, 10000 generated images): 7.2149739265441895
[INFO] 2021-01-15 13:45:36 > Best FID score (Step: 10000, Using valid moments): 69.12870024387564
[INFO] 2021-01-15 13:45:37 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 13:46:25 > Step:   12100 Progress: 12.1% Elapsed: 1:46:23 temperature: no ada_p: No Discriminator_loss: 1.67797 Generator_loss: -0.89905 
[INFO] 2021-01-15 13:47:11 > Step:   12200 Progress: 12.2% Elapsed: 1:47:09 temperature: no ada_p: No Discriminator_loss: 1.51988 Generator_loss: 1.06808 
[INFO] 2021-01-15 13:47:58 > Step:   12300 Progress: 12.3% Elapsed: 1:47:56 temperature: no ada_p: No Discriminator_loss: 1.4135 Generator_loss: 0.655274 
[INFO] 2021-01-15 13:48:45 > Step:   12400 Progress: 12.4% Elapsed: 1:48:43 temperature: no ada_p: No Discriminator_loss: 1.59095 Generator_loss: -1.02166 
[INFO] 2021-01-15 13:49:33 > Step:   12500 Progress: 12.5% Elapsed: 1:49:31 temperature: no ada_p: No Discriminator_loss: 1.91959 Generator_loss: -0.0186184 
[INFO] 2021-01-15 13:50:20 > Step:   12600 Progress: 12.6% Elapsed: 1:50:18 temperature: no ada_p: No Discriminator_loss: 1.86096 Generator_loss: -0.540583 
[INFO] 2021-01-15 13:51:07 > Step:   12700 Progress: 12.7% Elapsed: 1:51:04 temperature: no ada_p: No Discriminator_loss: 1.71886 Generator_loss: 1.06004 
[INFO] 2021-01-15 13:51:53 > Step:   12800 Progress: 12.8% Elapsed: 1:51:51 temperature: no ada_p: No Discriminator_loss: 1.32544 Generator_loss: 1.31978 
[INFO] 2021-01-15 13:52:41 > Step:   12900 Progress: 12.9% Elapsed: 1:52:39 temperature: no ada_p: No Discriminator_loss: 1.47866 Generator_loss: 0.892622 
[INFO] 2021-01-15 13:53:28 > Step:   13000 Progress: 13.0% Elapsed: 1:53:26 temperature: no ada_p: No Discriminator_loss: 1.61391 Generator_loss: 0.949456 
[INFO] 2021-01-15 13:54:14 > Step:   13100 Progress: 13.1% Elapsed: 1:54:12 temperature: no ada_p: No Discriminator_loss: 1.65913 Generator_loss: 0.584562 
[INFO] 2021-01-15 13:55:01 > Step:   13200 Progress: 13.2% Elapsed: 1:54:59 temperature: no ada_p: No Discriminator_loss: 1.27338 Generator_loss: 1.17375 
[INFO] 2021-01-15 13:55:49 > Step:   13300 Progress: 13.3% Elapsed: 1:55:47 temperature: no ada_p: No Discriminator_loss: 1.23353 Generator_loss: 1.10128 
[INFO] 2021-01-15 13:56:36 > Step:   13400 Progress: 13.4% Elapsed: 1:56:34 temperature: no ada_p: No Discriminator_loss: 2.00711 Generator_loss: -0.37451 
[INFO] 2021-01-15 13:57:23 > Step:   13500 Progress: 13.5% Elapsed: 1:57:21 temperature: no ada_p: No Discriminator_loss: 1.33695 Generator_loss: 1.27254 
[INFO] 2021-01-15 13:58:09 > Step:   13600 Progress: 13.6% Elapsed: 1:58:07 temperature: no ada_p: No Discriminator_loss: 1.32431 Generator_loss: 0.713474 
[INFO] 2021-01-15 13:58:57 > Step:   13700 Progress: 13.7% Elapsed: 1:58:55 temperature: no ada_p: No Discriminator_loss: 1.68797 Generator_loss: 1.00343 
[INFO] 2021-01-15 13:59:44 > Step:   13800 Progress: 13.8% Elapsed: 1:59:42 temperature: no ada_p: No Discriminator_loss: 1.7635 Generator_loss: -0.50123 
[INFO] 2021-01-15 14:00:31 > Step:   13900 Progress: 13.9% Elapsed: 2:00:29 temperature: no ada_p: No Discriminator_loss: 1.62386 Generator_loss: 1.34105 
[INFO] 2021-01-15 14:01:18 > Step:   14000 Progress: 14.0% Elapsed: 2:01:15 temperature: no ada_p: No Discriminator_loss: 1.4815 Generator_loss: -1.13249 
[INFO] 2021-01-15 14:01:18 > Start Evaluation (14000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 14:01:18 > Calculating FID Score....
[INFO] 2021-01-15 14:01:39 > Calculating Inception Score....
[INFO] 2021-01-15 14:01:52 > Calculate F_beta Score....
[INFO] 2021-01-15 14:02:52 > Calculate Accuracies....
[INFO] 2021-01-15 14:02:58 > Calculate Accuracies....
[INFO] 2021-01-15 14:03:10 > F_8 score (Step: 14000, Using valid images): 0.615190660522258
[INFO] 2021-01-15 14:03:10 > F_1/8 score (Step: 14000, Using valid images): 0.8470132903817973
[INFO] 2021-01-15 14:03:10 > FID score (Step: 14000, Using valid moments): 67.45534017627676
[INFO] 2021-01-15 14:03:10 > Inception score (Step: 14000, 10000 generated images): 7.250844478607178
[INFO] 2021-01-15 14:03:10 > Best FID score (Step: 14000, Using valid moments): 67.45534017627676
[INFO] 2021-01-15 14:03:13 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 14:04:00 > Step:   14100 Progress: 14.1% Elapsed: 2:03:58 temperature: no ada_p: No Discriminator_loss: 1.41033 Generator_loss: -0.476771 
[INFO] 2021-01-15 14:04:47 > Step:   14200 Progress: 14.2% Elapsed: 2:04:45 temperature: no ada_p: No Discriminator_loss: 2.07364 Generator_loss: -0.487035 
[INFO] 2021-01-15 14:05:34 > Step:   14300 Progress: 14.3% Elapsed: 2:05:32 temperature: no ada_p: No Discriminator_loss: 1.4967 Generator_loss: -0.967318 
[INFO] 2021-01-15 14:06:21 > Step:   14400 Progress: 14.4% Elapsed: 2:06:19 temperature: no ada_p: No Discriminator_loss: 0.934608 Generator_loss: 0.415928 
[INFO] 2021-01-15 14:07:08 > Step:   14500 Progress: 14.5% Elapsed: 2:07:06 temperature: no ada_p: No Discriminator_loss: 1.44199 Generator_loss: 1.08776 
[INFO] 2021-01-15 14:07:55 > Step:   14600 Progress: 14.6% Elapsed: 2:07:53 temperature: no ada_p: No Discriminator_loss: 1.37297 Generator_loss: 0.548827 
[INFO] 2021-01-15 14:08:42 > Step:   14700 Progress: 14.7% Elapsed: 2:08:40 temperature: no ada_p: No Discriminator_loss: 1.26479 Generator_loss: 1.54814 
[INFO] 2021-01-15 14:09:29 > Step:   14800 Progress: 14.8% Elapsed: 2:09:27 temperature: no ada_p: No Discriminator_loss: 1.14838 Generator_loss: 0.90752 
[INFO] 2021-01-15 14:10:16 > Step:   14900 Progress: 14.9% Elapsed: 2:10:14 temperature: no ada_p: No Discriminator_loss: 1.12246 Generator_loss: 0.554326 
[INFO] 2021-01-15 14:11:03 > Step:   15000 Progress: 15.0% Elapsed: 2:11:01 temperature: no ada_p: No Discriminator_loss: 1.12145 Generator_loss: -0.939997 
[INFO] 2021-01-15 14:11:50 > Step:   15100 Progress: 15.1% Elapsed: 2:11:48 temperature: no ada_p: No Discriminator_loss: 1.76337 Generator_loss: 0.575423 
[INFO] 2021-01-15 14:12:37 > Step:   15200 Progress: 15.2% Elapsed: 2:12:35 temperature: no ada_p: No Discriminator_loss: 1.8762 Generator_loss: 0.392937 
[INFO] 2021-01-15 14:13:24 > Step:   15300 Progress: 15.3% Elapsed: 2:13:22 temperature: no ada_p: No Discriminator_loss: 1.4237 Generator_loss: 0.64319 
[INFO] 2021-01-15 14:14:11 > Step:   15400 Progress: 15.4% Elapsed: 2:14:09 temperature: no ada_p: No Discriminator_loss: 1.34412 Generator_loss: 0.179108 
[INFO] 2021-01-15 14:14:58 > Step:   15500 Progress: 15.5% Elapsed: 2:14:56 temperature: no ada_p: No Discriminator_loss: 1.67843 Generator_loss: 1.5049 
[INFO] 2021-01-15 14:15:45 > Step:   15600 Progress: 15.6% Elapsed: 2:15:43 temperature: no ada_p: No Discriminator_loss: 1.29975 Generator_loss: 0.0585907 
[INFO] 2021-01-15 14:16:33 > Step:   15700 Progress: 15.7% Elapsed: 2:16:31 temperature: no ada_p: No Discriminator_loss: 1.17961 Generator_loss: 1.4658 
[INFO] 2021-01-15 14:17:20 > Step:   15800 Progress: 15.8% Elapsed: 2:17:17 temperature: no ada_p: No Discriminator_loss: 1.36216 Generator_loss: 1.43016 
[INFO] 2021-01-15 14:18:06 > Step:   15900 Progress: 15.9% Elapsed: 2:18:04 temperature: no ada_p: No Discriminator_loss: 1.61583 Generator_loss: 1.16892 
[INFO] 2021-01-15 14:18:54 > Step:   16000 Progress: 16.0% Elapsed: 2:18:52 temperature: no ada_p: No Discriminator_loss: 1.28201 Generator_loss: -0.563999 
[INFO] 2021-01-15 14:18:54 > Start Evaluation (16000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 14:18:54 > Calculating FID Score....
[INFO] 2021-01-15 14:19:15 > Calculating Inception Score....
[INFO] 2021-01-15 14:19:28 > Calculate F_beta Score....
[INFO] 2021-01-15 14:20:28 > Calculate Accuracies....
[INFO] 2021-01-15 14:20:33 > Calculate Accuracies....
[INFO] 2021-01-15 14:20:46 > F_8 score (Step: 16000, Using valid images): 0.634012837869324
[INFO] 2021-01-15 14:20:46 > F_1/8 score (Step: 16000, Using valid images): 0.8680554651990608
[INFO] 2021-01-15 14:20:46 > FID score (Step: 16000, Using valid moments): 62.371994033150486
[INFO] 2021-01-15 14:20:46 > Inception score (Step: 16000, 10000 generated images): 7.738290309906006
[INFO] 2021-01-15 14:20:46 > Best FID score (Step: 16000, Using valid moments): 62.371994033150486
[INFO] 2021-01-15 14:20:49 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 14:21:35 > Step:   16100 Progress: 16.1% Elapsed: 2:21:33 temperature: no ada_p: No Discriminator_loss: 1.33336 Generator_loss: 0.139378 
[INFO] 2021-01-15 14:22:22 > Step:   16200 Progress: 16.2% Elapsed: 2:22:20 temperature: no ada_p: No Discriminator_loss: 1.44212 Generator_loss: 0.636122 
[INFO] 2021-01-15 14:23:09 > Step:   16300 Progress: 16.3% Elapsed: 2:23:07 temperature: no ada_p: No Discriminator_loss: 0.991929 Generator_loss: 0.297388 
[INFO] 2021-01-15 14:23:57 > Step:   16400 Progress: 16.4% Elapsed: 2:23:55 temperature: no ada_p: No Discriminator_loss: 1.28226 Generator_loss: 0.175519 
[INFO] 2021-01-15 14:24:43 > Step:   16500 Progress: 16.5% Elapsed: 2:24:41 temperature: no ada_p: No Discriminator_loss: 1.18848 Generator_loss: -0.118101 
[INFO] 2021-01-15 14:25:30 > Step:   16600 Progress: 16.6% Elapsed: 2:25:28 temperature: no ada_p: No Discriminator_loss: 1.08295 Generator_loss: 0.168769 
[INFO] 2021-01-15 14:26:17 > Step:   16700 Progress: 16.7% Elapsed: 2:26:15 temperature: no ada_p: No Discriminator_loss: 1.36286 Generator_loss: -0.45756 
[INFO] 2021-01-15 14:27:05 > Step:   16800 Progress: 16.8% Elapsed: 2:27:03 temperature: no ada_p: No Discriminator_loss: 1.51188 Generator_loss: -0.31035 
[INFO] 2021-01-15 14:27:51 > Step:   16900 Progress: 16.9% Elapsed: 2:27:49 temperature: no ada_p: No Discriminator_loss: 1.0836 Generator_loss: 1.21367 
[INFO] 2021-01-15 14:28:38 > Step:   17000 Progress: 17.0% Elapsed: 2:28:36 temperature: no ada_p: No Discriminator_loss: 1.19817 Generator_loss: -0.218321 
[INFO] 2021-01-15 14:29:25 > Step:   17100 Progress: 17.1% Elapsed: 2:29:23 temperature: no ada_p: No Discriminator_loss: 1.20593 Generator_loss: -0.528231 
[INFO] 2021-01-15 14:30:13 > Step:   17200 Progress: 17.2% Elapsed: 2:30:11 temperature: no ada_p: No Discriminator_loss: 1.26426 Generator_loss: -0.583751 
[INFO] 2021-01-15 14:31:00 > Step:   17300 Progress: 17.3% Elapsed: 2:30:57 temperature: no ada_p: No Discriminator_loss: 1.20813 Generator_loss: 0.381265 
[INFO] 2021-01-15 14:31:46 > Step:   17400 Progress: 17.4% Elapsed: 2:31:44 temperature: no ada_p: No Discriminator_loss: 1.40619 Generator_loss: 1.20843 
[INFO] 2021-01-15 14:32:33 > Step:   17500 Progress: 17.5% Elapsed: 2:32:31 temperature: no ada_p: No Discriminator_loss: 1.12152 Generator_loss: 0.441889 
[INFO] 2021-01-15 14:33:21 > Step:   17600 Progress: 17.6% Elapsed: 2:33:19 temperature: no ada_p: No Discriminator_loss: 1.27664 Generator_loss: 0.243312 
[INFO] 2021-01-15 14:34:08 > Step:   17700 Progress: 17.7% Elapsed: 2:34:06 temperature: no ada_p: No Discriminator_loss: 1.10696 Generator_loss: 0.409377 
[INFO] 2021-01-15 14:34:55 > Step:   17800 Progress: 17.8% Elapsed: 2:34:52 temperature: no ada_p: No Discriminator_loss: 1.16845 Generator_loss: 0.292268 
[INFO] 2021-01-15 14:35:41 > Step:   17900 Progress: 17.9% Elapsed: 2:35:39 temperature: no ada_p: No Discriminator_loss: 1.11125 Generator_loss: 0.622242 
[INFO] 2021-01-15 14:36:29 > Step:   18000 Progress: 18.0% Elapsed: 2:36:27 temperature: no ada_p: No Discriminator_loss: 1.31706 Generator_loss: 0.557668 
[INFO] 2021-01-15 14:36:29 > Start Evaluation (18000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 14:36:29 > Calculating FID Score....
[INFO] 2021-01-15 14:36:50 > Calculating Inception Score....
[INFO] 2021-01-15 14:37:03 > Calculate F_beta Score....
[INFO] 2021-01-15 14:38:04 > Calculate Accuracies....
[INFO] 2021-01-15 14:38:09 > Calculate Accuracies....
[INFO] 2021-01-15 14:38:22 > F_8 score (Step: 18000, Using valid images): 0.6478980504477281
[INFO] 2021-01-15 14:38:22 > F_1/8 score (Step: 18000, Using valid images): 0.8637465466919457
[INFO] 2021-01-15 14:38:22 > FID score (Step: 18000, Using valid moments): 60.07603297627543
[INFO] 2021-01-15 14:38:22 > Inception score (Step: 18000, 10000 generated images): 7.793095588684082
[INFO] 2021-01-15 14:38:22 > Best FID score (Step: 18000, Using valid moments): 60.07603297627543
[INFO] 2021-01-15 14:38:24 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 14:39:11 > Step:   18100 Progress: 18.1% Elapsed: 2:39:08 temperature: no ada_p: No Discriminator_loss: 1.11926 Generator_loss: 0.50902 
[INFO] 2021-01-15 14:39:57 > Step:   18200 Progress: 18.2% Elapsed: 2:39:55 temperature: no ada_p: No Discriminator_loss: 1.0855 Generator_loss: 0.341693 
[INFO] 2021-01-15 14:40:44 > Step:   18300 Progress: 18.3% Elapsed: 2:40:42 temperature: no ada_p: No Discriminator_loss: 1.66271 Generator_loss: -0.0231754 
[INFO] 2021-01-15 14:41:32 > Step:   18400 Progress: 18.4% Elapsed: 2:41:30 temperature: no ada_p: No Discriminator_loss: 1.48533 Generator_loss: 0.846608 
[INFO] 2021-01-15 14:42:18 > Step:   18500 Progress: 18.5% Elapsed: 2:42:16 temperature: no ada_p: No Discriminator_loss: 1.22982 Generator_loss: 1.27928 
[INFO] 2021-01-15 14:43:05 > Step:   18600 Progress: 18.6% Elapsed: 2:43:03 temperature: no ada_p: No Discriminator_loss: 1.43197 Generator_loss: 1.27293 
[INFO] 2021-01-15 14:43:52 > Step:   18700 Progress: 18.7% Elapsed: 2:43:50 temperature: no ada_p: No Discriminator_loss: 1.47704 Generator_loss: 1.29534 
[INFO] 2021-01-15 14:44:40 > Step:   18800 Progress: 18.8% Elapsed: 2:44:38 temperature: no ada_p: No Discriminator_loss: 1.02768 Generator_loss: 1.26169 
[INFO] 2021-01-15 14:45:27 > Step:   18900 Progress: 18.9% Elapsed: 2:45:25 temperature: no ada_p: No Discriminator_loss: 1.11424 Generator_loss: 1.31355 
[INFO] 2021-01-15 14:46:14 > Step:   19000 Progress: 19.0% Elapsed: 2:46:11 temperature: no ada_p: No Discriminator_loss: 1.20808 Generator_loss: 1.11435 
[INFO] 2021-01-15 14:47:00 > Step:   19100 Progress: 19.1% Elapsed: 2:46:58 temperature: no ada_p: No Discriminator_loss: 1.435 Generator_loss: 1.22782 
[INFO] 2021-01-15 14:47:48 > Step:   19200 Progress: 19.2% Elapsed: 2:47:46 temperature: no ada_p: No Discriminator_loss: 1.16157 Generator_loss: 1.5301 
[INFO] 2021-01-15 14:48:35 > Step:   19300 Progress: 19.3% Elapsed: 2:48:33 temperature: no ada_p: No Discriminator_loss: 1.42583 Generator_loss: 1.22065 
[INFO] 2021-01-15 14:49:22 > Step:   19400 Progress: 19.4% Elapsed: 2:49:20 temperature: no ada_p: No Discriminator_loss: 1.35133 Generator_loss: 1.19852 
[INFO] 2021-01-15 14:50:08 > Step:   19500 Progress: 19.5% Elapsed: 2:50:06 temperature: no ada_p: No Discriminator_loss: 1.30677 Generator_loss: 1.57081 
[INFO] 2021-01-15 14:50:56 > Step:   19600 Progress: 19.6% Elapsed: 2:50:54 temperature: no ada_p: No Discriminator_loss: 1.6902 Generator_loss: 1.22593 
[INFO] 2021-01-15 14:51:43 > Step:   19700 Progress: 19.7% Elapsed: 2:51:41 temperature: no ada_p: No Discriminator_loss: 0.962706 Generator_loss: 1.46649 
[INFO] 2021-01-15 14:52:30 > Step:   19800 Progress: 19.8% Elapsed: 2:52:28 temperature: no ada_p: No Discriminator_loss: 1.2759 Generator_loss: 1.34458 
[INFO] 2021-01-15 14:53:17 > Step:   19900 Progress: 19.9% Elapsed: 2:53:15 temperature: no ada_p: No Discriminator_loss: 1.19119 Generator_loss: 1.45142 
[INFO] 2021-01-15 14:54:04 > Step:   20000 Progress: 20.0% Elapsed: 2:54:02 temperature: no ada_p: No Discriminator_loss: 1.02664 Generator_loss: 1.48028 
[INFO] 2021-01-15 14:54:04 > Start Evaluation (20000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 14:54:04 > Calculating FID Score....
[INFO] 2021-01-15 14:54:25 > Calculating Inception Score....
[INFO] 2021-01-15 14:54:38 > Calculate F_beta Score....
[INFO] 2021-01-15 14:55:38 > Calculate Accuracies....
[INFO] 2021-01-15 14:55:44 > Calculate Accuracies....
[INFO] 2021-01-15 14:55:57 > F_8 score (Step: 20000, Using valid images): 0.6532463369886209
[INFO] 2021-01-15 14:55:57 > F_1/8 score (Step: 20000, Using valid images): 0.8810810557357304
[INFO] 2021-01-15 14:55:57 > FID score (Step: 20000, Using valid moments): 59.017624981633105
[INFO] 2021-01-15 14:55:57 > Inception score (Step: 20000, 10000 generated images): 8.010380744934082
[INFO] 2021-01-15 14:55:57 > Best FID score (Step: 20000, Using valid moments): 59.017624981633105
[INFO] 2021-01-15 14:55:59 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 14:56:45 > Step:   20100 Progress: 20.1% Elapsed: 2:56:43 temperature: no ada_p: No Discriminator_loss: 1.11506 Generator_loss: 1.57227 
[INFO] 2021-01-15 14:57:32 > Step:   20200 Progress: 20.2% Elapsed: 2:57:30 temperature: no ada_p: No Discriminator_loss: 0.951376 Generator_loss: 1.5271 
[INFO] 2021-01-15 14:58:20 > Step:   20300 Progress: 20.3% Elapsed: 2:58:18 temperature: no ada_p: No Discriminator_loss: 1.05634 Generator_loss: 1.40178 
[INFO] 2021-01-15 14:59:07 > Step:   20400 Progress: 20.4% Elapsed: 2:59:04 temperature: no ada_p: No Discriminator_loss: 1.45948 Generator_loss: 1.11569 
[INFO] 2021-01-15 14:59:53 > Step:   20500 Progress: 20.5% Elapsed: 2:59:51 temperature: no ada_p: No Discriminator_loss: 1.46414 Generator_loss: 1.55789 
[INFO] 2021-01-15 15:00:40 > Step:   20600 Progress: 20.6% Elapsed: 3:00:38 temperature: no ada_p: No Discriminator_loss: 1.39027 Generator_loss: 1.25163 
[INFO] 2021-01-15 15:01:28 > Step:   20700 Progress: 20.7% Elapsed: 3:01:26 temperature: no ada_p: No Discriminator_loss: 1.21949 Generator_loss: 1.35495 
[INFO] 2021-01-15 15:02:15 > Step:   20800 Progress: 20.8% Elapsed: 3:02:13 temperature: no ada_p: No Discriminator_loss: 1.28633 Generator_loss: 1.15921 
[INFO] 2021-01-15 15:03:02 > Step:   20900 Progress: 20.9% Elapsed: 3:02:59 temperature: no ada_p: No Discriminator_loss: 0.845093 Generator_loss: 1.64658 
[INFO] 2021-01-15 15:03:48 > Step:   21000 Progress: 21.0% Elapsed: 3:03:46 temperature: no ada_p: No Discriminator_loss: 0.917218 Generator_loss: -0.0753479 
[INFO] 2021-01-15 15:04:36 > Step:   21100 Progress: 21.1% Elapsed: 3:04:34 temperature: no ada_p: No Discriminator_loss: 1.04046 Generator_loss: -0.222003 
[INFO] 2021-01-15 15:05:23 > Step:   21200 Progress: 21.2% Elapsed: 3:05:21 temperature: no ada_p: No Discriminator_loss: 1.09067 Generator_loss: 0.0336179 
[INFO] 2021-01-15 15:06:10 > Step:   21300 Progress: 21.3% Elapsed: 3:06:08 temperature: no ada_p: No Discriminator_loss: 0.922713 Generator_loss: 0.495199 
[INFO] 2021-01-15 15:06:56 > Step:   21400 Progress: 21.4% Elapsed: 3:06:54 temperature: no ada_p: No Discriminator_loss: 1.06584 Generator_loss: 0.255487 
[INFO] 2021-01-15 15:07:44 > Step:   21500 Progress: 21.5% Elapsed: 3:07:42 temperature: no ada_p: No Discriminator_loss: 0.866631 Generator_loss: 0.114958 
[INFO] 2021-01-15 15:08:31 > Step:   21600 Progress: 21.6% Elapsed: 3:08:29 temperature: no ada_p: No Discriminator_loss: 0.980371 Generator_loss: 0.0386881 
[INFO] 2021-01-15 15:09:18 > Step:   21700 Progress: 21.7% Elapsed: 3:09:16 temperature: no ada_p: No Discriminator_loss: 0.98975 Generator_loss: 0.229211 
[INFO] 2021-01-15 15:10:05 > Step:   21800 Progress: 21.8% Elapsed: 3:10:02 temperature: no ada_p: No Discriminator_loss: 1.06471 Generator_loss: -0.160919 
[INFO] 2021-01-15 15:10:52 > Step:   21900 Progress: 21.9% Elapsed: 3:10:50 temperature: no ada_p: No Discriminator_loss: 1.02978 Generator_loss: 0.0814952 
[INFO] 2021-01-15 15:11:39 > Step:   22000 Progress: 22.0% Elapsed: 3:11:37 temperature: no ada_p: No Discriminator_loss: 1.05616 Generator_loss: 0.0407207 
[INFO] 2021-01-15 15:11:39 > Start Evaluation (22000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 15:11:39 > Calculating FID Score....
[INFO] 2021-01-15 15:12:00 > Calculating Inception Score....
[INFO] 2021-01-15 15:12:13 > Calculate F_beta Score....
[INFO] 2021-01-15 15:13:13 > Calculate Accuracies....
[INFO] 2021-01-15 15:13:19 > Calculate Accuracies....
[INFO] 2021-01-15 15:13:31 > F_8 score (Step: 22000, Using valid images): 0.6416837838308516
[INFO] 2021-01-15 15:13:31 > F_1/8 score (Step: 22000, Using valid images): 0.8778250760640554
[INFO] 2021-01-15 15:13:32 > FID score (Step: 22000, Using valid moments): 58.31228073923211
[INFO] 2021-01-15 15:13:32 > Inception score (Step: 22000, 10000 generated images): 8.047741889953613
[INFO] 2021-01-15 15:13:32 > Best FID score (Step: 22000, Using valid moments): 58.31228073923211
[INFO] 2021-01-15 15:13:33 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 15:14:20 > Step:   22100 Progress: 22.1% Elapsed: 3:14:18 temperature: no ada_p: No Discriminator_loss: 0.959892 Generator_loss: 0.218371 
[INFO] 2021-01-15 15:15:07 > Step:   22200 Progress: 22.2% Elapsed: 3:15:05 temperature: no ada_p: No Discriminator_loss: 0.949801 Generator_loss: 0.493356 
[INFO] 2021-01-15 15:15:54 > Step:   22300 Progress: 22.3% Elapsed: 3:15:52 temperature: no ada_p: No Discriminator_loss: 1.11026 Generator_loss: 0.180972 
[INFO] 2021-01-15 15:16:41 > Step:   22400 Progress: 22.4% Elapsed: 3:16:39 temperature: no ada_p: No Discriminator_loss: 1.16132 Generator_loss: -0.0547223 
[INFO] 2021-01-15 15:17:28 > Step:   22500 Progress: 22.5% Elapsed: 3:17:26 temperature: no ada_p: No Discriminator_loss: 1.21982 Generator_loss: -0.100457 
[INFO] 2021-01-15 15:18:15 > Step:   22600 Progress: 22.6% Elapsed: 3:18:13 temperature: no ada_p: No Discriminator_loss: 1.24805 Generator_loss: 0.141733 
[INFO] 2021-01-15 15:19:02 > Step:   22700 Progress: 22.7% Elapsed: 3:19:00 temperature: no ada_p: No Discriminator_loss: 0.861438 Generator_loss: 0.140761 
[INFO] 2021-01-15 15:19:49 > Step:   22800 Progress: 22.8% Elapsed: 3:19:47 temperature: no ada_p: No Discriminator_loss: 0.984118 Generator_loss: 0.234219 
[INFO] 2021-01-15 15:20:36 > Step:   22900 Progress: 22.9% Elapsed: 3:20:34 temperature: no ada_p: No Discriminator_loss: 1.04901 Generator_loss: 0.490821 
[INFO] 2021-01-15 15:21:23 > Step:   23000 Progress: 23.0% Elapsed: 3:21:21 temperature: no ada_p: No Discriminator_loss: 1.07178 Generator_loss: 0.201696 
[INFO] 2021-01-15 15:22:10 > Step:   23100 Progress: 23.1% Elapsed: 3:22:08 temperature: no ada_p: No Discriminator_loss: 1.26387 Generator_loss: 0.142311 
[INFO] 2021-01-15 15:22:57 > Step:   23200 Progress: 23.2% Elapsed: 3:22:55 temperature: no ada_p: No Discriminator_loss: 1.16376 Generator_loss: 0.244402 
[INFO] 2021-01-15 15:23:44 > Step:   23300 Progress: 23.3% Elapsed: 3:23:42 temperature: no ada_p: No Discriminator_loss: 1.19648 Generator_loss: 0.166202 
[INFO] 2021-01-15 15:24:31 > Step:   23400 Progress: 23.4% Elapsed: 3:24:29 temperature: no ada_p: No Discriminator_loss: 1.17769 Generator_loss: 0.00832517 
[INFO] 2021-01-15 15:25:19 > Step:   23500 Progress: 23.5% Elapsed: 3:25:17 temperature: no ada_p: No Discriminator_loss: 1.08293 Generator_loss: 0.343991 
[INFO] 2021-01-15 15:26:05 > Step:   23600 Progress: 23.6% Elapsed: 3:26:03 temperature: no ada_p: No Discriminator_loss: 1.14459 Generator_loss: 0.290084 
[INFO] 2021-01-15 15:26:52 > Step:   23700 Progress: 23.7% Elapsed: 3:26:50 temperature: no ada_p: No Discriminator_loss: 0.996349 Generator_loss: 0.464195 
[INFO] 2021-01-15 15:27:40 > Step:   23800 Progress: 23.8% Elapsed: 3:27:38 temperature: no ada_p: No Discriminator_loss: 1.07974 Generator_loss: 0.0859527 
[INFO] 2021-01-15 15:28:27 > Step:   23900 Progress: 23.9% Elapsed: 3:28:25 temperature: no ada_p: No Discriminator_loss: 0.765867 Generator_loss: 0.493065 
[INFO] 2021-01-15 15:29:14 > Step:   24000 Progress: 24.0% Elapsed: 3:29:11 temperature: no ada_p: No Discriminator_loss: 0.652323 Generator_loss: 0.479392 
[INFO] 2021-01-15 15:29:14 > Start Evaluation (24000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 15:29:14 > Calculating FID Score....
[INFO] 2021-01-15 15:29:34 > Calculating Inception Score....
[INFO] 2021-01-15 15:29:47 > Calculate F_beta Score....
[INFO] 2021-01-15 15:30:47 > Calculate Accuracies....
[INFO] 2021-01-15 15:30:52 > Calculate Accuracies....
[INFO] 2021-01-15 15:31:05 > F_8 score (Step: 24000, Using valid images): 0.654819767271795
[INFO] 2021-01-15 15:31:05 > F_1/8 score (Step: 24000, Using valid images): 0.8766515160028323
[INFO] 2021-01-15 15:31:05 > FID score (Step: 24000, Using valid moments): 59.170633064054186
[INFO] 2021-01-15 15:31:05 > Inception score (Step: 24000, 10000 generated images): 7.9715399742126465
[INFO] 2021-01-15 15:31:05 > Best FID score (Step: 22000, Using valid moments): 58.31228073923211
[INFO] 2021-01-15 15:31:06 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 15:31:53 > Step:   24100 Progress: 24.1% Elapsed: 3:31:51 temperature: no ada_p: No Discriminator_loss: 0.984284 Generator_loss: 0.0689503 
[INFO] 2021-01-15 15:32:40 > Step:   24200 Progress: 24.2% Elapsed: 3:32:38 temperature: no ada_p: No Discriminator_loss: 0.808524 Generator_loss: -0.193403 
[INFO] 2021-01-15 15:33:27 > Step:   24300 Progress: 24.3% Elapsed: 3:33:25 temperature: no ada_p: No Discriminator_loss: 1.04172 Generator_loss: 0.260712 
[INFO] 2021-01-15 15:34:14 > Step:   24400 Progress: 24.4% Elapsed: 3:34:12 temperature: no ada_p: No Discriminator_loss: 0.856614 Generator_loss: 0.569352 
[INFO] 2021-01-15 15:35:01 > Step:   24500 Progress: 24.5% Elapsed: 3:34:59 temperature: no ada_p: No Discriminator_loss: 0.957498 Generator_loss: 0.0956282 
[INFO] 2021-01-15 15:35:48 > Step:   24600 Progress: 24.6% Elapsed: 3:35:46 temperature: no ada_p: No Discriminator_loss: 0.89478 Generator_loss: 0.452696 
[INFO] 2021-01-15 15:36:35 > Step:   24700 Progress: 24.7% Elapsed: 3:36:33 temperature: no ada_p: No Discriminator_loss: 1.041 Generator_loss: 0.243092 
[INFO] 2021-01-15 15:37:22 > Step:   24800 Progress: 24.8% Elapsed: 3:37:20 temperature: no ada_p: No Discriminator_loss: 0.883067 Generator_loss: 0.215963 
[INFO] 2021-01-15 15:38:09 > Step:   24900 Progress: 24.9% Elapsed: 3:38:07 temperature: no ada_p: No Discriminator_loss: 0.92593 Generator_loss: 0.309429 
[INFO] 2021-01-15 15:38:57 > Step:   25000 Progress: 25.0% Elapsed: 3:38:55 temperature: no ada_p: No Discriminator_loss: 1.08358 Generator_loss: 0.230056 
[INFO] 2021-01-15 15:39:43 > Step:   25100 Progress: 25.1% Elapsed: 3:39:41 temperature: no ada_p: No Discriminator_loss: 1.0255 Generator_loss: 0.30177 
[INFO] 2021-01-15 15:40:30 > Step:   25200 Progress: 25.2% Elapsed: 3:40:28 temperature: no ada_p: No Discriminator_loss: 1.01124 Generator_loss: 0.495525 
[INFO] 2021-01-15 15:41:17 > Step:   25300 Progress: 25.3% Elapsed: 3:41:15 temperature: no ada_p: No Discriminator_loss: 0.787591 Generator_loss: 0.190907 
[INFO] 2021-01-15 15:42:05 > Step:   25400 Progress: 25.4% Elapsed: 3:42:03 temperature: no ada_p: No Discriminator_loss: 0.945308 Generator_loss: 0.338725 
[INFO] 2021-01-15 15:42:52 > Step:   25500 Progress: 25.5% Elapsed: 3:42:49 temperature: no ada_p: No Discriminator_loss: 1.00541 Generator_loss: 0.480627 
[INFO] 2021-01-15 15:43:38 > Step:   25600 Progress: 25.6% Elapsed: 3:43:36 temperature: no ada_p: No Discriminator_loss: 0.90624 Generator_loss: 0.316717 
[INFO] 2021-01-15 15:44:25 > Step:   25700 Progress: 25.7% Elapsed: 3:44:23 temperature: no ada_p: No Discriminator_loss: 0.788309 Generator_loss: 0.475027 
[INFO] 2021-01-15 15:45:13 > Step:   25800 Progress: 25.8% Elapsed: 3:45:11 temperature: no ada_p: No Discriminator_loss: 0.779756 Generator_loss: 0.352784 
[INFO] 2021-01-15 15:46:00 > Step:   25900 Progress: 25.9% Elapsed: 3:45:58 temperature: no ada_p: No Discriminator_loss: 0.839712 Generator_loss: 0.315608 
[INFO] 2021-01-15 15:46:47 > Step:   26000 Progress: 26.0% Elapsed: 3:46:44 temperature: no ada_p: No Discriminator_loss: 0.890522 Generator_loss: 0.371779 
[INFO] 2021-01-15 15:46:47 > Start Evaluation (26000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 15:46:47 > Calculating FID Score....
[INFO] 2021-01-15 15:47:08 > Calculating Inception Score....
[INFO] 2021-01-15 15:47:21 > Calculate F_beta Score....
[INFO] 2021-01-15 15:48:21 > Calculate Accuracies....
[INFO] 2021-01-15 15:48:26 > Calculate Accuracies....
[INFO] 2021-01-15 15:48:38 > F_8 score (Step: 26000, Using valid images): 0.670626012330479
[INFO] 2021-01-15 15:48:38 > F_1/8 score (Step: 26000, Using valid images): 0.8393165581502954
[INFO] 2021-01-15 15:48:38 > FID score (Step: 26000, Using valid moments): 60.0592742830554
[INFO] 2021-01-15 15:48:38 > Inception score (Step: 26000, 10000 generated images): 7.866511344909668
[INFO] 2021-01-15 15:48:38 > Best FID score (Step: 22000, Using valid moments): 58.31228073923211
[INFO] 2021-01-15 15:48:39 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 15:49:26 > Step:   26100 Progress: 26.1% Elapsed: 3:49:24 temperature: no ada_p: No Discriminator_loss: 0.978477 Generator_loss: 0.12854 
[INFO] 2021-01-15 15:50:13 > Step:   26200 Progress: 26.2% Elapsed: 3:50:11 temperature: no ada_p: No Discriminator_loss: 0.736667 Generator_loss: 0.255304 
[INFO] 2021-01-15 15:51:00 > Step:   26300 Progress: 26.3% Elapsed: 3:50:58 temperature: no ada_p: No Discriminator_loss: 0.900158 Generator_loss: 0.407467 
[INFO] 2021-01-15 15:51:47 > Step:   26400 Progress: 26.4% Elapsed: 3:51:45 temperature: no ada_p: No Discriminator_loss: 0.76165 Generator_loss: 0.244297 
[INFO] 2021-01-15 15:52:34 > Step:   26500 Progress: 26.5% Elapsed: 3:52:32 temperature: no ada_p: No Discriminator_loss: 0.827144 Generator_loss: 0.590044 
[INFO] 2021-01-15 15:53:21 > Step:   26600 Progress: 26.6% Elapsed: 3:53:19 temperature: no ada_p: No Discriminator_loss: 1.07721 Generator_loss: 0.512354 
[INFO] 2021-01-15 15:54:08 > Step:   26700 Progress: 26.7% Elapsed: 3:54:06 temperature: no ada_p: No Discriminator_loss: 1.20414 Generator_loss: 0.319199 
[INFO] 2021-01-15 15:54:55 > Step:   26800 Progress: 26.8% Elapsed: 3:54:53 temperature: no ada_p: No Discriminator_loss: 1.06769 Generator_loss: 0.321363 
[INFO] 2021-01-15 15:55:42 > Step:   26900 Progress: 26.9% Elapsed: 3:55:40 temperature: no ada_p: No Discriminator_loss: 0.879896 Generator_loss: 0.430921 
[INFO] 2021-01-15 15:56:29 > Step:   27000 Progress: 27.0% Elapsed: 3:56:27 temperature: no ada_p: No Discriminator_loss: 0.786612 Generator_loss: 0.487712 
[INFO] 2021-01-15 15:57:16 > Step:   27100 Progress: 27.1% Elapsed: 3:57:14 temperature: no ada_p: No Discriminator_loss: 0.981836 Generator_loss: 0.301133 
[INFO] 2021-01-15 15:58:03 > Step:   27200 Progress: 27.2% Elapsed: 3:58:01 temperature: no ada_p: No Discriminator_loss: 1.11775 Generator_loss: 0.484081 
[INFO] 2021-01-15 15:58:50 > Step:   27300 Progress: 27.3% Elapsed: 3:58:48 temperature: no ada_p: No Discriminator_loss: 0.723891 Generator_loss: 0.705044 
[INFO] 2021-01-15 15:59:38 > Step:   27400 Progress: 27.4% Elapsed: 3:59:36 temperature: no ada_p: No Discriminator_loss: 0.861033 Generator_loss: 0.221044 
[INFO] 2021-01-15 16:00:24 > Step:   27500 Progress: 27.5% Elapsed: 4:00:22 temperature: no ada_p: No Discriminator_loss: 1.12242 Generator_loss: 0.347706 
[INFO] 2021-01-15 16:01:11 > Step:   27600 Progress: 27.6% Elapsed: 4:01:09 temperature: no ada_p: No Discriminator_loss: 0.805651 Generator_loss: 0.338457 
[INFO] 2021-01-15 16:01:59 > Step:   27700 Progress: 27.7% Elapsed: 4:01:57 temperature: no ada_p: No Discriminator_loss: 0.747821 Generator_loss: 0.140142 
[INFO] 2021-01-15 16:02:46 > Step:   27800 Progress: 27.8% Elapsed: 4:02:44 temperature: no ada_p: No Discriminator_loss: 0.685792 Generator_loss: 0.446932 
[INFO] 2021-01-15 16:03:33 > Step:   27900 Progress: 27.9% Elapsed: 4:03:31 temperature: no ada_p: No Discriminator_loss: 0.673096 Generator_loss: 0.423345 
[INFO] 2021-01-15 16:04:19 > Step:   28000 Progress: 28.0% Elapsed: 4:04:17 temperature: no ada_p: No Discriminator_loss: 0.718305 Generator_loss: 0.222068 
[INFO] 2021-01-15 16:04:19 > Start Evaluation (28000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 16:04:19 > Calculating FID Score....
[INFO] 2021-01-15 16:04:40 > Calculating Inception Score....
[INFO] 2021-01-15 16:04:53 > Calculate F_beta Score....
[INFO] 2021-01-15 16:05:53 > Calculate Accuracies....
[INFO] 2021-01-15 16:05:58 > Calculate Accuracies....
[INFO] 2021-01-15 16:06:11 > F_8 score (Step: 28000, Using valid images): 0.6494943094541199
[INFO] 2021-01-15 16:06:11 > F_1/8 score (Step: 28000, Using valid images): 0.8513631555706547
[INFO] 2021-01-15 16:06:11 > FID score (Step: 28000, Using valid moments): 58.49244108482873
[INFO] 2021-01-15 16:06:11 > Inception score (Step: 28000, 10000 generated images): 8.09062385559082
[INFO] 2021-01-15 16:06:11 > Best FID score (Step: 22000, Using valid moments): 58.31228073923211
[INFO] 2021-01-15 16:06:12 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 16:06:59 > Step:   28100 Progress: 28.1% Elapsed: 4:06:57 temperature: no ada_p: No Discriminator_loss: 0.993789 Generator_loss: 0.407951 
[INFO] 2021-01-15 16:07:46 > Step:   28200 Progress: 28.2% Elapsed: 4:07:44 temperature: no ada_p: No Discriminator_loss: 0.787445 Generator_loss: 0.469279 
[INFO] 2021-01-15 16:08:33 > Step:   28300 Progress: 28.3% Elapsed: 4:08:31 temperature: no ada_p: No Discriminator_loss: 0.994005 Generator_loss: 0.537385 
[INFO] 2021-01-15 16:09:20 > Step:   28400 Progress: 28.4% Elapsed: 4:09:18 temperature: no ada_p: No Discriminator_loss: 1.0522 Generator_loss: 0.456973 
[INFO] 2021-01-15 16:10:07 > Step:   28500 Progress: 28.5% Elapsed: 4:10:05 temperature: no ada_p: No Discriminator_loss: 1.01541 Generator_loss: 0.537171 
[INFO] 2021-01-15 16:10:54 > Step:   28600 Progress: 28.6% Elapsed: 4:10:52 temperature: no ada_p: No Discriminator_loss: 0.889753 Generator_loss: 0.465037 
[INFO] 2021-01-15 16:11:41 > Step:   28700 Progress: 28.7% Elapsed: 4:11:39 temperature: no ada_p: No Discriminator_loss: 1.34231 Generator_loss: 0.387894 
[INFO] 2021-01-15 16:12:28 > Step:   28800 Progress: 28.8% Elapsed: 4:12:26 temperature: no ada_p: No Discriminator_loss: 0.767186 Generator_loss: 0.302616 
[INFO] 2021-01-15 16:13:15 > Step:   28900 Progress: 28.9% Elapsed: 4:13:13 temperature: no ada_p: No Discriminator_loss: 0.69455 Generator_loss: 0.434638 
[INFO] 2021-01-15 16:14:02 > Step:   29000 Progress: 29.0% Elapsed: 4:14:00 temperature: no ada_p: No Discriminator_loss: 0.940887 Generator_loss: 0.441653 
[INFO] 2021-01-15 16:14:49 > Step:   29100 Progress: 29.1% Elapsed: 4:14:47 temperature: no ada_p: No Discriminator_loss: 0.939645 Generator_loss: 0.541118 
[INFO] 2021-01-15 16:15:36 > Step:   29200 Progress: 29.2% Elapsed: 4:15:34 temperature: no ada_p: No Discriminator_loss: 0.618577 Generator_loss: 0.523108 
[INFO] 2021-01-15 16:16:23 > Step:   29300 Progress: 29.3% Elapsed: 4:16:21 temperature: no ada_p: No Discriminator_loss: 0.850392 Generator_loss: 0.283079 
[INFO] 2021-01-15 16:17:10 > Step:   29400 Progress: 29.4% Elapsed: 4:17:08 temperature: no ada_p: No Discriminator_loss: 0.716628 Generator_loss: 0.0470098 
[INFO] 2021-01-15 16:17:57 > Step:   29500 Progress: 29.5% Elapsed: 4:17:55 temperature: no ada_p: No Discriminator_loss: 0.9334 Generator_loss: 0.182237 
[INFO] 2021-01-15 16:18:44 > Step:   29600 Progress: 29.6% Elapsed: 4:18:42 temperature: no ada_p: No Discriminator_loss: 0.774668 Generator_loss: 0.52898 
[INFO] 2021-01-15 16:19:31 > Step:   29700 Progress: 29.7% Elapsed: 4:19:29 temperature: no ada_p: No Discriminator_loss: 0.737942 Generator_loss: 0.392451 
[INFO] 2021-01-15 16:20:18 > Step:   29800 Progress: 29.8% Elapsed: 4:20:16 temperature: no ada_p: No Discriminator_loss: 1.04666 Generator_loss: 0.302541 
[INFO] 2021-01-15 16:21:05 > Step:   29900 Progress: 29.9% Elapsed: 4:21:03 temperature: no ada_p: No Discriminator_loss: 0.845294 Generator_loss: 0.535593 
[INFO] 2021-01-15 16:21:52 > Step:   30000 Progress: 30.0% Elapsed: 4:21:50 temperature: no ada_p: No Discriminator_loss: 0.957079 Generator_loss: 0.337932 
[INFO] 2021-01-15 16:21:52 > Start Evaluation (30000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 16:21:52 > Calculating FID Score....
[INFO] 2021-01-15 16:22:13 > Calculating Inception Score....
[INFO] 2021-01-15 16:22:26 > Calculate F_beta Score....
[INFO] 2021-01-15 16:23:28 > Calculate Accuracies....
[INFO] 2021-01-15 16:23:34 > Calculate Accuracies....
[INFO] 2021-01-15 16:23:47 > F_8 score (Step: 30000, Using valid images): 0.664641197226527
[INFO] 2021-01-15 16:23:47 > F_1/8 score (Step: 30000, Using valid images): 0.857362210510086
[INFO] 2021-01-15 16:23:47 > FID score (Step: 30000, Using valid moments): 60.38237852555858
[INFO] 2021-01-15 16:23:47 > Inception score (Step: 30000, 10000 generated images): 8.016692161560059
[INFO] 2021-01-15 16:23:47 > Best FID score (Step: 22000, Using valid moments): 58.31228073923211
[INFO] 2021-01-15 16:23:48 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 16:24:35 > Step:   30100 Progress: 30.1% Elapsed: 4:24:33 temperature: no ada_p: No Discriminator_loss: 0.761068 Generator_loss: 0.516252 
[INFO] 2021-01-15 16:25:22 > Step:   30200 Progress: 30.2% Elapsed: 4:25:20 temperature: no ada_p: No Discriminator_loss: 0.892575 Generator_loss: 0.490971 
[INFO] 2021-01-15 16:26:09 > Step:   30300 Progress: 30.3% Elapsed: 4:26:07 temperature: no ada_p: No Discriminator_loss: 1.00476 Generator_loss: 0.454584 
[INFO] 2021-01-15 16:26:56 > Step:   30400 Progress: 30.4% Elapsed: 4:26:54 temperature: no ada_p: No Discriminator_loss: 0.821514 Generator_loss: 0.355182 
[INFO] 2021-01-15 16:27:43 > Step:   30500 Progress: 30.5% Elapsed: 4:27:41 temperature: no ada_p: No Discriminator_loss: 1.02048 Generator_loss: 0.357732 
[INFO] 2021-01-15 16:28:30 > Step:   30600 Progress: 30.6% Elapsed: 4:28:28 temperature: no ada_p: No Discriminator_loss: 1.09553 Generator_loss: 0.540157 
[INFO] 2021-01-15 16:29:17 > Step:   30700 Progress: 30.7% Elapsed: 4:29:15 temperature: no ada_p: No Discriminator_loss: 0.957363 Generator_loss: 0.303422 
[INFO] 2021-01-15 16:30:04 > Step:   30800 Progress: 30.8% Elapsed: 4:30:02 temperature: no ada_p: No Discriminator_loss: 0.60258 Generator_loss: 0.58182 
[INFO] 2021-01-15 16:30:51 > Step:   30900 Progress: 30.9% Elapsed: 4:30:49 temperature: no ada_p: No Discriminator_loss: 1.08632 Generator_loss: 0.332831 
[INFO] 2021-01-15 16:31:38 > Step:   31000 Progress: 31.0% Elapsed: 4:31:36 temperature: no ada_p: No Discriminator_loss: 0.883766 Generator_loss: 0.351463 
[INFO] 2021-01-15 16:32:25 > Step:   31100 Progress: 31.1% Elapsed: 4:32:23 temperature: no ada_p: No Discriminator_loss: 1.2811 Generator_loss: 0.578195 
[INFO] 2021-01-15 16:33:12 > Step:   31200 Progress: 31.2% Elapsed: 4:33:10 temperature: no ada_p: No Discriminator_loss: 0.901006 Generator_loss: 0.371083 
[INFO] 2021-01-15 16:34:00 > Step:   31300 Progress: 31.3% Elapsed: 4:33:58 temperature: no ada_p: No Discriminator_loss: 1.07928 Generator_loss: 0.552298 
[INFO] 2021-01-15 16:34:47 > Step:   31400 Progress: 31.4% Elapsed: 4:34:44 temperature: no ada_p: No Discriminator_loss: 1.20337 Generator_loss: 0.580431 
[INFO] 2021-01-15 16:35:33 > Step:   31500 Progress: 31.5% Elapsed: 4:35:31 temperature: no ada_p: No Discriminator_loss: 0.907009 Generator_loss: 0.406999 
[INFO] 2021-01-15 16:36:21 > Step:   31600 Progress: 31.6% Elapsed: 4:36:19 temperature: no ada_p: No Discriminator_loss: 0.844996 Generator_loss: 1.29963 
[INFO] 2021-01-15 16:37:08 > Step:   31700 Progress: 31.7% Elapsed: 4:37:06 temperature: no ada_p: No Discriminator_loss: 0.915291 Generator_loss: 1.40923 
[INFO] 2021-01-15 16:37:55 > Step:   31800 Progress: 31.8% Elapsed: 4:37:52 temperature: no ada_p: No Discriminator_loss: 0.827193 Generator_loss: 1.63455 
[INFO] 2021-01-15 16:38:41 > Step:   31900 Progress: 31.9% Elapsed: 4:38:39 temperature: no ada_p: No Discriminator_loss: 0.620602 Generator_loss: 1.64819 
[INFO] 2021-01-15 16:39:29 > Step:   32000 Progress: 32.0% Elapsed: 4:39:27 temperature: no ada_p: No Discriminator_loss: 0.929459 Generator_loss: 1.6742 
[INFO] 2021-01-15 16:39:29 > Start Evaluation (32000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 16:39:29 > Calculating FID Score....
[INFO] 2021-01-15 16:39:50 > Calculating Inception Score....
[INFO] 2021-01-15 16:40:03 > Calculate F_beta Score....
[INFO] 2021-01-15 16:41:03 > Calculate Accuracies....
[INFO] 2021-01-15 16:41:08 > Calculate Accuracies....
[INFO] 2021-01-15 16:41:21 > F_8 score (Step: 32000, Using valid images): 0.63935288349057
[INFO] 2021-01-15 16:41:21 > F_1/8 score (Step: 32000, Using valid images): 0.8678352563552528
[INFO] 2021-01-15 16:41:21 > FID score (Step: 32000, Using valid moments): 58.43233649876669
[INFO] 2021-01-15 16:41:21 > Inception score (Step: 32000, 10000 generated images): 8.308131217956543
[INFO] 2021-01-15 16:41:21 > Best FID score (Step: 22000, Using valid moments): 58.31228073923211
[INFO] 2021-01-15 16:41:22 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 16:42:09 > Step:   32100 Progress: 32.1% Elapsed: 4:42:07 temperature: no ada_p: No Discriminator_loss: 1.10797 Generator_loss: 1.53912 
[INFO] 2021-01-15 16:42:56 > Step:   32200 Progress: 32.2% Elapsed: 4:42:54 temperature: no ada_p: No Discriminator_loss: 0.913598 Generator_loss: 1.59834 
[INFO] 2021-01-15 16:43:43 > Step:   32300 Progress: 32.3% Elapsed: 4:43:41 temperature: no ada_p: No Discriminator_loss: 0.995497 Generator_loss: 1.46068 
[INFO] 2021-01-15 16:44:30 > Step:   32400 Progress: 32.4% Elapsed: 4:44:28 temperature: no ada_p: No Discriminator_loss: 0.827473 Generator_loss: 1.84644 
[INFO] 2021-01-15 16:45:17 > Step:   32500 Progress: 32.5% Elapsed: 4:45:15 temperature: no ada_p: No Discriminator_loss: 0.967747 Generator_loss: 1.83312 
[INFO] 2021-01-15 16:46:04 > Step:   32600 Progress: 32.6% Elapsed: 4:46:02 temperature: no ada_p: No Discriminator_loss: 0.754667 Generator_loss: 1.707 
[INFO] 2021-01-15 16:46:51 > Step:   32700 Progress: 32.7% Elapsed: 4:46:49 temperature: no ada_p: No Discriminator_loss: 0.771633 Generator_loss: 1.97833 
[INFO] 2021-01-15 16:47:38 > Step:   32800 Progress: 32.8% Elapsed: 4:47:36 temperature: no ada_p: No Discriminator_loss: 0.745049 Generator_loss: 1.60794 
[INFO] 2021-01-15 16:48:25 > Step:   32900 Progress: 32.9% Elapsed: 4:48:23 temperature: no ada_p: No Discriminator_loss: 0.748015 Generator_loss: 1.73012 
[INFO] 2021-01-15 16:49:12 > Step:   33000 Progress: 33.0% Elapsed: 4:49:10 temperature: no ada_p: No Discriminator_loss: 0.827239 Generator_loss: 1.87385 
[INFO] 2021-01-15 16:49:59 > Step:   33100 Progress: 33.1% Elapsed: 4:49:57 temperature: no ada_p: No Discriminator_loss: 0.794428 Generator_loss: 1.79056 
[INFO] 2021-01-15 16:50:46 > Step:   33200 Progress: 33.2% Elapsed: 4:50:44 temperature: no ada_p: No Discriminator_loss: 0.621095 Generator_loss: 1.69272 
[INFO] 2021-01-15 16:51:33 > Step:   33300 Progress: 33.3% Elapsed: 4:51:31 temperature: no ada_p: No Discriminator_loss: 0.716861 Generator_loss: 1.5857 
[INFO] 2021-01-15 16:52:20 > Step:   33400 Progress: 33.4% Elapsed: 4:52:18 temperature: no ada_p: No Discriminator_loss: 0.725972 Generator_loss: 1.81481 
[INFO] 2021-01-15 16:53:07 > Step:   33500 Progress: 33.5% Elapsed: 4:53:05 temperature: no ada_p: No Discriminator_loss: 0.521157 Generator_loss: 1.81947 
[INFO] 2021-01-15 16:53:54 > Step:   33600 Progress: 33.6% Elapsed: 4:53:52 temperature: no ada_p: No Discriminator_loss: 0.785769 Generator_loss: 1.65088 
[INFO] 2021-01-15 16:54:41 > Step:   33700 Progress: 33.7% Elapsed: 4:54:39 temperature: no ada_p: No Discriminator_loss: 0.793913 Generator_loss: 1.79068 
[INFO] 2021-01-15 16:55:28 > Step:   33800 Progress: 33.8% Elapsed: 4:55:26 temperature: no ada_p: No Discriminator_loss: 0.966085 Generator_loss: 1.57277 
[INFO] 2021-01-15 16:56:15 > Step:   33900 Progress: 33.9% Elapsed: 4:56:13 temperature: no ada_p: No Discriminator_loss: 0.811494 Generator_loss: 1.78376 
[INFO] 2021-01-15 16:57:02 > Step:   34000 Progress: 34.0% Elapsed: 4:57:00 temperature: no ada_p: No Discriminator_loss: 0.844826 Generator_loss: 1.76092 
[INFO] 2021-01-15 16:57:02 > Start Evaluation (34000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 16:57:02 > Calculating FID Score....
[INFO] 2021-01-15 16:57:24 > Calculating Inception Score....
[INFO] 2021-01-15 16:57:36 > Calculate F_beta Score....
[INFO] 2021-01-15 16:58:35 > Calculate Accuracies....
[INFO] 2021-01-15 16:58:40 > Calculate Accuracies....
[INFO] 2021-01-15 16:58:52 > F_8 score (Step: 34000, Using valid images): 0.6508431957421694
[INFO] 2021-01-15 16:58:52 > F_1/8 score (Step: 34000, Using valid images): 0.8783141300556964
[INFO] 2021-01-15 16:58:52 > FID score (Step: 34000, Using valid moments): 56.41367898348159
[INFO] 2021-01-15 16:58:52 > Inception score (Step: 34000, 10000 generated images): 8.51093864440918
[INFO] 2021-01-15 16:58:52 > Best FID score (Step: 34000, Using valid moments): 56.41367898348159
[INFO] 2021-01-15 16:58:54 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 16:59:41 > Step:   34100 Progress: 34.1% Elapsed: 4:59:39 temperature: no ada_p: No Discriminator_loss: 0.965838 Generator_loss: 1.69366 
[INFO] 2021-01-15 17:00:28 > Step:   34200 Progress: 34.2% Elapsed: 5:00:26 temperature: no ada_p: No Discriminator_loss: 0.695416 Generator_loss: 1.72846 
[INFO] 2021-01-15 17:01:15 > Step:   34300 Progress: 34.3% Elapsed: 5:01:13 temperature: no ada_p: No Discriminator_loss: 0.687345 Generator_loss: 1.52439 
[INFO] 2021-01-15 17:02:02 > Step:   34400 Progress: 34.4% Elapsed: 5:02:00 temperature: no ada_p: No Discriminator_loss: 0.777246 Generator_loss: 1.76855 
[INFO] 2021-01-15 17:02:49 > Step:   34500 Progress: 34.5% Elapsed: 5:02:47 temperature: no ada_p: No Discriminator_loss: 0.748815 Generator_loss: 1.63842 
[INFO] 2021-01-15 17:03:36 > Step:   34600 Progress: 34.6% Elapsed: 5:03:34 temperature: no ada_p: No Discriminator_loss: 0.962814 Generator_loss: 1.56549 
[INFO] 2021-01-15 17:04:23 > Step:   34700 Progress: 34.7% Elapsed: 5:04:21 temperature: no ada_p: No Discriminator_loss: 0.832121 Generator_loss: 1.76338 
[INFO] 2021-01-15 17:05:10 > Step:   34800 Progress: 34.8% Elapsed: 5:05:08 temperature: no ada_p: No Discriminator_loss: 0.756953 Generator_loss: 1.73079 
[INFO] 2021-01-15 17:05:57 > Step:   34900 Progress: 34.9% Elapsed: 5:05:55 temperature: no ada_p: No Discriminator_loss: 0.755973 Generator_loss: 1.70147 
[INFO] 2021-01-15 17:06:44 > Step:   35000 Progress: 35.0% Elapsed: 5:06:42 temperature: no ada_p: No Discriminator_loss: 0.705042 Generator_loss: 1.60011 
[INFO] 2021-01-15 17:07:31 > Step:   35100 Progress: 35.1% Elapsed: 5:07:29 temperature: no ada_p: No Discriminator_loss: 0.645403 Generator_loss: 1.62859 
[INFO] 2021-01-15 17:08:19 > Step:   35200 Progress: 35.2% Elapsed: 5:08:16 temperature: no ada_p: No Discriminator_loss: 0.808308 Generator_loss: 1.7632 
[INFO] 2021-01-15 17:09:05 > Step:   35300 Progress: 35.3% Elapsed: 5:09:03 temperature: no ada_p: No Discriminator_loss: 0.801969 Generator_loss: 1.74521 
[INFO] 2021-01-15 17:09:52 > Step:   35400 Progress: 35.4% Elapsed: 5:09:50 temperature: no ada_p: No Discriminator_loss: 0.780125 Generator_loss: 1.67198 
[INFO] 2021-01-15 17:10:40 > Step:   35500 Progress: 35.5% Elapsed: 5:10:38 temperature: no ada_p: No Discriminator_loss: 1.05328 Generator_loss: 1.65697 
[INFO] 2021-01-15 17:11:27 > Step:   35600 Progress: 35.6% Elapsed: 5:11:25 temperature: no ada_p: No Discriminator_loss: 0.688908 Generator_loss: 1.8646 
[INFO] 2021-01-15 17:12:14 > Step:   35700 Progress: 35.7% Elapsed: 5:12:11 temperature: no ada_p: No Discriminator_loss: 0.696314 Generator_loss: 0.844438 
[INFO] 2021-01-15 17:13:00 > Step:   35800 Progress: 35.8% Elapsed: 5:12:58 temperature: no ada_p: No Discriminator_loss: 0.626874 Generator_loss: 0.36782 
[INFO] 2021-01-15 17:13:48 > Step:   35900 Progress: 35.9% Elapsed: 5:13:46 temperature: no ada_p: No Discriminator_loss: 0.658381 Generator_loss: 0.600682 
[INFO] 2021-01-15 17:14:35 > Step:   36000 Progress: 36.0% Elapsed: 5:14:33 temperature: no ada_p: No Discriminator_loss: 0.955891 Generator_loss: 0.765788 
[INFO] 2021-01-15 17:14:35 > Start Evaluation (36000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 17:14:35 > Calculating FID Score....
[INFO] 2021-01-15 17:14:56 > Calculating Inception Score....
[INFO] 2021-01-15 17:15:09 > Calculate F_beta Score....
[INFO] 2021-01-15 17:16:10 > Calculate Accuracies....
[INFO] 2021-01-15 17:16:15 > Calculate Accuracies....
[INFO] 2021-01-15 17:16:28 > F_8 score (Step: 36000, Using valid images): 0.6537174692636502
[INFO] 2021-01-15 17:16:28 > F_1/8 score (Step: 36000, Using valid images): 0.8844697017315667
[INFO] 2021-01-15 17:16:28 > FID score (Step: 36000, Using valid moments): 56.909787975388554
[INFO] 2021-01-15 17:16:28 > Inception score (Step: 36000, 10000 generated images): 8.510191917419434
[INFO] 2021-01-15 17:16:28 > Best FID score (Step: 34000, Using valid moments): 56.41367898348159
[INFO] 2021-01-15 17:16:29 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 17:17:16 > Step:   36100 Progress: 36.1% Elapsed: 5:17:14 temperature: no ada_p: No Discriminator_loss: 0.797296 Generator_loss: 0.675734 
[INFO] 2021-01-15 17:18:03 > Step:   36200 Progress: 36.2% Elapsed: 5:18:01 temperature: no ada_p: No Discriminator_loss: 0.678636 Generator_loss: 0.696761 
[INFO] 2021-01-15 17:18:50 > Step:   36300 Progress: 36.3% Elapsed: 5:18:48 temperature: no ada_p: No Discriminator_loss: 0.584129 Generator_loss: 0.678697 
[INFO] 2021-01-15 17:19:37 > Step:   36400 Progress: 36.4% Elapsed: 5:19:35 temperature: no ada_p: No Discriminator_loss: 0.909936 Generator_loss: 0.496503 
[INFO] 2021-01-15 17:20:24 > Step:   36500 Progress: 36.5% Elapsed: 5:20:22 temperature: no ada_p: No Discriminator_loss: 0.550815 Generator_loss: 0.731107 
[INFO] 2021-01-15 17:21:11 > Step:   36600 Progress: 36.6% Elapsed: 5:21:09 temperature: no ada_p: No Discriminator_loss: 0.693692 Generator_loss: 0.551127 
[INFO] 2021-01-15 17:21:58 > Step:   36700 Progress: 36.7% Elapsed: 5:21:56 temperature: no ada_p: No Discriminator_loss: 0.937697 Generator_loss: 0.643573 
[INFO] 2021-01-15 17:22:45 > Step:   36800 Progress: 36.8% Elapsed: 5:22:43 temperature: no ada_p: No Discriminator_loss: 0.910139 Generator_loss: 1.79428 
[INFO] 2021-01-15 17:23:32 > Step:   36900 Progress: 36.9% Elapsed: 5:23:30 temperature: no ada_p: No Discriminator_loss: 0.856786 Generator_loss: 1.68925 
[INFO] 2021-01-15 17:24:19 > Step:   37000 Progress: 37.0% Elapsed: 5:24:17 temperature: no ada_p: No Discriminator_loss: 0.723451 Generator_loss: 1.77757 
[INFO] 2021-01-15 17:25:06 > Step:   37100 Progress: 37.1% Elapsed: 5:25:04 temperature: no ada_p: No Discriminator_loss: 1.13283 Generator_loss: 1.09276 
[INFO] 2021-01-15 17:25:53 > Step:   37200 Progress: 37.2% Elapsed: 5:25:51 temperature: no ada_p: No Discriminator_loss: 0.8064 Generator_loss: 1.53024 
[INFO] 2021-01-15 17:26:40 > Step:   37300 Progress: 37.3% Elapsed: 5:26:38 temperature: no ada_p: No Discriminator_loss: 0.531273 Generator_loss: 2.00201 
[INFO] 2021-01-15 17:27:27 > Step:   37400 Progress: 37.4% Elapsed: 5:27:25 temperature: no ada_p: No Discriminator_loss: 0.850259 Generator_loss: 1.78721 
[INFO] 2021-01-15 17:28:14 > Step:   37500 Progress: 37.5% Elapsed: 5:28:12 temperature: no ada_p: No Discriminator_loss: 0.880786 Generator_loss: 1.86102 
[INFO] 2021-01-15 17:29:01 > Step:   37600 Progress: 37.6% Elapsed: 5:28:59 temperature: no ada_p: No Discriminator_loss: 0.965733 Generator_loss: 1.57678 
[INFO] 2021-01-15 17:29:48 > Step:   37700 Progress: 37.7% Elapsed: 5:29:46 temperature: no ada_p: No Discriminator_loss: 0.73687 Generator_loss: 1.60499 
[INFO] 2021-01-15 17:30:35 > Step:   37800 Progress: 37.8% Elapsed: 5:30:33 temperature: no ada_p: No Discriminator_loss: 0.941518 Generator_loss: 1.68337 
[INFO] 2021-01-15 17:31:22 > Step:   37900 Progress: 37.9% Elapsed: 5:31:20 temperature: no ada_p: No Discriminator_loss: 0.616663 Generator_loss: 1.65632 
[INFO] 2021-01-15 17:32:09 > Step:   38000 Progress: 38.0% Elapsed: 5:32:07 temperature: no ada_p: No Discriminator_loss: 0.79715 Generator_loss: 1.8994 
[INFO] 2021-01-15 17:32:09 > Start Evaluation (38000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 17:32:09 > Calculating FID Score....
[INFO] 2021-01-15 17:32:30 > Calculating Inception Score....
[INFO] 2021-01-15 17:32:43 > Calculate F_beta Score....
[INFO] 2021-01-15 17:33:43 > Calculate Accuracies....
[INFO] 2021-01-15 17:33:48 > Calculate Accuracies....
[INFO] 2021-01-15 17:34:01 > F_8 score (Step: 38000, Using valid images): 0.669097151981358
[INFO] 2021-01-15 17:34:01 > F_1/8 score (Step: 38000, Using valid images): 0.8623833452358232
[INFO] 2021-01-15 17:34:01 > FID score (Step: 38000, Using valid moments): 60.00973140133664
[INFO] 2021-01-15 17:34:01 > Inception score (Step: 38000, 10000 generated images): 7.8816633224487305
[INFO] 2021-01-15 17:34:01 > Best FID score (Step: 34000, Using valid moments): 56.41367898348159
[INFO] 2021-01-15 17:34:02 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 17:34:49 > Step:   38100 Progress: 38.1% Elapsed: 5:34:47 temperature: no ada_p: No Discriminator_loss: 0.832147 Generator_loss: 1.84091 
[INFO] 2021-01-15 17:35:36 > Step:   38200 Progress: 38.2% Elapsed: 5:35:34 temperature: no ada_p: No Discriminator_loss: 0.76196 Generator_loss: 1.32798 
[INFO] 2021-01-15 17:36:23 > Step:   38300 Progress: 38.3% Elapsed: 5:36:21 temperature: no ada_p: No Discriminator_loss: 0.688362 Generator_loss: 1.81285 
[INFO] 2021-01-15 17:37:10 > Step:   38400 Progress: 38.4% Elapsed: 5:37:08 temperature: no ada_p: No Discriminator_loss: 0.699233 Generator_loss: 1.83535 
[INFO] 2021-01-15 17:37:57 > Step:   38500 Progress: 38.5% Elapsed: 5:37:55 temperature: no ada_p: No Discriminator_loss: 0.876042 Generator_loss: 1.70468 
[INFO] 2021-01-15 17:38:44 > Step:   38600 Progress: 38.6% Elapsed: 5:38:42 temperature: no ada_p: No Discriminator_loss: 0.837444 Generator_loss: 1.95477 
[INFO] 2021-01-15 17:39:31 > Step:   38700 Progress: 38.7% Elapsed: 5:39:29 temperature: no ada_p: No Discriminator_loss: 0.645629 Generator_loss: 1.84695 
[INFO] 2021-01-15 17:40:18 > Step:   38800 Progress: 38.8% Elapsed: 5:40:16 temperature: no ada_p: No Discriminator_loss: 0.832764 Generator_loss: 1.94188 
[INFO] 2021-01-15 17:41:05 > Step:   38900 Progress: 38.9% Elapsed: 5:41:03 temperature: no ada_p: No Discriminator_loss: 0.760595 Generator_loss: 1.59813 
[INFO] 2021-01-15 17:41:52 > Step:   39000 Progress: 39.0% Elapsed: 5:41:50 temperature: no ada_p: No Discriminator_loss: 0.605059 Generator_loss: 1.87745 
[INFO] 2021-01-15 17:42:39 > Step:   39100 Progress: 39.1% Elapsed: 5:42:37 temperature: no ada_p: No Discriminator_loss: 0.717248 Generator_loss: 1.82641 
[INFO] 2021-01-15 17:43:26 > Step:   39200 Progress: 39.2% Elapsed: 5:43:24 temperature: no ada_p: No Discriminator_loss: 0.748935 Generator_loss: 1.73368 
[INFO] 2021-01-15 17:44:13 > Step:   39300 Progress: 39.3% Elapsed: 5:44:11 temperature: no ada_p: No Discriminator_loss: 0.558761 Generator_loss: 1.79393 
[INFO] 2021-01-15 17:45:01 > Step:   39400 Progress: 39.4% Elapsed: 5:44:59 temperature: no ada_p: No Discriminator_loss: 0.486624 Generator_loss: 1.76878 
[INFO] 2021-01-15 17:45:48 > Step:   39500 Progress: 39.5% Elapsed: 5:45:46 temperature: no ada_p: No Discriminator_loss: 1.03872 Generator_loss: 0.541016 
[INFO] 2021-01-15 17:46:34 > Step:   39600 Progress: 39.6% Elapsed: 5:46:32 temperature: no ada_p: No Discriminator_loss: 0.597966 Generator_loss: 0.679542 
[INFO] 2021-01-15 17:47:21 > Step:   39700 Progress: 39.7% Elapsed: 5:47:19 temperature: no ada_p: No Discriminator_loss: 0.820792 Generator_loss: 0.690914 
[INFO] 2021-01-15 17:48:09 > Step:   39800 Progress: 39.8% Elapsed: 5:48:07 temperature: no ada_p: No Discriminator_loss: 0.766566 Generator_loss: 0.667055 
[INFO] 2021-01-15 17:48:56 > Step:   39900 Progress: 39.9% Elapsed: 5:48:53 temperature: no ada_p: No Discriminator_loss: 0.553728 Generator_loss: 0.986394 
[INFO] 2021-01-15 17:49:42 > Step:   40000 Progress: 40.0% Elapsed: 5:49:40 temperature: no ada_p: No Discriminator_loss: 0.923853 Generator_loss: 0.670388 
[INFO] 2021-01-15 17:49:42 > Start Evaluation (40000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 17:49:42 > Calculating FID Score....
[INFO] 2021-01-15 17:50:03 > Calculating Inception Score....
[INFO] 2021-01-15 17:50:16 > Calculate F_beta Score....
[INFO] 2021-01-15 17:51:18 > Calculate Accuracies....
[INFO] 2021-01-15 17:51:23 > Calculate Accuracies....
[INFO] 2021-01-15 17:51:36 > F_8 score (Step: 40000, Using valid images): 0.6546786462328051
[INFO] 2021-01-15 17:51:36 > F_1/8 score (Step: 40000, Using valid images): 0.8744135859310995
[INFO] 2021-01-15 17:51:36 > FID score (Step: 40000, Using valid moments): 57.57549310319922
[INFO] 2021-01-15 17:51:36 > Inception score (Step: 40000, 10000 generated images): 8.284708976745605
[INFO] 2021-01-15 17:51:36 > Best FID score (Step: 34000, Using valid moments): 56.41367898348159
[INFO] 2021-01-15 17:51:37 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 17:52:24 > Step:   40100 Progress: 40.1% Elapsed: 5:52:22 temperature: no ada_p: No Discriminator_loss: 0.892341 Generator_loss: 0.844184 
[INFO] 2021-01-15 17:53:11 > Step:   40200 Progress: 40.2% Elapsed: 5:53:09 temperature: no ada_p: No Discriminator_loss: 0.888066 Generator_loss: 0.515329 
[INFO] 2021-01-15 17:53:58 > Step:   40300 Progress: 40.3% Elapsed: 5:53:56 temperature: no ada_p: No Discriminator_loss: 0.793473 Generator_loss: 0.712663 
[INFO] 2021-01-15 17:54:45 > Step:   40400 Progress: 40.4% Elapsed: 5:54:43 temperature: no ada_p: No Discriminator_loss: 0.721001 Generator_loss: 0.523826 
[INFO] 2021-01-15 17:55:31 > Step:   40500 Progress: 40.5% Elapsed: 5:55:29 temperature: no ada_p: No Discriminator_loss: 0.919745 Generator_loss: 0.889962 
[INFO] 2021-01-15 17:56:19 > Step:   40600 Progress: 40.6% Elapsed: 5:56:17 temperature: no ada_p: No Discriminator_loss: 0.681142 Generator_loss: 0.777037 
[INFO] 2021-01-15 17:57:06 > Step:   40700 Progress: 40.7% Elapsed: 5:57:04 temperature: no ada_p: No Discriminator_loss: 0.766905 Generator_loss: 0.51967 
[INFO] 2021-01-15 17:57:53 > Step:   40800 Progress: 40.8% Elapsed: 5:57:51 temperature: no ada_p: No Discriminator_loss: 0.74463 Generator_loss: 0.876463 
[INFO] 2021-01-15 17:58:39 > Step:   40900 Progress: 40.9% Elapsed: 5:58:37 temperature: no ada_p: No Discriminator_loss: 0.714104 Generator_loss: 0.607245 
[INFO] 2021-01-15 17:59:27 > Step:   41000 Progress: 41.0% Elapsed: 5:59:25 temperature: no ada_p: No Discriminator_loss: 0.741605 Generator_loss: 0.421814 
[INFO] 2021-01-15 18:00:14 > Step:   41100 Progress: 41.1% Elapsed: 6:00:12 temperature: no ada_p: No Discriminator_loss: 0.746819 Generator_loss: 0.56797 
[INFO] 2021-01-15 18:01:01 > Step:   41200 Progress: 41.2% Elapsed: 6:00:59 temperature: no ada_p: No Discriminator_loss: 0.613286 Generator_loss: 0.716995 
[INFO] 2021-01-15 18:01:48 > Step:   41300 Progress: 41.3% Elapsed: 6:01:46 temperature: no ada_p: No Discriminator_loss: 1.04382 Generator_loss: 0.811417 
[INFO] 2021-01-15 18:02:35 > Step:   41400 Progress: 41.4% Elapsed: 6:02:33 temperature: no ada_p: No Discriminator_loss: 0.697406 Generator_loss: 0.927629 
[INFO] 2021-01-15 18:03:22 > Step:   41500 Progress: 41.5% Elapsed: 6:03:20 temperature: no ada_p: No Discriminator_loss: 0.602599 Generator_loss: 0.618991 
[INFO] 2021-01-15 18:04:09 > Step:   41600 Progress: 41.6% Elapsed: 6:04:07 temperature: no ada_p: No Discriminator_loss: 0.676191 Generator_loss: 0.677655 
[INFO] 2021-01-15 18:04:56 > Step:   41700 Progress: 41.7% Elapsed: 6:04:54 temperature: no ada_p: No Discriminator_loss: 0.609349 Generator_loss: 0.99366 
[INFO] 2021-01-15 18:05:43 > Step:   41800 Progress: 41.8% Elapsed: 6:05:41 temperature: no ada_p: No Discriminator_loss: 0.468071 Generator_loss: 0.794796 
[INFO] 2021-01-15 18:06:30 > Step:   41900 Progress: 41.9% Elapsed: 6:06:28 temperature: no ada_p: No Discriminator_loss: 0.805632 Generator_loss: 0.714445 
[INFO] 2021-01-15 18:07:17 > Step:   42000 Progress: 42.0% Elapsed: 6:07:15 temperature: no ada_p: No Discriminator_loss: 0.680338 Generator_loss: 0.818625 
[INFO] 2021-01-15 18:07:17 > Start Evaluation (42000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 18:07:17 > Calculating FID Score....
[INFO] 2021-01-15 18:07:38 > Calculating Inception Score....
[INFO] 2021-01-15 18:07:51 > Calculate F_beta Score....
[INFO] 2021-01-15 18:08:51 > Calculate Accuracies....
[INFO] 2021-01-15 18:08:56 > Calculate Accuracies....
[INFO] 2021-01-15 18:09:10 > F_8 score (Step: 42000, Using valid images): 0.6744394787073564
[INFO] 2021-01-15 18:09:10 > F_1/8 score (Step: 42000, Using valid images): 0.8756123317853911
[INFO] 2021-01-15 18:09:10 > FID score (Step: 42000, Using valid moments): 56.72925614918512
[INFO] 2021-01-15 18:09:10 > Inception score (Step: 42000, 10000 generated images): 8.230613708496094
[INFO] 2021-01-15 18:09:10 > Best FID score (Step: 34000, Using valid moments): 56.41367898348159
[INFO] 2021-01-15 18:09:10 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 18:09:57 > Step:   42100 Progress: 42.1% Elapsed: 6:09:55 temperature: no ada_p: No Discriminator_loss: 0.789902 Generator_loss: 0.508087 
[INFO] 2021-01-15 18:10:45 > Step:   42200 Progress: 42.2% Elapsed: 6:10:43 temperature: no ada_p: No Discriminator_loss: 0.767032 Generator_loss: 0.587052 
[INFO] 2021-01-15 18:11:31 > Step:   42300 Progress: 42.3% Elapsed: 6:11:29 temperature: no ada_p: No Discriminator_loss: 0.816014 Generator_loss: 0.624646 
[INFO] 2021-01-15 18:12:18 > Step:   42400 Progress: 42.4% Elapsed: 6:12:16 temperature: no ada_p: No Discriminator_loss: 0.648837 Generator_loss: 0.623106 
[INFO] 2021-01-15 18:13:05 > Step:   42500 Progress: 42.5% Elapsed: 6:13:03 temperature: no ada_p: No Discriminator_loss: 1.0265 Generator_loss: 0.623454 
[INFO] 2021-01-15 18:13:53 > Step:   42600 Progress: 42.6% Elapsed: 6:13:51 temperature: no ada_p: No Discriminator_loss: 0.952808 Generator_loss: 0.67785 
[INFO] 2021-01-15 18:14:39 > Step:   42700 Progress: 42.7% Elapsed: 6:14:37 temperature: no ada_p: No Discriminator_loss: 0.838711 Generator_loss: 0.738823 
[INFO] 2021-01-15 18:15:26 > Step:   42800 Progress: 42.8% Elapsed: 6:15:24 temperature: no ada_p: No Discriminator_loss: 0.659368 Generator_loss: 1.00086 
[INFO] 2021-01-15 18:16:13 > Step:   42900 Progress: 42.9% Elapsed: 6:16:11 temperature: no ada_p: No Discriminator_loss: 0.97023 Generator_loss: 0.734568 
[INFO] 2021-01-15 18:17:01 > Step:   43000 Progress: 43.0% Elapsed: 6:16:59 temperature: no ada_p: No Discriminator_loss: 0.549687 Generator_loss: 0.761862 
[INFO] 2021-01-15 18:17:48 > Step:   43100 Progress: 43.1% Elapsed: 6:17:46 temperature: no ada_p: No Discriminator_loss: 0.471644 Generator_loss: 0.805512 
[INFO] 2021-01-15 18:18:35 > Step:   43200 Progress: 43.2% Elapsed: 6:18:33 temperature: no ada_p: No Discriminator_loss: 0.640404 Generator_loss: 1.94387 
[INFO] 2021-01-15 18:19:22 > Step:   43300 Progress: 43.3% Elapsed: 6:19:20 temperature: no ada_p: No Discriminator_loss: 0.596855 Generator_loss: 1.61753 
[INFO] 2021-01-15 18:20:09 > Step:   43400 Progress: 43.4% Elapsed: 6:20:07 temperature: no ada_p: No Discriminator_loss: 0.767427 Generator_loss: 1.87602 
[INFO] 2021-01-15 18:20:56 > Step:   43500 Progress: 43.5% Elapsed: 6:20:54 temperature: no ada_p: No Discriminator_loss: 0.729516 Generator_loss: 1.71738 
[INFO] 2021-01-15 18:21:43 > Step:   43600 Progress: 43.6% Elapsed: 6:21:41 temperature: no ada_p: No Discriminator_loss: 0.714669 Generator_loss: 1.80361 
[INFO] 2021-01-15 18:22:30 > Step:   43700 Progress: 43.7% Elapsed: 6:22:28 temperature: no ada_p: No Discriminator_loss: 0.612723 Generator_loss: 1.66615 
[INFO] 2021-01-15 18:23:17 > Step:   43800 Progress: 43.8% Elapsed: 6:23:15 temperature: no ada_p: No Discriminator_loss: 0.669757 Generator_loss: 1.88576 
[INFO] 2021-01-15 18:24:04 > Step:   43900 Progress: 43.9% Elapsed: 6:24:02 temperature: no ada_p: No Discriminator_loss: 0.717008 Generator_loss: 1.87557 
[INFO] 2021-01-15 18:24:51 > Step:   44000 Progress: 44.0% Elapsed: 6:24:49 temperature: no ada_p: No Discriminator_loss: 0.657794 Generator_loss: 1.88636 
[INFO] 2021-01-15 18:24:51 > Start Evaluation (44000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 18:24:51 > Calculating FID Score....
[INFO] 2021-01-15 18:25:12 > Calculating Inception Score....
[INFO] 2021-01-15 18:25:25 > Calculate F_beta Score....
[INFO] 2021-01-15 18:26:25 > Calculate Accuracies....
[INFO] 2021-01-15 18:26:30 > Calculate Accuracies....
[INFO] 2021-01-15 18:26:43 > F_8 score (Step: 44000, Using valid images): 0.6998215990567572
[INFO] 2021-01-15 18:26:43 > F_1/8 score (Step: 44000, Using valid images): 0.8745658442659698
[INFO] 2021-01-15 18:26:43 > FID score (Step: 44000, Using valid moments): 56.35556639068318
[INFO] 2021-01-15 18:26:43 > Inception score (Step: 44000, 10000 generated images): 8.616758346557617
[INFO] 2021-01-15 18:26:43 > Best FID score (Step: 44000, Using valid moments): 56.35556639068318
[INFO] 2021-01-15 18:26:45 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 18:27:33 > Step:   44100 Progress: 44.1% Elapsed: 6:27:30 temperature: no ada_p: No Discriminator_loss: 0.720369 Generator_loss: 1.57882 
[INFO] 2021-01-15 18:28:19 > Step:   44200 Progress: 44.2% Elapsed: 6:28:17 temperature: no ada_p: No Discriminator_loss: 0.709352 Generator_loss: 1.87167 
[INFO] 2021-01-15 18:29:06 > Step:   44300 Progress: 44.3% Elapsed: 6:29:04 temperature: no ada_p: No Discriminator_loss: 0.802915 Generator_loss: 1.62678 
[INFO] 2021-01-15 18:29:53 > Step:   44400 Progress: 44.4% Elapsed: 6:29:51 temperature: no ada_p: No Discriminator_loss: 0.653374 Generator_loss: 1.91405 
[INFO] 2021-01-15 18:30:40 > Step:   44500 Progress: 44.5% Elapsed: 6:30:38 temperature: no ada_p: No Discriminator_loss: 0.736813 Generator_loss: 1.80411 
[INFO] 2021-01-15 18:31:27 > Step:   44600 Progress: 44.6% Elapsed: 6:31:25 temperature: no ada_p: No Discriminator_loss: 0.751983 Generator_loss: 1.97693 
[INFO] 2021-01-15 18:32:14 > Step:   44700 Progress: 44.7% Elapsed: 6:32:12 temperature: no ada_p: No Discriminator_loss: 0.796341 Generator_loss: 1.76897 
[INFO] 2021-01-15 18:33:01 > Step:   44800 Progress: 44.8% Elapsed: 6:32:59 temperature: no ada_p: No Discriminator_loss: 0.60224 Generator_loss: 1.87641 
[INFO] 2021-01-15 18:33:48 > Step:   44900 Progress: 44.9% Elapsed: 6:33:46 temperature: no ada_p: No Discriminator_loss: 1.04336 Generator_loss: 1.90824 
[INFO] 2021-01-15 18:34:35 > Step:   45000 Progress: 45.0% Elapsed: 6:34:33 temperature: no ada_p: No Discriminator_loss: 0.746496 Generator_loss: 1.90904 
[INFO] 2021-01-15 18:35:22 > Step:   45100 Progress: 45.1% Elapsed: 6:35:20 temperature: no ada_p: No Discriminator_loss: 0.747787 Generator_loss: 1.66904 
[INFO] 2021-01-15 18:36:09 > Step:   45200 Progress: 45.2% Elapsed: 6:36:07 temperature: no ada_p: No Discriminator_loss: 0.588246 Generator_loss: 1.58792 
[INFO] 2021-01-15 18:36:57 > Step:   45300 Progress: 45.3% Elapsed: 6:36:54 temperature: no ada_p: No Discriminator_loss: 0.733006 Generator_loss: 1.59925 
[INFO] 2021-01-15 18:37:43 > Step:   45400 Progress: 45.4% Elapsed: 6:37:41 temperature: no ada_p: No Discriminator_loss: 0.851243 Generator_loss: 1.85433 
[INFO] 2021-01-15 18:38:30 > Step:   45500 Progress: 45.5% Elapsed: 6:38:28 temperature: no ada_p: No Discriminator_loss: 0.93021 Generator_loss: 2.01151 
[INFO] 2021-01-15 18:39:17 > Step:   45600 Progress: 45.6% Elapsed: 6:39:15 temperature: no ada_p: No Discriminator_loss: 0.781212 Generator_loss: 1.7644 
[INFO] 2021-01-15 18:40:05 > Step:   45700 Progress: 45.7% Elapsed: 6:40:03 temperature: no ada_p: No Discriminator_loss: 0.652741 Generator_loss: 1.74806 
[INFO] 2021-01-15 18:40:51 > Step:   45800 Progress: 45.8% Elapsed: 6:40:49 temperature: no ada_p: No Discriminator_loss: 0.62197 Generator_loss: 1.85756 
[INFO] 2021-01-15 18:41:38 > Step:   45900 Progress: 45.9% Elapsed: 6:41:36 temperature: no ada_p: No Discriminator_loss: 0.806899 Generator_loss: 1.6778 
[INFO] 2021-01-15 18:42:25 > Step:   46000 Progress: 46.0% Elapsed: 6:42:23 temperature: no ada_p: No Discriminator_loss: 0.670097 Generator_loss: 1.94874 
[INFO] 2021-01-15 18:42:25 > Start Evaluation (46000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 18:42:25 > Calculating FID Score....
[INFO] 2021-01-15 18:42:47 > Calculating Inception Score....
[INFO] 2021-01-15 18:43:00 > Calculate F_beta Score....
[INFO] 2021-01-15 18:44:01 > Calculate Accuracies....
[INFO] 2021-01-15 18:44:06 > Calculate Accuracies....
[INFO] 2021-01-15 18:44:19 > F_8 score (Step: 46000, Using valid images): 0.6961542534948435
[INFO] 2021-01-15 18:44:19 > F_1/8 score (Step: 46000, Using valid images): 0.8764409593826256
[INFO] 2021-01-15 18:44:19 > FID score (Step: 46000, Using valid moments): 57.71369080994941
[INFO] 2021-01-15 18:44:19 > Inception score (Step: 46000, 10000 generated images): 8.270363807678223
[INFO] 2021-01-15 18:44:19 > Best FID score (Step: 44000, Using valid moments): 56.35556639068318
[INFO] 2021-01-15 18:44:20 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 18:45:07 > Step:   46100 Progress: 46.1% Elapsed: 6:45:05 temperature: no ada_p: No Discriminator_loss: 0.759402 Generator_loss: 1.86968 
[INFO] 2021-01-15 18:45:54 > Step:   46200 Progress: 46.2% Elapsed: 6:45:52 temperature: no ada_p: No Discriminator_loss: 0.905335 Generator_loss: 1.87616 
[INFO] 2021-01-15 18:46:40 > Step:   46300 Progress: 46.3% Elapsed: 6:46:38 temperature: no ada_p: No Discriminator_loss: 0.604811 Generator_loss: 1.81469 
[INFO] 2021-01-15 18:47:27 > Step:   46400 Progress: 46.4% Elapsed: 6:47:25 temperature: no ada_p: No Discriminator_loss: 0.535814 Generator_loss: 1.90656 
[INFO] 2021-01-15 18:48:15 > Step:   46500 Progress: 46.5% Elapsed: 6:48:13 temperature: no ada_p: No Discriminator_loss: 0.699333 Generator_loss: 1.69507 
[INFO] 2021-01-15 18:49:02 > Step:   46600 Progress: 46.6% Elapsed: 6:49:00 temperature: no ada_p: No Discriminator_loss: 0.589813 Generator_loss: 1.86922 
[INFO] 2021-01-15 18:49:48 > Step:   46700 Progress: 46.7% Elapsed: 6:49:46 temperature: no ada_p: No Discriminator_loss: 0.659256 Generator_loss: 1.77186 
[INFO] 2021-01-15 18:50:35 > Step:   46800 Progress: 46.8% Elapsed: 6:50:33 temperature: no ada_p: No Discriminator_loss: 0.66127 Generator_loss: 1.63738 
[INFO] 2021-01-15 18:51:23 > Step:   46900 Progress: 46.9% Elapsed: 6:51:21 temperature: no ada_p: No Discriminator_loss: 0.720375 Generator_loss: 1.74946 
[INFO] 2021-01-15 18:52:10 > Step:   47000 Progress: 47.0% Elapsed: 6:52:08 temperature: no ada_p: No Discriminator_loss: 0.519098 Generator_loss: 1.98551 
[INFO] 2021-01-15 18:52:57 > Step:   47100 Progress: 47.1% Elapsed: 6:52:55 temperature: no ada_p: No Discriminator_loss: 0.932553 Generator_loss: 0.545118 
[INFO] 2021-01-15 18:53:44 > Step:   47200 Progress: 47.2% Elapsed: 6:53:42 temperature: no ada_p: No Discriminator_loss: 0.65195 Generator_loss: 0.872124 
[INFO] 2021-01-15 18:54:31 > Step:   47300 Progress: 47.3% Elapsed: 6:54:29 temperature: no ada_p: No Discriminator_loss: 0.702991 Generator_loss: 0.767831 
[INFO] 2021-01-15 18:55:18 > Step:   47400 Progress: 47.4% Elapsed: 6:55:16 temperature: no ada_p: No Discriminator_loss: 0.684355 Generator_loss: 0.675655 
[INFO] 2021-01-15 18:56:05 > Step:   47500 Progress: 47.5% Elapsed: 6:56:03 temperature: no ada_p: No Discriminator_loss: 0.716339 Generator_loss: 0.69665 
[INFO] 2021-01-15 18:56:52 > Step:   47600 Progress: 47.6% Elapsed: 6:56:50 temperature: no ada_p: No Discriminator_loss: 0.688904 Generator_loss: 0.589075 
[INFO] 2021-01-15 18:57:39 > Step:   47700 Progress: 47.7% Elapsed: 6:57:37 temperature: no ada_p: No Discriminator_loss: 0.727215 Generator_loss: 0.750005 
[INFO] 2021-01-15 18:58:26 > Step:   47800 Progress: 47.8% Elapsed: 6:58:24 temperature: no ada_p: No Discriminator_loss: 0.993729 Generator_loss: 0.793068 
[INFO] 2021-01-15 18:59:14 > Step:   47900 Progress: 47.9% Elapsed: 6:59:11 temperature: no ada_p: No Discriminator_loss: 0.603778 Generator_loss: 0.794485 
[INFO] 2021-01-15 19:00:01 > Step:   48000 Progress: 48.0% Elapsed: 6:59:59 temperature: no ada_p: No Discriminator_loss: 0.771429 Generator_loss: 0.746822 
[INFO] 2021-01-15 19:00:01 > Start Evaluation (48000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 19:00:01 > Calculating FID Score....
[INFO] 2021-01-15 19:00:22 > Calculating Inception Score....
[INFO] 2021-01-15 19:00:35 > Calculate F_beta Score....
[INFO] 2021-01-15 19:01:35 > Calculate Accuracies....
[INFO] 2021-01-15 19:01:40 > Calculate Accuracies....
[INFO] 2021-01-15 19:01:53 > F_8 score (Step: 48000, Using valid images): 0.6680063267479415
[INFO] 2021-01-15 19:01:53 > F_1/8 score (Step: 48000, Using valid images): 0.8961393064332411
[INFO] 2021-01-15 19:01:53 > FID score (Step: 48000, Using valid moments): 54.48596118898632
[INFO] 2021-01-15 19:01:53 > Inception score (Step: 48000, 10000 generated images): 8.677926063537598
[INFO] 2021-01-15 19:01:53 > Best FID score (Step: 48000, Using valid moments): 54.48596118898632
[INFO] 2021-01-15 19:01:55 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 19:02:42 > Step:   48100 Progress: 48.1% Elapsed: 7:02:40 temperature: no ada_p: No Discriminator_loss: 0.943121 Generator_loss: 0.575747 
[INFO] 2021-01-15 19:03:28 > Step:   48200 Progress: 48.2% Elapsed: 7:03:26 temperature: no ada_p: No Discriminator_loss: 0.75472 Generator_loss: 0.489017 
[INFO] 2021-01-15 19:04:15 > Step:   48300 Progress: 48.3% Elapsed: 7:04:13 temperature: no ada_p: No Discriminator_loss: 0.682439 Generator_loss: 0.664806 
[INFO] 2021-01-15 19:05:03 > Step:   48400 Progress: 48.4% Elapsed: 7:05:01 temperature: no ada_p: No Discriminator_loss: 0.742222 Generator_loss: 0.928939 
[INFO] 2021-01-15 19:05:50 > Step:   48500 Progress: 48.5% Elapsed: 7:05:48 temperature: no ada_p: No Discriminator_loss: 0.571581 Generator_loss: 0.657747 
[INFO] 2021-01-15 19:06:36 > Step:   48600 Progress: 48.6% Elapsed: 7:06:34 temperature: no ada_p: No Discriminator_loss: 0.801713 Generator_loss: 0.495589 
[INFO] 2021-01-15 19:07:23 > Step:   48700 Progress: 48.7% Elapsed: 7:07:21 temperature: no ada_p: No Discriminator_loss: 0.538002 Generator_loss: 0.689356 
[INFO] 2021-01-15 19:08:11 > Step:   48800 Progress: 48.8% Elapsed: 7:08:09 temperature: no ada_p: No Discriminator_loss: 0.880746 Generator_loss: 0.627534 
[INFO] 2021-01-15 19:08:58 > Step:   48900 Progress: 48.9% Elapsed: 7:08:55 temperature: no ada_p: No Discriminator_loss: 0.535094 Generator_loss: 0.521845 
[INFO] 2021-01-15 19:09:44 > Step:   49000 Progress: 49.0% Elapsed: 7:09:42 temperature: no ada_p: No Discriminator_loss: 0.963915 Generator_loss: 0.561719 
[INFO] 2021-01-15 19:10:31 > Step:   49100 Progress: 49.1% Elapsed: 7:10:29 temperature: no ada_p: No Discriminator_loss: 0.494183 Generator_loss: 0.763229 
[INFO] 2021-01-15 19:11:19 > Step:   49200 Progress: 49.2% Elapsed: 7:11:17 temperature: no ada_p: No Discriminator_loss: 0.57689 Generator_loss: 0.967713 
[INFO] 2021-01-15 19:12:05 > Step:   49300 Progress: 49.3% Elapsed: 7:12:03 temperature: no ada_p: No Discriminator_loss: 0.647902 Generator_loss: 0.748347 
[INFO] 2021-01-15 19:12:52 > Step:   49400 Progress: 49.4% Elapsed: 7:12:50 temperature: no ada_p: No Discriminator_loss: 0.824117 Generator_loss: 0.811622 
[INFO] 2021-01-15 19:13:39 > Step:   49500 Progress: 49.5% Elapsed: 7:13:37 temperature: no ada_p: No Discriminator_loss: 0.574655 Generator_loss: 0.808751 
[INFO] 2021-01-15 19:14:27 > Step:   49600 Progress: 49.6% Elapsed: 7:14:25 temperature: no ada_p: No Discriminator_loss: 0.414711 Generator_loss: 0.998756 
[INFO] 2021-01-15 19:15:14 > Step:   49700 Progress: 49.7% Elapsed: 7:15:12 temperature: no ada_p: No Discriminator_loss: 0.815305 Generator_loss: 0.791982 
[INFO] 2021-01-15 19:16:00 > Step:   49800 Progress: 49.8% Elapsed: 7:15:58 temperature: no ada_p: No Discriminator_loss: 0.588194 Generator_loss: 0.800218 
[INFO] 2021-01-15 19:16:47 > Step:   49900 Progress: 49.9% Elapsed: 7:16:45 temperature: no ada_p: No Discriminator_loss: 0.53551 Generator_loss: 1.0266 
[INFO] 2021-01-15 19:17:35 > Step:   50000 Progress: 50.0% Elapsed: 7:17:33 temperature: no ada_p: No Discriminator_loss: 0.487084 Generator_loss: 0.724215 
[INFO] 2021-01-15 19:17:35 > Start Evaluation (50000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 19:17:35 > Calculating FID Score....
[INFO] 2021-01-15 19:17:55 > Calculating Inception Score....
[INFO] 2021-01-15 19:18:08 > Calculate F_beta Score....
[INFO] 2021-01-15 19:19:08 > Calculate Accuracies....
[INFO] 2021-01-15 19:19:13 > Calculate Accuracies....
[INFO] 2021-01-15 19:19:26 > F_8 score (Step: 50000, Using valid images): 0.6970566785315315
[INFO] 2021-01-15 19:19:26 > F_1/8 score (Step: 50000, Using valid images): 0.8786487883134929
[INFO] 2021-01-15 19:19:26 > FID score (Step: 50000, Using valid moments): 54.80532629144636
[INFO] 2021-01-15 19:19:26 > Inception score (Step: 50000, 10000 generated images): 8.462099075317383
[INFO] 2021-01-15 19:19:26 > Best FID score (Step: 48000, Using valid moments): 54.48596118898632
[INFO] 2021-01-15 19:19:27 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 19:20:13 > Step:   50100 Progress: 50.1% Elapsed: 7:20:11 temperature: no ada_p: No Discriminator_loss: 0.843547 Generator_loss: 0.70504 
[INFO] 2021-01-15 19:21:00 > Step:   50200 Progress: 50.2% Elapsed: 7:20:58 temperature: no ada_p: No Discriminator_loss: 0.65105 Generator_loss: 0.793378 
[INFO] 2021-01-15 19:21:47 > Step:   50300 Progress: 50.3% Elapsed: 7:21:45 temperature: no ada_p: No Discriminator_loss: 0.742733 Generator_loss: 0.495405 
[INFO] 2021-01-15 19:22:34 > Step:   50400 Progress: 50.4% Elapsed: 7:22:32 temperature: no ada_p: No Discriminator_loss: 0.780512 Generator_loss: 0.581956 
[INFO] 2021-01-15 19:23:21 > Step:   50500 Progress: 50.5% Elapsed: 7:23:19 temperature: no ada_p: No Discriminator_loss: 0.640017 Generator_loss: 0.667272 
[INFO] 2021-01-15 19:24:08 > Step:   50600 Progress: 50.6% Elapsed: 7:24:06 temperature: no ada_p: No Discriminator_loss: 0.677939 Generator_loss: 0.81365 
[INFO] 2021-01-15 19:24:55 > Step:   50700 Progress: 50.7% Elapsed: 7:24:53 temperature: no ada_p: No Discriminator_loss: 0.523891 Generator_loss: 0.609625 
[INFO] 2021-01-15 19:25:43 > Step:   50800 Progress: 50.8% Elapsed: 7:25:40 temperature: no ada_p: No Discriminator_loss: 0.597734 Generator_loss: 0.628992 
[INFO] 2021-01-15 19:26:29 > Step:   50900 Progress: 50.9% Elapsed: 7:26:27 temperature: no ada_p: No Discriminator_loss: 0.58046 Generator_loss: 0.800189 
[INFO] 2021-01-15 19:27:16 > Step:   51000 Progress: 51.0% Elapsed: 7:27:14 temperature: no ada_p: No Discriminator_loss: 0.725843 Generator_loss: 0.503189 
[INFO] 2021-01-15 19:28:04 > Step:   51100 Progress: 51.1% Elapsed: 7:28:02 temperature: no ada_p: No Discriminator_loss: 0.704855 Generator_loss: 0.84375 
[INFO] 2021-01-15 19:28:51 > Step:   51200 Progress: 51.2% Elapsed: 7:28:48 temperature: no ada_p: No Discriminator_loss: 0.685929 Generator_loss: 0.621247 
[INFO] 2021-01-15 19:29:37 > Step:   51300 Progress: 51.3% Elapsed: 7:29:35 temperature: no ada_p: No Discriminator_loss: 0.411672 Generator_loss: 0.696727 
[INFO] 2021-01-15 19:30:24 > Step:   51400 Progress: 51.4% Elapsed: 7:30:22 temperature: no ada_p: No Discriminator_loss: 0.750043 Generator_loss: 0.69092 
[INFO] 2021-01-15 19:31:12 > Step:   51500 Progress: 51.5% Elapsed: 7:31:10 temperature: no ada_p: No Discriminator_loss: 0.64486 Generator_loss: 0.734368 
[INFO] 2021-01-15 19:31:58 > Step:   51600 Progress: 51.6% Elapsed: 7:31:56 temperature: no ada_p: No Discriminator_loss: 0.858636 Generator_loss: 0.679871 
[INFO] 2021-01-15 19:32:45 > Step:   51700 Progress: 51.7% Elapsed: 7:32:43 temperature: no ada_p: No Discriminator_loss: 0.648531 Generator_loss: 0.453076 
[INFO] 2021-01-15 19:33:33 > Step:   51800 Progress: 51.8% Elapsed: 7:33:30 temperature: no ada_p: No Discriminator_loss: 0.473317 Generator_loss: 0.811362 
[INFO] 2021-01-15 19:34:20 > Step:   51900 Progress: 51.9% Elapsed: 7:34:18 temperature: no ada_p: No Discriminator_loss: 0.447522 Generator_loss: 0.699277 
[INFO] 2021-01-15 19:35:07 > Step:   52000 Progress: 52.0% Elapsed: 7:35:05 temperature: no ada_p: No Discriminator_loss: 0.522093 Generator_loss: 0.760477 
[INFO] 2021-01-15 19:35:07 > Start Evaluation (52000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 19:35:07 > Calculating FID Score....
[INFO] 2021-01-15 19:35:28 > Calculating Inception Score....
[INFO] 2021-01-15 19:35:41 > Calculate F_beta Score....
[INFO] 2021-01-15 19:36:41 > Calculate Accuracies....
[INFO] 2021-01-15 19:36:46 > Calculate Accuracies....
[INFO] 2021-01-15 19:36:59 > F_8 score (Step: 52000, Using valid images): 0.6780330407709203
[INFO] 2021-01-15 19:36:59 > F_1/8 score (Step: 52000, Using valid images): 0.8859549622111802
[INFO] 2021-01-15 19:36:59 > FID score (Step: 52000, Using valid moments): 55.82057759677997
[INFO] 2021-01-15 19:36:59 > Inception score (Step: 52000, 10000 generated images): 8.554594993591309
[INFO] 2021-01-15 19:36:59 > Best FID score (Step: 48000, Using valid moments): 54.48596118898632
[INFO] 2021-01-15 19:37:00 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 19:37:47 > Step:   52100 Progress: 52.1% Elapsed: 7:37:44 temperature: no ada_p: No Discriminator_loss: 0.834098 Generator_loss: 0.746717 
[INFO] 2021-01-15 19:38:33 > Step:   52200 Progress: 52.2% Elapsed: 7:38:31 temperature: no ada_p: No Discriminator_loss: 0.539888 Generator_loss: 0.926306 
[INFO] 2021-01-15 19:39:21 > Step:   52300 Progress: 52.3% Elapsed: 7:39:19 temperature: no ada_p: No Discriminator_loss: 0.687479 Generator_loss: 0.67667 
[INFO] 2021-01-15 19:40:07 > Step:   52400 Progress: 52.4% Elapsed: 7:40:05 temperature: no ada_p: No Discriminator_loss: 0.783305 Generator_loss: 0.713425 
[INFO] 2021-01-15 19:40:54 > Step:   52500 Progress: 52.5% Elapsed: 7:40:52 temperature: no ada_p: No Discriminator_loss: 0.586206 Generator_loss: 0.83105 
[INFO] 2021-01-15 19:41:41 > Step:   52600 Progress: 52.6% Elapsed: 7:41:39 temperature: no ada_p: No Discriminator_loss: 0.330578 Generator_loss: 0.959066 
[INFO] 2021-01-15 19:42:29 > Step:   52700 Progress: 52.7% Elapsed: 7:42:27 temperature: no ada_p: No Discriminator_loss: 0.590775 Generator_loss: 0.772175 
[INFO] 2021-01-15 19:43:15 > Step:   52800 Progress: 52.8% Elapsed: 7:43:13 temperature: no ada_p: No Discriminator_loss: 0.859324 Generator_loss: 0.5764 
[INFO] 2021-01-15 19:44:02 > Step:   52900 Progress: 52.9% Elapsed: 7:44:00 temperature: no ada_p: No Discriminator_loss: 0.692405 Generator_loss: 0.582498 
[INFO] 2021-01-15 19:44:49 > Step:   53000 Progress: 53.0% Elapsed: 7:44:47 temperature: no ada_p: No Discriminator_loss: 0.525722 Generator_loss: 0.497254 
[INFO] 2021-01-15 19:45:37 > Step:   53100 Progress: 53.1% Elapsed: 7:45:35 temperature: no ada_p: No Discriminator_loss: 0.552201 Generator_loss: 0.90141 
[INFO] 2021-01-15 19:46:24 > Step:   53200 Progress: 53.2% Elapsed: 7:46:22 temperature: no ada_p: No Discriminator_loss: 0.61801 Generator_loss: 0.715229 
[INFO] 2021-01-15 19:47:10 > Step:   53300 Progress: 53.3% Elapsed: 7:47:08 temperature: no ada_p: No Discriminator_loss: 0.449833 Generator_loss: 0.907357 
[INFO] 2021-01-15 19:47:57 > Step:   53400 Progress: 53.4% Elapsed: 7:47:55 temperature: no ada_p: No Discriminator_loss: 0.434902 Generator_loss: 0.823102 
[INFO] 2021-01-15 19:48:45 > Step:   53500 Progress: 53.5% Elapsed: 7:48:43 temperature: no ada_p: No Discriminator_loss: 0.611735 Generator_loss: 0.741778 
[INFO] 2021-01-15 19:49:32 > Step:   53600 Progress: 53.6% Elapsed: 7:49:29 temperature: no ada_p: No Discriminator_loss: 0.657016 Generator_loss: 0.532135 
[INFO] 2021-01-15 19:50:18 > Step:   53700 Progress: 53.7% Elapsed: 7:50:16 temperature: no ada_p: No Discriminator_loss: 0.789852 Generator_loss: 0.895054 
[INFO] 2021-01-15 19:51:05 > Step:   53800 Progress: 53.8% Elapsed: 7:51:03 temperature: no ada_p: No Discriminator_loss: 0.478412 Generator_loss: 0.937887 
[INFO] 2021-01-15 19:51:53 > Step:   53900 Progress: 53.9% Elapsed: 7:51:51 temperature: no ada_p: No Discriminator_loss: 0.83419 Generator_loss: 0.875834 
[INFO] 2021-01-15 19:52:40 > Step:   54000 Progress: 54.0% Elapsed: 7:52:37 temperature: no ada_p: No Discriminator_loss: 0.84734 Generator_loss: 0.793619 
[INFO] 2021-01-15 19:52:40 > Start Evaluation (54000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 19:52:40 > Calculating FID Score....
[INFO] 2021-01-15 19:53:01 > Calculating Inception Score....
[INFO] 2021-01-15 19:53:14 > Calculate F_beta Score....
[INFO] 2021-01-15 19:54:15 > Calculate Accuracies....
[INFO] 2021-01-15 19:54:20 > Calculate Accuracies....
[INFO] 2021-01-15 19:54:33 > F_8 score (Step: 54000, Using valid images): 0.678625306836223
[INFO] 2021-01-15 19:54:33 > F_1/8 score (Step: 54000, Using valid images): 0.874857025816449
[INFO] 2021-01-15 19:54:33 > FID score (Step: 54000, Using valid moments): 57.5209213829645
[INFO] 2021-01-15 19:54:33 > Inception score (Step: 54000, 10000 generated images): 8.35399055480957
[INFO] 2021-01-15 19:54:33 > Best FID score (Step: 48000, Using valid moments): 54.48596118898632
[INFO] 2021-01-15 19:54:34 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 19:55:20 > Step:   54100 Progress: 54.1% Elapsed: 7:55:18 temperature: no ada_p: No Discriminator_loss: 0.519812 Generator_loss: 0.81454 
[INFO] 2021-01-15 19:56:07 > Step:   54200 Progress: 54.2% Elapsed: 7:56:05 temperature: no ada_p: No Discriminator_loss: 0.628834 Generator_loss: 0.766108 
[INFO] 2021-01-15 19:56:55 > Step:   54300 Progress: 54.3% Elapsed: 7:56:53 temperature: no ada_p: No Discriminator_loss: 0.71771 Generator_loss: 0.856603 
[INFO] 2021-01-15 19:57:41 > Step:   54400 Progress: 54.4% Elapsed: 7:57:39 temperature: no ada_p: No Discriminator_loss: 0.652862 Generator_loss: 0.640613 
[INFO] 2021-01-15 19:58:28 > Step:   54500 Progress: 54.5% Elapsed: 7:58:26 temperature: no ada_p: No Discriminator_loss: 0.549201 Generator_loss: 0.917982 
[INFO] 2021-01-15 19:59:15 > Step:   54600 Progress: 54.6% Elapsed: 7:59:13 temperature: no ada_p: No Discriminator_loss: 0.599696 Generator_loss: 0.723627 
[INFO] 2021-01-15 20:00:03 > Step:   54700 Progress: 54.7% Elapsed: 8:00:01 temperature: no ada_p: No Discriminator_loss: 0.894512 Generator_loss: 0.452747 
[INFO] 2021-01-15 20:00:50 > Step:   54800 Progress: 54.8% Elapsed: 8:00:48 temperature: no ada_p: No Discriminator_loss: 0.638769 Generator_loss: 0.876802 
[INFO] 2021-01-15 20:01:36 > Step:   54900 Progress: 54.9% Elapsed: 8:01:34 temperature: no ada_p: No Discriminator_loss: 0.723323 Generator_loss: 0.70041 
[INFO] 2021-01-15 20:02:24 > Step:   55000 Progress: 55.0% Elapsed: 8:02:22 temperature: no ada_p: No Discriminator_loss: 0.684914 Generator_loss: 0.5692 
[INFO] 2021-01-15 20:03:11 > Step:   55100 Progress: 55.1% Elapsed: 8:03:09 temperature: no ada_p: No Discriminator_loss: 0.542503 Generator_loss: 0.868063 
[INFO] 2021-01-15 20:03:58 > Step:   55200 Progress: 55.2% Elapsed: 8:03:56 temperature: no ada_p: No Discriminator_loss: 0.68039 Generator_loss: 0.732684 
[INFO] 2021-01-15 20:04:45 > Step:   55300 Progress: 55.3% Elapsed: 8:04:43 temperature: no ada_p: No Discriminator_loss: 0.580217 Generator_loss: 0.85728 
[INFO] 2021-01-15 20:05:32 > Step:   55400 Progress: 55.4% Elapsed: 8:05:30 temperature: no ada_p: No Discriminator_loss: 0.548491 Generator_loss: 0.850333 
[INFO] 2021-01-15 20:06:19 > Step:   55500 Progress: 55.5% Elapsed: 8:06:17 temperature: no ada_p: No Discriminator_loss: 0.678282 Generator_loss: 0.782423 
[INFO] 2021-01-15 20:07:06 > Step:   55600 Progress: 55.6% Elapsed: 8:07:04 temperature: no ada_p: No Discriminator_loss: 0.84488 Generator_loss: 0.83822 
[INFO] 2021-01-15 20:07:54 > Step:   55700 Progress: 55.7% Elapsed: 8:07:51 temperature: no ada_p: No Discriminator_loss: 0.590442 Generator_loss: 0.539249 
[INFO] 2021-01-15 20:08:41 > Step:   55800 Progress: 55.8% Elapsed: 8:08:39 temperature: no ada_p: No Discriminator_loss: 0.869447 Generator_loss: 0.647215 
[INFO] 2021-01-15 20:09:28 > Step:   55900 Progress: 55.9% Elapsed: 8:09:26 temperature: no ada_p: No Discriminator_loss: 0.658323 Generator_loss: 0.677942 
[INFO] 2021-01-15 20:10:15 > Step:   56000 Progress: 56.0% Elapsed: 8:10:13 temperature: no ada_p: No Discriminator_loss: 0.644769 Generator_loss: 0.883456 
[INFO] 2021-01-15 20:10:15 > Start Evaluation (56000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 20:10:15 > Calculating FID Score....
[INFO] 2021-01-15 20:10:36 > Calculating Inception Score....
[INFO] 2021-01-15 20:10:49 > Calculate F_beta Score....
[INFO] 2021-01-15 20:11:50 > Calculate Accuracies....
[INFO] 2021-01-15 20:11:55 > Calculate Accuracies....
[INFO] 2021-01-15 20:12:08 > F_8 score (Step: 56000, Using valid images): 0.6788418421784587
[INFO] 2021-01-15 20:12:08 > F_1/8 score (Step: 56000, Using valid images): 0.8848311890588324
[INFO] 2021-01-15 20:12:08 > FID score (Step: 56000, Using valid moments): 57.149818472602306
[INFO] 2021-01-15 20:12:08 > Inception score (Step: 56000, 10000 generated images): 8.065279006958008
[INFO] 2021-01-15 20:12:08 > Best FID score (Step: 48000, Using valid moments): 54.48596118898632
[INFO] 2021-01-15 20:12:09 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 20:12:56 > Step:   56100 Progress: 56.1% Elapsed: 8:12:54 temperature: no ada_p: No Discriminator_loss: 1.06686 Generator_loss: 0.488771 
[INFO] 2021-01-15 20:13:43 > Step:   56200 Progress: 56.2% Elapsed: 8:13:41 temperature: no ada_p: No Discriminator_loss: 0.427779 Generator_loss: 0.802012 
[INFO] 2021-01-15 20:14:30 > Step:   56300 Progress: 56.3% Elapsed: 8:14:28 temperature: no ada_p: No Discriminator_loss: 0.520658 Generator_loss: 0.926919 
[INFO] 2021-01-15 20:15:17 > Step:   56400 Progress: 56.4% Elapsed: 8:15:15 temperature: no ada_p: No Discriminator_loss: 0.560836 Generator_loss: 0.769607 
[INFO] 2021-01-15 20:16:04 > Step:   56500 Progress: 56.5% Elapsed: 8:16:02 temperature: no ada_p: No Discriminator_loss: 0.632524 Generator_loss: 0.858987 
[INFO] 2021-01-15 20:16:51 > Step:   56600 Progress: 56.6% Elapsed: 8:16:49 temperature: no ada_p: No Discriminator_loss: 0.677774 Generator_loss: 0.533163 
[INFO] 2021-01-15 20:17:38 > Step:   56700 Progress: 56.7% Elapsed: 8:17:36 temperature: no ada_p: No Discriminator_loss: 0.577105 Generator_loss: 0.887327 
[INFO] 2021-01-15 20:18:25 > Step:   56800 Progress: 56.8% Elapsed: 8:18:23 temperature: no ada_p: No Discriminator_loss: 0.651942 Generator_loss: 0.805262 
[INFO] 2021-01-15 20:19:12 > Step:   56900 Progress: 56.9% Elapsed: 8:19:09 temperature: no ada_p: No Discriminator_loss: 0.468729 Generator_loss: 0.721713 
[INFO] 2021-01-15 20:19:59 > Step:   57000 Progress: 57.0% Elapsed: 8:19:57 temperature: no ada_p: No Discriminator_loss: 0.598226 Generator_loss: 0.814005 
[INFO] 2021-01-15 20:20:46 > Step:   57100 Progress: 57.1% Elapsed: 8:20:44 temperature: no ada_p: No Discriminator_loss: 0.664864 Generator_loss: 0.746804 
[INFO] 2021-01-15 20:21:33 > Step:   57200 Progress: 57.2% Elapsed: 8:21:31 temperature: no ada_p: No Discriminator_loss: 0.464064 Generator_loss: 1.00546 
[INFO] 2021-01-15 20:22:20 > Step:   57300 Progress: 57.3% Elapsed: 8:22:18 temperature: no ada_p: No Discriminator_loss: 0.550009 Generator_loss: 0.812178 
[INFO] 2021-01-15 20:23:07 > Step:   57400 Progress: 57.4% Elapsed: 8:23:05 temperature: no ada_p: No Discriminator_loss: 0.678135 Generator_loss: 1.02528 
[INFO] 2021-01-15 20:23:54 > Step:   57500 Progress: 57.5% Elapsed: 8:23:52 temperature: no ada_p: No Discriminator_loss: 0.526913 Generator_loss: 0.69576 
[INFO] 2021-01-15 20:24:41 > Step:   57600 Progress: 57.6% Elapsed: 8:24:39 temperature: no ada_p: No Discriminator_loss: 0.674372 Generator_loss: 0.697909 
[INFO] 2021-01-15 20:25:28 > Step:   57700 Progress: 57.7% Elapsed: 8:25:26 temperature: no ada_p: No Discriminator_loss: 0.691457 Generator_loss: 0.750393 
[INFO] 2021-01-15 20:26:15 > Step:   57800 Progress: 57.8% Elapsed: 8:26:13 temperature: no ada_p: No Discriminator_loss: 0.407024 Generator_loss: 0.933829 
[INFO] 2021-01-15 20:27:02 > Step:   57900 Progress: 57.9% Elapsed: 8:27:00 temperature: no ada_p: No Discriminator_loss: 0.626161 Generator_loss: 0.834001 
[INFO] 2021-01-15 20:27:49 > Step:   58000 Progress: 58.0% Elapsed: 8:27:47 temperature: no ada_p: No Discriminator_loss: 0.555408 Generator_loss: 0.856267 
[INFO] 2021-01-15 20:27:49 > Start Evaluation (58000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 20:27:49 > Calculating FID Score....
[INFO] 2021-01-15 20:28:10 > Calculating Inception Score....
[INFO] 2021-01-15 20:28:23 > Calculate F_beta Score....
[INFO] 2021-01-15 20:29:24 > Calculate Accuracies....
[INFO] 2021-01-15 20:29:29 > Calculate Accuracies....
[INFO] 2021-01-15 20:29:42 > F_8 score (Step: 58000, Using valid images): 0.6961417469480516
[INFO] 2021-01-15 20:29:42 > F_1/8 score (Step: 58000, Using valid images): 0.8761567029632968
[INFO] 2021-01-15 20:29:42 > FID score (Step: 58000, Using valid moments): 56.770207652303384
[INFO] 2021-01-15 20:29:42 > Inception score (Step: 58000, 10000 generated images): 8.455439567565918
[INFO] 2021-01-15 20:29:42 > Best FID score (Step: 48000, Using valid moments): 54.48596118898632
[INFO] 2021-01-15 20:29:43 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 20:30:29 > Step:   58100 Progress: 58.1% Elapsed: 8:30:27 temperature: no ada_p: No Discriminator_loss: 0.785327 Generator_loss: 0.564019 
[INFO] 2021-01-15 20:31:17 > Step:   58200 Progress: 58.2% Elapsed: 8:31:15 temperature: no ada_p: No Discriminator_loss: 0.567586 Generator_loss: 0.667563 
[INFO] 2021-01-15 20:32:03 > Step:   58300 Progress: 58.3% Elapsed: 8:32:01 temperature: no ada_p: No Discriminator_loss: 0.932339 Generator_loss: 0.600122 
[INFO] 2021-01-15 20:32:50 > Step:   58400 Progress: 58.4% Elapsed: 8:32:48 temperature: no ada_p: No Discriminator_loss: 0.523459 Generator_loss: 0.895194 
[INFO] 2021-01-15 20:33:37 > Step:   58500 Progress: 58.5% Elapsed: 8:33:35 temperature: no ada_p: No Discriminator_loss: 0.516517 Generator_loss: 0.706589 
[INFO] 2021-01-15 20:34:25 > Step:   58600 Progress: 58.6% Elapsed: 8:34:23 temperature: no ada_p: No Discriminator_loss: 0.525513 Generator_loss: 0.888342 
[INFO] 2021-01-15 20:35:12 > Step:   58700 Progress: 58.7% Elapsed: 8:35:10 temperature: no ada_p: No Discriminator_loss: 0.514634 Generator_loss: 0.685224 
[INFO] 2021-01-15 20:35:58 > Step:   58800 Progress: 58.8% Elapsed: 8:35:56 temperature: no ada_p: No Discriminator_loss: 0.586704 Generator_loss: 0.825233 
[INFO] 2021-01-15 20:36:46 > Step:   58900 Progress: 58.9% Elapsed: 8:36:44 temperature: no ada_p: No Discriminator_loss: 0.725078 Generator_loss: 0.83683 
[INFO] 2021-01-15 20:37:33 > Step:   59000 Progress: 59.0% Elapsed: 8:37:31 temperature: no ada_p: No Discriminator_loss: 0.48957 Generator_loss: 0.839897 
[INFO] 2021-01-15 20:38:20 > Step:   59100 Progress: 59.1% Elapsed: 8:38:18 temperature: no ada_p: No Discriminator_loss: 0.769612 Generator_loss: 0.927725 
[INFO] 2021-01-15 20:39:06 > Step:   59200 Progress: 59.2% Elapsed: 8:39:04 temperature: no ada_p: No Discriminator_loss: 0.536613 Generator_loss: 0.797392 
[INFO] 2021-01-15 20:39:54 > Step:   59300 Progress: 59.3% Elapsed: 8:39:52 temperature: no ada_p: No Discriminator_loss: 0.774071 Generator_loss: 0.731276 
[INFO] 2021-01-15 20:40:41 > Step:   59400 Progress: 59.4% Elapsed: 8:40:39 temperature: no ada_p: No Discriminator_loss: 0.650971 Generator_loss: 0.878629 
[INFO] 2021-01-15 20:41:28 > Step:   59500 Progress: 59.5% Elapsed: 8:41:25 temperature: no ada_p: No Discriminator_loss: 0.702084 Generator_loss: 1.86932 
[INFO] 2021-01-15 20:42:14 > Step:   59600 Progress: 59.6% Elapsed: 8:42:12 temperature: no ada_p: No Discriminator_loss: 0.588985 Generator_loss: 1.79234 
[INFO] 2021-01-15 20:43:02 > Step:   59700 Progress: 59.7% Elapsed: 8:43:00 temperature: no ada_p: No Discriminator_loss: 0.543483 Generator_loss: 1.9257 
[INFO] 2021-01-15 20:43:49 > Step:   59800 Progress: 59.8% Elapsed: 8:43:47 temperature: no ada_p: No Discriminator_loss: 0.547422 Generator_loss: 1.78984 
[INFO] 2021-01-15 20:44:36 > Step:   59900 Progress: 59.9% Elapsed: 8:44:34 temperature: no ada_p: No Discriminator_loss: 0.546307 Generator_loss: 1.85512 
[INFO] 2021-01-15 20:45:22 > Step:   60000 Progress: 60.0% Elapsed: 8:45:20 temperature: no ada_p: No Discriminator_loss: 0.531778 Generator_loss: 1.75314 
[INFO] 2021-01-15 20:45:22 > Start Evaluation (60000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 20:45:22 > Calculating FID Score....
[INFO] 2021-01-15 20:45:43 > Calculating Inception Score....
[INFO] 2021-01-15 20:45:56 > Calculate F_beta Score....
[INFO] 2021-01-15 20:46:56 > Calculate Accuracies....
[INFO] 2021-01-15 20:47:01 > Calculate Accuracies....
[INFO] 2021-01-15 20:47:14 > F_8 score (Step: 60000, Using valid images): 0.6828835602532236
[INFO] 2021-01-15 20:47:14 > F_1/8 score (Step: 60000, Using valid images): 0.8906713286497697
[INFO] 2021-01-15 20:47:14 > FID score (Step: 60000, Using valid moments): 54.02839492310915
[INFO] 2021-01-15 20:47:14 > Inception score (Step: 60000, 10000 generated images): 8.413172721862793
[INFO] 2021-01-15 20:47:14 > Best FID score (Step: 60000, Using valid moments): 54.02839492310915
[INFO] 2021-01-15 20:47:16 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 20:48:04 > Step:   60100 Progress: 60.1% Elapsed: 8:48:02 temperature: no ada_p: No Discriminator_loss: 0.635446 Generator_loss: 1.85158 
[INFO] 2021-01-15 20:48:50 > Step:   60200 Progress: 60.2% Elapsed: 8:48:48 temperature: no ada_p: No Discriminator_loss: 0.682877 Generator_loss: 2.02479 
[INFO] 2021-01-15 20:49:37 > Step:   60300 Progress: 60.3% Elapsed: 8:49:35 temperature: no ada_p: No Discriminator_loss: 0.547723 Generator_loss: 1.82702 
[INFO] 2021-01-15 20:50:24 > Step:   60400 Progress: 60.4% Elapsed: 8:50:22 temperature: no ada_p: No Discriminator_loss: 0.461088 Generator_loss: 1.84199 
[INFO] 2021-01-15 20:51:11 > Step:   60500 Progress: 60.5% Elapsed: 8:51:09 temperature: no ada_p: No Discriminator_loss: 0.542331 Generator_loss: 2.0035 
[INFO] 2021-01-15 20:51:58 > Step:   60600 Progress: 60.6% Elapsed: 8:51:56 temperature: no ada_p: No Discriminator_loss: 0.704998 Generator_loss: 1.8606 
[INFO] 2021-01-15 20:52:45 > Step:   60700 Progress: 60.7% Elapsed: 8:52:43 temperature: no ada_p: No Discriminator_loss: 0.66799 Generator_loss: 2.09304 
[INFO] 2021-01-15 20:53:32 > Step:   60800 Progress: 60.8% Elapsed: 8:53:30 temperature: no ada_p: No Discriminator_loss: 0.570627 Generator_loss: 1.94605 
[INFO] 2021-01-15 20:54:19 > Step:   60900 Progress: 60.9% Elapsed: 8:54:17 temperature: no ada_p: No Discriminator_loss: 0.527539 Generator_loss: 1.92702 
[INFO] 2021-01-15 20:55:06 > Step:   61000 Progress: 61.0% Elapsed: 8:55:04 temperature: no ada_p: No Discriminator_loss: 0.683005 Generator_loss: 1.77481 
[INFO] 2021-01-15 20:55:53 > Step:   61100 Progress: 61.1% Elapsed: 8:55:51 temperature: no ada_p: No Discriminator_loss: 0.405819 Generator_loss: 1.97484 
[INFO] 2021-01-15 20:56:40 > Step:   61200 Progress: 61.2% Elapsed: 8:56:38 temperature: no ada_p: No Discriminator_loss: 0.603626 Generator_loss: 1.78593 
[INFO] 2021-01-15 20:57:28 > Step:   61300 Progress: 61.3% Elapsed: 8:57:25 temperature: no ada_p: No Discriminator_loss: 0.585631 Generator_loss: 1.9834 
[INFO] 2021-01-15 20:58:14 > Step:   61400 Progress: 61.4% Elapsed: 8:58:12 temperature: no ada_p: No Discriminator_loss: 0.760524 Generator_loss: 1.6635 
[INFO] 2021-01-15 20:59:01 > Step:   61500 Progress: 61.5% Elapsed: 8:58:59 temperature: no ada_p: No Discriminator_loss: 0.652384 Generator_loss: 1.69644 
[INFO] 2021-01-15 20:59:48 > Step:   61600 Progress: 61.6% Elapsed: 8:59:46 temperature: no ada_p: No Discriminator_loss: 0.831521 Generator_loss: 1.60933 
[INFO] 2021-01-15 21:00:35 > Step:   61700 Progress: 61.7% Elapsed: 9:00:33 temperature: no ada_p: No Discriminator_loss: 0.643688 Generator_loss: 0.801729 
[INFO] 2021-01-15 21:01:22 > Step:   61800 Progress: 61.8% Elapsed: 9:01:20 temperature: no ada_p: No Discriminator_loss: 0.606373 Generator_loss: 0.635831 
[INFO] 2021-01-15 21:02:09 > Step:   61900 Progress: 61.9% Elapsed: 9:02:07 temperature: no ada_p: No Discriminator_loss: 0.566706 Generator_loss: 0.865906 
[INFO] 2021-01-15 21:02:56 > Step:   62000 Progress: 62.0% Elapsed: 9:02:54 temperature: no ada_p: No Discriminator_loss: 0.468441 Generator_loss: 1.06452 
[INFO] 2021-01-15 21:02:56 > Start Evaluation (62000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 21:02:56 > Calculating FID Score....
[INFO] 2021-01-15 21:03:17 > Calculating Inception Score....
[INFO] 2021-01-15 21:03:30 > Calculate F_beta Score....
[INFO] 2021-01-15 21:04:30 > Calculate Accuracies....
[INFO] 2021-01-15 21:04:35 > Calculate Accuracies....
[INFO] 2021-01-15 21:04:48 > F_8 score (Step: 62000, Using valid images): 0.7034983678609729
[INFO] 2021-01-15 21:04:48 > F_1/8 score (Step: 62000, Using valid images): 0.9004611734313871
[INFO] 2021-01-15 21:04:48 > FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-15 21:04:48 > Inception score (Step: 62000, 10000 generated images): 8.411612510681152
[INFO] 2021-01-15 21:04:48 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-15 21:04:49 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 21:05:37 > Step:   62100 Progress: 62.1% Elapsed: 9:05:34 temperature: no ada_p: No Discriminator_loss: 0.536052 Generator_loss: 0.845142 
[INFO] 2021-01-15 21:06:23 > Step:   62200 Progress: 62.2% Elapsed: 9:06:21 temperature: no ada_p: No Discriminator_loss: 0.425459 Generator_loss: 0.8855 
[INFO] 2021-01-15 21:07:10 > Step:   62300 Progress: 62.3% Elapsed: 9:07:08 temperature: no ada_p: No Discriminator_loss: 0.963508 Generator_loss: 0.637778 
[INFO] 2021-01-15 21:07:57 > Step:   62400 Progress: 62.4% Elapsed: 9:07:55 temperature: no ada_p: No Discriminator_loss: 0.500764 Generator_loss: 0.949962 
[INFO] 2021-01-15 21:08:45 > Step:   62500 Progress: 62.5% Elapsed: 9:08:42 temperature: no ada_p: No Discriminator_loss: 0.508794 Generator_loss: 0.833633 
[INFO] 2021-01-15 21:09:31 > Step:   62600 Progress: 62.6% Elapsed: 9:09:29 temperature: no ada_p: No Discriminator_loss: 0.4786 Generator_loss: 0.972791 
[INFO] 2021-01-15 21:10:18 > Step:   62700 Progress: 62.7% Elapsed: 9:10:16 temperature: no ada_p: No Discriminator_loss: 0.643166 Generator_loss: 0.842874 
[INFO] 2021-01-15 21:11:06 > Step:   62800 Progress: 62.8% Elapsed: 9:11:04 temperature: no ada_p: No Discriminator_loss: 0.549047 Generator_loss: 0.776283 
[INFO] 2021-01-15 21:11:53 > Step:   62900 Progress: 62.9% Elapsed: 9:11:51 temperature: no ada_p: No Discriminator_loss: 0.692461 Generator_loss: 0.850184 
[INFO] 2021-01-15 21:12:39 > Step:   63000 Progress: 63.0% Elapsed: 9:12:37 temperature: no ada_p: No Discriminator_loss: 0.584068 Generator_loss: 0.882141 
[INFO] 2021-01-15 21:13:26 > Step:   63100 Progress: 63.1% Elapsed: 9:13:24 temperature: no ada_p: No Discriminator_loss: 0.549611 Generator_loss: 0.727125 
[INFO] 2021-01-15 21:14:14 > Step:   63200 Progress: 63.2% Elapsed: 9:14:12 temperature: no ada_p: No Discriminator_loss: 0.43503 Generator_loss: 0.892611 
[INFO] 2021-01-15 21:15:01 > Step:   63300 Progress: 63.3% Elapsed: 9:14:59 temperature: no ada_p: No Discriminator_loss: 0.574283 Generator_loss: 0.791382 
[INFO] 2021-01-15 21:15:47 > Step:   63400 Progress: 63.4% Elapsed: 9:15:45 temperature: no ada_p: No Discriminator_loss: 0.546761 Generator_loss: 0.639668 
[INFO] 2021-01-15 21:16:34 > Step:   63500 Progress: 63.5% Elapsed: 9:16:32 temperature: no ada_p: No Discriminator_loss: 0.796634 Generator_loss: 0.817021 
[INFO] 2021-01-15 21:17:22 > Step:   63600 Progress: 63.6% Elapsed: 9:17:20 temperature: no ada_p: No Discriminator_loss: 0.586875 Generator_loss: 0.770901 
[INFO] 2021-01-15 21:18:08 > Step:   63700 Progress: 63.7% Elapsed: 9:18:06 temperature: no ada_p: No Discriminator_loss: 0.742168 Generator_loss: 0.724523 
[INFO] 2021-01-15 21:18:55 > Step:   63800 Progress: 63.8% Elapsed: 9:18:53 temperature: no ada_p: No Discriminator_loss: 0.652539 Generator_loss: 0.945447 
[INFO] 2021-01-15 21:19:42 > Step:   63900 Progress: 63.9% Elapsed: 9:19:40 temperature: no ada_p: No Discriminator_loss: 0.524391 Generator_loss: 0.829847 
[INFO] 2021-01-15 21:20:30 > Step:   64000 Progress: 64.0% Elapsed: 9:20:27 temperature: no ada_p: No Discriminator_loss: 0.593601 Generator_loss: 0.833295 
[INFO] 2021-01-15 21:20:30 > Start Evaluation (64000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 21:20:30 > Calculating FID Score....
[INFO] 2021-01-15 21:20:50 > Calculating Inception Score....
[INFO] 2021-01-15 21:21:03 > Calculate F_beta Score....
[INFO] 2021-01-15 21:22:02 > Calculate Accuracies....
[INFO] 2021-01-15 21:22:07 > Calculate Accuracies....
[INFO] 2021-01-15 21:22:20 > F_8 score (Step: 64000, Using valid images): 0.7096430618045741
[INFO] 2021-01-15 21:22:20 > F_1/8 score (Step: 64000, Using valid images): 0.8870058767655571
[INFO] 2021-01-15 21:22:20 > FID score (Step: 64000, Using valid moments): 58.190213760883125
[INFO] 2021-01-15 21:22:20 > Inception score (Step: 64000, 10000 generated images): 8.133785247802734
[INFO] 2021-01-15 21:22:20 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-15 21:22:21 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 21:23:08 > Step:   64100 Progress: 64.1% Elapsed: 9:23:06 temperature: no ada_p: No Discriminator_loss: 0.568299 Generator_loss: 0.880403 
[INFO] 2021-01-15 21:23:55 > Step:   64200 Progress: 64.2% Elapsed: 9:23:53 temperature: no ada_p: No Discriminator_loss: 0.449429 Generator_loss: 0.983453 
[INFO] 2021-01-15 21:24:42 > Step:   64300 Progress: 64.3% Elapsed: 9:24:40 temperature: no ada_p: No Discriminator_loss: 0.558504 Generator_loss: 0.922295 
[INFO] 2021-01-15 21:25:29 > Step:   64400 Progress: 64.4% Elapsed: 9:25:27 temperature: no ada_p: No Discriminator_loss: 0.471217 Generator_loss: 1.04044 
[INFO] 2021-01-15 21:26:16 > Step:   64500 Progress: 64.5% Elapsed: 9:26:14 temperature: no ada_p: No Discriminator_loss: 0.63422 Generator_loss: 0.698139 
[INFO] 2021-01-15 21:27:03 > Step:   64600 Progress: 64.6% Elapsed: 9:27:01 temperature: no ada_p: No Discriminator_loss: 0.59909 Generator_loss: 0.734162 
[INFO] 2021-01-15 21:27:50 > Step:   64700 Progress: 64.7% Elapsed: 9:27:48 temperature: no ada_p: No Discriminator_loss: 0.811671 Generator_loss: 0.730973 
[INFO] 2021-01-15 21:28:37 > Step:   64800 Progress: 64.8% Elapsed: 9:28:35 temperature: no ada_p: No Discriminator_loss: 0.429407 Generator_loss: 1.0917 
[INFO] 2021-01-15 21:29:24 > Step:   64900 Progress: 64.9% Elapsed: 9:29:22 temperature: no ada_p: No Discriminator_loss: 0.582019 Generator_loss: 0.671174 
[INFO] 2021-01-15 21:30:11 > Step:   65000 Progress: 65.0% Elapsed: 9:30:09 temperature: no ada_p: No Discriminator_loss: 0.602367 Generator_loss: 1.01897 
[INFO] 2021-01-15 21:30:58 > Step:   65100 Progress: 65.1% Elapsed: 9:30:56 temperature: no ada_p: No Discriminator_loss: 0.685021 Generator_loss: 0.59631 
[INFO] 2021-01-15 21:31:45 > Step:   65200 Progress: 65.2% Elapsed: 9:31:43 temperature: no ada_p: No Discriminator_loss: 1.0807 Generator_loss: 0.808322 
[INFO] 2021-01-15 21:32:32 > Step:   65300 Progress: 65.3% Elapsed: 9:32:30 temperature: no ada_p: No Discriminator_loss: 0.424609 Generator_loss: 1.11027 
[INFO] 2021-01-15 21:33:19 > Step:   65400 Progress: 65.4% Elapsed: 9:33:17 temperature: no ada_p: No Discriminator_loss: 0.39321 Generator_loss: 1.02883 
[INFO] 2021-01-15 21:34:06 > Step:   65500 Progress: 65.5% Elapsed: 9:34:04 temperature: no ada_p: No Discriminator_loss: 0.654056 Generator_loss: 0.86708 
[INFO] 2021-01-15 21:34:53 > Step:   65600 Progress: 65.6% Elapsed: 9:34:51 temperature: no ada_p: No Discriminator_loss: 0.435315 Generator_loss: 0.983909 
[INFO] 2021-01-15 21:35:40 > Step:   65700 Progress: 65.7% Elapsed: 9:35:38 temperature: no ada_p: No Discriminator_loss: 0.560897 Generator_loss: 0.821938 
[INFO] 2021-01-15 21:36:27 > Step:   65800 Progress: 65.8% Elapsed: 9:36:25 temperature: no ada_p: No Discriminator_loss: 0.876386 Generator_loss: 0.631507 
[INFO] 2021-01-15 21:37:14 > Step:   65900 Progress: 65.9% Elapsed: 9:37:12 temperature: no ada_p: No Discriminator_loss: 0.790932 Generator_loss: 0.581186 
[INFO] 2021-01-15 21:38:01 > Step:   66000 Progress: 66.0% Elapsed: 9:37:59 temperature: no ada_p: No Discriminator_loss: 0.628382 Generator_loss: 0.851823 
[INFO] 2021-01-15 21:38:01 > Start Evaluation (66000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 21:38:01 > Calculating FID Score....
[INFO] 2021-01-15 21:38:22 > Calculating Inception Score....
[INFO] 2021-01-15 21:38:35 > Calculate F_beta Score....
[INFO] 2021-01-15 21:39:37 > Calculate Accuracies....
[INFO] 2021-01-15 21:39:42 > Calculate Accuracies....
[INFO] 2021-01-15 21:39:55 > F_8 score (Step: 66000, Using valid images): 0.6844708208113424
[INFO] 2021-01-15 21:39:55 > F_1/8 score (Step: 66000, Using valid images): 0.8791726110695484
[INFO] 2021-01-15 21:39:55 > FID score (Step: 66000, Using valid moments): 55.843180722662396
[INFO] 2021-01-15 21:39:55 > Inception score (Step: 66000, 10000 generated images): 8.536853790283203
[INFO] 2021-01-15 21:39:55 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-15 21:39:56 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 21:40:43 > Step:   66100 Progress: 66.1% Elapsed: 9:40:41 temperature: no ada_p: No Discriminator_loss: 0.907635 Generator_loss: 0.640996 
[INFO] 2021-01-15 21:41:30 > Step:   66200 Progress: 66.2% Elapsed: 9:41:28 temperature: no ada_p: No Discriminator_loss: 0.535304 Generator_loss: 0.824329 
[INFO] 2021-01-15 21:42:17 > Step:   66300 Progress: 66.3% Elapsed: 9:42:14 temperature: no ada_p: No Discriminator_loss: 0.629859 Generator_loss: 0.726349 
[INFO] 2021-01-15 21:43:04 > Step:   66400 Progress: 66.4% Elapsed: 9:43:02 temperature: no ada_p: No Discriminator_loss: 0.714061 Generator_loss: 0.700631 
[INFO] 2021-01-15 21:43:51 > Step:   66500 Progress: 66.5% Elapsed: 9:43:49 temperature: no ada_p: No Discriminator_loss: 0.359548 Generator_loss: 1.16175 
[INFO] 2021-01-15 21:44:38 > Step:   66600 Progress: 66.6% Elapsed: 9:44:36 temperature: no ada_p: No Discriminator_loss: 0.573344 Generator_loss: 1.00804 
[INFO] 2021-01-15 21:45:25 > Step:   66700 Progress: 66.7% Elapsed: 9:45:23 temperature: no ada_p: No Discriminator_loss: 0.638514 Generator_loss: 0.868028 
[INFO] 2021-01-15 21:46:12 > Step:   66800 Progress: 66.8% Elapsed: 9:46:10 temperature: no ada_p: No Discriminator_loss: 0.548181 Generator_loss: 0.780428 
[INFO] 2021-01-15 21:46:59 > Step:   66900 Progress: 66.9% Elapsed: 9:46:57 temperature: no ada_p: No Discriminator_loss: 0.458718 Generator_loss: 0.924587 
[INFO] 2021-01-15 21:47:46 > Step:   67000 Progress: 67.0% Elapsed: 9:47:44 temperature: no ada_p: No Discriminator_loss: 0.724455 Generator_loss: 0.939619 
[INFO] 2021-01-15 21:48:33 > Step:   67100 Progress: 67.1% Elapsed: 9:48:31 temperature: no ada_p: No Discriminator_loss: 0.643256 Generator_loss: 0.69909 
[INFO] 2021-01-15 21:49:20 > Step:   67200 Progress: 67.2% Elapsed: 9:49:18 temperature: no ada_p: No Discriminator_loss: 0.57955 Generator_loss: 0.807461 
[INFO] 2021-01-15 21:50:07 > Step:   67300 Progress: 67.3% Elapsed: 9:50:05 temperature: no ada_p: No Discriminator_loss: 0.674088 Generator_loss: 0.821137 
[INFO] 2021-01-15 21:50:54 > Step:   67400 Progress: 67.4% Elapsed: 9:50:52 temperature: no ada_p: No Discriminator_loss: 0.57072 Generator_loss: 0.740322 
[INFO] 2021-01-15 21:51:41 > Step:   67500 Progress: 67.5% Elapsed: 9:51:39 temperature: no ada_p: No Discriminator_loss: 0.495549 Generator_loss: 0.952141 
[INFO] 2021-01-15 21:52:28 > Step:   67600 Progress: 67.6% Elapsed: 9:52:26 temperature: no ada_p: No Discriminator_loss: 0.443488 Generator_loss: 1.09371 
[INFO] 2021-01-15 21:53:15 > Step:   67700 Progress: 67.7% Elapsed: 9:53:13 temperature: no ada_p: No Discriminator_loss: 0.753628 Generator_loss: 0.782165 
[INFO] 2021-01-15 21:54:02 > Step:   67800 Progress: 67.8% Elapsed: 9:54:00 temperature: no ada_p: No Discriminator_loss: 0.530011 Generator_loss: 0.881872 
[INFO] 2021-01-15 21:54:49 > Step:   67900 Progress: 67.9% Elapsed: 9:54:47 temperature: no ada_p: No Discriminator_loss: 0.844298 Generator_loss: 0.813065 
[INFO] 2021-01-15 21:55:36 > Step:   68000 Progress: 68.0% Elapsed: 9:55:34 temperature: no ada_p: No Discriminator_loss: 0.412767 Generator_loss: 0.816087 
[INFO] 2021-01-15 21:55:36 > Start Evaluation (68000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 21:55:36 > Calculating FID Score....
[INFO] 2021-01-15 21:55:57 > Calculating Inception Score....
[INFO] 2021-01-15 21:56:10 > Calculate F_beta Score....
[INFO] 2021-01-15 21:57:10 > Calculate Accuracies....
[INFO] 2021-01-15 21:57:15 > Calculate Accuracies....
[INFO] 2021-01-15 21:57:27 > F_8 score (Step: 68000, Using valid images): 0.681823605226984
[INFO] 2021-01-15 21:57:27 > F_1/8 score (Step: 68000, Using valid images): 0.8719225699352573
[INFO] 2021-01-15 21:57:27 > FID score (Step: 68000, Using valid moments): 56.61536908365474
[INFO] 2021-01-15 21:57:27 > Inception score (Step: 68000, 10000 generated images): 8.585223197937012
[INFO] 2021-01-15 21:57:27 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-15 21:57:28 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 21:58:15 > Step:   68100 Progress: 68.1% Elapsed: 9:58:13 temperature: no ada_p: No Discriminator_loss: 0.497232 Generator_loss: 1.01008 
[INFO] 2021-01-15 21:59:02 > Step:   68200 Progress: 68.2% Elapsed: 9:59:00 temperature: no ada_p: No Discriminator_loss: 0.444816 Generator_loss: 0.911168 
[INFO] 2021-01-15 21:59:49 > Step:   68300 Progress: 68.3% Elapsed: 9:59:47 temperature: no ada_p: No Discriminator_loss: 0.487311 Generator_loss: 0.681864 
[INFO] 2021-01-15 22:00:36 > Step:   68400 Progress: 68.4% Elapsed: 10:00:34 temperature: no ada_p: No Discriminator_loss: 0.507835 Generator_loss: 0.830558 
[INFO] 2021-01-15 22:01:23 > Step:   68500 Progress: 68.5% Elapsed: 10:01:21 temperature: no ada_p: No Discriminator_loss: 0.609075 Generator_loss: 0.554817 
[INFO] 2021-01-15 22:02:10 > Step:   68600 Progress: 68.6% Elapsed: 10:02:08 temperature: no ada_p: No Discriminator_loss: 0.633155 Generator_loss: 1.85662 
[INFO] 2021-01-15 22:02:57 > Step:   68700 Progress: 68.7% Elapsed: 10:02:55 temperature: no ada_p: No Discriminator_loss: 0.53291 Generator_loss: 1.88721 
[INFO] 2021-01-15 22:03:44 > Step:   68800 Progress: 68.8% Elapsed: 10:03:42 temperature: no ada_p: No Discriminator_loss: 0.564795 Generator_loss: 1.89465 
[INFO] 2021-01-15 22:04:31 > Step:   68900 Progress: 68.9% Elapsed: 10:04:29 temperature: no ada_p: No Discriminator_loss: 0.642554 Generator_loss: 0.771669 
[INFO] 2021-01-15 22:05:18 > Step:   69000 Progress: 69.0% Elapsed: 10:05:16 temperature: no ada_p: No Discriminator_loss: 0.372049 Generator_loss: 1.09067 
[INFO] 2021-01-15 22:06:05 > Step:   69100 Progress: 69.1% Elapsed: 10:06:03 temperature: no ada_p: No Discriminator_loss: 0.635637 Generator_loss: 0.767069 
[INFO] 2021-01-15 22:06:52 > Step:   69200 Progress: 69.2% Elapsed: 10:06:50 temperature: no ada_p: No Discriminator_loss: 0.46686 Generator_loss: 0.956712 
[INFO] 2021-01-15 22:07:39 > Step:   69300 Progress: 69.3% Elapsed: 10:07:37 temperature: no ada_p: No Discriminator_loss: 0.595408 Generator_loss: 0.847955 
[INFO] 2021-01-15 22:08:26 > Step:   69400 Progress: 69.4% Elapsed: 10:08:24 temperature: no ada_p: No Discriminator_loss: 0.556352 Generator_loss: 1.05385 
[INFO] 2021-01-15 22:09:13 > Step:   69500 Progress: 69.5% Elapsed: 10:09:11 temperature: no ada_p: No Discriminator_loss: 0.482617 Generator_loss: 1.01606 
[INFO] 2021-01-15 22:10:00 > Step:   69600 Progress: 69.6% Elapsed: 10:09:58 temperature: no ada_p: No Discriminator_loss: 0.734719 Generator_loss: 0.563988 
[INFO] 2021-01-15 22:10:47 > Step:   69700 Progress: 69.7% Elapsed: 10:10:45 temperature: no ada_p: No Discriminator_loss: 0.660556 Generator_loss: 0.761618 
[INFO] 2021-01-15 22:11:34 > Step:   69800 Progress: 69.8% Elapsed: 10:11:32 temperature: no ada_p: No Discriminator_loss: 0.468374 Generator_loss: 0.822282 
[INFO] 2021-01-15 22:12:22 > Step:   69900 Progress: 69.9% Elapsed: 10:12:20 temperature: no ada_p: No Discriminator_loss: 0.627035 Generator_loss: 0.945895 
[INFO] 2021-01-15 22:13:09 > Step:   70000 Progress: 70.0% Elapsed: 10:13:07 temperature: no ada_p: No Discriminator_loss: 0.586454 Generator_loss: 0.92225 
[INFO] 2021-01-15 22:13:09 > Start Evaluation (70000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 22:13:09 > Calculating FID Score....
[INFO] 2021-01-15 22:13:30 > Calculating Inception Score....
[INFO] 2021-01-15 22:13:43 > Calculate F_beta Score....
[INFO] 2021-01-15 22:14:43 > Calculate Accuracies....
[INFO] 2021-01-15 22:14:48 > Calculate Accuracies....
[INFO] 2021-01-15 22:15:01 > F_8 score (Step: 70000, Using valid images): 0.6677709638460027
[INFO] 2021-01-15 22:15:01 > F_1/8 score (Step: 70000, Using valid images): 0.8719374090580491
[INFO] 2021-01-15 22:15:01 > FID score (Step: 70000, Using valid moments): 55.87191344089996
[INFO] 2021-01-15 22:15:01 > Inception score (Step: 70000, 10000 generated images): 8.371373176574707
[INFO] 2021-01-15 22:15:01 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-15 22:15:02 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 22:15:48 > Step:   70100 Progress: 70.1% Elapsed: 10:15:46 temperature: no ada_p: No Discriminator_loss: 0.544012 Generator_loss: 0.559956 
[INFO] 2021-01-15 22:16:35 > Step:   70200 Progress: 70.2% Elapsed: 10:16:33 temperature: no ada_p: No Discriminator_loss: 0.736174 Generator_loss: 0.77956 
[INFO] 2021-01-15 22:17:23 > Step:   70300 Progress: 70.3% Elapsed: 10:17:21 temperature: no ada_p: No Discriminator_loss: 0.568638 Generator_loss: 1.1055 
[INFO] 2021-01-15 22:18:09 > Step:   70400 Progress: 70.4% Elapsed: 10:18:07 temperature: no ada_p: No Discriminator_loss: 0.51457 Generator_loss: 0.724702 
[INFO] 2021-01-15 22:18:56 > Step:   70500 Progress: 70.5% Elapsed: 10:18:54 temperature: no ada_p: No Discriminator_loss: 0.46811 Generator_loss: 1.04068 
[INFO] 2021-01-15 22:19:44 > Step:   70600 Progress: 70.6% Elapsed: 10:19:42 temperature: no ada_p: No Discriminator_loss: 0.546535 Generator_loss: 0.918165 
[INFO] 2021-01-15 22:20:31 > Step:   70700 Progress: 70.7% Elapsed: 10:20:29 temperature: no ada_p: No Discriminator_loss: 0.479756 Generator_loss: 0.921343 
[INFO] 2021-01-15 22:21:17 > Step:   70800 Progress: 70.8% Elapsed: 10:21:15 temperature: no ada_p: No Discriminator_loss: 0.318035 Generator_loss: 1.09154 
[INFO] 2021-01-15 22:22:04 > Step:   70900 Progress: 70.9% Elapsed: 10:22:02 temperature: no ada_p: No Discriminator_loss: 0.459131 Generator_loss: 1.03831 
[INFO] 2021-01-15 22:22:52 > Step:   71000 Progress: 71.0% Elapsed: 10:22:50 temperature: no ada_p: No Discriminator_loss: 0.84038 Generator_loss: 0.643293 
[INFO] 2021-01-15 22:23:39 > Step:   71100 Progress: 71.1% Elapsed: 10:23:37 temperature: no ada_p: No Discriminator_loss: 0.629053 Generator_loss: 1.00226 
[INFO] 2021-01-15 22:24:25 > Step:   71200 Progress: 71.2% Elapsed: 10:24:23 temperature: no ada_p: No Discriminator_loss: 0.804037 Generator_loss: 0.759858 
[INFO] 2021-01-15 22:25:12 > Step:   71300 Progress: 71.3% Elapsed: 10:25:10 temperature: no ada_p: No Discriminator_loss: 0.628544 Generator_loss: 0.98773 
[INFO] 2021-01-15 22:26:00 > Step:   71400 Progress: 71.4% Elapsed: 10:25:58 temperature: no ada_p: No Discriminator_loss: 0.572281 Generator_loss: 0.784664 
[INFO] 2021-01-15 22:26:47 > Step:   71500 Progress: 71.5% Elapsed: 10:26:45 temperature: no ada_p: No Discriminator_loss: 0.409675 Generator_loss: 0.88752 
[INFO] 2021-01-15 22:27:33 > Step:   71600 Progress: 71.6% Elapsed: 10:27:31 temperature: no ada_p: No Discriminator_loss: 0.363093 Generator_loss: 1.03901 
[INFO] 2021-01-15 22:28:20 > Step:   71700 Progress: 71.7% Elapsed: 10:28:18 temperature: no ada_p: No Discriminator_loss: 0.513425 Generator_loss: 0.792793 
[INFO] 2021-01-15 22:29:08 > Step:   71800 Progress: 71.8% Elapsed: 10:29:06 temperature: no ada_p: No Discriminator_loss: 0.409272 Generator_loss: 0.942948 
[INFO] 2021-01-15 22:29:55 > Step:   71900 Progress: 71.9% Elapsed: 10:29:53 temperature: no ada_p: No Discriminator_loss: 0.553635 Generator_loss: 0.750694 
[INFO] 2021-01-15 22:30:41 > Step:   72000 Progress: 72.0% Elapsed: 10:30:39 temperature: no ada_p: No Discriminator_loss: 0.590176 Generator_loss: 0.720441 
[INFO] 2021-01-15 22:30:41 > Start Evaluation (72000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 22:30:41 > Calculating FID Score....
[INFO] 2021-01-15 22:31:02 > Calculating Inception Score....
[INFO] 2021-01-15 22:31:15 > Calculate F_beta Score....
[INFO] 2021-01-15 22:32:16 > Calculate Accuracies....
[INFO] 2021-01-15 22:32:21 > Calculate Accuracies....
[INFO] 2021-01-15 22:32:34 > F_8 score (Step: 72000, Using valid images): 0.681324090647491
[INFO] 2021-01-15 22:32:34 > F_1/8 score (Step: 72000, Using valid images): 0.8681869527746916
[INFO] 2021-01-15 22:32:34 > FID score (Step: 72000, Using valid moments): 55.6390930362013
[INFO] 2021-01-15 22:32:34 > Inception score (Step: 72000, 10000 generated images): 8.638272285461426
[INFO] 2021-01-15 22:32:34 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-15 22:32:35 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 22:33:22 > Step:   72100 Progress: 72.1% Elapsed: 10:33:20 temperature: no ada_p: No Discriminator_loss: 0.451117 Generator_loss: 0.823097 
[INFO] 2021-01-15 22:34:09 > Step:   72200 Progress: 72.2% Elapsed: 10:34:07 temperature: no ada_p: No Discriminator_loss: 0.359863 Generator_loss: 0.916858 
[INFO] 2021-01-15 22:34:56 > Step:   72300 Progress: 72.3% Elapsed: 10:34:54 temperature: no ada_p: No Discriminator_loss: 0.453553 Generator_loss: 0.978018 
[INFO] 2021-01-15 22:35:43 > Step:   72400 Progress: 72.4% Elapsed: 10:35:41 temperature: no ada_p: No Discriminator_loss: 0.359883 Generator_loss: 1.00935 
[INFO] 2021-01-15 22:36:30 > Step:   72500 Progress: 72.5% Elapsed: 10:36:28 temperature: no ada_p: No Discriminator_loss: 0.567596 Generator_loss: 0.70223 
[INFO] 2021-01-15 22:37:17 > Step:   72600 Progress: 72.6% Elapsed: 10:37:15 temperature: no ada_p: No Discriminator_loss: 0.43207 Generator_loss: 0.970173 
[INFO] 2021-01-15 22:38:04 > Step:   72700 Progress: 72.7% Elapsed: 10:38:02 temperature: no ada_p: No Discriminator_loss: 0.449467 Generator_loss: 0.823066 
[INFO] 2021-01-15 22:38:51 > Step:   72800 Progress: 72.8% Elapsed: 10:38:49 temperature: no ada_p: No Discriminator_loss: 0.539843 Generator_loss: 2.11954 
[INFO] 2021-01-15 22:39:38 > Step:   72900 Progress: 72.9% Elapsed: 10:39:36 temperature: no ada_p: No Discriminator_loss: 0.639361 Generator_loss: 2.02507 
[INFO] 2021-01-15 22:40:26 > Step:   73000 Progress: 73.0% Elapsed: 10:40:23 temperature: no ada_p: No Discriminator_loss: 0.509341 Generator_loss: 1.86471 
[INFO] 2021-01-15 22:41:12 > Step:   73100 Progress: 73.1% Elapsed: 10:41:10 temperature: no ada_p: No Discriminator_loss: 0.613428 Generator_loss: 1.97104 
[INFO] 2021-01-15 22:41:59 > Step:   73200 Progress: 73.2% Elapsed: 10:41:57 temperature: no ada_p: No Discriminator_loss: 0.500698 Generator_loss: 1.92076 
[INFO] 2021-01-15 22:42:46 > Step:   73300 Progress: 73.3% Elapsed: 10:42:44 temperature: no ada_p: No Discriminator_loss: 0.522846 Generator_loss: 1.79274 
[INFO] 2021-01-15 22:43:34 > Step:   73400 Progress: 73.4% Elapsed: 10:43:31 temperature: no ada_p: No Discriminator_loss: 0.838514 Generator_loss: 1.65613 
[INFO] 2021-01-15 22:44:20 > Step:   73500 Progress: 73.5% Elapsed: 10:44:18 temperature: no ada_p: No Discriminator_loss: 0.554197 Generator_loss: 1.77893 
[INFO] 2021-01-15 22:45:07 > Step:   73600 Progress: 73.6% Elapsed: 10:45:05 temperature: no ada_p: No Discriminator_loss: 0.566008 Generator_loss: 1.65588 
[INFO] 2021-01-15 22:45:54 > Step:   73700 Progress: 73.7% Elapsed: 10:45:52 temperature: no ada_p: No Discriminator_loss: 0.519114 Generator_loss: 1.9272 
[INFO] 2021-01-15 22:46:42 > Step:   73800 Progress: 73.8% Elapsed: 10:46:40 temperature: no ada_p: No Discriminator_loss: 0.711232 Generator_loss: 1.8383 
[INFO] 2021-01-15 22:47:28 > Step:   73900 Progress: 73.9% Elapsed: 10:47:26 temperature: no ada_p: No Discriminator_loss: 0.381526 Generator_loss: 1.9773 
[INFO] 2021-01-15 22:48:15 > Step:   74000 Progress: 74.0% Elapsed: 10:48:13 temperature: no ada_p: No Discriminator_loss: 0.481832 Generator_loss: 1.91753 
[INFO] 2021-01-15 22:48:15 > Start Evaluation (74000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 22:48:15 > Calculating FID Score....
[INFO] 2021-01-15 22:48:36 > Calculating Inception Score....
[INFO] 2021-01-15 22:48:49 > Calculate F_beta Score....
[INFO] 2021-01-15 22:49:51 > Calculate Accuracies....
[INFO] 2021-01-15 22:49:56 > Calculate Accuracies....
[INFO] 2021-01-15 22:50:09 > F_8 score (Step: 74000, Using valid images): 0.6654416514907928
[INFO] 2021-01-15 22:50:09 > F_1/8 score (Step: 74000, Using valid images): 0.8484614706460519
[INFO] 2021-01-15 22:50:09 > FID score (Step: 74000, Using valid moments): 56.887177742690085
[INFO] 2021-01-15 22:50:09 > Inception score (Step: 74000, 10000 generated images): 8.16628360748291
[INFO] 2021-01-15 22:50:09 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-15 22:50:10 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 22:50:56 > Step:   74100 Progress: 74.1% Elapsed: 10:50:54 temperature: no ada_p: No Discriminator_loss: 0.500452 Generator_loss: 1.85805 
[INFO] 2021-01-15 22:51:44 > Step:   74200 Progress: 74.2% Elapsed: 10:51:42 temperature: no ada_p: No Discriminator_loss: 0.453285 Generator_loss: 1.86982 
[INFO] 2021-01-15 22:52:31 > Step:   74300 Progress: 74.3% Elapsed: 10:52:29 temperature: no ada_p: No Discriminator_loss: 0.347236 Generator_loss: 1.87325 
[INFO] 2021-01-15 22:53:18 > Step:   74400 Progress: 74.4% Elapsed: 10:53:16 temperature: no ada_p: No Discriminator_loss: 0.374489 Generator_loss: 2.00634 
[INFO] 2021-01-15 22:54:05 > Step:   74500 Progress: 74.5% Elapsed: 10:54:03 temperature: no ada_p: No Discriminator_loss: 0.514908 Generator_loss: 1.8611 
[INFO] 2021-01-15 22:54:52 > Step:   74600 Progress: 74.6% Elapsed: 10:54:50 temperature: no ada_p: No Discriminator_loss: 0.447168 Generator_loss: 1.97996 
[INFO] 2021-01-15 22:55:39 > Step:   74700 Progress: 74.7% Elapsed: 10:55:37 temperature: no ada_p: No Discriminator_loss: 0.599451 Generator_loss: 1.79448 
[INFO] 2021-01-15 22:56:26 > Step:   74800 Progress: 74.8% Elapsed: 10:56:24 temperature: no ada_p: No Discriminator_loss: 0.290132 Generator_loss: 1.98713 
[INFO] 2021-01-15 22:57:14 > Step:   74900 Progress: 74.9% Elapsed: 10:57:12 temperature: no ada_p: No Discriminator_loss: 0.464063 Generator_loss: 1.83388 
[INFO] 2021-01-15 22:58:01 > Step:   75000 Progress: 75.0% Elapsed: 10:57:59 temperature: no ada_p: No Discriminator_loss: 0.430161 Generator_loss: 1.75958 
[INFO] 2021-01-15 22:58:48 > Step:   75100 Progress: 75.1% Elapsed: 10:58:46 temperature: no ada_p: No Discriminator_loss: 0.342522 Generator_loss: 1.94265 
[INFO] 2021-01-15 22:59:35 > Step:   75200 Progress: 75.2% Elapsed: 10:59:33 temperature: no ada_p: No Discriminator_loss: 0.497742 Generator_loss: 1.71845 
[INFO] 2021-01-15 23:00:22 > Step:   75300 Progress: 75.3% Elapsed: 11:00:20 temperature: no ada_p: No Discriminator_loss: 0.386352 Generator_loss: 1.02607 
[INFO] 2021-01-15 23:01:09 > Step:   75400 Progress: 75.4% Elapsed: 11:01:07 temperature: no ada_p: No Discriminator_loss: 0.412888 Generator_loss: 0.811245 
[INFO] 2021-01-15 23:01:57 > Step:   75500 Progress: 75.5% Elapsed: 11:01:54 temperature: no ada_p: No Discriminator_loss: 0.456156 Generator_loss: 0.928933 
[INFO] 2021-01-15 23:02:44 > Step:   75600 Progress: 75.6% Elapsed: 11:02:42 temperature: no ada_p: No Discriminator_loss: 0.614247 Generator_loss: 0.812691 
[INFO] 2021-01-15 23:03:31 > Step:   75700 Progress: 75.7% Elapsed: 11:03:29 temperature: no ada_p: No Discriminator_loss: 0.366 Generator_loss: 1.03735 
[INFO] 2021-01-15 23:04:18 > Step:   75800 Progress: 75.8% Elapsed: 11:04:16 temperature: no ada_p: No Discriminator_loss: 0.609565 Generator_loss: 0.731213 
[INFO] 2021-01-15 23:05:05 > Step:   75900 Progress: 75.9% Elapsed: 11:05:03 temperature: no ada_p: No Discriminator_loss: 0.721306 Generator_loss: 0.843333 
[INFO] 2021-01-15 23:05:52 > Step:   76000 Progress: 76.0% Elapsed: 11:05:50 temperature: no ada_p: No Discriminator_loss: 0.395335 Generator_loss: 0.939141 
[INFO] 2021-01-15 23:05:52 > Start Evaluation (76000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 23:05:52 > Calculating FID Score....
[INFO] 2021-01-15 23:06:13 > Calculating Inception Score....
[INFO] 2021-01-15 23:06:26 > Calculate F_beta Score....
[INFO] 2021-01-15 23:07:27 > Calculate Accuracies....
[INFO] 2021-01-15 23:07:33 > Calculate Accuracies....
[INFO] 2021-01-15 23:07:46 > F_8 score (Step: 76000, Using valid images): 0.6612266096974785
[INFO] 2021-01-15 23:07:46 > F_1/8 score (Step: 76000, Using valid images): 0.8452652866773408
[INFO] 2021-01-15 23:07:46 > FID score (Step: 76000, Using valid moments): 58.73306303291025
[INFO] 2021-01-15 23:07:46 > Inception score (Step: 76000, 10000 generated images): 8.297263145446777
[INFO] 2021-01-15 23:07:46 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-15 23:07:47 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 23:08:34 > Step:   76100 Progress: 76.1% Elapsed: 11:08:32 temperature: no ada_p: No Discriminator_loss: 0.535303 Generator_loss: 0.996395 
[INFO] 2021-01-15 23:09:21 > Step:   76200 Progress: 76.2% Elapsed: 11:09:19 temperature: no ada_p: No Discriminator_loss: 0.407804 Generator_loss: 0.813929 
[INFO] 2021-01-15 23:10:08 > Step:   76300 Progress: 76.3% Elapsed: 11:10:06 temperature: no ada_p: No Discriminator_loss: 0.453578 Generator_loss: 0.714903 
[INFO] 2021-01-15 23:10:55 > Step:   76400 Progress: 76.4% Elapsed: 11:10:53 temperature: no ada_p: No Discriminator_loss: 0.400442 Generator_loss: 1.01028 
[INFO] 2021-01-15 23:11:42 > Step:   76500 Progress: 76.5% Elapsed: 11:11:40 temperature: no ada_p: No Discriminator_loss: 0.337232 Generator_loss: 1.13864 
[INFO] 2021-01-15 23:12:29 > Step:   76600 Progress: 76.6% Elapsed: 11:12:27 temperature: no ada_p: No Discriminator_loss: 0.426398 Generator_loss: 0.938489 
[INFO] 2021-01-15 23:13:16 > Step:   76700 Progress: 76.7% Elapsed: 11:13:14 temperature: no ada_p: No Discriminator_loss: 0.463227 Generator_loss: 1.00873 
[INFO] 2021-01-15 23:14:03 > Step:   76800 Progress: 76.8% Elapsed: 11:14:01 temperature: no ada_p: No Discriminator_loss: 0.507376 Generator_loss: 0.970444 
[INFO] 2021-01-15 23:14:50 > Step:   76900 Progress: 76.9% Elapsed: 11:14:48 temperature: no ada_p: No Discriminator_loss: 0.612707 Generator_loss: 0.790334 
[INFO] 2021-01-15 23:15:37 > Step:   77000 Progress: 77.0% Elapsed: 11:15:35 temperature: no ada_p: No Discriminator_loss: 0.605782 Generator_loss: 0.900183 
[INFO] 2021-01-15 23:16:24 > Step:   77100 Progress: 77.1% Elapsed: 11:16:22 temperature: no ada_p: No Discriminator_loss: 0.469115 Generator_loss: 0.757652 
[INFO] 2021-01-15 23:17:11 > Step:   77200 Progress: 77.2% Elapsed: 11:17:09 temperature: no ada_p: No Discriminator_loss: 0.511906 Generator_loss: 1.07135 
[INFO] 2021-01-15 23:17:58 > Step:   77300 Progress: 77.3% Elapsed: 11:17:56 temperature: no ada_p: No Discriminator_loss: 0.617401 Generator_loss: 0.735261 
[INFO] 2021-01-15 23:18:45 > Step:   77400 Progress: 77.4% Elapsed: 11:18:43 temperature: no ada_p: No Discriminator_loss: 0.404282 Generator_loss: 1.09299 
[INFO] 2021-01-15 23:19:32 > Step:   77500 Progress: 77.5% Elapsed: 11:19:30 temperature: no ada_p: No Discriminator_loss: 0.475529 Generator_loss: 0.909288 
[INFO] 2021-01-15 23:20:18 > Step:   77600 Progress: 77.6% Elapsed: 11:20:16 temperature: no ada_p: No Discriminator_loss: 0.45871 Generator_loss: 0.947227 
[INFO] 2021-01-15 23:21:06 > Step:   77700 Progress: 77.7% Elapsed: 11:21:04 temperature: no ada_p: No Discriminator_loss: 0.495422 Generator_loss: 0.850483 
[INFO] 2021-01-15 23:21:53 > Step:   77800 Progress: 77.8% Elapsed: 11:21:51 temperature: no ada_p: No Discriminator_loss: 0.586071 Generator_loss: 0.849178 
[INFO] 2021-01-15 23:22:40 > Step:   77900 Progress: 77.9% Elapsed: 11:22:38 temperature: no ada_p: No Discriminator_loss: 0.49255 Generator_loss: 0.931851 
[INFO] 2021-01-15 23:23:27 > Step:   78000 Progress: 78.0% Elapsed: 11:23:24 temperature: no ada_p: No Discriminator_loss: 0.590299 Generator_loss: 0.669497 
[INFO] 2021-01-15 23:23:27 > Start Evaluation (78000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 23:23:27 > Calculating FID Score....
[INFO] 2021-01-15 23:23:47 > Calculating Inception Score....
[INFO] 2021-01-15 23:24:00 > Calculate F_beta Score....
[INFO] 2021-01-15 23:25:02 > Calculate Accuracies....
[INFO] 2021-01-15 23:25:07 > Calculate Accuracies....
[INFO] 2021-01-15 23:25:20 > F_8 score (Step: 78000, Using valid images): 0.6714650369546473
[INFO] 2021-01-15 23:25:20 > F_1/8 score (Step: 78000, Using valid images): 0.8486288318221749
[INFO] 2021-01-15 23:25:20 > FID score (Step: 78000, Using valid moments): 57.69308304688349
[INFO] 2021-01-15 23:25:20 > Inception score (Step: 78000, 10000 generated images): 8.713253021240234
[INFO] 2021-01-15 23:25:20 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-15 23:25:21 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 23:26:08 > Step:   78100 Progress: 78.1% Elapsed: 11:26:06 temperature: no ada_p: No Discriminator_loss: 0.648736 Generator_loss: 0.813432 
[INFO] 2021-01-15 23:26:55 > Step:   78200 Progress: 78.2% Elapsed: 11:26:53 temperature: no ada_p: No Discriminator_loss: 0.700025 Generator_loss: 0.806506 
[INFO] 2021-01-15 23:27:42 > Step:   78300 Progress: 78.3% Elapsed: 11:27:40 temperature: no ada_p: No Discriminator_loss: 0.689297 Generator_loss: 0.769833 
[INFO] 2021-01-15 23:28:29 > Step:   78400 Progress: 78.4% Elapsed: 11:28:27 temperature: no ada_p: No Discriminator_loss: 0.45355 Generator_loss: 0.679416 
[INFO] 2021-01-15 23:29:16 > Step:   78500 Progress: 78.5% Elapsed: 11:29:14 temperature: no ada_p: No Discriminator_loss: 0.581188 Generator_loss: 0.813448 
[INFO] 2021-01-15 23:30:03 > Step:   78600 Progress: 78.6% Elapsed: 11:30:01 temperature: no ada_p: No Discriminator_loss: 0.527915 Generator_loss: 1.67702 
[INFO] 2021-01-15 23:30:50 > Step:   78700 Progress: 78.7% Elapsed: 11:30:48 temperature: no ada_p: No Discriminator_loss: 0.42236 Generator_loss: 1.68362 
[INFO] 2021-01-15 23:31:38 > Step:   78800 Progress: 78.8% Elapsed: 11:31:36 temperature: no ada_p: No Discriminator_loss: 0.467575 Generator_loss: 1.91765 
[INFO] 2021-01-15 23:32:24 > Step:   78900 Progress: 78.9% Elapsed: 11:32:22 temperature: no ada_p: No Discriminator_loss: 0.457924 Generator_loss: 1.73183 
[INFO] 2021-01-15 23:33:11 > Step:   79000 Progress: 79.0% Elapsed: 11:33:09 temperature: no ada_p: No Discriminator_loss: 0.49413 Generator_loss: 1.90254 
[INFO] 2021-01-15 23:33:58 > Step:   79100 Progress: 79.1% Elapsed: 11:33:56 temperature: no ada_p: No Discriminator_loss: 0.489027 Generator_loss: 1.89901 
[INFO] 2021-01-15 23:34:46 > Step:   79200 Progress: 79.2% Elapsed: 11:34:43 temperature: no ada_p: No Discriminator_loss: 0.346389 Generator_loss: 2.04661 
[INFO] 2021-01-15 23:35:32 > Step:   79300 Progress: 79.3% Elapsed: 11:35:30 temperature: no ada_p: No Discriminator_loss: 0.436837 Generator_loss: 2.05744 
[INFO] 2021-01-15 23:36:19 > Step:   79400 Progress: 79.4% Elapsed: 11:36:17 temperature: no ada_p: No Discriminator_loss: 0.486513 Generator_loss: 1.86679 
[INFO] 2021-01-15 23:37:06 > Step:   79500 Progress: 79.5% Elapsed: 11:37:04 temperature: no ada_p: No Discriminator_loss: 0.387725 Generator_loss: 1.93433 
[INFO] 2021-01-15 23:37:53 > Step:   79600 Progress: 79.6% Elapsed: 11:37:51 temperature: no ada_p: No Discriminator_loss: 0.379731 Generator_loss: 2.03136 
[INFO] 2021-01-15 23:38:40 > Step:   79700 Progress: 79.7% Elapsed: 11:38:38 temperature: no ada_p: No Discriminator_loss: 0.534012 Generator_loss: 0.846008 
[INFO] 2021-01-15 23:39:27 > Step:   79800 Progress: 79.8% Elapsed: 11:39:25 temperature: no ada_p: No Discriminator_loss: 0.62931 Generator_loss: 0.892856 
[INFO] 2021-01-15 23:40:14 > Step:   79900 Progress: 79.9% Elapsed: 11:40:12 temperature: no ada_p: No Discriminator_loss: 0.638894 Generator_loss: 0.882557 
[INFO] 2021-01-15 23:41:01 > Step:   80000 Progress: 80.0% Elapsed: 11:40:59 temperature: no ada_p: No Discriminator_loss: 0.745573 Generator_loss: 0.737543 
[INFO] 2021-01-15 23:41:01 > Start Evaluation (80000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 23:41:01 > Calculating FID Score....
[INFO] 2021-01-15 23:41:22 > Calculating Inception Score....
[INFO] 2021-01-15 23:41:35 > Calculate F_beta Score....
[INFO] 2021-01-15 23:42:36 > Calculate Accuracies....
[INFO] 2021-01-15 23:42:41 > Calculate Accuracies....
[INFO] 2021-01-15 23:42:54 > F_8 score (Step: 80000, Using valid images): 0.6694787646942715
[INFO] 2021-01-15 23:42:54 > F_1/8 score (Step: 80000, Using valid images): 0.8364279540637876
[INFO] 2021-01-15 23:42:54 > FID score (Step: 80000, Using valid moments): 58.811109722680385
[INFO] 2021-01-15 23:42:54 > Inception score (Step: 80000, 10000 generated images): 8.10041332244873
[INFO] 2021-01-15 23:42:54 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-15 23:42:55 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 23:43:42 > Step:   80100 Progress: 80.1% Elapsed: 11:43:40 temperature: no ada_p: No Discriminator_loss: 0.48075 Generator_loss: 1.00223 
[INFO] 2021-01-15 23:44:29 > Step:   80200 Progress: 80.2% Elapsed: 11:44:27 temperature: no ada_p: No Discriminator_loss: 0.429378 Generator_loss: 0.894683 
[INFO] 2021-01-15 23:45:16 > Step:   80300 Progress: 80.3% Elapsed: 11:45:14 temperature: no ada_p: No Discriminator_loss: 0.38801 Generator_loss: 1.08207 
[INFO] 2021-01-15 23:46:03 > Step:   80400 Progress: 80.4% Elapsed: 11:46:01 temperature: no ada_p: No Discriminator_loss: 0.626544 Generator_loss: 0.914241 
[INFO] 2021-01-15 23:46:50 > Step:   80500 Progress: 80.5% Elapsed: 11:46:48 temperature: no ada_p: No Discriminator_loss: 0.521285 Generator_loss: 0.975727 
[INFO] 2021-01-15 23:47:37 > Step:   80600 Progress: 80.6% Elapsed: 11:47:35 temperature: no ada_p: No Discriminator_loss: 0.458136 Generator_loss: 0.900261 
[INFO] 2021-01-15 23:48:24 > Step:   80700 Progress: 80.7% Elapsed: 11:48:22 temperature: no ada_p: No Discriminator_loss: 0.460319 Generator_loss: 0.956561 
[INFO] 2021-01-15 23:49:11 > Step:   80800 Progress: 80.8% Elapsed: 11:49:09 temperature: no ada_p: No Discriminator_loss: 0.543173 Generator_loss: 2.1543 
[INFO] 2021-01-15 23:49:58 > Step:   80900 Progress: 80.9% Elapsed: 11:49:56 temperature: no ada_p: No Discriminator_loss: 0.476813 Generator_loss: 1.75907 
[INFO] 2021-01-15 23:50:45 > Step:   81000 Progress: 81.0% Elapsed: 11:50:43 temperature: no ada_p: No Discriminator_loss: 0.565101 Generator_loss: 1.9419 
[INFO] 2021-01-15 23:51:32 > Step:   81100 Progress: 81.1% Elapsed: 11:51:30 temperature: no ada_p: No Discriminator_loss: 0.54489 Generator_loss: 1.80992 
[INFO] 2021-01-15 23:52:19 > Step:   81200 Progress: 81.2% Elapsed: 11:52:17 temperature: no ada_p: No Discriminator_loss: 0.643493 Generator_loss: 1.96674 
[INFO] 2021-01-15 23:53:06 > Step:   81300 Progress: 81.3% Elapsed: 11:53:04 temperature: no ada_p: No Discriminator_loss: 0.766809 Generator_loss: 1.76595 
[INFO] 2021-01-15 23:53:53 > Step:   81400 Progress: 81.4% Elapsed: 11:53:51 temperature: no ada_p: No Discriminator_loss: 0.655161 Generator_loss: 1.78335 
[INFO] 2021-01-15 23:54:40 > Step:   81500 Progress: 81.5% Elapsed: 11:54:37 temperature: no ada_p: No Discriminator_loss: 0.550123 Generator_loss: 1.84124 
[INFO] 2021-01-15 23:55:27 > Step:   81600 Progress: 81.6% Elapsed: 11:55:25 temperature: no ada_p: No Discriminator_loss: 0.337374 Generator_loss: 1.9389 
[INFO] 2021-01-15 23:56:14 > Step:   81700 Progress: 81.7% Elapsed: 11:56:12 temperature: no ada_p: No Discriminator_loss: 0.418093 Generator_loss: 1.79486 
[INFO] 2021-01-15 23:57:01 > Step:   81800 Progress: 81.8% Elapsed: 11:56:59 temperature: no ada_p: No Discriminator_loss: 0.511331 Generator_loss: 1.75971 
[INFO] 2021-01-15 23:57:47 > Step:   81900 Progress: 81.9% Elapsed: 11:57:45 temperature: no ada_p: No Discriminator_loss: 0.616839 Generator_loss: 1.83066 
[INFO] 2021-01-15 23:58:35 > Step:   82000 Progress: 82.0% Elapsed: 11:58:33 temperature: no ada_p: No Discriminator_loss: 0.626634 Generator_loss: 1.64378 
[INFO] 2021-01-15 23:58:35 > Start Evaluation (82000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-15 23:58:35 > Calculating FID Score....
[INFO] 2021-01-15 23:58:56 > Calculating Inception Score....
[INFO] 2021-01-15 23:59:09 > Calculate F_beta Score....
[INFO] 2021-01-16 00:00:08 > Calculate Accuracies....
[INFO] 2021-01-16 00:00:13 > Calculate Accuracies....
[INFO] 2021-01-16 00:00:26 > F_8 score (Step: 82000, Using valid images): 0.6845924134411753
[INFO] 2021-01-16 00:00:26 > F_1/8 score (Step: 82000, Using valid images): 0.8273609626443791
[INFO] 2021-01-16 00:00:26 > FID score (Step: 82000, Using valid moments): 57.08681513815128
[INFO] 2021-01-16 00:00:26 > Inception score (Step: 82000, 10000 generated images): 8.45051383972168
[INFO] 2021-01-16 00:00:26 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-16 00:00:27 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 00:01:13 > Step:   82100 Progress: 82.1% Elapsed: 12:01:11 temperature: no ada_p: No Discriminator_loss: 0.35603 Generator_loss: 1.74163 
[INFO] 2021-01-16 00:02:00 > Step:   82200 Progress: 82.2% Elapsed: 12:01:58 temperature: no ada_p: No Discriminator_loss: 0.658336 Generator_loss: 0.880481 
[INFO] 2021-01-16 00:02:47 > Step:   82300 Progress: 82.3% Elapsed: 12:02:45 temperature: no ada_p: No Discriminator_loss: 0.683773 Generator_loss: 0.773221 
[INFO] 2021-01-16 00:03:34 > Step:   82400 Progress: 82.4% Elapsed: 12:03:32 temperature: no ada_p: No Discriminator_loss: 0.319189 Generator_loss: 1.18617 
[INFO] 2021-01-16 00:04:21 > Step:   82500 Progress: 82.5% Elapsed: 12:04:19 temperature: no ada_p: No Discriminator_loss: 0.429377 Generator_loss: 0.945874 
[INFO] 2021-01-16 00:05:08 > Step:   82600 Progress: 82.6% Elapsed: 12:05:06 temperature: no ada_p: No Discriminator_loss: 0.566583 Generator_loss: 0.790052 
[INFO] 2021-01-16 00:05:56 > Step:   82700 Progress: 82.7% Elapsed: 12:05:53 temperature: no ada_p: No Discriminator_loss: 0.497656 Generator_loss: 0.883312 
[INFO] 2021-01-16 00:06:42 > Step:   82800 Progress: 82.8% Elapsed: 12:06:40 temperature: no ada_p: No Discriminator_loss: 0.478926 Generator_loss: 0.842209 
[INFO] 2021-01-16 00:07:29 > Step:   82900 Progress: 82.9% Elapsed: 12:07:27 temperature: no ada_p: No Discriminator_loss: 0.596383 Generator_loss: 0.908164 
[INFO] 2021-01-16 00:08:16 > Step:   83000 Progress: 83.0% Elapsed: 12:08:14 temperature: no ada_p: No Discriminator_loss: 0.429745 Generator_loss: 1.03036 
[INFO] 2021-01-16 00:09:04 > Step:   83100 Progress: 83.1% Elapsed: 12:09:01 temperature: no ada_p: No Discriminator_loss: 0.65375 Generator_loss: 0.916823 
[INFO] 2021-01-16 00:09:50 > Step:   83200 Progress: 83.2% Elapsed: 12:09:48 temperature: no ada_p: No Discriminator_loss: 0.52907 Generator_loss: 1.02386 
[INFO] 2021-01-16 00:10:37 > Step:   83300 Progress: 83.3% Elapsed: 12:10:35 temperature: no ada_p: No Discriminator_loss: 0.732494 Generator_loss: 0.841202 
[INFO] 2021-01-16 00:11:24 > Step:   83400 Progress: 83.4% Elapsed: 12:11:22 temperature: no ada_p: No Discriminator_loss: 0.551226 Generator_loss: 0.791714 
[INFO] 2021-01-16 00:12:11 > Step:   83500 Progress: 83.5% Elapsed: 12:12:09 temperature: no ada_p: No Discriminator_loss: 0.329227 Generator_loss: 1.10489 
[INFO] 2021-01-16 00:12:58 > Step:   83600 Progress: 83.6% Elapsed: 12:12:56 temperature: no ada_p: No Discriminator_loss: 0.279253 Generator_loss: 1.18509 
[INFO] 2021-01-16 00:13:45 > Step:   83700 Progress: 83.7% Elapsed: 12:13:43 temperature: no ada_p: No Discriminator_loss: 0.312427 Generator_loss: 1.16461 
[INFO] 2021-01-16 00:14:32 > Step:   83800 Progress: 83.8% Elapsed: 12:14:30 temperature: no ada_p: No Discriminator_loss: 0.681468 Generator_loss: 0.610527 
[INFO] 2021-01-16 00:15:19 > Step:   83900 Progress: 83.9% Elapsed: 12:15:17 temperature: no ada_p: No Discriminator_loss: 0.602062 Generator_loss: 0.794311 
[INFO] 2021-01-16 00:16:06 > Step:   84000 Progress: 84.0% Elapsed: 12:16:04 temperature: no ada_p: No Discriminator_loss: 0.514881 Generator_loss: 0.993563 
[INFO] 2021-01-16 00:16:06 > Start Evaluation (84000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 00:16:06 > Calculating FID Score....
[INFO] 2021-01-16 00:16:27 > Calculating Inception Score....
[INFO] 2021-01-16 00:16:40 > Calculate F_beta Score....
[INFO] 2021-01-16 00:17:41 > Calculate Accuracies....
[INFO] 2021-01-16 00:17:47 > Calculate Accuracies....
[INFO] 2021-01-16 00:17:59 > F_8 score (Step: 84000, Using valid images): 0.6594670545847494
[INFO] 2021-01-16 00:17:59 > F_1/8 score (Step: 84000, Using valid images): 0.8180049745488978
[INFO] 2021-01-16 00:17:59 > FID score (Step: 84000, Using valid moments): 61.51477635860124
[INFO] 2021-01-16 00:17:59 > Inception score (Step: 84000, 10000 generated images): 8.0325927734375
[INFO] 2021-01-16 00:17:59 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-16 00:18:01 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 00:18:47 > Step:   84100 Progress: 84.1% Elapsed: 12:18:45 temperature: no ada_p: No Discriminator_loss: 0.418665 Generator_loss: 0.950248 
[INFO] 2021-01-16 00:19:34 > Step:   84200 Progress: 84.2% Elapsed: 12:19:32 temperature: no ada_p: No Discriminator_loss: 0.68095 Generator_loss: 1.07083 
[INFO] 2021-01-16 00:20:21 > Step:   84300 Progress: 84.3% Elapsed: 12:20:19 temperature: no ada_p: No Discriminator_loss: 0.533548 Generator_loss: 0.894076 
[INFO] 2021-01-16 00:21:08 > Step:   84400 Progress: 84.4% Elapsed: 12:21:06 temperature: no ada_p: No Discriminator_loss: 0.305068 Generator_loss: 1.02465 
[INFO] 2021-01-16 00:21:55 > Step:   84500 Progress: 84.5% Elapsed: 12:21:53 temperature: no ada_p: No Discriminator_loss: 0.362429 Generator_loss: 1.0307 
[INFO] 2021-01-16 00:22:42 > Step:   84600 Progress: 84.6% Elapsed: 12:22:40 temperature: no ada_p: No Discriminator_loss: 0.401829 Generator_loss: 1.03124 
[INFO] 2021-01-16 00:23:29 > Step:   84700 Progress: 84.7% Elapsed: 12:23:27 temperature: no ada_p: No Discriminator_loss: 0.70598 Generator_loss: 0.760734 
[INFO] 2021-01-16 00:24:16 > Step:   84800 Progress: 84.8% Elapsed: 12:24:14 temperature: no ada_p: No Discriminator_loss: 0.365596 Generator_loss: 1.0458 
[INFO] 2021-01-16 00:25:03 > Step:   84900 Progress: 84.9% Elapsed: 12:25:01 temperature: no ada_p: No Discriminator_loss: 0.657365 Generator_loss: 0.872467 
[INFO] 2021-01-16 00:25:50 > Step:   85000 Progress: 85.0% Elapsed: 12:25:48 temperature: no ada_p: No Discriminator_loss: 0.606107 Generator_loss: 0.889168 
[INFO] 2021-01-16 00:26:37 > Step:   85100 Progress: 85.1% Elapsed: 12:26:35 temperature: no ada_p: No Discriminator_loss: 0.574425 Generator_loss: 0.829247 
[INFO] 2021-01-16 00:27:24 > Step:   85200 Progress: 85.2% Elapsed: 12:27:22 temperature: no ada_p: No Discriminator_loss: 0.603172 Generator_loss: 1.09441 
[INFO] 2021-01-16 00:28:11 > Step:   85300 Progress: 85.3% Elapsed: 12:28:09 temperature: no ada_p: No Discriminator_loss: 0.362361 Generator_loss: 1.71083 
[INFO] 2021-01-16 00:28:58 > Step:   85400 Progress: 85.4% Elapsed: 12:28:56 temperature: no ada_p: No Discriminator_loss: 0.404367 Generator_loss: 2.00605 
[INFO] 2021-01-16 00:29:45 > Step:   85500 Progress: 85.5% Elapsed: 12:29:43 temperature: no ada_p: No Discriminator_loss: 0.418517 Generator_loss: 2.08322 
[INFO] 2021-01-16 00:30:32 > Step:   85600 Progress: 85.6% Elapsed: 12:30:30 temperature: no ada_p: No Discriminator_loss: 0.524943 Generator_loss: 1.73229 
[INFO] 2021-01-16 00:31:19 > Step:   85700 Progress: 85.7% Elapsed: 12:31:17 temperature: no ada_p: No Discriminator_loss: 0.535038 Generator_loss: 1.82585 
[INFO] 2021-01-16 00:32:06 > Step:   85800 Progress: 85.8% Elapsed: 12:32:04 temperature: no ada_p: No Discriminator_loss: 0.533423 Generator_loss: 1.92752 
[INFO] 2021-01-16 00:32:54 > Step:   85900 Progress: 85.9% Elapsed: 12:32:51 temperature: no ada_p: No Discriminator_loss: 0.522653 Generator_loss: 1.70818 
[INFO] 2021-01-16 00:33:40 > Step:   86000 Progress: 86.0% Elapsed: 12:33:38 temperature: no ada_p: No Discriminator_loss: 0.276159 Generator_loss: 1.92639 
[INFO] 2021-01-16 00:33:40 > Start Evaluation (86000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 00:33:40 > Calculating FID Score....
[INFO] 2021-01-16 00:34:01 > Calculating Inception Score....
[INFO] 2021-01-16 00:34:14 > Calculate F_beta Score....
[INFO] 2021-01-16 00:35:15 > Calculate Accuracies....
[INFO] 2021-01-16 00:35:20 > Calculate Accuracies....
[INFO] 2021-01-16 00:35:33 > F_8 score (Step: 86000, Using valid images): 0.6803287085630584
[INFO] 2021-01-16 00:35:33 > F_1/8 score (Step: 86000, Using valid images): 0.8331337197208943
[INFO] 2021-01-16 00:35:33 > FID score (Step: 86000, Using valid moments): 58.10088452844559
[INFO] 2021-01-16 00:35:33 > Inception score (Step: 86000, 10000 generated images): 8.305893898010254
[INFO] 2021-01-16 00:35:33 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-16 00:35:34 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 00:36:21 > Step:   86100 Progress: 86.1% Elapsed: 12:36:18 temperature: no ada_p: No Discriminator_loss: 0.525848 Generator_loss: 0.888658 
[INFO] 2021-01-16 00:37:08 > Step:   86200 Progress: 86.2% Elapsed: 12:37:06 temperature: no ada_p: No Discriminator_loss: 0.745465 Generator_loss: 0.861672 
[INFO] 2021-01-16 00:37:55 > Step:   86300 Progress: 86.3% Elapsed: 12:37:53 temperature: no ada_p: No Discriminator_loss: 0.409435 Generator_loss: 1.13467 
[INFO] 2021-01-16 00:38:42 > Step:   86400 Progress: 86.4% Elapsed: 12:38:40 temperature: no ada_p: No Discriminator_loss: 0.490549 Generator_loss: 0.762409 
[INFO] 2021-01-16 00:39:28 > Step:   86500 Progress: 86.5% Elapsed: 12:39:26 temperature: no ada_p: No Discriminator_loss: 0.590998 Generator_loss: 0.737935 
[INFO] 2021-01-16 00:40:16 > Step:   86600 Progress: 86.6% Elapsed: 12:40:14 temperature: no ada_p: No Discriminator_loss: 0.685648 Generator_loss: 0.750363 
[INFO] 2021-01-16 00:41:03 > Step:   86700 Progress: 86.7% Elapsed: 12:41:01 temperature: no ada_p: No Discriminator_loss: 0.27323 Generator_loss: 1.30245 
[INFO] 2021-01-16 00:41:50 > Step:   86800 Progress: 86.8% Elapsed: 12:41:48 temperature: no ada_p: No Discriminator_loss: 0.447475 Generator_loss: 0.933899 
[INFO] 2021-01-16 00:42:37 > Step:   86900 Progress: 86.9% Elapsed: 12:42:34 temperature: no ada_p: No Discriminator_loss: 0.509709 Generator_loss: 0.786414 
[INFO] 2021-01-16 00:43:24 > Step:   87000 Progress: 87.0% Elapsed: 12:43:22 temperature: no ada_p: No Discriminator_loss: 0.388867 Generator_loss: 1.0377 
[INFO] 2021-01-16 00:44:11 > Step:   87100 Progress: 87.1% Elapsed: 12:44:09 temperature: no ada_p: No Discriminator_loss: 0.502196 Generator_loss: 0.966677 
[INFO] 2021-01-16 00:44:58 > Step:   87200 Progress: 87.2% Elapsed: 12:44:56 temperature: no ada_p: No Discriminator_loss: 0.475613 Generator_loss: 0.846667 
[INFO] 2021-01-16 00:45:44 > Step:   87300 Progress: 87.3% Elapsed: 12:45:42 temperature: no ada_p: No Discriminator_loss: 0.286798 Generator_loss: 1.19478 
[INFO] 2021-01-16 00:46:32 > Step:   87400 Progress: 87.4% Elapsed: 12:46:30 temperature: no ada_p: No Discriminator_loss: 0.394604 Generator_loss: 0.763637 
[INFO] 2021-01-16 00:47:19 > Step:   87500 Progress: 87.5% Elapsed: 12:47:17 temperature: no ada_p: No Discriminator_loss: 0.54054 Generator_loss: 2.00966 
[INFO] 2021-01-16 00:48:06 > Step:   87600 Progress: 87.6% Elapsed: 12:48:04 temperature: no ada_p: No Discriminator_loss: 0.33485 Generator_loss: 1.86372 
[INFO] 2021-01-16 00:48:53 > Step:   87700 Progress: 87.7% Elapsed: 12:48:50 temperature: no ada_p: No Discriminator_loss: 0.435376 Generator_loss: 1.94436 
[INFO] 2021-01-16 00:49:40 > Step:   87800 Progress: 87.8% Elapsed: 12:49:38 temperature: no ada_p: No Discriminator_loss: 0.429682 Generator_loss: 1.97998 
[INFO] 2021-01-16 00:50:27 > Step:   87900 Progress: 87.9% Elapsed: 12:50:25 temperature: no ada_p: No Discriminator_loss: 0.387273 Generator_loss: 2.00174 
[INFO] 2021-01-16 00:51:14 > Step:   88000 Progress: 88.0% Elapsed: 12:51:12 temperature: no ada_p: No Discriminator_loss: 0.360666 Generator_loss: 1.75309 
[INFO] 2021-01-16 00:51:14 > Start Evaluation (88000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 00:51:14 > Calculating FID Score....
[INFO] 2021-01-16 00:51:34 > Calculating Inception Score....
[INFO] 2021-01-16 00:51:47 > Calculate F_beta Score....
[INFO] 2021-01-16 00:52:48 > Calculate Accuracies....
[INFO] 2021-01-16 00:52:53 > Calculate Accuracies....
[INFO] 2021-01-16 00:53:06 > F_8 score (Step: 88000, Using valid images): 0.6609504919951587
[INFO] 2021-01-16 00:53:06 > F_1/8 score (Step: 88000, Using valid images): 0.8209249846687304
[INFO] 2021-01-16 00:53:06 > FID score (Step: 88000, Using valid moments): 59.73484033107616
[INFO] 2021-01-16 00:53:06 > Inception score (Step: 88000, 10000 generated images): 8.398879051208496
[INFO] 2021-01-16 00:53:06 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-16 00:53:07 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 00:53:54 > Step:   88100 Progress: 88.1% Elapsed: 12:53:52 temperature: no ada_p: No Discriminator_loss: 0.397131 Generator_loss: 1.88543 
[INFO] 2021-01-16 00:54:41 > Step:   88200 Progress: 88.2% Elapsed: 12:54:39 temperature: no ada_p: No Discriminator_loss: 0.374386 Generator_loss: 1.74929 
[INFO] 2021-01-16 00:55:28 > Step:   88300 Progress: 88.3% Elapsed: 12:55:26 temperature: no ada_p: No Discriminator_loss: 0.446759 Generator_loss: 1.98808 
[INFO] 2021-01-16 00:56:15 > Step:   88400 Progress: 88.4% Elapsed: 12:56:13 temperature: no ada_p: No Discriminator_loss: 0.459296 Generator_loss: 1.97936 
[INFO] 2021-01-16 00:57:01 > Step:   88500 Progress: 88.5% Elapsed: 12:56:59 temperature: no ada_p: No Discriminator_loss: 0.329096 Generator_loss: 1.92642 
[INFO] 2021-01-16 00:57:49 > Step:   88600 Progress: 88.6% Elapsed: 12:57:47 temperature: no ada_p: No Discriminator_loss: 0.382527 Generator_loss: 1.88789 
[INFO] 2021-01-16 00:58:36 > Step:   88700 Progress: 88.7% Elapsed: 12:58:34 temperature: no ada_p: No Discriminator_loss: 0.492471 Generator_loss: 1.94525 
[INFO] 2021-01-16 00:59:23 > Step:   88800 Progress: 88.8% Elapsed: 12:59:21 temperature: no ada_p: No Discriminator_loss: 0.641957 Generator_loss: 1.72677 
[INFO] 2021-01-16 01:00:10 > Step:   88900 Progress: 88.9% Elapsed: 13:00:07 temperature: no ada_p: No Discriminator_loss: 0.319394 Generator_loss: 1.92291 
[INFO] 2021-01-16 01:00:57 > Step:   89000 Progress: 89.0% Elapsed: 13:00:55 temperature: no ada_p: No Discriminator_loss: 0.422815 Generator_loss: 1.92267 
[INFO] 2021-01-16 01:01:44 > Step:   89100 Progress: 89.1% Elapsed: 13:01:42 temperature: no ada_p: No Discriminator_loss: 0.355753 Generator_loss: 1.76536 
[INFO] 2021-01-16 01:02:31 > Step:   89200 Progress: 89.2% Elapsed: 13:02:29 temperature: no ada_p: No Discriminator_loss: 0.512434 Generator_loss: 2.00108 
[INFO] 2021-01-16 01:03:17 > Step:   89300 Progress: 89.3% Elapsed: 13:03:15 temperature: no ada_p: No Discriminator_loss: 0.385123 Generator_loss: 1.89358 
[INFO] 2021-01-16 01:04:05 > Step:   89400 Progress: 89.4% Elapsed: 13:04:03 temperature: no ada_p: No Discriminator_loss: 0.430624 Generator_loss: 1.86558 
[INFO] 2021-01-16 01:04:52 > Step:   89500 Progress: 89.5% Elapsed: 13:04:50 temperature: no ada_p: No Discriminator_loss: 0.696594 Generator_loss: 0.732052 
[INFO] 2021-01-16 01:05:39 > Step:   89600 Progress: 89.6% Elapsed: 13:05:37 temperature: no ada_p: No Discriminator_loss: 0.472651 Generator_loss: 1.83952 
[INFO] 2021-01-16 01:06:25 > Step:   89700 Progress: 89.7% Elapsed: 13:06:23 temperature: no ada_p: No Discriminator_loss: 0.470808 Generator_loss: 1.97786 
[INFO] 2021-01-16 01:07:13 > Step:   89800 Progress: 89.8% Elapsed: 13:07:11 temperature: no ada_p: No Discriminator_loss: 0.352976 Generator_loss: 2.11427 
[INFO] 2021-01-16 01:08:00 > Step:   89900 Progress: 89.9% Elapsed: 13:07:58 temperature: no ada_p: No Discriminator_loss: 0.551895 Generator_loss: 1.74114 
[INFO] 2021-01-16 01:08:47 > Step:   90000 Progress: 90.0% Elapsed: 13:08:45 temperature: no ada_p: No Discriminator_loss: 0.252054 Generator_loss: 1.57724 
[INFO] 2021-01-16 01:08:47 > Start Evaluation (90000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 01:08:47 > Calculating FID Score....
[INFO] 2021-01-16 01:09:08 > Calculating Inception Score....
[INFO] 2021-01-16 01:09:21 > Calculate F_beta Score....
[INFO] 2021-01-16 01:10:20 > Calculate Accuracies....
[INFO] 2021-01-16 01:10:26 > Calculate Accuracies....
[INFO] 2021-01-16 01:10:38 > F_8 score (Step: 90000, Using valid images): 0.6651579615791172
[INFO] 2021-01-16 01:10:38 > F_1/8 score (Step: 90000, Using valid images): 0.8005400157763405
[INFO] 2021-01-16 01:10:38 > FID score (Step: 90000, Using valid moments): 59.597226132700314
[INFO] 2021-01-16 01:10:39 > Inception score (Step: 90000, 10000 generated images): 8.295437812805176
[INFO] 2021-01-16 01:10:39 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-16 01:10:39 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 01:11:27 > Step:   90100 Progress: 90.1% Elapsed: 13:11:25 temperature: no ada_p: No Discriminator_loss: 0.485494 Generator_loss: 1.91988 
[INFO] 2021-01-16 01:12:13 > Step:   90200 Progress: 90.2% Elapsed: 13:12:11 temperature: no ada_p: No Discriminator_loss: 0.475594 Generator_loss: 1.88964 
[INFO] 2021-01-16 01:13:00 > Step:   90300 Progress: 90.3% Elapsed: 13:12:58 temperature: no ada_p: No Discriminator_loss: 0.432957 Generator_loss: 1.94147 
[INFO] 2021-01-16 01:13:47 > Step:   90400 Progress: 90.4% Elapsed: 13:13:45 temperature: no ada_p: No Discriminator_loss: 0.658915 Generator_loss: 1.65576 
[INFO] 2021-01-16 01:14:34 > Step:   90500 Progress: 90.5% Elapsed: 13:14:32 temperature: no ada_p: No Discriminator_loss: 0.380315 Generator_loss: 0.98394 
[INFO] 2021-01-16 01:15:21 > Step:   90600 Progress: 90.6% Elapsed: 13:15:19 temperature: no ada_p: No Discriminator_loss: 0.293015 Generator_loss: 1.27117 
[INFO] 2021-01-16 01:16:08 > Step:   90700 Progress: 90.7% Elapsed: 13:16:06 temperature: no ada_p: No Discriminator_loss: 0.401879 Generator_loss: 1.04262 
[INFO] 2021-01-16 01:16:55 > Step:   90800 Progress: 90.8% Elapsed: 13:16:53 temperature: no ada_p: No Discriminator_loss: 0.517357 Generator_loss: 0.911507 
[INFO] 2021-01-16 01:17:42 > Step:   90900 Progress: 90.9% Elapsed: 13:17:40 temperature: no ada_p: No Discriminator_loss: 0.234944 Generator_loss: 1.27195 
[INFO] 2021-01-16 01:18:29 > Step:   91000 Progress: 91.0% Elapsed: 13:18:27 temperature: no ada_p: No Discriminator_loss: 0.37056 Generator_loss: 0.853558 
[INFO] 2021-01-16 01:19:16 > Step:   91100 Progress: 91.1% Elapsed: 13:19:14 temperature: no ada_p: No Discriminator_loss: 0.507674 Generator_loss: 0.955319 
[INFO] 2021-01-16 01:20:03 > Step:   91200 Progress: 91.2% Elapsed: 13:20:01 temperature: no ada_p: No Discriminator_loss: 0.512144 Generator_loss: 1.73416 
[INFO] 2021-01-16 01:20:50 > Step:   91300 Progress: 91.3% Elapsed: 13:20:48 temperature: no ada_p: No Discriminator_loss: 0.373756 Generator_loss: 1.99376 
[INFO] 2021-01-16 01:21:37 > Step:   91400 Progress: 91.4% Elapsed: 13:21:35 temperature: no ada_p: No Discriminator_loss: 0.511047 Generator_loss: 1.66513 
[INFO] 2021-01-16 01:22:24 > Step:   91500 Progress: 91.5% Elapsed: 13:22:22 temperature: no ada_p: No Discriminator_loss: 0.499263 Generator_loss: 1.80712 
[INFO] 2021-01-16 01:23:11 > Step:   91600 Progress: 91.6% Elapsed: 13:23:09 temperature: no ada_p: No Discriminator_loss: 0.496043 Generator_loss: 1.83152 
[INFO] 2021-01-16 01:23:58 > Step:   91700 Progress: 91.7% Elapsed: 13:23:56 temperature: no ada_p: No Discriminator_loss: 0.304261 Generator_loss: 1.72601 
[INFO] 2021-01-16 01:24:45 > Step:   91800 Progress: 91.8% Elapsed: 13:24:43 temperature: no ada_p: No Discriminator_loss: 0.267796 Generator_loss: 1.94595 
[INFO] 2021-01-16 01:25:32 > Step:   91900 Progress: 91.9% Elapsed: 13:25:30 temperature: no ada_p: No Discriminator_loss: 0.551547 Generator_loss: 1.98653 
[INFO] 2021-01-16 01:26:19 > Step:   92000 Progress: 92.0% Elapsed: 13:26:17 temperature: no ada_p: No Discriminator_loss: 0.429233 Generator_loss: 1.83782 
[INFO] 2021-01-16 01:26:19 > Start Evaluation (92000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 01:26:19 > Calculating FID Score....
[INFO] 2021-01-16 01:26:39 > Calculating Inception Score....
[INFO] 2021-01-16 01:26:52 > Calculate F_beta Score....
[INFO] 2021-01-16 01:27:53 > Calculate Accuracies....
[INFO] 2021-01-16 01:27:58 > Calculate Accuracies....
[INFO] 2021-01-16 01:28:11 > F_8 score (Step: 92000, Using valid images): 0.6595030592574618
[INFO] 2021-01-16 01:28:11 > F_1/8 score (Step: 92000, Using valid images): 0.791691050425136
[INFO] 2021-01-16 01:28:11 > FID score (Step: 92000, Using valid moments): 60.74562445117891
[INFO] 2021-01-16 01:28:11 > Inception score (Step: 92000, 10000 generated images): 8.43197250366211
[INFO] 2021-01-16 01:28:11 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-16 01:28:12 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 01:28:59 > Step:   92100 Progress: 92.1% Elapsed: 13:28:57 temperature: no ada_p: No Discriminator_loss: 0.352856 Generator_loss: 1.83453 
[INFO] 2021-01-16 01:29:46 > Step:   92200 Progress: 92.2% Elapsed: 13:29:44 temperature: no ada_p: No Discriminator_loss: 0.383529 Generator_loss: 1.99923 
[INFO] 2021-01-16 01:30:33 > Step:   92300 Progress: 92.3% Elapsed: 13:30:31 temperature: no ada_p: No Discriminator_loss: 0.369784 Generator_loss: 2.00449 
[INFO] 2021-01-16 01:31:20 > Step:   92400 Progress: 92.4% Elapsed: 13:31:18 temperature: no ada_p: No Discriminator_loss: 0.41507 Generator_loss: 1.65633 
[INFO] 2021-01-16 01:32:07 > Step:   92500 Progress: 92.5% Elapsed: 13:32:05 temperature: no ada_p: No Discriminator_loss: 0.259343 Generator_loss: 1.51851 
[INFO] 2021-01-16 01:32:54 > Step:   92600 Progress: 92.6% Elapsed: 13:32:52 temperature: no ada_p: No Discriminator_loss: 0.572799 Generator_loss: 0.894937 
[INFO] 2021-01-16 01:33:41 > Step:   92700 Progress: 92.7% Elapsed: 13:33:39 temperature: no ada_p: No Discriminator_loss: 0.42622 Generator_loss: 1.01778 
[INFO] 2021-01-16 01:34:28 > Step:   92800 Progress: 92.8% Elapsed: 13:34:26 temperature: no ada_p: No Discriminator_loss: 0.314504 Generator_loss: 1.17243 
[INFO] 2021-01-16 01:35:15 > Step:   92900 Progress: 92.9% Elapsed: 13:35:13 temperature: no ada_p: No Discriminator_loss: 0.421221 Generator_loss: 0.990412 
[INFO] 2021-01-16 01:36:02 > Step:   93000 Progress: 93.0% Elapsed: 13:36:00 temperature: no ada_p: No Discriminator_loss: 0.353967 Generator_loss: 1.19125 
[INFO] 2021-01-16 01:36:49 > Step:   93100 Progress: 93.1% Elapsed: 13:36:47 temperature: no ada_p: No Discriminator_loss: 0.720644 Generator_loss: 0.596979 
[INFO] 2021-01-16 01:37:36 > Step:   93200 Progress: 93.2% Elapsed: 13:37:34 temperature: no ada_p: No Discriminator_loss: 0.540044 Generator_loss: 1.76194 
[INFO] 2021-01-16 01:38:23 > Step:   93300 Progress: 93.3% Elapsed: 13:38:21 temperature: no ada_p: No Discriminator_loss: 0.35487 Generator_loss: 1.89257 
[INFO] 2021-01-16 01:39:10 > Step:   93400 Progress: 93.4% Elapsed: 13:39:08 temperature: no ada_p: No Discriminator_loss: 0.486504 Generator_loss: 2.01414 
[INFO] 2021-01-16 01:39:57 > Step:   93500 Progress: 93.5% Elapsed: 13:39:55 temperature: no ada_p: No Discriminator_loss: 0.292262 Generator_loss: 1.83307 
[INFO] 2021-01-16 01:40:44 > Step:   93600 Progress: 93.6% Elapsed: 13:40:42 temperature: no ada_p: No Discriminator_loss: 0.400973 Generator_loss: 2.04427 
[INFO] 2021-01-16 01:41:31 > Step:   93700 Progress: 93.7% Elapsed: 13:41:29 temperature: no ada_p: No Discriminator_loss: 0.369498 Generator_loss: 2.0254 
[INFO] 2021-01-16 01:42:18 > Step:   93800 Progress: 93.8% Elapsed: 13:42:16 temperature: no ada_p: No Discriminator_loss: 0.49899 Generator_loss: 2.03998 
[INFO] 2021-01-16 01:43:05 > Step:   93900 Progress: 93.9% Elapsed: 13:43:03 temperature: no ada_p: No Discriminator_loss: 0.420456 Generator_loss: 2.0059 
[INFO] 2021-01-16 01:43:52 > Step:   94000 Progress: 94.0% Elapsed: 13:43:50 temperature: no ada_p: No Discriminator_loss: 0.501717 Generator_loss: 1.71019 
[INFO] 2021-01-16 01:43:52 > Start Evaluation (94000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 01:43:52 > Calculating FID Score....
[INFO] 2021-01-16 01:44:13 > Calculating Inception Score....
[INFO] 2021-01-16 01:44:26 > Calculate F_beta Score....
[INFO] 2021-01-16 01:45:26 > Calculate Accuracies....
[INFO] 2021-01-16 01:45:31 > Calculate Accuracies....
[INFO] 2021-01-16 01:45:44 > F_8 score (Step: 94000, Using valid images): 0.7124440650303486
[INFO] 2021-01-16 01:45:44 > F_1/8 score (Step: 94000, Using valid images): 0.7819868241218058
[INFO] 2021-01-16 01:45:44 > FID score (Step: 94000, Using valid moments): 60.36478840794655
[INFO] 2021-01-16 01:45:44 > Inception score (Step: 94000, 10000 generated images): 8.199333190917969
[INFO] 2021-01-16 01:45:44 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-16 01:45:45 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 01:46:32 > Step:   94100 Progress: 94.1% Elapsed: 13:46:30 temperature: no ada_p: No Discriminator_loss: 0.536571 Generator_loss: 1.95791 
[INFO] 2021-01-16 01:47:18 > Step:   94200 Progress: 94.2% Elapsed: 13:47:16 temperature: no ada_p: No Discriminator_loss: 0.378026 Generator_loss: 1.81099 
[INFO] 2021-01-16 01:48:05 > Step:   94300 Progress: 94.3% Elapsed: 13:48:03 temperature: no ada_p: No Discriminator_loss: 0.348795 Generator_loss: 1.68049 
[INFO] 2021-01-16 01:48:53 > Step:   94400 Progress: 94.4% Elapsed: 13:48:51 temperature: no ada_p: No Discriminator_loss: 0.240293 Generator_loss: 1.79805 
[INFO] 2021-01-16 01:49:40 > Step:   94500 Progress: 94.5% Elapsed: 13:49:38 temperature: no ada_p: No Discriminator_loss: 0.375641 Generator_loss: 1.87049 
[INFO] 2021-01-16 01:50:26 > Step:   94600 Progress: 94.6% Elapsed: 13:50:24 temperature: no ada_p: No Discriminator_loss: 0.369683 Generator_loss: 1.71248 
[INFO] 2021-01-16 01:51:13 > Step:   94700 Progress: 94.7% Elapsed: 13:51:11 temperature: no ada_p: No Discriminator_loss: 0.504709 Generator_loss: 1.689 
[INFO] 2021-01-16 01:52:01 > Step:   94800 Progress: 94.8% Elapsed: 13:51:59 temperature: no ada_p: No Discriminator_loss: 0.335788 Generator_loss: 1.93231 
[INFO] 2021-01-16 01:52:48 > Step:   94900 Progress: 94.9% Elapsed: 13:52:45 temperature: no ada_p: No Discriminator_loss: 0.712417 Generator_loss: 1.65006 
[INFO] 2021-01-16 01:53:34 > Step:   95000 Progress: 95.0% Elapsed: 13:53:32 temperature: no ada_p: No Discriminator_loss: 0.351337 Generator_loss: 1.89631 
[INFO] 2021-01-16 01:54:21 > Step:   95100 Progress: 95.1% Elapsed: 13:54:19 temperature: no ada_p: No Discriminator_loss: 0.485306 Generator_loss: 0.710739 
[INFO] 2021-01-16 01:55:09 > Step:   95200 Progress: 95.2% Elapsed: 13:55:07 temperature: no ada_p: No Discriminator_loss: 0.361535 Generator_loss: 1.90506 
[INFO] 2021-01-16 01:55:56 > Step:   95300 Progress: 95.3% Elapsed: 13:55:54 temperature: no ada_p: No Discriminator_loss: 0.382814 Generator_loss: 1.68186 
[INFO] 2021-01-16 01:56:42 > Step:   95400 Progress: 95.4% Elapsed: 13:56:40 temperature: no ada_p: No Discriminator_loss: 0.559315 Generator_loss: 1.83393 
[INFO] 2021-01-16 01:57:29 > Step:   95500 Progress: 95.5% Elapsed: 13:57:27 temperature: no ada_p: No Discriminator_loss: 0.510996 Generator_loss: 1.9097 
[INFO] 2021-01-16 01:58:17 > Step:   95600 Progress: 95.6% Elapsed: 13:58:15 temperature: no ada_p: No Discriminator_loss: 0.425651 Generator_loss: 1.85736 
[INFO] 2021-01-16 01:59:04 > Step:   95700 Progress: 95.7% Elapsed: 13:59:02 temperature: no ada_p: No Discriminator_loss: 0.539571 Generator_loss: 0.952635 
[INFO] 2021-01-16 01:59:50 > Step:   95800 Progress: 95.8% Elapsed: 13:59:48 temperature: no ada_p: No Discriminator_loss: 0.470875 Generator_loss: 1.07866 
[INFO] 2021-01-16 02:00:37 > Step:   95900 Progress: 95.9% Elapsed: 14:00:35 temperature: no ada_p: No Discriminator_loss: 0.406389 Generator_loss: 1.94186 
[INFO] 2021-01-16 02:01:25 > Step:   96000 Progress: 96.0% Elapsed: 14:01:23 temperature: no ada_p: No Discriminator_loss: 0.176424 Generator_loss: 1.43276 
[INFO] 2021-01-16 02:01:25 > Start Evaluation (96000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 02:01:25 > Calculating FID Score....
[INFO] 2021-01-16 02:01:46 > Calculating Inception Score....
[INFO] 2021-01-16 02:01:59 > Calculate F_beta Score....
[INFO] 2021-01-16 02:03:00 > Calculate Accuracies....
[INFO] 2021-01-16 02:03:06 > Calculate Accuracies....
[INFO] 2021-01-16 02:03:18 > F_8 score (Step: 96000, Using valid images): 0.6521964066961913
[INFO] 2021-01-16 02:03:18 > F_1/8 score (Step: 96000, Using valid images): 0.7710319352285875
[INFO] 2021-01-16 02:03:18 > FID score (Step: 96000, Using valid moments): 61.76800459557438
[INFO] 2021-01-16 02:03:18 > Inception score (Step: 96000, 10000 generated images): 8.392913818359375
[INFO] 2021-01-16 02:03:18 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-16 02:03:19 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 02:04:06 > Step:   96100 Progress: 96.1% Elapsed: 14:04:04 temperature: no ada_p: No Discriminator_loss: 0.448237 Generator_loss: 0.876011 
[INFO] 2021-01-16 02:04:53 > Step:   96200 Progress: 96.2% Elapsed: 14:04:51 temperature: no ada_p: No Discriminator_loss: 0.425642 Generator_loss: 0.802208 
[INFO] 2021-01-16 02:05:40 > Step:   96300 Progress: 96.3% Elapsed: 14:05:38 temperature: no ada_p: No Discriminator_loss: 0.355751 Generator_loss: 1.08942 
[INFO] 2021-01-16 02:06:27 > Step:   96400 Progress: 96.4% Elapsed: 14:06:25 temperature: no ada_p: No Discriminator_loss: 0.339519 Generator_loss: 1.1559 
[INFO] 2021-01-16 02:07:14 > Step:   96500 Progress: 96.5% Elapsed: 14:07:12 temperature: no ada_p: No Discriminator_loss: 0.37128 Generator_loss: 1.03236 
[INFO] 2021-01-16 02:08:01 > Step:   96600 Progress: 96.6% Elapsed: 14:07:59 temperature: no ada_p: No Discriminator_loss: 0.545212 Generator_loss: 0.744832 
[INFO] 2021-01-16 02:08:48 > Step:   96700 Progress: 96.7% Elapsed: 14:08:46 temperature: no ada_p: No Discriminator_loss: 0.539047 Generator_loss: 0.964085 
[INFO] 2021-01-16 02:09:35 > Step:   96800 Progress: 96.8% Elapsed: 14:09:33 temperature: no ada_p: No Discriminator_loss: 0.295561 Generator_loss: 0.988974 
[INFO] 2021-01-16 02:10:22 > Step:   96900 Progress: 96.9% Elapsed: 14:10:20 temperature: no ada_p: No Discriminator_loss: 0.337579 Generator_loss: 1.12289 
[INFO] 2021-01-16 02:11:09 > Step:   97000 Progress: 97.0% Elapsed: 14:11:07 temperature: no ada_p: No Discriminator_loss: 0.38987 Generator_loss: 1.90293 
[INFO] 2021-01-16 02:11:55 > Step:   97100 Progress: 97.1% Elapsed: 14:11:53 temperature: no ada_p: No Discriminator_loss: 0.504678 Generator_loss: 1.89407 
[INFO] 2021-01-16 02:12:43 > Step:   97200 Progress: 97.2% Elapsed: 14:12:41 temperature: no ada_p: No Discriminator_loss: 0.173559 Generator_loss: 1.94185 
[INFO] 2021-01-16 02:13:30 > Step:   97300 Progress: 97.3% Elapsed: 14:13:28 temperature: no ada_p: No Discriminator_loss: 0.373905 Generator_loss: 1.69132 
[INFO] 2021-01-16 02:14:17 > Step:   97400 Progress: 97.4% Elapsed: 14:14:15 temperature: no ada_p: No Discriminator_loss: 0.723698 Generator_loss: 1.8746 
[INFO] 2021-01-16 02:15:04 > Step:   97500 Progress: 97.5% Elapsed: 14:15:01 temperature: no ada_p: No Discriminator_loss: 0.420363 Generator_loss: 1.86584 
[INFO] 2021-01-16 02:15:51 > Step:   97600 Progress: 97.6% Elapsed: 14:15:49 temperature: no ada_p: No Discriminator_loss: 0.369057 Generator_loss: 1.68215 
[INFO] 2021-01-16 02:16:38 > Step:   97700 Progress: 97.7% Elapsed: 14:16:36 temperature: no ada_p: No Discriminator_loss: 0.249639 Generator_loss: 1.72747 
[INFO] 2021-01-16 02:17:25 > Step:   97800 Progress: 97.8% Elapsed: 14:17:23 temperature: no ada_p: No Discriminator_loss: 0.351429 Generator_loss: 1.73102 
[INFO] 2021-01-16 02:18:12 > Step:   97900 Progress: 97.9% Elapsed: 14:18:10 temperature: no ada_p: No Discriminator_loss: 0.592258 Generator_loss: 1.61236 
[INFO] 2021-01-16 02:18:59 > Step:   98000 Progress: 98.0% Elapsed: 14:18:57 temperature: no ada_p: No Discriminator_loss: 0.340249 Generator_loss: 1.92925 
[INFO] 2021-01-16 02:18:59 > Start Evaluation (98000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 02:18:59 > Calculating FID Score....
[INFO] 2021-01-16 02:19:20 > Calculating Inception Score....
[INFO] 2021-01-16 02:19:33 > Calculate F_beta Score....
[INFO] 2021-01-16 02:20:32 > Calculate Accuracies....
[INFO] 2021-01-16 02:20:38 > Calculate Accuracies....
[INFO] 2021-01-16 02:20:50 > F_8 score (Step: 98000, Using valid images): 0.6798211161969956
[INFO] 2021-01-16 02:20:50 > F_1/8 score (Step: 98000, Using valid images): 0.7769316539409524
[INFO] 2021-01-16 02:20:50 > FID score (Step: 98000, Using valid moments): 61.954298853780074
[INFO] 2021-01-16 02:20:50 > Inception score (Step: 98000, 10000 generated images): 8.295166969299316
[INFO] 2021-01-16 02:20:50 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-16 02:20:52 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 02:21:38 > Step:   98100 Progress: 98.1% Elapsed: 14:21:36 temperature: no ada_p: No Discriminator_loss: 0.523608 Generator_loss: 1.79967 
[INFO] 2021-01-16 02:22:25 > Step:   98200 Progress: 98.2% Elapsed: 14:22:23 temperature: no ada_p: No Discriminator_loss: 0.542343 Generator_loss: 0.950597 
[INFO] 2021-01-16 02:23:12 > Step:   98300 Progress: 98.3% Elapsed: 14:23:10 temperature: no ada_p: No Discriminator_loss: 0.372503 Generator_loss: 1.10577 
[INFO] 2021-01-16 02:23:59 > Step:   98400 Progress: 98.4% Elapsed: 14:23:57 temperature: no ada_p: No Discriminator_loss: 0.41236 Generator_loss: 1.06119 
[INFO] 2021-01-16 02:24:46 > Step:   98500 Progress: 98.5% Elapsed: 14:24:44 temperature: no ada_p: No Discriminator_loss: 0.351597 Generator_loss: 0.981735 
[INFO] 2021-01-16 02:25:33 > Step:   98600 Progress: 98.6% Elapsed: 14:25:31 temperature: no ada_p: No Discriminator_loss: 0.309103 Generator_loss: 0.999322 
[INFO] 2021-01-16 02:26:20 > Step:   98700 Progress: 98.7% Elapsed: 14:26:18 temperature: no ada_p: No Discriminator_loss: 0.555238 Generator_loss: 1.01505 
[INFO] 2021-01-16 02:27:07 > Step:   98800 Progress: 98.8% Elapsed: 14:27:05 temperature: no ada_p: No Discriminator_loss: 0.549724 Generator_loss: 0.751544 
[INFO] 2021-01-16 02:27:54 > Step:   98900 Progress: 98.9% Elapsed: 14:27:52 temperature: no ada_p: No Discriminator_loss: 0.389605 Generator_loss: 1.09141 
[INFO] 2021-01-16 02:28:41 > Step:   99000 Progress: 99.0% Elapsed: 14:28:39 temperature: no ada_p: No Discriminator_loss: 0.366161 Generator_loss: 1.13392 
[INFO] 2021-01-16 02:29:28 > Step:   99100 Progress: 99.1% Elapsed: 14:29:26 temperature: no ada_p: No Discriminator_loss: 0.269577 Generator_loss: 1.14607 
[INFO] 2021-01-16 02:30:15 > Step:   99200 Progress: 99.2% Elapsed: 14:30:13 temperature: no ada_p: No Discriminator_loss: 0.41188 Generator_loss: 0.806552 
[INFO] 2021-01-16 02:31:02 > Step:   99300 Progress: 99.3% Elapsed: 14:31:00 temperature: no ada_p: No Discriminator_loss: 0.287701 Generator_loss: 1.186 
[INFO] 2021-01-16 02:31:49 > Step:   99400 Progress: 99.4% Elapsed: 14:31:47 temperature: no ada_p: No Discriminator_loss: 0.45135 Generator_loss: 1.7859 
[INFO] 2021-01-16 02:32:36 > Step:   99500 Progress: 99.5% Elapsed: 14:32:34 temperature: no ada_p: No Discriminator_loss: 0.460928 Generator_loss: 1.89935 
[INFO] 2021-01-16 02:33:23 > Step:   99600 Progress: 99.6% Elapsed: 14:33:21 temperature: no ada_p: No Discriminator_loss: 0.504226 Generator_loss: 1.85965 
[INFO] 2021-01-16 02:34:10 > Step:   99700 Progress: 99.7% Elapsed: 14:34:08 temperature: no ada_p: No Discriminator_loss: 0.30626 Generator_loss: 1.89634 
[INFO] 2021-01-16 02:34:57 > Step:   99800 Progress: 99.8% Elapsed: 14:34:55 temperature: no ada_p: No Discriminator_loss: 0.336404 Generator_loss: 2.08925 
[INFO] 2021-01-16 02:35:44 > Step:   99900 Progress: 99.9% Elapsed: 14:35:42 temperature: no ada_p: No Discriminator_loss: 0.400088 Generator_loss: 1.06862 
[INFO] 2021-01-16 02:36:31 > Step:  100000 Progress: 100.0% Elapsed: 14:36:29 temperature: no ada_p: No Discriminator_loss: 0.503286 Generator_loss: 0.962769 
[INFO] 2021-01-16 02:36:31 > Start Evaluation (100000 Step): SNGAN-train-2021_01_15_11_59_43
[INFO] 2021-01-16 02:36:31 > Calculating FID Score....
[INFO] 2021-01-16 02:36:52 > Calculating Inception Score....
[INFO] 2021-01-16 02:37:05 > Calculate F_beta Score....
[INFO] 2021-01-16 02:38:05 > Calculate Accuracies....
[INFO] 2021-01-16 02:38:10 > Calculate Accuracies....
[INFO] 2021-01-16 02:38:22 > F_8 score (Step: 100000, Using valid images): 0.6777071764288096
[INFO] 2021-01-16 02:38:22 > F_1/8 score (Step: 100000, Using valid images): 0.7529191873729439
[INFO] 2021-01-16 02:38:22 > FID score (Step: 100000, Using valid moments): 62.92296589117768
[INFO] 2021-01-16 02:38:22 > Inception score (Step: 100000, 10000 generated images): 8.341337203979492
[INFO] 2021-01-16 02:38:22 > Best FID score (Step: 62000, Using valid moments): 53.58965663010082
[INFO] 2021-01-16 02:38:23 > Save model to checkpoints/SNGAN-train-2021_01_15_11_59_43