ContraGAN256-train-2021_01_25_13_55_18.log

[INFO] 2021-01-25 13:55:18 > Run name : ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 13:55:18 > {'config_path': 'src/configs/ILSVRC2012/ContraGAN256.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': True, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'tsne_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2021-01-25 13:55:18 > {'data_processing': {'dataset_name': 'imagenet', 'data_path': './data/ILSVRC2012', 'img_size': 128, 'num_classes': 1000, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'big_resnet', 'conditional_strategy': 'ContraGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 1536, 'nonlinear_embed': False, 'normalize_embed': True, 'g_spectral_norm': True, 'd_spectral_norm': True, 'activation_fn': 'ReLU', 'attention': True, 'attention_after_nth_gen_block': 4, 'attention_after_nth_dis_block': 1, 'z_dim': 120, 'shared_dim': 128, 'g_conv_dim': 96, 'd_conv_dim': 96, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 256, 'accumulation_steps': 1, 'd_lr': 0.0002, 'g_lr': 5e-05, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 2, 'total_step': 200000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 1.0, 'margin': 0.0, 'tempering_type': 'constant', 'tempering_step': 'N/A', 'start_temperature': 1.0, 'end_temperature': 1.0, 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': True, 'ema_decay': 0.9999, 'ema_start': 20000}}}
[INFO] 2021-01-25 13:55:18 > Load train datasets...
[INFO] 2021-01-25 14:04:17 > Train dataset size : 1281167
[INFO] 2021-01-25 14:04:17 > Load valid datasets...
[INFO] 2021-01-25 14:04:18 > Eval dataset size : 50000
[INFO] 2021-01-25 14:04:18 > Build model...
[INFO] 2021-01-25 14:04:18 > Modules are located on models.big_resnet.
[INFO] 2021-01-25 14:04:30 > Prepare EMA for G with decay of 0.9999.
[INFO] 2021-01-25 14:04:31 > Number of parameters: 70433988
[INFO] 2021-01-25 14:04:31 > Generator(
  (linear0): Linear(in_features=20, out_features=24576, bias=True)
  (shared): Embedding(1000, 128)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=1536, bias=False)
          (bias): Linear(in_features=148, out_features=1536, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=1536, bias=False)
          (bias): Linear(in_features=148, out_features=1536, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1536, 1536, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(1536, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=1536, bias=False)
          (bias): Linear(in_features=148, out_features=1536, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(768, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=768, bias=False)
          (bias): Linear(in_features=148, out_features=768, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1536, 768, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1536, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(768, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=768, bias=False)
          (bias): Linear(in_features=148, out_features=768, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(768, 384, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(768, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (3): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(384, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=384, bias=False)
          (bias): Linear(in_features=148, out_features=384, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(192, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=192, bias=False)
          (bias): Linear(in_features=148, out_features=192, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(384, 192, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(384, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (4): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(192, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (5): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(192, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=192, bias=False)
          (bias): Linear(in_features=148, out_features=192, bias=False)
        )
        (bn2): ConditionalBatchNorm2d_for_skip_and_shared(
          (bn): BatchNorm2d(96, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (gain): Linear(in_features=148, out_features=96, bias=False)
          (bias): Linear(in_features=148, out_features=96, bias=False)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(192, 96, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(192, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(96, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(96, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2021-01-25 14:04:31 > Number of parameters: 90343202
[INFO] 2021-01-25 14:04:31 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 96, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (activation): ReLU(inplace=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (1): ModuleList(
      (0): Self_Attn(
        (conv1x1_theta): Conv2d(96, 12, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_phi): Conv2d(96, 12, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_g): Conv2d(96, 48, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (conv1x1_attn): Conv2d(48, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)
        (maxpool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)
        (softmax): Softmax(dim=-1)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(96, 192, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(96, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(192, 384, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(192, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(384, 768, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(384, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(768, 768, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (5): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(768, 1536, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(768, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (6): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d1): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1536, 1536, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=1536, out_features=1, bias=True)
  (linear2): Linear(in_features=1536, out_features=1536, bias=True)
  (embedding): Embedding(1000, 1536)
)
[INFO] 2021-01-25 14:04:33 > Start training....
[INFO] 2021-01-25 14:07:30 > Step:     100 Progress: 0.1% Elapsed: 0:02:57 temperature: 1.0 ada_p: No Discriminator_loss: 7.26376 Generator_loss: 5.95959 
[INFO] 2021-01-25 14:09:52 > Step:     200 Progress: 0.1% Elapsed: 0:05:19 temperature: 1.0 ada_p: No Discriminator_loss: 7.18848 Generator_loss: 4.71618 
[INFO] 2021-01-25 14:12:15 > Step:     300 Progress: 0.1% Elapsed: 0:07:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.84333 Generator_loss: 5.79687 
[INFO] 2021-01-25 14:14:36 > Step:     400 Progress: 0.2% Elapsed: 0:10:03 temperature: 1.0 ada_p: No Discriminator_loss: 7.08102 Generator_loss: 4.9031 
[INFO] 2021-01-25 14:16:59 > Step:     500 Progress: 0.2% Elapsed: 0:12:25 temperature: 1.0 ada_p: No Discriminator_loss: 7.07113 Generator_loss: 6.62461 
[INFO] 2021-01-25 14:19:21 > Step:     600 Progress: 0.3% Elapsed: 0:14:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.61602 Generator_loss: 6.73769 
[INFO] 2021-01-25 14:21:43 > Step:     700 Progress: 0.4% Elapsed: 0:17:10 temperature: 1.0 ada_p: No Discriminator_loss: 7.4173 Generator_loss: 6.32395 
[INFO] 2021-01-25 14:24:05 > Step:     800 Progress: 0.4% Elapsed: 0:19:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.73627 Generator_loss: 5.37862 
[INFO] 2021-01-25 14:26:28 > Step:     900 Progress: 0.4% Elapsed: 0:21:54 temperature: 1.0 ada_p: No Discriminator_loss: 6.63362 Generator_loss: 4.82004 
[INFO] 2021-01-25 14:28:50 > Step:    1000 Progress: 0.5% Elapsed: 0:24:17 temperature: 1.0 ada_p: No Discriminator_loss: 6.64834 Generator_loss: 5.9422 
[INFO] 2021-01-25 14:31:13 > Step:    1100 Progress: 0.5% Elapsed: 0:26:39 temperature: 1.0 ada_p: No Discriminator_loss: 7.31532 Generator_loss: 5.4303 
[INFO] 2021-01-25 14:33:36 > Step:    1200 Progress: 0.6% Elapsed: 0:29:02 temperature: 1.0 ada_p: No Discriminator_loss: 6.74363 Generator_loss: 6.6328 
[INFO] 2021-01-25 14:35:58 > Step:    1300 Progress: 0.7% Elapsed: 0:31:25 temperature: 1.0 ada_p: No Discriminator_loss: 6.73041 Generator_loss: 6.56824 
[INFO] 2021-01-25 14:38:21 > Step:    1400 Progress: 0.7% Elapsed: 0:33:48 temperature: 1.0 ada_p: No Discriminator_loss: 6.69375 Generator_loss: 6.76818 
[INFO] 2021-01-25 14:40:44 > Step:    1500 Progress: 0.8% Elapsed: 0:36:11 temperature: 1.0 ada_p: No Discriminator_loss: 6.30143 Generator_loss: 5.51187 
[INFO] 2021-01-25 14:43:08 > Step:    1600 Progress: 0.8% Elapsed: 0:38:34 temperature: 1.0 ada_p: No Discriminator_loss: 6.34439 Generator_loss: 6.46766 
[INFO] 2021-01-25 14:45:31 > Step:    1700 Progress: 0.9% Elapsed: 0:40:57 temperature: 1.0 ada_p: No Discriminator_loss: 6.53381 Generator_loss: 6.44396 
[INFO] 2021-01-25 14:47:54 > Step:    1800 Progress: 0.9% Elapsed: 0:43:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.32913 Generator_loss: 4.43125 
[INFO] 2021-01-25 14:50:17 > Step:    1900 Progress: 0.9% Elapsed: 0:45:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.51072 Generator_loss: 6.15762 
[INFO] 2021-01-25 14:52:40 > Step:    2000 Progress: 1.0% Elapsed: 0:48:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.10778 Generator_loss: 5.42093 
[INFO] 2021-01-25 14:52:40 > Start Evaluation (2000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 14:52:40 > Calculating FID Score....
[INFO] 2021-01-25 14:53:34 > Calculating Inception Score....
[INFO] 2021-01-25 14:54:25 > Calculate F_beta Score....
[INFO] 2021-01-25 15:01:49 > Calculate Accuracies....
[INFO] 2021-01-25 15:02:35 > Calculate Accuracies....
[INFO] 2021-01-25 15:06:15 > F_8 score (Step: 2000, Using valid images): 0.2773970166597711
[INFO] 2021-01-25 15:06:15 > F_1/8 score (Step: 2000, Using valid images): 0.2881117821462326
[INFO] 2021-01-25 15:06:15 > FID score (Step: 2000, Using valid moments): 128.59701097416274
[INFO] 2021-01-25 15:06:15 > Inception score (Step: 2000, 50000 generated images): 6.3862175941467285
[INFO] 2021-01-25 15:06:15 > Best FID score (Step: 2000, Using valid moments): 128.59701097416274
[INFO] 2021-01-25 15:07:07 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 15:09:30 > Step:    2100 Progress: 1.1% Elapsed: 1:04:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.36935 Generator_loss: 4.38002 
[INFO] 2021-01-25 15:11:52 > Step:    2200 Progress: 1.1% Elapsed: 1:07:18 temperature: 1.0 ada_p: No Discriminator_loss: 6.40135 Generator_loss: 5.76871 
[INFO] 2021-01-25 15:14:15 > Step:    2300 Progress: 1.1% Elapsed: 1:09:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.45436 Generator_loss: 5.18004 
[INFO] 2021-01-25 15:16:37 > Step:    2400 Progress: 1.2% Elapsed: 1:12:04 temperature: 1.0 ada_p: No Discriminator_loss: 6.19957 Generator_loss: 6.31115 
[INFO] 2021-01-25 15:19:00 > Step:    2500 Progress: 1.2% Elapsed: 1:14:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.97192 Generator_loss: 4.93293 
[INFO] 2021-01-25 15:21:26 > Step:    2600 Progress: 1.3% Elapsed: 1:16:52 temperature: 1.0 ada_p: No Discriminator_loss: 6.41073 Generator_loss: 4.93513 
[INFO] 2021-01-25 15:23:49 > Step:    2700 Progress: 1.4% Elapsed: 1:19:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.14683 Generator_loss: 5.92946 
[INFO] 2021-01-25 15:26:12 > Step:    2800 Progress: 1.4% Elapsed: 1:21:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.32785 Generator_loss: 5.12843 
[INFO] 2021-01-25 15:28:34 > Step:    2900 Progress: 1.5% Elapsed: 1:24:01 temperature: 1.0 ada_p: No Discriminator_loss: 6.4398 Generator_loss: 6.40224 
[INFO] 2021-01-25 15:30:57 > Step:    3000 Progress: 1.5% Elapsed: 1:26:23 temperature: 1.0 ada_p: No Discriminator_loss: 6.19945 Generator_loss: 4.71266 
[INFO] 2021-01-25 15:33:20 > Step:    3100 Progress: 1.6% Elapsed: 1:28:47 temperature: 1.0 ada_p: No Discriminator_loss: 6.13873 Generator_loss: 4.67334 
[INFO] 2021-01-25 15:35:43 > Step:    3200 Progress: 1.6% Elapsed: 1:31:10 temperature: 1.0 ada_p: No Discriminator_loss: 6.01657 Generator_loss: 5.61438 
[INFO] 2021-01-25 15:38:06 > Step:    3300 Progress: 1.7% Elapsed: 1:33:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.7994 Generator_loss: 5.79585 
[INFO] 2021-01-25 15:40:30 > Step:    3400 Progress: 1.7% Elapsed: 1:35:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.08767 Generator_loss: 6.45296 
[INFO] 2021-01-25 15:42:53 > Step:    3500 Progress: 1.8% Elapsed: 1:38:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.554 Generator_loss: 6.2356 
[INFO] 2021-01-25 15:45:16 > Step:    3600 Progress: 1.8% Elapsed: 1:40:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.10974 Generator_loss: 5.15727 
[INFO] 2021-01-25 15:48:01 > Step:    3700 Progress: 1.8% Elapsed: 1:43:27 temperature: 1.0 ada_p: No Discriminator_loss: 6.4447 Generator_loss: 5.46963 
[INFO] 2021-01-25 15:50:25 > Step:    3800 Progress: 1.9% Elapsed: 1:45:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.02155 Generator_loss: 5.44331 
[INFO] 2021-01-25 15:52:49 > Step:    3900 Progress: 1.9% Elapsed: 1:48:15 temperature: 1.0 ada_p: No Discriminator_loss: 6.26027 Generator_loss: 5.15846 
[INFO] 2021-01-25 15:55:13 > Step:    4000 Progress: 2.0% Elapsed: 1:50:39 temperature: 1.0 ada_p: No Discriminator_loss: 6.18829 Generator_loss: 5.18201 
[INFO] 2021-01-25 15:55:13 > Start Evaluation (4000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 15:55:13 > Calculating FID Score....
[INFO] 2021-01-25 15:56:06 > Calculating Inception Score....
[INFO] 2021-01-25 15:56:56 > Calculate F_beta Score....
[INFO] 2021-01-25 16:04:40 > Calculate Accuracies....
[INFO] 2021-01-25 16:05:26 > Calculate Accuracies....
[INFO] 2021-01-25 16:09:08 > F_8 score (Step: 4000, Using valid images): 0.40128497287197684
[INFO] 2021-01-25 16:09:08 > F_1/8 score (Step: 4000, Using valid images): 0.5182981015620036
[INFO] 2021-01-25 16:09:08 > FID score (Step: 4000, Using valid moments): 98.73586409971284
[INFO] 2021-01-25 16:09:08 > Inception score (Step: 4000, 50000 generated images): 8.898566246032715
[INFO] 2021-01-25 16:09:08 > Best FID score (Step: 4000, Using valid moments): 98.73586409971284
[INFO] 2021-01-25 16:09:58 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 16:12:42 > Step:    4100 Progress: 2.1% Elapsed: 2:08:08 temperature: 1.0 ada_p: No Discriminator_loss: 6.16044 Generator_loss: 4.86406 
[INFO] 2021-01-25 16:15:06 > Step:    4200 Progress: 2.1% Elapsed: 2:10:33 temperature: 1.0 ada_p: No Discriminator_loss: 6.22656 Generator_loss: 5.29892 
[INFO] 2021-01-25 16:17:30 > Step:    4300 Progress: 2.1% Elapsed: 2:12:56 temperature: 1.0 ada_p: No Discriminator_loss: 6.02658 Generator_loss: 5.46697 
[INFO] 2021-01-25 16:19:53 > Step:    4400 Progress: 2.2% Elapsed: 2:15:20 temperature: 1.0 ada_p: No Discriminator_loss: 6.1644 Generator_loss: 4.94238 
[INFO] 2021-01-25 16:22:17 > Step:    4500 Progress: 2.2% Elapsed: 2:17:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.0656 Generator_loss: 5.20507 
[INFO] 2021-01-25 16:24:41 > Step:    4600 Progress: 2.3% Elapsed: 2:20:07 temperature: 1.0 ada_p: No Discriminator_loss: 6.39322 Generator_loss: 5.57349 
[INFO] 2021-01-25 16:27:05 > Step:    4700 Progress: 2.4% Elapsed: 2:22:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.96782 Generator_loss: 5.24852 
[INFO] 2021-01-25 16:29:29 > Step:    4800 Progress: 2.4% Elapsed: 2:24:55 temperature: 1.0 ada_p: No Discriminator_loss: 6.17772 Generator_loss: 5.29888 
[INFO] 2021-01-25 16:31:53 > Step:    4900 Progress: 2.5% Elapsed: 2:27:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.11497 Generator_loss: 5.39767 
[INFO] 2021-01-25 16:34:16 > Step:    5000 Progress: 2.5% Elapsed: 2:29:43 temperature: 1.0 ada_p: No Discriminator_loss: 6.01681 Generator_loss: 5.55555 
[INFO] 2021-01-25 16:36:43 > Step:    5100 Progress: 2.5% Elapsed: 2:32:09 temperature: 1.0 ada_p: No Discriminator_loss: 6.15777 Generator_loss: 5.21945 
[INFO] 2021-01-25 16:39:06 > Step:    5200 Progress: 2.6% Elapsed: 2:34:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.01685 Generator_loss: 5.13419 
[INFO] 2021-01-25 16:41:29 > Step:    5300 Progress: 2.6% Elapsed: 2:36:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.98298 Generator_loss: 5.27509 
[INFO] 2021-01-25 16:43:53 > Step:    5400 Progress: 2.7% Elapsed: 2:39:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.96857 Generator_loss: 5.32949 
[INFO] 2021-01-25 16:46:16 > Step:    5500 Progress: 2.8% Elapsed: 2:41:42 temperature: 1.0 ada_p: No Discriminator_loss: 6.02857 Generator_loss: 5.40053 
[INFO] 2021-01-25 16:48:40 > Step:    5600 Progress: 2.8% Elapsed: 2:44:06 temperature: 1.0 ada_p: No Discriminator_loss: 6.15884 Generator_loss: 5.02211 
[INFO] 2021-01-25 16:51:03 > Step:    5700 Progress: 2.9% Elapsed: 2:46:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.97331 Generator_loss: 5.17061 
[INFO] 2021-01-25 16:53:27 > Step:    5800 Progress: 2.9% Elapsed: 2:48:53 temperature: 1.0 ada_p: No Discriminator_loss: 6.19653 Generator_loss: 5.3448 
[INFO] 2021-01-25 16:55:50 > Step:    5900 Progress: 2.9% Elapsed: 2:51:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.85707 Generator_loss: 5.27016 
[INFO] 2021-01-25 16:58:14 > Step:    6000 Progress: 3.0% Elapsed: 2:53:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.87098 Generator_loss: 5.26995 
[INFO] 2021-01-25 16:58:14 > Start Evaluation (6000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 16:58:14 > Calculating FID Score....
[INFO] 2021-01-25 16:59:07 > Calculating Inception Score....
[INFO] 2021-01-25 16:59:40 > Calculate F_beta Score....
[INFO] 2021-01-25 17:07:12 > Calculate Accuracies....
[INFO] 2021-01-25 17:07:58 > Calculate Accuracies....
[INFO] 2021-01-25 17:11:40 > F_8 score (Step: 6000, Using valid images): 0.436139254267906
[INFO] 2021-01-25 17:11:40 > F_1/8 score (Step: 6000, Using valid images): 0.628956696279501
[INFO] 2021-01-25 17:11:40 > FID score (Step: 6000, Using valid moments): 84.5425009128017
[INFO] 2021-01-25 17:11:40 > Inception score (Step: 6000, 50000 generated images): 10.085926055908203
[INFO] 2021-01-25 17:11:40 > Best FID score (Step: 6000, Using valid moments): 84.5425009128017
[INFO] 2021-01-25 17:12:30 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 17:14:53 > Step:    6100 Progress: 3.0% Elapsed: 3:10:19 temperature: 1.0 ada_p: No Discriminator_loss: 6.13412 Generator_loss: 5.31008 
[INFO] 2021-01-25 17:17:16 > Step:    6200 Progress: 3.1% Elapsed: 3:12:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.92341 Generator_loss: 5.14033 
[INFO] 2021-01-25 17:19:39 > Step:    6300 Progress: 3.1% Elapsed: 3:15:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.79096 Generator_loss: 5.29028 
[INFO] 2021-01-25 17:22:02 > Step:    6400 Progress: 3.2% Elapsed: 3:17:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.73053 Generator_loss: 5.58725 
[INFO] 2021-01-25 17:24:24 > Step:    6500 Progress: 3.2% Elapsed: 3:19:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.08611 Generator_loss: 4.98204 
[INFO] 2021-01-25 17:26:47 > Step:    6600 Progress: 3.3% Elapsed: 3:22:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.7025 Generator_loss: 5.39951 
[INFO] 2021-01-25 17:29:10 > Step:    6700 Progress: 3.4% Elapsed: 3:24:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.47326 Generator_loss: 5.75662 
[INFO] 2021-01-25 17:31:33 > Step:    6800 Progress: 3.4% Elapsed: 3:26:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.84148 Generator_loss: 5.31519 
[INFO] 2021-01-25 17:33:55 > Step:    6900 Progress: 3.5% Elapsed: 3:29:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.77793 Generator_loss: 5.31784 
[INFO] 2021-01-25 17:36:37 > Step:    7000 Progress: 3.5% Elapsed: 3:32:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.83374 Generator_loss: 5.36872 
[INFO] 2021-01-25 17:39:01 > Step:    7100 Progress: 3.5% Elapsed: 3:34:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.91654 Generator_loss: 5.24719 
[INFO] 2021-01-25 17:41:25 > Step:    7200 Progress: 3.6% Elapsed: 3:36:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.61214 Generator_loss: 5.70532 
[INFO] 2021-01-25 17:43:48 > Step:    7300 Progress: 3.6% Elapsed: 3:39:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.6763 Generator_loss: 5.60023 
[INFO] 2021-01-25 17:46:12 > Step:    7400 Progress: 3.7% Elapsed: 3:41:38 temperature: 1.0 ada_p: No Discriminator_loss: 6.22234 Generator_loss: 5.4123 
[INFO] 2021-01-25 17:48:36 > Step:    7500 Progress: 3.8% Elapsed: 3:44:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.82373 Generator_loss: 5.21249 
[INFO] 2021-01-25 17:51:02 > Step:    7600 Progress: 3.8% Elapsed: 3:46:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.71777 Generator_loss: 5.47475 
[INFO] 2021-01-25 17:53:26 > Step:    7700 Progress: 3.9% Elapsed: 3:48:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.59511 Generator_loss: 5.3361 
[INFO] 2021-01-25 17:55:49 > Step:    7800 Progress: 3.9% Elapsed: 3:51:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.9097 Generator_loss: 5.46198 
[INFO] 2021-01-25 17:58:13 > Step:    7900 Progress: 4.0% Elapsed: 3:53:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.88377 Generator_loss: 5.5487 
[INFO] 2021-01-25 18:00:37 > Step:    8000 Progress: 4.0% Elapsed: 3:56:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.75126 Generator_loss: 5.51664 
[INFO] 2021-01-25 18:00:37 > Start Evaluation (8000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 18:00:37 > Calculating FID Score....
[INFO] 2021-01-25 18:01:29 > Calculating Inception Score....
[INFO] 2021-01-25 18:02:02 > Calculate F_beta Score....
[INFO] 2021-01-25 18:10:04 > Calculate Accuracies....
[INFO] 2021-01-25 18:10:50 > Calculate Accuracies....
[INFO] 2021-01-25 18:14:31 > F_8 score (Step: 8000, Using valid images): 0.499150553440119
[INFO] 2021-01-25 18:14:31 > F_1/8 score (Step: 8000, Using valid images): 0.7017126053788506
[INFO] 2021-01-25 18:14:31 > FID score (Step: 8000, Using valid moments): 76.4012310839405
[INFO] 2021-01-25 18:14:31 > Inception score (Step: 8000, 50000 generated images): 10.856836318969727
[INFO] 2021-01-25 18:14:31 > Best FID score (Step: 8000, Using valid moments): 76.4012310839405
[INFO] 2021-01-25 18:15:25 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 18:17:48 > Step:    8100 Progress: 4.0% Elapsed: 4:13:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.8748 Generator_loss: 5.32266 
[INFO] 2021-01-25 18:20:11 > Step:    8200 Progress: 4.1% Elapsed: 4:15:37 temperature: 1.0 ada_p: No Discriminator_loss: 6.00821 Generator_loss: 5.42934 
[INFO] 2021-01-25 18:22:34 > Step:    8300 Progress: 4.2% Elapsed: 4:18:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.60067 Generator_loss: 5.47937 
[INFO] 2021-01-25 18:24:57 > Step:    8400 Progress: 4.2% Elapsed: 4:20:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.74714 Generator_loss: 5.65711 
[INFO] 2021-01-25 18:27:19 > Step:    8500 Progress: 4.2% Elapsed: 4:22:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.68479 Generator_loss: 5.77658 
[INFO] 2021-01-25 18:29:43 > Step:    8600 Progress: 4.3% Elapsed: 4:25:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.75231 Generator_loss: 5.40496 
[INFO] 2021-01-25 18:32:06 > Step:    8700 Progress: 4.3% Elapsed: 4:27:32 temperature: 1.0 ada_p: No Discriminator_loss: 6.04285 Generator_loss: 5.65689 
[INFO] 2021-01-25 18:34:29 > Step:    8800 Progress: 4.4% Elapsed: 4:29:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.71455 Generator_loss: 5.5438 
[INFO] 2021-01-25 18:36:53 > Step:    8900 Progress: 4.5% Elapsed: 4:32:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.73154 Generator_loss: 5.41329 
[INFO] 2021-01-25 18:39:37 > Step:    9000 Progress: 4.5% Elapsed: 4:35:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.73971 Generator_loss: 5.29877 
[INFO] 2021-01-25 18:42:01 > Step:    9100 Progress: 4.5% Elapsed: 4:37:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.57823 Generator_loss: 5.61237 
[INFO] 2021-01-25 18:44:25 > Step:    9200 Progress: 4.6% Elapsed: 4:39:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.79391 Generator_loss: 5.53674 
[INFO] 2021-01-25 18:46:49 > Step:    9300 Progress: 4.7% Elapsed: 4:42:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.59153 Generator_loss: 5.52493 
[INFO] 2021-01-25 18:49:13 > Step:    9400 Progress: 4.7% Elapsed: 4:44:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.94404 Generator_loss: 5.25142 
[INFO] 2021-01-25 18:51:37 > Step:    9500 Progress: 4.8% Elapsed: 4:47:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.66062 Generator_loss: 5.59601 
[INFO] 2021-01-25 18:54:02 > Step:    9600 Progress: 4.8% Elapsed: 4:49:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.98994 Generator_loss: 5.42603 
[INFO] 2021-01-25 18:56:26 > Step:    9700 Progress: 4.9% Elapsed: 4:51:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.70398 Generator_loss: 5.63057 
[INFO] 2021-01-25 18:58:50 > Step:    9800 Progress: 4.9% Elapsed: 4:54:16 temperature: 1.0 ada_p: No Discriminator_loss: 6.18237 Generator_loss: 5.48517 
[INFO] 2021-01-25 19:01:14 > Step:    9900 Progress: 5.0% Elapsed: 4:56:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.63578 Generator_loss: 5.6006 
[INFO] 2021-01-25 19:03:38 > Step:   10000 Progress: 5.0% Elapsed: 4:59:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.94065 Generator_loss: 5.55082 
[INFO] 2021-01-25 19:03:39 > Start Evaluation (10000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 19:03:39 > Calculating FID Score....
[INFO] 2021-01-25 19:04:32 > Calculating Inception Score....
[INFO] 2021-01-25 19:05:05 > Calculate F_beta Score....
[INFO] 2021-01-25 19:13:14 > Calculate Accuracies....
[INFO] 2021-01-25 19:14:00 > Calculate Accuracies....
[INFO] 2021-01-25 19:17:41 > F_8 score (Step: 10000, Using valid images): 0.4717812503127224
[INFO] 2021-01-25 19:17:41 > F_1/8 score (Step: 10000, Using valid images): 0.7331842523717714
[INFO] 2021-01-25 19:17:41 > FID score (Step: 10000, Using valid moments): 72.5702853792119
[INFO] 2021-01-25 19:17:41 > Inception score (Step: 10000, 50000 generated images): 11.326031684875488
[INFO] 2021-01-25 19:17:41 > Best FID score (Step: 10000, Using valid moments): 72.5702853792119
[INFO] 2021-01-25 19:18:31 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 19:20:57 > Step:   10100 Progress: 5.1% Elapsed: 5:16:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.56811 Generator_loss: 5.93782 
[INFO] 2021-01-25 19:23:20 > Step:   10200 Progress: 5.1% Elapsed: 5:18:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.80573 Generator_loss: 5.42363 
[INFO] 2021-01-25 19:25:44 > Step:   10300 Progress: 5.1% Elapsed: 5:21:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.63494 Generator_loss: 5.67807 
[INFO] 2021-01-25 19:28:26 > Step:   10400 Progress: 5.2% Elapsed: 5:23:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.48781 Generator_loss: 5.46971 
[INFO] 2021-01-25 19:30:49 > Step:   10500 Progress: 5.2% Elapsed: 5:26:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.63792 Generator_loss: 5.61607 
[INFO] 2021-01-25 19:33:13 > Step:   10600 Progress: 5.3% Elapsed: 5:28:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.71861 Generator_loss: 5.57831 
[INFO] 2021-01-25 19:35:36 > Step:   10700 Progress: 5.3% Elapsed: 5:31:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.60721 Generator_loss: 5.56475 
[INFO] 2021-01-25 19:38:00 > Step:   10800 Progress: 5.4% Elapsed: 5:33:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.59794 Generator_loss: 5.68855 
[INFO] 2021-01-25 19:40:24 > Step:   10900 Progress: 5.5% Elapsed: 5:35:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.91821 Generator_loss: 6.11675 
[INFO] 2021-01-25 19:42:47 > Step:   11000 Progress: 5.5% Elapsed: 5:38:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.63763 Generator_loss: 5.39635 
[INFO] 2021-01-25 19:45:11 > Step:   11100 Progress: 5.5% Elapsed: 5:40:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.72454 Generator_loss: 5.39226 
[INFO] 2021-01-25 19:47:35 > Step:   11200 Progress: 5.6% Elapsed: 5:43:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.90847 Generator_loss: 5.56244 
[INFO] 2021-01-25 19:49:59 > Step:   11300 Progress: 5.7% Elapsed: 5:45:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.80114 Generator_loss: 5.69223 
[INFO] 2021-01-25 19:52:22 > Step:   11400 Progress: 5.7% Elapsed: 5:47:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.90001 Generator_loss: 5.44918 
[INFO] 2021-01-25 19:54:47 > Step:   11500 Progress: 5.8% Elapsed: 5:50:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.63113 Generator_loss: 5.51861 
[INFO] 2021-01-25 19:57:10 > Step:   11600 Progress: 5.8% Elapsed: 5:52:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.44435 Generator_loss: 5.68091 
[INFO] 2021-01-25 19:59:34 > Step:   11700 Progress: 5.9% Elapsed: 5:55:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.84292 Generator_loss: 5.51262 
[INFO] 2021-01-25 20:01:58 > Step:   11800 Progress: 5.9% Elapsed: 5:57:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.63082 Generator_loss: 5.63358 
[INFO] 2021-01-25 20:04:22 > Step:   11900 Progress: 5.9% Elapsed: 5:59:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.75587 Generator_loss: 5.64871 
[INFO] 2021-01-25 20:06:46 > Step:   12000 Progress: 6.0% Elapsed: 6:02:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.63961 Generator_loss: 5.69251 
[INFO] 2021-01-25 20:06:46 > Start Evaluation (12000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 20:06:46 > Calculating FID Score....
[INFO] 2021-01-25 20:07:37 > Calculating Inception Score....
[INFO] 2021-01-25 20:08:10 > Calculate F_beta Score....
[INFO] 2021-01-25 20:16:05 > Calculate Accuracies....
[INFO] 2021-01-25 20:16:50 > Calculate Accuracies....
[INFO] 2021-01-25 20:20:34 > F_8 score (Step: 12000, Using valid images): 0.5170014839464901
[INFO] 2021-01-25 20:20:34 > F_1/8 score (Step: 12000, Using valid images): 0.7562941377869133
[INFO] 2021-01-25 20:20:34 > FID score (Step: 12000, Using valid moments): 67.88407915155346
[INFO] 2021-01-25 20:20:34 > Inception score (Step: 12000, 50000 generated images): 12.110555648803711
[INFO] 2021-01-25 20:20:34 > Best FID score (Step: 12000, Using valid moments): 67.88407915155346
[INFO] 2021-01-25 20:21:28 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 20:23:51 > Step:   12100 Progress: 6.0% Elapsed: 6:19:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.81274 Generator_loss: 5.34973 
[INFO] 2021-01-25 20:26:14 > Step:   12200 Progress: 6.1% Elapsed: 6:21:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.50896 Generator_loss: 5.68229 
[INFO] 2021-01-25 20:28:37 > Step:   12300 Progress: 6.2% Elapsed: 6:24:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.77072 Generator_loss: 5.70675 
[INFO] 2021-01-25 20:30:59 > Step:   12400 Progress: 6.2% Elapsed: 6:26:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.53447 Generator_loss: 5.60799 
[INFO] 2021-01-25 20:33:22 > Step:   12500 Progress: 6.2% Elapsed: 6:28:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.77912 Generator_loss: 5.49256 
[INFO] 2021-01-25 20:36:15 > Step:   12600 Progress: 6.3% Elapsed: 6:31:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.79797 Generator_loss: 5.57717 
[INFO] 2021-01-25 20:38:38 > Step:   12700 Progress: 6.3% Elapsed: 6:34:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.55056 Generator_loss: 5.64841 
[INFO] 2021-01-25 20:41:02 > Step:   12800 Progress: 6.4% Elapsed: 6:36:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.64324 Generator_loss: 6.46401 
[INFO] 2021-01-25 20:43:26 > Step:   12900 Progress: 6.5% Elapsed: 6:38:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.60463 Generator_loss: 5.79411 
[INFO] 2021-01-25 20:45:49 > Step:   13000 Progress: 6.5% Elapsed: 6:41:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.60806 Generator_loss: 5.3473 
[INFO] 2021-01-25 20:48:13 > Step:   13100 Progress: 6.6% Elapsed: 6:43:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.71158 Generator_loss: 5.7891 
[INFO] 2021-01-25 20:50:37 > Step:   13200 Progress: 6.6% Elapsed: 6:46:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.90228 Generator_loss: 5.48323 
[INFO] 2021-01-25 20:53:01 > Step:   13300 Progress: 6.7% Elapsed: 6:48:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.73218 Generator_loss: 5.68646 
[INFO] 2021-01-25 20:55:25 > Step:   13400 Progress: 6.7% Elapsed: 6:50:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.47626 Generator_loss: 5.69476 
[INFO] 2021-01-25 20:57:49 > Step:   13500 Progress: 6.8% Elapsed: 6:53:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.52072 Generator_loss: 5.5985 
[INFO] 2021-01-25 21:00:13 > Step:   13600 Progress: 6.8% Elapsed: 6:55:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.72129 Generator_loss: 5.36918 
[INFO] 2021-01-25 21:02:37 > Step:   13700 Progress: 6.9% Elapsed: 6:58:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.67762 Generator_loss: 5.53258 
[INFO] 2021-01-25 21:05:01 > Step:   13800 Progress: 6.9% Elapsed: 7:00:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.58144 Generator_loss: 5.6923 
[INFO] 2021-01-25 21:07:25 > Step:   13900 Progress: 7.0% Elapsed: 7:02:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.43171 Generator_loss: 5.75049 
[INFO] 2021-01-25 21:09:49 > Step:   14000 Progress: 7.0% Elapsed: 7:05:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.59383 Generator_loss: 5.52598 
[INFO] 2021-01-25 21:09:49 > Start Evaluation (14000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 21:09:49 > Calculating FID Score....
[INFO] 2021-01-25 21:10:39 > Calculating Inception Score....
[INFO] 2021-01-25 21:11:12 > Calculate F_beta Score....
[INFO] 2021-01-25 21:18:35 > Calculate Accuracies....
[INFO] 2021-01-25 21:19:20 > Calculate Accuracies....
[INFO] 2021-01-25 21:23:01 > F_8 score (Step: 14000, Using valid images): 0.5258017454948135
[INFO] 2021-01-25 21:23:01 > F_1/8 score (Step: 14000, Using valid images): 0.7705162215906955
[INFO] 2021-01-25 21:23:01 > FID score (Step: 14000, Using valid moments): 66.26140270352232
[INFO] 2021-01-25 21:23:01 > Inception score (Step: 14000, 50000 generated images): 12.343955039978027
[INFO] 2021-01-25 21:23:01 > Best FID score (Step: 14000, Using valid moments): 66.26140270352232
[INFO] 2021-01-25 21:23:51 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 21:26:14 > Step:   14100 Progress: 7.0% Elapsed: 7:21:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.80998 Generator_loss: 5.54337 
[INFO] 2021-01-25 21:28:37 > Step:   14200 Progress: 7.1% Elapsed: 7:24:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.72996 Generator_loss: 5.61159 
[INFO] 2021-01-25 21:31:01 > Step:   14300 Progress: 7.1% Elapsed: 7:26:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.63325 Generator_loss: 5.71157 
[INFO] 2021-01-25 21:33:24 > Step:   14400 Progress: 7.2% Elapsed: 7:28:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.55179 Generator_loss: 5.47526 
[INFO] 2021-01-25 21:35:48 > Step:   14500 Progress: 7.2% Elapsed: 7:31:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.3725 Generator_loss: 5.937 
[INFO] 2021-01-25 21:38:35 > Step:   14600 Progress: 7.3% Elapsed: 7:34:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.43114 Generator_loss: 6.46338 
[INFO] 2021-01-25 21:41:00 > Step:   14700 Progress: 7.3% Elapsed: 7:36:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.69563 Generator_loss: 5.59526 
[INFO] 2021-01-25 21:43:24 > Step:   14800 Progress: 7.4% Elapsed: 7:38:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.87632 Generator_loss: 5.52994 
[INFO] 2021-01-25 21:45:48 > Step:   14900 Progress: 7.4% Elapsed: 7:41:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.60501 Generator_loss: 5.69218 
[INFO] 2021-01-25 21:48:12 > Step:   15000 Progress: 7.5% Elapsed: 7:43:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.36425 Generator_loss: 5.71415 
[INFO] 2021-01-25 21:50:39 > Step:   15100 Progress: 7.5% Elapsed: 7:46:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.93578 Generator_loss: 5.57743 
[INFO] 2021-01-25 21:53:04 > Step:   15200 Progress: 7.6% Elapsed: 7:48:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.43844 Generator_loss: 5.74037 
[INFO] 2021-01-25 21:55:28 > Step:   15300 Progress: 7.6% Elapsed: 7:50:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.63401 Generator_loss: 5.69042 
[INFO] 2021-01-25 21:57:52 > Step:   15400 Progress: 7.7% Elapsed: 7:53:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.59502 Generator_loss: 5.55447 
[INFO] 2021-01-25 22:00:16 > Step:   15500 Progress: 7.8% Elapsed: 7:55:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.54843 Generator_loss: 5.54287 
[INFO] 2021-01-25 22:02:41 > Step:   15600 Progress: 7.8% Elapsed: 7:58:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.45321 Generator_loss: 5.79794 
[INFO] 2021-01-25 22:05:05 > Step:   15700 Progress: 7.8% Elapsed: 8:00:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.39792 Generator_loss: 5.64079 
[INFO] 2021-01-25 22:07:29 > Step:   15800 Progress: 7.9% Elapsed: 8:02:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.74194 Generator_loss: 5.54902 
[INFO] 2021-01-25 22:09:53 > Step:   15900 Progress: 8.0% Elapsed: 8:05:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.30171 Generator_loss: 5.94958 
[INFO] 2021-01-25 22:12:16 > Step:   16000 Progress: 8.0% Elapsed: 8:07:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.57587 Generator_loss: 5.70308 
[INFO] 2021-01-25 22:12:16 > Start Evaluation (16000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 22:12:16 > Calculating FID Score....
[INFO] 2021-01-25 22:13:08 > Calculating Inception Score....
[INFO] 2021-01-25 22:13:41 > Calculate F_beta Score....
[INFO] 2021-01-25 22:20:56 > Calculate Accuracies....
[INFO] 2021-01-25 22:21:41 > Calculate Accuracies....
[INFO] 2021-01-25 22:25:24 > F_8 score (Step: 16000, Using valid images): 0.5437438878919805
[INFO] 2021-01-25 22:25:24 > F_1/8 score (Step: 16000, Using valid images): 0.8148765276193276
[INFO] 2021-01-25 22:25:24 > FID score (Step: 16000, Using valid moments): 62.81582875911613
[INFO] 2021-01-25 22:25:24 > Inception score (Step: 16000, 50000 generated images): 13.139592170715332
[INFO] 2021-01-25 22:25:24 > Best FID score (Step: 16000, Using valid moments): 62.81582875911613
[INFO] 2021-01-25 22:26:12 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 22:28:36 > Step:   16100 Progress: 8.1% Elapsed: 8:24:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.5063 Generator_loss: 5.62515 
[INFO] 2021-01-25 22:30:59 > Step:   16200 Progress: 8.1% Elapsed: 8:26:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.52515 Generator_loss: 5.81411 
[INFO] 2021-01-25 22:33:23 > Step:   16300 Progress: 8.2% Elapsed: 8:28:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.55576 Generator_loss: 5.75525 
[INFO] 2021-01-25 22:36:08 > Step:   16400 Progress: 8.2% Elapsed: 8:31:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.51785 Generator_loss: 5.69091 
[INFO] 2021-01-25 22:38:32 > Step:   16500 Progress: 8.2% Elapsed: 8:33:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.63828 Generator_loss: 5.57292 
[INFO] 2021-01-25 22:40:57 > Step:   16600 Progress: 8.3% Elapsed: 8:36:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.56798 Generator_loss: 5.69276 
[INFO] 2021-01-25 22:43:21 > Step:   16700 Progress: 8.3% Elapsed: 8:38:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.50602 Generator_loss: 5.84886 
[INFO] 2021-01-25 22:45:45 > Step:   16800 Progress: 8.4% Elapsed: 8:41:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.39683 Generator_loss: 5.89822 
[INFO] 2021-01-25 22:48:09 > Step:   16900 Progress: 8.5% Elapsed: 8:43:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.36064 Generator_loss: 6.56926 
[INFO] 2021-01-25 22:50:33 > Step:   17000 Progress: 8.5% Elapsed: 8:45:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.56352 Generator_loss: 5.6494 
[INFO] 2021-01-25 22:52:57 > Step:   17100 Progress: 8.6% Elapsed: 8:48:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.26967 Generator_loss: 6.02869 
[INFO] 2021-01-25 22:55:21 > Step:   17200 Progress: 8.6% Elapsed: 8:50:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.62035 Generator_loss: 5.56194 
[INFO] 2021-01-25 22:57:45 > Step:   17300 Progress: 8.6% Elapsed: 8:53:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.43408 Generator_loss: 5.78886 
[INFO] 2021-01-25 23:00:09 > Step:   17400 Progress: 8.7% Elapsed: 8:55:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.50969 Generator_loss: 6.03943 
[INFO] 2021-01-25 23:02:33 > Step:   17500 Progress: 8.8% Elapsed: 8:58:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.31539 Generator_loss: 5.80856 
[INFO] 2021-01-25 23:05:00 > Step:   17600 Progress: 8.8% Elapsed: 9:00:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.314 Generator_loss: 5.92797 
[INFO] 2021-01-25 23:07:25 > Step:   17700 Progress: 8.8% Elapsed: 9:02:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.75533 Generator_loss: 5.51374 
[INFO] 2021-01-25 23:09:49 > Step:   17800 Progress: 8.9% Elapsed: 9:05:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.68888 Generator_loss: 5.62533 
[INFO] 2021-01-25 23:12:13 > Step:   17900 Progress: 8.9% Elapsed: 9:07:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.68978 Generator_loss: 5.68123 
[INFO] 2021-01-25 23:14:37 > Step:   18000 Progress: 9.0% Elapsed: 9:10:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.32743 Generator_loss: 5.77646 
[INFO] 2021-01-25 23:14:37 > Start Evaluation (18000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 23:14:37 > Calculating FID Score....
[INFO] 2021-01-25 23:15:28 > Calculating Inception Score....
[INFO] 2021-01-25 23:16:01 > Calculate F_beta Score....
[INFO] 2021-01-25 23:23:25 > Calculate Accuracies....
[INFO] 2021-01-25 23:24:11 > Calculate Accuracies....
[INFO] 2021-01-25 23:27:53 > F_8 score (Step: 18000, Using valid images): 0.5219575409523035
[INFO] 2021-01-25 23:27:53 > F_1/8 score (Step: 18000, Using valid images): 0.8116541067684246
[INFO] 2021-01-25 23:27:53 > FID score (Step: 18000, Using valid moments): 61.77246676092682
[INFO] 2021-01-25 23:27:53 > Inception score (Step: 18000, 50000 generated images): 13.275030136108398
[INFO] 2021-01-25 23:27:53 > Best FID score (Step: 18000, Using valid moments): 61.77246676092682
[INFO] 2021-01-25 23:28:42 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-25 23:31:05 > Step:   18100 Progress: 9.0% Elapsed: 9:26:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.38611 Generator_loss: 5.75047 
[INFO] 2021-01-25 23:33:28 > Step:   18200 Progress: 9.1% Elapsed: 9:28:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.5255 Generator_loss: 5.46544 
[INFO] 2021-01-25 23:35:52 > Step:   18300 Progress: 9.2% Elapsed: 9:31:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.79167 Generator_loss: 5.83278 
[INFO] 2021-01-25 23:38:15 > Step:   18400 Progress: 9.2% Elapsed: 9:33:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.43563 Generator_loss: 5.64993 
[INFO] 2021-01-25 23:40:39 > Step:   18500 Progress: 9.2% Elapsed: 9:36:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.57872 Generator_loss: 5.7447 
[INFO] 2021-01-25 23:43:02 > Step:   18600 Progress: 9.3% Elapsed: 9:38:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.56866 Generator_loss: 5.60676 
[INFO] 2021-01-25 23:45:26 > Step:   18700 Progress: 9.3% Elapsed: 9:40:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.72864 Generator_loss: 5.54455 
[INFO] 2021-01-25 23:47:50 > Step:   18800 Progress: 9.4% Elapsed: 9:43:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.43798 Generator_loss: 5.90003 
[INFO] 2021-01-25 23:50:13 > Step:   18900 Progress: 9.4% Elapsed: 9:45:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.57471 Generator_loss: 5.59449 
[INFO] 2021-01-25 23:52:37 > Step:   19000 Progress: 9.5% Elapsed: 9:48:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.35506 Generator_loss: 5.79187 
[INFO] 2021-01-25 23:55:00 > Step:   19100 Progress: 9.6% Elapsed: 9:50:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.23922 Generator_loss: 5.91727 
[INFO] 2021-01-25 23:57:48 > Step:   19200 Progress: 9.6% Elapsed: 9:53:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.33694 Generator_loss: 5.83591 
[INFO] 2021-01-26 00:00:12 > Step:   19300 Progress: 9.7% Elapsed: 9:55:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.17786 Generator_loss: 6.14256 
[INFO] 2021-01-26 00:02:37 > Step:   19400 Progress: 9.7% Elapsed: 9:58:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.30891 Generator_loss: 5.8445 
[INFO] 2021-01-26 00:05:01 > Step:   19500 Progress: 9.8% Elapsed: 10:00:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.55347 Generator_loss: 5.74526 
[INFO] 2021-01-26 00:07:24 > Step:   19600 Progress: 9.8% Elapsed: 10:02:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.4471 Generator_loss: 5.62525 
[INFO] 2021-01-26 00:09:49 > Step:   19700 Progress: 9.8% Elapsed: 10:05:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.26996 Generator_loss: 5.67402 
[INFO] 2021-01-26 00:12:13 > Step:   19800 Progress: 9.9% Elapsed: 10:07:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.57552 Generator_loss: 5.63694 
[INFO] 2021-01-26 00:14:37 > Step:   19900 Progress: 10.0% Elapsed: 10:10:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.57127 Generator_loss: 5.82162 
[INFO] 2021-01-26 00:17:01 > Step:   20000 Progress: 10.0% Elapsed: 10:12:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.46379 Generator_loss: 5.91892 
[INFO] 2021-01-26 00:17:01 > Start Evaluation (20000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 00:17:01 > Calculating FID Score....
[INFO] 2021-01-26 00:17:54 > Calculating Inception Score....
[INFO] 2021-01-26 00:18:28 > Calculate F_beta Score....
[INFO] 2021-01-26 00:25:43 > Calculate Accuracies....
[INFO] 2021-01-26 00:26:28 > Calculate Accuracies....
[INFO] 2021-01-26 00:30:10 > F_8 score (Step: 20000, Using valid images): 0.5614751188336911
[INFO] 2021-01-26 00:30:10 > F_1/8 score (Step: 20000, Using valid images): 0.8168210238977017
[INFO] 2021-01-26 00:30:10 > FID score (Step: 20000, Using valid moments): 56.98214715468623
[INFO] 2021-01-26 00:30:10 > Inception score (Step: 20000, 50000 generated images): 13.305340766906738
[INFO] 2021-01-26 00:30:10 > Best FID score (Step: 20000, Using valid moments): 56.98214715468623
[INFO] 2021-01-26 00:30:59 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 00:33:26 > Step:   20100 Progress: 10.1% Elapsed: 10:28:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.76483 Generator_loss: 5.41369 
[INFO] 2021-01-26 00:35:50 > Step:   20200 Progress: 10.1% Elapsed: 10:31:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.398 Generator_loss: 5.78248 
[INFO] 2021-01-26 00:38:13 > Step:   20300 Progress: 10.2% Elapsed: 10:33:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.22214 Generator_loss: 5.9255 
[INFO] 2021-01-26 00:40:37 > Step:   20400 Progress: 10.2% Elapsed: 10:36:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.29237 Generator_loss: 5.89711 
[INFO] 2021-01-26 00:43:00 > Step:   20500 Progress: 10.2% Elapsed: 10:38:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.61611 Generator_loss: 5.57787 
[INFO] 2021-01-26 00:45:44 > Step:   20600 Progress: 10.3% Elapsed: 10:41:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.31248 Generator_loss: 6.11403 
[INFO] 2021-01-26 00:48:08 > Step:   20700 Progress: 10.3% Elapsed: 10:43:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.42505 Generator_loss: 5.84502 
[INFO] 2021-01-26 00:50:32 > Step:   20800 Progress: 10.4% Elapsed: 10:45:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.32435 Generator_loss: 5.90383 
[INFO] 2021-01-26 00:52:56 > Step:   20900 Progress: 10.4% Elapsed: 10:48:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.49662 Generator_loss: 5.63539 
[INFO] 2021-01-26 00:55:20 > Step:   21000 Progress: 10.5% Elapsed: 10:50:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.49924 Generator_loss: 5.89209 
[INFO] 2021-01-26 00:57:43 > Step:   21100 Progress: 10.5% Elapsed: 10:53:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.25684 Generator_loss: 6.11417 
[INFO] 2021-01-26 01:00:07 > Step:   21200 Progress: 10.6% Elapsed: 10:55:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.40053 Generator_loss: 5.85049 
[INFO] 2021-01-26 01:02:32 > Step:   21300 Progress: 10.7% Elapsed: 10:57:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.64141 Generator_loss: 5.52033 
[INFO] 2021-01-26 01:04:56 > Step:   21400 Progress: 10.7% Elapsed: 11:00:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.29173 Generator_loss: 5.86219 
[INFO] 2021-01-26 01:07:20 > Step:   21500 Progress: 10.8% Elapsed: 11:02:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.43541 Generator_loss: 5.64147 
[INFO] 2021-01-26 01:09:44 > Step:   21600 Progress: 10.8% Elapsed: 11:05:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.44669 Generator_loss: 5.82635 
[INFO] 2021-01-26 01:12:08 > Step:   21700 Progress: 10.8% Elapsed: 11:07:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.16245 Generator_loss: 6.60945 
[INFO] 2021-01-26 01:14:32 > Step:   21800 Progress: 10.9% Elapsed: 11:09:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.58844 Generator_loss: 5.55299 
[INFO] 2021-01-26 01:16:56 > Step:   21900 Progress: 10.9% Elapsed: 11:12:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.52793 Generator_loss: 5.95084 
[INFO] 2021-01-26 01:19:21 > Step:   22000 Progress: 11.0% Elapsed: 11:14:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.34427 Generator_loss: 5.97647 
[INFO] 2021-01-26 01:19:21 > Start Evaluation (22000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 01:19:21 > Calculating FID Score....
[INFO] 2021-01-26 01:20:12 > Calculating Inception Score....
[INFO] 2021-01-26 01:20:46 > Calculate F_beta Score....
[INFO] 2021-01-26 01:28:45 > Calculate Accuracies....
[INFO] 2021-01-26 01:29:31 > Calculate Accuracies....
[INFO] 2021-01-26 01:33:15 > F_8 score (Step: 22000, Using valid images): 0.5679662397208682
[INFO] 2021-01-26 01:33:15 > F_1/8 score (Step: 22000, Using valid images): 0.8502479417676226
[INFO] 2021-01-26 01:33:15 > FID score (Step: 22000, Using valid moments): 53.38856439164226
[INFO] 2021-01-26 01:33:15 > Inception score (Step: 22000, 50000 generated images): 13.934990882873535
[INFO] 2021-01-26 01:33:15 > Best FID score (Step: 22000, Using valid moments): 53.38856439164226
[INFO] 2021-01-26 01:34:04 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 01:36:27 > Step:   22100 Progress: 11.1% Elapsed: 11:31:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.51503 Generator_loss: 5.64177 
[INFO] 2021-01-26 01:38:50 > Step:   22200 Progress: 11.1% Elapsed: 11:34:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.37748 Generator_loss: 5.66328 
[INFO] 2021-01-26 01:41:14 > Step:   22300 Progress: 11.2% Elapsed: 11:36:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.37897 Generator_loss: 5.74071 
[INFO] 2021-01-26 01:43:37 > Step:   22400 Progress: 11.2% Elapsed: 11:39:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.30918 Generator_loss: 5.9209 
[INFO] 2021-01-26 01:46:01 > Step:   22500 Progress: 11.2% Elapsed: 11:41:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.27168 Generator_loss: 6.07576 
[INFO] 2021-01-26 01:48:50 > Step:   22600 Progress: 11.3% Elapsed: 11:44:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.19895 Generator_loss: 6.34962 
[INFO] 2021-01-26 01:51:14 > Step:   22700 Progress: 11.3% Elapsed: 11:46:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.76728 Generator_loss: 5.60982 
[INFO] 2021-01-26 01:53:39 > Step:   22800 Progress: 11.4% Elapsed: 11:49:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.46907 Generator_loss: 5.54418 
[INFO] 2021-01-26 01:56:04 > Step:   22900 Progress: 11.5% Elapsed: 11:51:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.61666 Generator_loss: 5.89215 
[INFO] 2021-01-26 01:58:28 > Step:   23000 Progress: 11.5% Elapsed: 11:53:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.44361 Generator_loss: 5.77433 
[INFO] 2021-01-26 02:00:52 > Step:   23100 Progress: 11.6% Elapsed: 11:56:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.38111 Generator_loss: 5.77577 
[INFO] 2021-01-26 02:03:16 > Step:   23200 Progress: 11.6% Elapsed: 11:58:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.42938 Generator_loss: 5.6276 
[INFO] 2021-01-26 02:05:40 > Step:   23300 Progress: 11.7% Elapsed: 12:01:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.19033 Generator_loss: 5.89679 
[INFO] 2021-01-26 02:08:04 > Step:   23400 Progress: 11.7% Elapsed: 12:03:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.31012 Generator_loss: 6.01574 
[INFO] 2021-01-26 02:10:28 > Step:   23500 Progress: 11.8% Elapsed: 12:05:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.12342 Generator_loss: 6.16161 
[INFO] 2021-01-26 02:12:52 > Step:   23600 Progress: 11.8% Elapsed: 12:08:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.67015 Generator_loss: 5.45732 
[INFO] 2021-01-26 02:15:16 > Step:   23700 Progress: 11.8% Elapsed: 12:10:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.25722 Generator_loss: 5.97447 
[INFO] 2021-01-26 02:17:40 > Step:   23800 Progress: 11.9% Elapsed: 12:13:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.41941 Generator_loss: 5.93953 
[INFO] 2021-01-26 02:20:05 > Step:   23900 Progress: 11.9% Elapsed: 12:15:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.22581 Generator_loss: 6.07194 
[INFO] 2021-01-26 02:22:30 > Step:   24000 Progress: 12.0% Elapsed: 12:17:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.21525 Generator_loss: 5.95636 
[INFO] 2021-01-26 02:22:30 > Start Evaluation (24000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 02:22:30 > Calculating FID Score....
[INFO] 2021-01-26 02:23:21 > Calculating Inception Score....
[INFO] 2021-01-26 02:23:55 > Calculate F_beta Score....
[INFO] 2021-01-26 02:31:18 > Calculate Accuracies....
[INFO] 2021-01-26 02:32:04 > Calculate Accuracies....
[INFO] 2021-01-26 02:35:46 > F_8 score (Step: 24000, Using valid images): 0.6181865207513265
[INFO] 2021-01-26 02:35:46 > F_1/8 score (Step: 24000, Using valid images): 0.8561819204010681
[INFO] 2021-01-26 02:35:46 > FID score (Step: 24000, Using valid moments): 49.82560286888429
[INFO] 2021-01-26 02:35:46 > Inception score (Step: 24000, 50000 generated images): 14.567071914672852
[INFO] 2021-01-26 02:35:46 > Best FID score (Step: 24000, Using valid moments): 49.82560286888429
[INFO] 2021-01-26 02:36:35 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 02:38:59 > Step:   24100 Progress: 12.0% Elapsed: 12:34:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.49651 Generator_loss: 5.72445 
[INFO] 2021-01-26 02:41:23 > Step:   24200 Progress: 12.1% Elapsed: 12:36:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.1705 Generator_loss: 6.18519 
[INFO] 2021-01-26 02:43:46 > Step:   24300 Progress: 12.2% Elapsed: 12:39:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.30946 Generator_loss: 5.83968 
[INFO] 2021-01-26 02:46:10 > Step:   24400 Progress: 12.2% Elapsed: 12:41:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.22119 Generator_loss: 5.95652 
[INFO] 2021-01-26 02:48:34 > Step:   24500 Progress: 12.2% Elapsed: 12:44:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.13865 Generator_loss: 6.11109 
[INFO] 2021-01-26 02:51:17 > Step:   24600 Progress: 12.3% Elapsed: 12:46:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.5811 Generator_loss: 5.63716 
[INFO] 2021-01-26 02:53:41 > Step:   24700 Progress: 12.3% Elapsed: 12:49:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.37215 Generator_loss: 5.73448 
[INFO] 2021-01-26 02:56:05 > Step:   24800 Progress: 12.4% Elapsed: 12:51:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.4567 Generator_loss: 5.83353 
[INFO] 2021-01-26 02:58:29 > Step:   24900 Progress: 12.4% Elapsed: 12:53:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.39198 Generator_loss: 6.00908 
[INFO] 2021-01-26 03:00:53 > Step:   25000 Progress: 12.5% Elapsed: 12:56:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.4357 Generator_loss: 5.5546 
[INFO] 2021-01-26 03:03:20 > Step:   25100 Progress: 12.6% Elapsed: 12:58:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.37189 Generator_loss: 5.78672 
[INFO] 2021-01-26 03:05:44 > Step:   25200 Progress: 12.6% Elapsed: 13:01:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.43131 Generator_loss: 5.70794 
[INFO] 2021-01-26 03:08:08 > Step:   25300 Progress: 12.7% Elapsed: 13:03:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.34275 Generator_loss: 5.9192 
[INFO] 2021-01-26 03:10:32 > Step:   25400 Progress: 12.7% Elapsed: 13:05:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.24236 Generator_loss: 5.93145 
[INFO] 2021-01-26 03:12:56 > Step:   25500 Progress: 12.8% Elapsed: 13:08:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.31211 Generator_loss: 6.0009 
[INFO] 2021-01-26 03:15:21 > Step:   25600 Progress: 12.8% Elapsed: 13:10:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.27316 Generator_loss: 5.96153 
[INFO] 2021-01-26 03:17:45 > Step:   25700 Progress: 12.8% Elapsed: 13:13:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.49405 Generator_loss: 5.55083 
[INFO] 2021-01-26 03:20:08 > Step:   25800 Progress: 12.9% Elapsed: 13:15:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.74766 Generator_loss: 5.77124 
[INFO] 2021-01-26 03:22:32 > Step:   25900 Progress: 13.0% Elapsed: 13:17:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.1837 Generator_loss: 6.29302 
[INFO] 2021-01-26 03:24:57 > Step:   26000 Progress: 13.0% Elapsed: 13:20:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.26016 Generator_loss: 6.13074 
[INFO] 2021-01-26 03:24:57 > Start Evaluation (26000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 03:24:57 > Calculating FID Score....
[INFO] 2021-01-26 03:25:49 > Calculating Inception Score....
[INFO] 2021-01-26 03:26:23 > Calculate F_beta Score....
[INFO] 2021-01-26 03:33:47 > Calculate Accuracies....
[INFO] 2021-01-26 03:34:32 > Calculate Accuracies....
[INFO] 2021-01-26 03:38:14 > F_8 score (Step: 26000, Using valid images): 0.6041994964773343
[INFO] 2021-01-26 03:38:14 > F_1/8 score (Step: 26000, Using valid images): 0.8414807861421773
[INFO] 2021-01-26 03:38:14 > FID score (Step: 26000, Using valid moments): 47.63830864245898
[INFO] 2021-01-26 03:38:14 > Inception score (Step: 26000, 50000 generated images): 15.133695602416992
[INFO] 2021-01-26 03:38:14 > Best FID score (Step: 26000, Using valid moments): 47.63830864245898
[INFO] 2021-01-26 03:39:04 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 03:41:28 > Step:   26100 Progress: 13.1% Elapsed: 13:36:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.29612 Generator_loss: 5.816 
[INFO] 2021-01-26 03:43:52 > Step:   26200 Progress: 13.1% Elapsed: 13:39:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.43613 Generator_loss: 5.83084 
[INFO] 2021-01-26 03:46:16 > Step:   26300 Progress: 13.2% Elapsed: 13:41:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.28546 Generator_loss: 5.80847 
[INFO] 2021-01-26 03:48:40 > Step:   26400 Progress: 13.2% Elapsed: 13:44:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.3148 Generator_loss: 5.70663 
[INFO] 2021-01-26 03:51:03 > Step:   26500 Progress: 13.2% Elapsed: 13:46:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.37731 Generator_loss: 5.85479 
[INFO] 2021-01-26 03:53:47 > Step:   26600 Progress: 13.3% Elapsed: 13:49:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.28521 Generator_loss: 6.07512 
[INFO] 2021-01-26 03:56:11 > Step:   26700 Progress: 13.4% Elapsed: 13:51:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.34808 Generator_loss: 5.89495 
[INFO] 2021-01-26 03:58:35 > Step:   26800 Progress: 13.4% Elapsed: 13:54:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.25427 Generator_loss: 5.67478 
[INFO] 2021-01-26 04:00:59 > Step:   26900 Progress: 13.5% Elapsed: 13:56:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.2943 Generator_loss: 5.90462 
[INFO] 2021-01-26 04:03:23 > Step:   27000 Progress: 13.5% Elapsed: 13:58:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.36692 Generator_loss: 5.61526 
[INFO] 2021-01-26 04:05:47 > Step:   27100 Progress: 13.6% Elapsed: 14:01:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.14505 Generator_loss: 6.4799 
[INFO] 2021-01-26 04:08:11 > Step:   27200 Progress: 13.6% Elapsed: 14:03:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.14477 Generator_loss: 6.33927 
[INFO] 2021-01-26 04:10:35 > Step:   27300 Progress: 13.7% Elapsed: 14:06:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.34123 Generator_loss: 5.77169 
[INFO] 2021-01-26 04:13:00 > Step:   27400 Progress: 13.7% Elapsed: 14:08:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.28681 Generator_loss: 5.478 
[INFO] 2021-01-26 04:15:24 > Step:   27500 Progress: 13.8% Elapsed: 14:10:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.47767 Generator_loss: 5.67872 
[INFO] 2021-01-26 04:17:50 > Step:   27600 Progress: 13.8% Elapsed: 14:13:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.27138 Generator_loss: 5.57185 
[INFO] 2021-01-26 04:20:14 > Step:   27700 Progress: 13.9% Elapsed: 14:15:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.53299 Generator_loss: 5.62146 
[INFO] 2021-01-26 04:22:38 > Step:   27800 Progress: 13.9% Elapsed: 14:18:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.53462 Generator_loss: 5.5924 
[INFO] 2021-01-26 04:25:03 > Step:   27900 Progress: 14.0% Elapsed: 14:20:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.19905 Generator_loss: 6.09219 
[INFO] 2021-01-26 04:27:27 > Step:   28000 Progress: 14.0% Elapsed: 14:22:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.49969 Generator_loss: 5.96781 
[INFO] 2021-01-26 04:27:27 > Start Evaluation (28000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 04:27:27 > Calculating FID Score....
[INFO] 2021-01-26 04:28:19 > Calculating Inception Score....
[INFO] 2021-01-26 04:28:54 > Calculate F_beta Score....
[INFO] 2021-01-26 04:36:51 > Calculate Accuracies....
[INFO] 2021-01-26 04:37:37 > Calculate Accuracies....
[INFO] 2021-01-26 04:41:20 > F_8 score (Step: 28000, Using valid images): 0.6057503123212127
[INFO] 2021-01-26 04:41:20 > F_1/8 score (Step: 28000, Using valid images): 0.8655585113046501
[INFO] 2021-01-26 04:41:20 > FID score (Step: 28000, Using valid moments): 45.6528035221736
[INFO] 2021-01-26 04:41:20 > Inception score (Step: 28000, 50000 generated images): 15.496038436889648
[INFO] 2021-01-26 04:41:20 > Best FID score (Step: 28000, Using valid moments): 45.6528035221736
[INFO] 2021-01-26 04:42:17 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 04:45:05 > Step:   28100 Progress: 14.1% Elapsed: 14:40:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.15715 Generator_loss: 6.6094 
[INFO] 2021-01-26 04:47:29 > Step:   28200 Progress: 14.1% Elapsed: 14:42:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.25886 Generator_loss: 5.98532 
[INFO] 2021-01-26 04:49:53 > Step:   28300 Progress: 14.1% Elapsed: 14:45:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.36333 Generator_loss: 5.83523 
[INFO] 2021-01-26 04:52:17 > Step:   28400 Progress: 14.2% Elapsed: 14:47:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.53147 Generator_loss: 5.72187 
[INFO] 2021-01-26 04:54:42 > Step:   28500 Progress: 14.2% Elapsed: 14:50:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.18802 Generator_loss: 6.4328 
[INFO] 2021-01-26 04:57:06 > Step:   28600 Progress: 14.3% Elapsed: 14:52:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.24154 Generator_loss: 6.43365 
[INFO] 2021-01-26 04:59:31 > Step:   28700 Progress: 14.3% Elapsed: 14:54:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.30925 Generator_loss: 5.88661 
[INFO] 2021-01-26 05:01:55 > Step:   28800 Progress: 14.4% Elapsed: 14:57:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.75516 Generator_loss: 5.64979 
[INFO] 2021-01-26 05:04:20 > Step:   28900 Progress: 14.4% Elapsed: 14:59:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.34836 Generator_loss: 6.00318 
[INFO] 2021-01-26 05:06:44 > Step:   29000 Progress: 14.5% Elapsed: 15:02:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.39449 Generator_loss: 5.83623 
[INFO] 2021-01-26 05:09:08 > Step:   29100 Progress: 14.5% Elapsed: 15:04:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.38339 Generator_loss: 5.85341 
[INFO] 2021-01-26 05:11:32 > Step:   29200 Progress: 14.6% Elapsed: 15:06:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.24457 Generator_loss: 6.1215 
[INFO] 2021-01-26 05:13:57 > Step:   29300 Progress: 14.6% Elapsed: 15:09:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.55335 Generator_loss: 5.62249 
[INFO] 2021-01-26 05:16:21 > Step:   29400 Progress: 14.7% Elapsed: 15:11:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.26342 Generator_loss: 5.96756 
[INFO] 2021-01-26 05:18:45 > Step:   29500 Progress: 14.8% Elapsed: 15:14:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.32355 Generator_loss: 5.80033 
[INFO] 2021-01-26 05:21:09 > Step:   29600 Progress: 14.8% Elapsed: 15:16:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.59767 Generator_loss: 5.58401 
[INFO] 2021-01-26 05:23:32 > Step:   29700 Progress: 14.8% Elapsed: 15:18:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.29509 Generator_loss: 5.75826 
[INFO] 2021-01-26 05:25:56 > Step:   29800 Progress: 14.9% Elapsed: 15:21:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.14017 Generator_loss: 5.94058 
[INFO] 2021-01-26 05:28:20 > Step:   29900 Progress: 14.9% Elapsed: 15:23:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.62747 Generator_loss: 5.66303 
[INFO] 2021-01-26 05:30:44 > Step:   30000 Progress: 15.0% Elapsed: 15:26:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.31861 Generator_loss: 5.69897 
[INFO] 2021-01-26 05:30:44 > Start Evaluation (30000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 05:30:44 > Calculating FID Score....
[INFO] 2021-01-26 05:31:37 > Calculating Inception Score....
[INFO] 2021-01-26 05:32:10 > Calculate F_beta Score....
[INFO] 2021-01-26 05:39:40 > Calculate Accuracies....
[INFO] 2021-01-26 05:40:25 > Calculate Accuracies....
[INFO] 2021-01-26 05:44:07 > F_8 score (Step: 30000, Using valid images): 0.6315403980411558
[INFO] 2021-01-26 05:44:07 > F_1/8 score (Step: 30000, Using valid images): 0.8751391034240847
[INFO] 2021-01-26 05:44:07 > FID score (Step: 30000, Using valid moments): 44.16523483791133
[INFO] 2021-01-26 05:44:07 > Inception score (Step: 30000, 50000 generated images): 15.92078685760498
[INFO] 2021-01-26 05:44:07 > Best FID score (Step: 30000, Using valid moments): 44.16523483791133
[INFO] 2021-01-26 05:44:57 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 05:47:23 > Step:   30100 Progress: 15.0% Elapsed: 15:42:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.14898 Generator_loss: 6.11042 
[INFO] 2021-01-26 05:49:47 > Step:   30200 Progress: 15.1% Elapsed: 15:45:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.33515 Generator_loss: 5.82345 
[INFO] 2021-01-26 05:52:10 > Step:   30300 Progress: 15.2% Elapsed: 15:47:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.21499 Generator_loss: 5.9571 
[INFO] 2021-01-26 05:54:34 > Step:   30400 Progress: 15.2% Elapsed: 15:50:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.74892 Generator_loss: 5.7775 
[INFO] 2021-01-26 05:56:57 > Step:   30500 Progress: 15.2% Elapsed: 15:52:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.34751 Generator_loss: 5.12671 
[INFO] 2021-01-26 05:59:20 > Step:   30600 Progress: 15.3% Elapsed: 15:54:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.3238 Generator_loss: 5.61207 
[INFO] 2021-01-26 06:01:44 > Step:   30700 Progress: 15.3% Elapsed: 15:57:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.25716 Generator_loss: 5.79155 
[INFO] 2021-01-26 06:04:08 > Step:   30800 Progress: 15.4% Elapsed: 15:59:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.16499 Generator_loss: 6.06344 
[INFO] 2021-01-26 06:06:31 > Step:   30900 Progress: 15.4% Elapsed: 16:01:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.15651 Generator_loss: 5.88702 
[INFO] 2021-01-26 06:08:54 > Step:   31000 Progress: 15.5% Elapsed: 16:04:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.2119 Generator_loss: 6.18879 
[INFO] 2021-01-26 06:11:49 > Step:   31100 Progress: 15.6% Elapsed: 16:07:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.28415 Generator_loss: 5.81827 
[INFO] 2021-01-26 06:14:13 > Step:   31200 Progress: 15.6% Elapsed: 16:09:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.40173 Generator_loss: 6.01317 
[INFO] 2021-01-26 06:16:37 > Step:   31300 Progress: 15.7% Elapsed: 16:12:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.4106 Generator_loss: 5.65627 
[INFO] 2021-01-26 06:19:01 > Step:   31400 Progress: 15.7% Elapsed: 16:14:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.26845 Generator_loss: 5.92205 
[INFO] 2021-01-26 06:21:25 > Step:   31500 Progress: 15.8% Elapsed: 16:16:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.19731 Generator_loss: 5.93993 
[INFO] 2021-01-26 06:23:48 > Step:   31600 Progress: 15.8% Elapsed: 16:19:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.22643 Generator_loss: 5.97753 
[INFO] 2021-01-26 06:26:12 > Step:   31700 Progress: 15.8% Elapsed: 16:21:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.34935 Generator_loss: 5.60432 
[INFO] 2021-01-26 06:28:36 > Step:   31800 Progress: 15.9% Elapsed: 16:24:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.38359 Generator_loss: 5.66382 
[INFO] 2021-01-26 06:31:00 > Step:   31900 Progress: 16.0% Elapsed: 16:26:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.28032 Generator_loss: 6.00731 
[INFO] 2021-01-26 06:33:24 > Step:   32000 Progress: 16.0% Elapsed: 16:28:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.25848 Generator_loss: 5.92994 
[INFO] 2021-01-26 06:33:24 > Start Evaluation (32000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 06:33:24 > Calculating FID Score....
[INFO] 2021-01-26 06:34:15 > Calculating Inception Score....
[INFO] 2021-01-26 06:34:50 > Calculate F_beta Score....
[INFO] 2021-01-26 06:42:13 > Calculate Accuracies....
[INFO] 2021-01-26 06:42:58 > Calculate Accuracies....
[INFO] 2021-01-26 06:46:41 > F_8 score (Step: 32000, Using valid images): 0.6311041862942715
[INFO] 2021-01-26 06:46:41 > F_1/8 score (Step: 32000, Using valid images): 0.8739233684792289
[INFO] 2021-01-26 06:46:41 > FID score (Step: 32000, Using valid moments): 42.89382041501642
[INFO] 2021-01-26 06:46:41 > Inception score (Step: 32000, 50000 generated images): 16.184322357177734
[INFO] 2021-01-26 06:46:41 > Best FID score (Step: 32000, Using valid moments): 42.89382041501642
[INFO] 2021-01-26 06:47:30 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 06:49:54 > Step:   32100 Progress: 16.1% Elapsed: 16:45:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.31783 Generator_loss: 5.85556 
[INFO] 2021-01-26 06:52:17 > Step:   32200 Progress: 16.1% Elapsed: 16:47:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.13834 Generator_loss: 5.99407 
[INFO] 2021-01-26 06:54:41 > Step:   32300 Progress: 16.2% Elapsed: 16:50:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.42726 Generator_loss: 6.00111 
[INFO] 2021-01-26 06:57:04 > Step:   32400 Progress: 16.2% Elapsed: 16:52:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.21569 Generator_loss: 6.52724 
[INFO] 2021-01-26 06:59:28 > Step:   32500 Progress: 16.2% Elapsed: 16:54:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.11139 Generator_loss: 6.17417 
[INFO] 2021-01-26 07:01:54 > Step:   32600 Progress: 16.3% Elapsed: 16:57:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.16647 Generator_loss: 5.69499 
[INFO] 2021-01-26 07:04:17 > Step:   32700 Progress: 16.4% Elapsed: 16:59:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.55534 Generator_loss: 5.85196 
[INFO] 2021-01-26 07:06:40 > Step:   32800 Progress: 16.4% Elapsed: 17:02:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.33424 Generator_loss: 5.78773 
[INFO] 2021-01-26 07:09:04 > Step:   32900 Progress: 16.4% Elapsed: 17:04:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.19904 Generator_loss: 5.68897 
[INFO] 2021-01-26 07:11:48 > Step:   33000 Progress: 16.5% Elapsed: 17:07:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.25968 Generator_loss: 5.68151 
[INFO] 2021-01-26 07:14:11 > Step:   33100 Progress: 16.6% Elapsed: 17:09:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.39111 Generator_loss: 5.96554 
[INFO] 2021-01-26 07:16:36 > Step:   33200 Progress: 16.6% Elapsed: 17:12:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.21957 Generator_loss: 5.68884 
[INFO] 2021-01-26 07:18:59 > Step:   33300 Progress: 16.7% Elapsed: 17:14:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.02418 Generator_loss: 6.19083 
[INFO] 2021-01-26 07:21:23 > Step:   33400 Progress: 16.7% Elapsed: 17:16:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.19234 Generator_loss: 5.96712 
[INFO] 2021-01-26 07:23:48 > Step:   33500 Progress: 16.8% Elapsed: 17:19:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.33821 Generator_loss: 5.82096 
[INFO] 2021-01-26 07:26:12 > Step:   33600 Progress: 16.8% Elapsed: 17:21:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.17832 Generator_loss: 6.5008 
[INFO] 2021-01-26 07:28:35 > Step:   33700 Progress: 16.9% Elapsed: 17:24:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.27815 Generator_loss: 5.92583 
[INFO] 2021-01-26 07:30:59 > Step:   33800 Progress: 16.9% Elapsed: 17:26:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.49376 Generator_loss: 5.71354 
[INFO] 2021-01-26 07:33:23 > Step:   33900 Progress: 17.0% Elapsed: 17:28:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.41429 Generator_loss: 5.80083 
[INFO] 2021-01-26 07:35:46 > Step:   34000 Progress: 17.0% Elapsed: 17:31:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.30494 Generator_loss: 6.00683 
[INFO] 2021-01-26 07:35:46 > Start Evaluation (34000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 07:35:46 > Calculating FID Score....
[INFO] 2021-01-26 07:36:38 > Calculating Inception Score....
[INFO] 2021-01-26 07:37:11 > Calculate F_beta Score....
[INFO] 2021-01-26 07:44:34 > Calculate Accuracies....
[INFO] 2021-01-26 07:45:19 > Calculate Accuracies....
[INFO] 2021-01-26 07:49:00 > F_8 score (Step: 34000, Using valid images): 0.6470580611477427
[INFO] 2021-01-26 07:49:00 > F_1/8 score (Step: 34000, Using valid images): 0.8927652903371782
[INFO] 2021-01-26 07:49:00 > FID score (Step: 34000, Using valid moments): 41.72448166329184
[INFO] 2021-01-26 07:49:00 > Inception score (Step: 34000, 50000 generated images): 16.33756446838379
[INFO] 2021-01-26 07:49:00 > Best FID score (Step: 34000, Using valid moments): 41.72448166329184
[INFO] 2021-01-26 07:50:05 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 07:52:28 > Step:   34100 Progress: 17.1% Elapsed: 17:47:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.28738 Generator_loss: 6.03376 
[INFO] 2021-01-26 07:54:51 > Step:   34200 Progress: 17.1% Elapsed: 17:50:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.65656 Generator_loss: 5.79163 
[INFO] 2021-01-26 07:57:14 > Step:   34300 Progress: 17.2% Elapsed: 17:52:41 temperature: 1.0 ada_p: No Discriminator_loss: 6.30257 Generator_loss: 5.61919 
[INFO] 2021-01-26 07:59:38 > Step:   34400 Progress: 17.2% Elapsed: 17:55:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.13739 Generator_loss: 5.82157 
[INFO] 2021-01-26 08:02:01 > Step:   34500 Progress: 17.2% Elapsed: 17:57:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.34805 Generator_loss: 5.77379 
[INFO] 2021-01-26 08:04:24 > Step:   34600 Progress: 17.3% Elapsed: 17:59:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.47085 Generator_loss: 5.41309 
[INFO] 2021-01-26 08:06:47 > Step:   34700 Progress: 17.3% Elapsed: 18:02:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.28008 Generator_loss: 6.05776 
[INFO] 2021-01-26 08:09:11 > Step:   34800 Progress: 17.4% Elapsed: 18:04:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.23189 Generator_loss: 6.0872 
[INFO] 2021-01-26 08:11:34 > Step:   34900 Progress: 17.4% Elapsed: 18:07:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.09674 Generator_loss: 5.98968 
[INFO] 2021-01-26 08:13:58 > Step:   35000 Progress: 17.5% Elapsed: 18:09:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.50012 Generator_loss: 5.66363 
[INFO] 2021-01-26 08:16:24 > Step:   35100 Progress: 17.5% Elapsed: 18:11:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.60235 Generator_loss: 5.59933 
[INFO] 2021-01-26 08:18:48 > Step:   35200 Progress: 17.6% Elapsed: 18:14:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.46944 Generator_loss: 5.70793 
[INFO] 2021-01-26 08:21:12 > Step:   35300 Progress: 17.6% Elapsed: 18:16:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.20553 Generator_loss: 6.51861 
[INFO] 2021-01-26 08:23:35 > Step:   35400 Progress: 17.7% Elapsed: 18:19:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.16181 Generator_loss: 6.17543 
[INFO] 2021-01-26 08:25:59 > Step:   35500 Progress: 17.8% Elapsed: 18:21:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.32346 Generator_loss: 5.79208 
[INFO] 2021-01-26 08:28:22 > Step:   35600 Progress: 17.8% Elapsed: 18:23:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.55253 Generator_loss: 6.53536 
[INFO] 2021-01-26 08:31:16 > Step:   35700 Progress: 17.8% Elapsed: 18:26:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.19587 Generator_loss: 5.87273 
[INFO] 2021-01-26 08:33:40 > Step:   35800 Progress: 17.9% Elapsed: 18:29:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.08502 Generator_loss: 6.08589 
[INFO] 2021-01-26 08:36:04 > Step:   35900 Progress: 17.9% Elapsed: 18:31:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.30549 Generator_loss: 6.14084 
[INFO] 2021-01-26 08:38:28 > Step:   36000 Progress: 18.0% Elapsed: 18:33:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.35335 Generator_loss: 5.85796 
[INFO] 2021-01-26 08:38:28 > Start Evaluation (36000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 08:38:28 > Calculating FID Score....
[INFO] 2021-01-26 08:39:20 > Calculating Inception Score....
[INFO] 2021-01-26 08:39:53 > Calculate F_beta Score....
[INFO] 2021-01-26 08:47:22 > Calculate Accuracies....
[INFO] 2021-01-26 08:48:07 > Calculate Accuracies....
[INFO] 2021-01-26 08:51:50 > F_8 score (Step: 36000, Using valid images): 0.6500163349533118
[INFO] 2021-01-26 08:51:50 > F_1/8 score (Step: 36000, Using valid images): 0.8800274356314118
[INFO] 2021-01-26 08:51:50 > FID score (Step: 36000, Using valid moments): 40.630462203607806
[INFO] 2021-01-26 08:51:50 > Inception score (Step: 36000, 50000 generated images): 16.537546157836914
[INFO] 2021-01-26 08:51:50 > Best FID score (Step: 36000, Using valid moments): 40.630462203607806
[INFO] 2021-01-26 08:52:39 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 08:55:03 > Step:   36100 Progress: 18.1% Elapsed: 18:50:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.20734 Generator_loss: 5.90158 
[INFO] 2021-01-26 08:57:27 > Step:   36200 Progress: 18.1% Elapsed: 18:52:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.01355 Generator_loss: 6.26309 
[INFO] 2021-01-26 08:59:51 > Step:   36300 Progress: 18.1% Elapsed: 18:55:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.39331 Generator_loss: 5.80232 
[INFO] 2021-01-26 09:02:39 > Step:   36400 Progress: 18.2% Elapsed: 18:58:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.14507 Generator_loss: 5.99716 
[INFO] 2021-01-26 09:05:04 > Step:   36500 Progress: 18.2% Elapsed: 19:00:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.60053 Generator_loss: 5.49144 
[INFO] 2021-01-26 09:07:28 > Step:   36600 Progress: 18.3% Elapsed: 19:02:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.11218 Generator_loss: 6.54167 
[INFO] 2021-01-26 09:09:53 > Step:   36700 Progress: 18.4% Elapsed: 19:05:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.06737 Generator_loss: 6.25416 
[INFO] 2021-01-26 09:12:17 > Step:   36800 Progress: 18.4% Elapsed: 19:07:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.27759 Generator_loss: 6.07624 
[INFO] 2021-01-26 09:14:41 > Step:   36900 Progress: 18.4% Elapsed: 19:10:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.11806 Generator_loss: 6.12862 
[INFO] 2021-01-26 09:17:05 > Step:   37000 Progress: 18.5% Elapsed: 19:12:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.292 Generator_loss: 5.63476 
[INFO] 2021-01-26 09:19:30 > Step:   37100 Progress: 18.6% Elapsed: 19:14:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.63326 Generator_loss: 5.72492 
[INFO] 2021-01-26 09:21:54 > Step:   37200 Progress: 18.6% Elapsed: 19:17:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.15886 Generator_loss: 5.99835 
[INFO] 2021-01-26 09:24:18 > Step:   37300 Progress: 18.6% Elapsed: 19:19:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.31155 Generator_loss: 5.81442 
[INFO] 2021-01-26 09:26:42 > Step:   37400 Progress: 18.7% Elapsed: 19:22:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.4335 Generator_loss: 5.85019 
[INFO] 2021-01-26 09:29:06 > Step:   37500 Progress: 18.8% Elapsed: 19:24:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.31435 Generator_loss: 5.81981 
[INFO] 2021-01-26 09:31:32 > Step:   37600 Progress: 18.8% Elapsed: 19:26:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.119 Generator_loss: 6.12619 
[INFO] 2021-01-26 09:33:56 > Step:   37700 Progress: 18.9% Elapsed: 19:29:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.154 Generator_loss: 5.95208 
[INFO] 2021-01-26 09:36:21 > Step:   37800 Progress: 18.9% Elapsed: 19:31:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.5689 Generator_loss: 5.53385 
[INFO] 2021-01-26 09:38:45 > Step:   37900 Progress: 18.9% Elapsed: 19:34:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.22837 Generator_loss: 5.85573 
[INFO] 2021-01-26 09:41:09 > Step:   38000 Progress: 19.0% Elapsed: 19:36:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.13716 Generator_loss: 5.96559 
[INFO] 2021-01-26 09:41:09 > Start Evaluation (38000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 09:41:09 > Calculating FID Score....
[INFO] 2021-01-26 09:42:03 > Calculating Inception Score....
[INFO] 2021-01-26 09:42:36 > Calculate F_beta Score....
[INFO] 2021-01-26 09:49:55 > Calculate Accuracies....
[INFO] 2021-01-26 09:50:40 > Calculate Accuracies....
[INFO] 2021-01-26 09:54:21 > F_8 score (Step: 38000, Using valid images): 0.653868042735566
[INFO] 2021-01-26 09:54:21 > F_1/8 score (Step: 38000, Using valid images): 0.8943407425861433
[INFO] 2021-01-26 09:54:21 > FID score (Step: 38000, Using valid moments): 39.776032910615186
[INFO] 2021-01-26 09:54:21 > Inception score (Step: 38000, 50000 generated images): 17.013551712036133
[INFO] 2021-01-26 09:54:21 > Best FID score (Step: 38000, Using valid moments): 39.776032910615186
[INFO] 2021-01-26 09:55:10 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 09:57:33 > Step:   38100 Progress: 19.1% Elapsed: 19:53:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.34347 Generator_loss: 5.88141 
[INFO] 2021-01-26 09:59:56 > Step:   38200 Progress: 19.1% Elapsed: 19:55:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.24313 Generator_loss: 5.6486 
[INFO] 2021-01-26 10:02:20 > Step:   38300 Progress: 19.1% Elapsed: 19:57:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.58724 Generator_loss: 5.51811 
[INFO] 2021-01-26 10:05:01 > Step:   38400 Progress: 19.2% Elapsed: 20:00:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.10441 Generator_loss: 5.89211 
[INFO] 2021-01-26 10:07:25 > Step:   38500 Progress: 19.2% Elapsed: 20:02:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.11654 Generator_loss: 5.97531 
[INFO] 2021-01-26 10:09:50 > Step:   38600 Progress: 19.3% Elapsed: 20:05:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.2398 Generator_loss: 5.55975 
[INFO] 2021-01-26 10:12:14 > Step:   38700 Progress: 19.4% Elapsed: 20:07:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.15257 Generator_loss: 5.60152 
[INFO] 2021-01-26 10:14:38 > Step:   38800 Progress: 19.4% Elapsed: 20:10:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.19207 Generator_loss: 5.89364 
[INFO] 2021-01-26 10:17:01 > Step:   38900 Progress: 19.4% Elapsed: 20:12:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.49417 Generator_loss: 5.68355 
[INFO] 2021-01-26 10:19:25 > Step:   39000 Progress: 19.5% Elapsed: 20:14:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.24075 Generator_loss: 6.05309 
[INFO] 2021-01-26 10:21:49 > Step:   39100 Progress: 19.6% Elapsed: 20:17:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.33281 Generator_loss: 5.67636 
[INFO] 2021-01-26 10:24:13 > Step:   39200 Progress: 19.6% Elapsed: 20:19:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.31321 Generator_loss: 5.78081 
[INFO] 2021-01-26 10:26:38 > Step:   39300 Progress: 19.7% Elapsed: 20:22:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.32954 Generator_loss: 5.92164 
[INFO] 2021-01-26 10:29:02 > Step:   39400 Progress: 19.7% Elapsed: 20:24:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.31388 Generator_loss: 5.68584 
[INFO] 2021-01-26 10:31:25 > Step:   39500 Progress: 19.8% Elapsed: 20:26:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.19915 Generator_loss: 6.06095 
[INFO] 2021-01-26 10:33:50 > Step:   39600 Progress: 19.8% Elapsed: 20:29:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.15044 Generator_loss: 6.05222 
[INFO] 2021-01-26 10:36:14 > Step:   39700 Progress: 19.9% Elapsed: 20:31:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.34735 Generator_loss: 5.86077 
[INFO] 2021-01-26 10:38:38 > Step:   39800 Progress: 19.9% Elapsed: 20:34:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.32849 Generator_loss: 5.82529 
[INFO] 2021-01-26 10:41:02 > Step:   39900 Progress: 20.0% Elapsed: 20:36:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.62645 Generator_loss: 5.61387 
[INFO] 2021-01-26 10:43:26 > Step:   40000 Progress: 20.0% Elapsed: 20:38:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.18616 Generator_loss: 5.93645 
[INFO] 2021-01-26 10:43:26 > Start Evaluation (40000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 10:43:26 > Calculating FID Score....
[INFO] 2021-01-26 10:44:20 > Calculating Inception Score....
[INFO] 2021-01-26 10:44:54 > Calculate F_beta Score....
[INFO] 2021-01-26 10:53:05 > Calculate Accuracies....
[INFO] 2021-01-26 10:53:51 > Calculate Accuracies....
[INFO] 2021-01-26 10:57:36 > F_8 score (Step: 40000, Using valid images): 0.6601641522941821
[INFO] 2021-01-26 10:57:36 > F_1/8 score (Step: 40000, Using valid images): 0.9000642844211346
[INFO] 2021-01-26 10:57:36 > FID score (Step: 40000, Using valid moments): 39.02010365151227
[INFO] 2021-01-26 10:57:36 > Inception score (Step: 40000, 50000 generated images): 17.14876365661621
[INFO] 2021-01-26 10:57:36 > Best FID score (Step: 40000, Using valid moments): 39.02010365151227
[INFO] 2021-01-26 10:58:28 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 11:00:56 > Step:   40100 Progress: 20.1% Elapsed: 20:56:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.18884 Generator_loss: 5.767 
[INFO] 2021-01-26 11:03:20 > Step:   40200 Progress: 20.1% Elapsed: 20:58:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.27364 Generator_loss: 5.8833 
[INFO] 2021-01-26 11:05:45 > Step:   40300 Progress: 20.2% Elapsed: 21:01:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.33694 Generator_loss: 5.95258 
[INFO] 2021-01-26 11:08:09 > Step:   40400 Progress: 20.2% Elapsed: 21:03:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.28138 Generator_loss: 6.12133 
[INFO] 2021-01-26 11:10:33 > Step:   40500 Progress: 20.2% Elapsed: 21:05:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.25729 Generator_loss: 6.02251 
[INFO] 2021-01-26 11:12:57 > Step:   40600 Progress: 20.3% Elapsed: 21:08:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.35891 Generator_loss: 5.76594 
[INFO] 2021-01-26 11:15:20 > Step:   40700 Progress: 20.3% Elapsed: 21:10:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.40455 Generator_loss: 5.74286 
[INFO] 2021-01-26 11:17:43 > Step:   40800 Progress: 20.4% Elapsed: 21:13:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.15513 Generator_loss: 6.00166 
[INFO] 2021-01-26 11:20:28 > Step:   40900 Progress: 20.4% Elapsed: 21:15:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.23025 Generator_loss: 5.76681 
[INFO] 2021-01-26 11:22:53 > Step:   41000 Progress: 20.5% Elapsed: 21:18:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.34358 Generator_loss: 5.69978 
[INFO] 2021-01-26 11:25:17 > Step:   41100 Progress: 20.5% Elapsed: 21:20:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.09256 Generator_loss: 6.4326 
[INFO] 2021-01-26 11:27:41 > Step:   41200 Progress: 20.6% Elapsed: 21:23:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.14265 Generator_loss: 6.0073 
[INFO] 2021-01-26 11:30:05 > Step:   41300 Progress: 20.6% Elapsed: 21:25:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.21599 Generator_loss: 5.89302 
[INFO] 2021-01-26 11:32:29 > Step:   41400 Progress: 20.7% Elapsed: 21:27:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.1682 Generator_loss: 6.02398 
[INFO] 2021-01-26 11:34:53 > Step:   41500 Progress: 20.8% Elapsed: 21:30:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.11235 Generator_loss: 5.80855 
[INFO] 2021-01-26 11:37:17 > Step:   41600 Progress: 20.8% Elapsed: 21:32:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.15421 Generator_loss: 6.10646 
[INFO] 2021-01-26 11:39:41 > Step:   41700 Progress: 20.8% Elapsed: 21:35:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.47651 Generator_loss: 5.6027 
[INFO] 2021-01-26 11:42:05 > Step:   41800 Progress: 20.9% Elapsed: 21:37:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.17938 Generator_loss: 6.18788 
[INFO] 2021-01-26 11:44:30 > Step:   41900 Progress: 20.9% Elapsed: 21:39:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.37651 Generator_loss: 5.83704 
[INFO] 2021-01-26 11:49:22 > Step:   42000 Progress: 21.0% Elapsed: 21:44:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.09808 Generator_loss: 5.96852 
[INFO] 2021-01-26 11:49:22 > Start Evaluation (42000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 11:49:22 > Calculating FID Score....
[INFO] 2021-01-26 11:50:53 > Calculating Inception Score....
[INFO] 2021-01-26 11:52:04 > Calculate F_beta Score....
[INFO] 2021-01-26 12:00:25 > Calculate Accuracies....
[INFO] 2021-01-26 12:02:00 > Calculate Accuracies....
[INFO] 2021-01-26 12:05:47 > F_8 score (Step: 42000, Using valid images): 0.6851059149935785
[INFO] 2021-01-26 12:05:47 > F_1/8 score (Step: 42000, Using valid images): 0.901661199981308
[INFO] 2021-01-26 12:05:47 > FID score (Step: 42000, Using valid moments): 38.2324701839413
[INFO] 2021-01-26 12:05:47 > Inception score (Step: 42000, 50000 generated images): 17.242578506469727
[INFO] 2021-01-26 12:05:47 > Best FID score (Step: 42000, Using valid moments): 38.2324701839413
[INFO] 2021-01-26 12:06:39 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 12:09:34 > Step:   42100 Progress: 21.1% Elapsed: 22:05:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.1186 Generator_loss: 6.05735 
[INFO] 2021-01-26 12:12:23 > Step:   42200 Progress: 21.1% Elapsed: 22:07:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.26402 Generator_loss: 5.90896 
[INFO] 2021-01-26 12:17:26 > Step:   42300 Progress: 21.1% Elapsed: 22:12:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.23771 Generator_loss: 5.84288 
[INFO] 2021-01-26 12:22:29 > Step:   42400 Progress: 21.2% Elapsed: 22:17:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.19198 Generator_loss: 6.70668 
[INFO] 2021-01-26 12:27:33 > Step:   42500 Progress: 21.2% Elapsed: 22:22:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.12549 Generator_loss: 6.32589 
[INFO] 2021-01-26 12:32:41 > Step:   42600 Progress: 21.3% Elapsed: 22:28:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.13569 Generator_loss: 5.91601 
[INFO] 2021-01-26 12:37:47 > Step:   42700 Progress: 21.3% Elapsed: 22:33:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.30371 Generator_loss: 5.83003 
[INFO] 2021-01-26 12:42:51 > Step:   42800 Progress: 21.4% Elapsed: 22:38:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.19862 Generator_loss: 5.9436 
[INFO] 2021-01-26 12:47:37 > Step:   42900 Progress: 21.4% Elapsed: 22:43:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.24802 Generator_loss: 6.00456 
[INFO] 2021-01-26 12:50:01 > Step:   43000 Progress: 21.5% Elapsed: 22:45:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.3785 Generator_loss: 6.00094 
[INFO] 2021-01-26 12:52:25 > Step:   43100 Progress: 21.6% Elapsed: 22:47:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.24459 Generator_loss: 5.81578 
[INFO] 2021-01-26 12:54:49 > Step:   43200 Progress: 21.6% Elapsed: 22:50:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.35404 Generator_loss: 5.72391 
[INFO] 2021-01-26 12:57:12 > Step:   43300 Progress: 21.6% Elapsed: 22:52:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.16437 Generator_loss: 6.69872 
[INFO] 2021-01-26 13:01:47 > Step:   43400 Progress: 21.7% Elapsed: 22:57:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.10568 Generator_loss: 6.00663 
[INFO] 2021-01-26 13:07:20 > Step:   43500 Progress: 21.8% Elapsed: 23:02:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.3778 Generator_loss: 5.74922 
[INFO] 2021-01-26 13:12:55 > Step:   43600 Progress: 21.8% Elapsed: 23:08:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.03774 Generator_loss: 6.50379 
[INFO] 2021-01-26 13:15:48 > Step:   43700 Progress: 21.9% Elapsed: 23:11:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.1266 Generator_loss: 5.97385 
[INFO] 2021-01-26 13:18:12 > Step:   43800 Progress: 21.9% Elapsed: 23:13:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.0521 Generator_loss: 6.22279 
[INFO] 2021-01-26 13:20:36 > Step:   43900 Progress: 21.9% Elapsed: 23:16:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.27427 Generator_loss: 5.5887 
[INFO] 2021-01-26 13:23:24 > Step:   44000 Progress: 22.0% Elapsed: 23:18:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.11607 Generator_loss: 6.50754 
[INFO] 2021-01-26 13:23:24 > Start Evaluation (44000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 13:23:24 > Calculating FID Score....
[INFO] 2021-01-26 13:24:16 > Calculating Inception Score....
[INFO] 2021-01-26 13:24:50 > Calculate F_beta Score....
[INFO] 2021-01-26 13:33:03 > Calculate Accuracies....
[INFO] 2021-01-26 13:33:49 > Calculate Accuracies....
[INFO] 2021-01-26 13:37:35 > F_8 score (Step: 44000, Using valid images): 0.6825213733465603
[INFO] 2021-01-26 13:37:35 > F_1/8 score (Step: 44000, Using valid images): 0.9012776744746405
[INFO] 2021-01-26 13:37:35 > FID score (Step: 44000, Using valid moments): 37.555641447062726
[INFO] 2021-01-26 13:37:35 > Inception score (Step: 44000, 50000 generated images): 17.520458221435547
[INFO] 2021-01-26 13:37:35 > Best FID score (Step: 44000, Using valid moments): 37.555641447062726
[INFO] 2021-01-26 13:38:27 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 13:40:51 > Step:   44100 Progress: 22.1% Elapsed: 23:36:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.12746 Generator_loss: 6.16887 
[INFO] 2021-01-26 13:43:14 > Step:   44200 Progress: 22.1% Elapsed: 23:38:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.28497 Generator_loss: 5.95311 
[INFO] 2021-01-26 13:45:38 > Step:   44300 Progress: 22.1% Elapsed: 23:41:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.20797 Generator_loss: 5.91137 
[INFO] 2021-01-26 13:48:02 > Step:   44400 Progress: 22.2% Elapsed: 23:43:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.12946 Generator_loss: 6.1131 
[INFO] 2021-01-26 13:50:25 > Step:   44500 Progress: 22.2% Elapsed: 23:45:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.17737 Generator_loss: 5.74412 
[INFO] 2021-01-26 13:53:09 > Step:   44600 Progress: 22.3% Elapsed: 23:48:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.03714 Generator_loss: 6.30018 
[INFO] 2021-01-26 13:55:33 > Step:   44700 Progress: 22.4% Elapsed: 23:51:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.34311 Generator_loss: 5.77543 
[INFO] 2021-01-26 13:57:58 > Step:   44800 Progress: 22.4% Elapsed: 23:53:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.26236 Generator_loss: 6.0217 
[INFO] 2021-01-26 14:00:22 > Step:   44900 Progress: 22.4% Elapsed: 23:55:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.11426 Generator_loss: 6.0112 
[INFO] 2021-01-26 14:02:47 > Step:   45000 Progress: 22.5% Elapsed: 23:58:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.09351 Generator_loss: 6.20425 
[INFO] 2021-01-26 14:05:14 > Step:   45100 Progress: 22.6% Elapsed: 1 day, 0:00:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.121 Generator_loss: 5.87372 
[INFO] 2021-01-26 14:07:40 > Step:   45200 Progress: 22.6% Elapsed: 1 day, 0:03:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.37844 Generator_loss: 5.80433 
[INFO] 2021-01-26 14:10:05 > Step:   45300 Progress: 22.7% Elapsed: 1 day, 0:05:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.25832 Generator_loss: 5.97088 
[INFO] 2021-01-26 14:12:29 > Step:   45400 Progress: 22.7% Elapsed: 1 day, 0:07:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.0681 Generator_loss: 6.45022 
[INFO] 2021-01-26 14:14:55 > Step:   45500 Progress: 22.8% Elapsed: 1 day, 0:10:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.14336 Generator_loss: 5.96517 
[INFO] 2021-01-26 14:17:19 > Step:   45600 Progress: 22.8% Elapsed: 1 day, 0:12:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.26621 Generator_loss: 5.58539 
[INFO] 2021-01-26 14:19:44 > Step:   45700 Progress: 22.9% Elapsed: 1 day, 0:15:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.73405 Generator_loss: 5.67534 
[INFO] 2021-01-26 14:22:09 > Step:   45800 Progress: 22.9% Elapsed: 1 day, 0:17:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.09001 Generator_loss: 6.06554 
[INFO] 2021-01-26 14:24:33 > Step:   45900 Progress: 22.9% Elapsed: 1 day, 0:19:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.11784 Generator_loss: 6.70833 
[INFO] 2021-01-26 14:26:58 > Step:   46000 Progress: 23.0% Elapsed: 1 day, 0:22:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.20638 Generator_loss: 5.91826 
[INFO] 2021-01-26 14:26:58 > Start Evaluation (46000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 14:26:58 > Calculating FID Score....
[INFO] 2021-01-26 14:27:51 > Calculating Inception Score....
[INFO] 2021-01-26 14:28:27 > Calculate F_beta Score....
[INFO] 2021-01-26 14:36:50 > Calculate Accuracies....
[INFO] 2021-01-26 14:37:36 > Calculate Accuracies....
[INFO] 2021-01-26 14:41:25 > F_8 score (Step: 46000, Using valid images): 0.693117941848162
[INFO] 2021-01-26 14:41:25 > F_1/8 score (Step: 46000, Using valid images): 0.910287937264354
[INFO] 2021-01-26 14:41:25 > FID score (Step: 46000, Using valid moments): 36.79924914534746
[INFO] 2021-01-26 14:41:25 > Inception score (Step: 46000, 50000 generated images): 17.685367584228516
[INFO] 2021-01-26 14:41:25 > Best FID score (Step: 46000, Using valid moments): 36.79924914534746
[INFO] 2021-01-26 14:42:15 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 14:44:39 > Step:   46100 Progress: 23.1% Elapsed: 1 day, 0:40:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.09324 Generator_loss: 6.12867 
[INFO] 2021-01-26 14:47:03 > Step:   46200 Progress: 23.1% Elapsed: 1 day, 0:42:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.65213 Generator_loss: 5.51001 
[INFO] 2021-01-26 14:49:27 > Step:   46300 Progress: 23.2% Elapsed: 1 day, 0:44:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.16415 Generator_loss: 6.0225 
[INFO] 2021-01-26 14:51:51 > Step:   46400 Progress: 23.2% Elapsed: 1 day, 0:47:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.11392 Generator_loss: 5.89266 
[INFO] 2021-01-26 14:54:15 > Step:   46500 Progress: 23.2% Elapsed: 1 day, 0:49:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.16483 Generator_loss: 5.93009 
[INFO] 2021-01-26 14:56:39 > Step:   46600 Progress: 23.3% Elapsed: 1 day, 0:52:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.20978 Generator_loss: 6.58246 
[INFO] 2021-01-26 14:59:03 > Step:   46700 Progress: 23.4% Elapsed: 1 day, 0:54:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.23509 Generator_loss: 5.87498 
[INFO] 2021-01-26 15:01:27 > Step:   46800 Progress: 23.4% Elapsed: 1 day, 0:56:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.37477 Generator_loss: 5.89268 
[INFO] 2021-01-26 15:03:51 > Step:   46900 Progress: 23.4% Elapsed: 1 day, 0:59:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.1538 Generator_loss: 5.89295 
[INFO] 2021-01-26 15:06:33 > Step:   47000 Progress: 23.5% Elapsed: 1 day, 1:01:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.08388 Generator_loss: 6.00333 
[INFO] 2021-01-26 15:08:57 > Step:   47100 Progress: 23.5% Elapsed: 1 day, 1:04:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.16717 Generator_loss: 6.02656 
[INFO] 2021-01-26 15:11:21 > Step:   47200 Progress: 23.6% Elapsed: 1 day, 1:06:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.13632 Generator_loss: 6.15751 
[INFO] 2021-01-26 15:13:46 > Step:   47300 Progress: 23.6% Elapsed: 1 day, 1:09:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.17255 Generator_loss: 6.21028 
[INFO] 2021-01-26 15:16:10 > Step:   47400 Progress: 23.7% Elapsed: 1 day, 1:11:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.27637 Generator_loss: 5.91659 
[INFO] 2021-01-26 15:18:35 > Step:   47500 Progress: 23.8% Elapsed: 1 day, 1:14:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.07922 Generator_loss: 6.254 
[INFO] 2021-01-26 15:21:02 > Step:   47600 Progress: 23.8% Elapsed: 1 day, 1:16:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.10051 Generator_loss: 6.1722 
[INFO] 2021-01-26 15:23:26 > Step:   47700 Progress: 23.8% Elapsed: 1 day, 1:18:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.08858 Generator_loss: 5.89183 
[INFO] 2021-01-26 15:25:51 > Step:   47800 Progress: 23.9% Elapsed: 1 day, 1:21:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.04002 Generator_loss: 6.547 
[INFO] 2021-01-26 15:28:15 > Step:   47900 Progress: 23.9% Elapsed: 1 day, 1:23:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.08796 Generator_loss: 6.12285 
[INFO] 2021-01-26 15:30:40 > Step:   48000 Progress: 24.0% Elapsed: 1 day, 1:26:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.07011 Generator_loss: 5.96411 
[INFO] 2021-01-26 15:30:40 > Start Evaluation (48000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 15:30:40 > Calculating FID Score....
[INFO] 2021-01-26 15:31:31 > Calculating Inception Score....
[INFO] 2021-01-26 15:32:06 > Calculate F_beta Score....
[INFO] 2021-01-26 15:39:32 > Calculate Accuracies....
[INFO] 2021-01-26 15:40:18 > Calculate Accuracies....
[INFO] 2021-01-26 15:44:00 > F_8 score (Step: 48000, Using valid images): 0.6844660970752378
[INFO] 2021-01-26 15:44:00 > F_1/8 score (Step: 48000, Using valid images): 0.904284255322438
[INFO] 2021-01-26 15:44:00 > FID score (Step: 48000, Using valid moments): 36.346388180860174
[INFO] 2021-01-26 15:44:00 > Inception score (Step: 48000, 50000 generated images): 17.76280975341797
[INFO] 2021-01-26 15:44:00 > Best FID score (Step: 48000, Using valid moments): 36.346388180860174
[INFO] 2021-01-26 15:44:48 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 15:47:12 > Step:   48100 Progress: 24.1% Elapsed: 1 day, 1:42:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.27749 Generator_loss: 5.93839 
[INFO] 2021-01-26 15:49:35 > Step:   48200 Progress: 24.1% Elapsed: 1 day, 1:45:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.36482 Generator_loss: 5.59316 
[INFO] 2021-01-26 15:51:59 > Step:   48300 Progress: 24.1% Elapsed: 1 day, 1:47:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.03194 Generator_loss: 6.14844 
[INFO] 2021-01-26 15:54:23 > Step:   48400 Progress: 24.2% Elapsed: 1 day, 1:49:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.05543 Generator_loss: 5.73462 
[INFO] 2021-01-26 15:56:47 > Step:   48500 Progress: 24.2% Elapsed: 1 day, 1:52:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.07675 Generator_loss: 6.11479 
[INFO] 2021-01-26 15:59:10 > Step:   48600 Progress: 24.3% Elapsed: 1 day, 1:54:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.14872 Generator_loss: 6.0705 
[INFO] 2021-01-26 16:01:35 > Step:   48700 Progress: 24.3% Elapsed: 1 day, 1:57:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.33257 Generator_loss: 6.7424 
[INFO] 2021-01-26 16:03:58 > Step:   48800 Progress: 24.4% Elapsed: 1 day, 1:59:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.09308 Generator_loss: 6.38561 
[INFO] 2021-01-26 16:06:22 > Step:   48900 Progress: 24.4% Elapsed: 1 day, 2:01:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.15274 Generator_loss: 5.86339 
[INFO] 2021-01-26 16:08:46 > Step:   49000 Progress: 24.5% Elapsed: 1 day, 2:04:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.07423 Generator_loss: 6.15499 
[INFO] 2021-01-26 16:11:09 > Step:   49100 Progress: 24.6% Elapsed: 1 day, 2:06:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.29119 Generator_loss: 5.97055 
[INFO] 2021-01-26 16:13:33 > Step:   49200 Progress: 24.6% Elapsed: 1 day, 2:08:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.32214 Generator_loss: 5.29251 
[INFO] 2021-01-26 16:15:56 > Step:   49300 Progress: 24.6% Elapsed: 1 day, 2:11:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.13919 Generator_loss: 6.33167 
[INFO] 2021-01-26 16:18:20 > Step:   49400 Progress: 24.7% Elapsed: 1 day, 2:13:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.14951 Generator_loss: 5.97165 
[INFO] 2021-01-26 16:21:02 > Step:   49500 Progress: 24.8% Elapsed: 1 day, 2:16:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.11528 Generator_loss: 6.2574 
[INFO] 2021-01-26 16:23:27 > Step:   49600 Progress: 24.8% Elapsed: 1 day, 2:18:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.17649 Generator_loss: 5.84119 
[INFO] 2021-01-26 16:25:51 > Step:   49700 Progress: 24.9% Elapsed: 1 day, 2:21:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.12283 Generator_loss: 6.06446 
[INFO] 2021-01-26 16:28:16 > Step:   49800 Progress: 24.9% Elapsed: 1 day, 2:23:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.23316 Generator_loss: 5.88958 
[INFO] 2021-01-26 16:30:41 > Step:   49900 Progress: 24.9% Elapsed: 1 day, 2:26:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.12821 Generator_loss: 5.88781 
[INFO] 2021-01-26 16:33:05 > Step:   50000 Progress: 25.0% Elapsed: 1 day, 2:28:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.0887 Generator_loss: 6.10553 
[INFO] 2021-01-26 16:33:05 > Start Evaluation (50000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 16:33:05 > Calculating FID Score....
[INFO] 2021-01-26 16:33:56 > Calculating Inception Score....
[INFO] 2021-01-26 16:34:31 > Calculate F_beta Score....
[INFO] 2021-01-26 16:41:49 > Calculate Accuracies....
[INFO] 2021-01-26 16:42:35 > Calculate Accuracies....
[INFO] 2021-01-26 16:46:17 > F_8 score (Step: 50000, Using valid images): 0.7117394745851763
[INFO] 2021-01-26 16:46:17 > F_1/8 score (Step: 50000, Using valid images): 0.9104469895531593
[INFO] 2021-01-26 16:46:18 > FID score (Step: 50000, Using valid moments): 35.84204812789244
[INFO] 2021-01-26 16:46:18 > Inception score (Step: 50000, 50000 generated images): 18.068214416503906
[INFO] 2021-01-26 16:46:18 > Best FID score (Step: 50000, Using valid moments): 35.84204812789244
[INFO] 2021-01-26 16:47:06 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 16:49:33 > Step:   50100 Progress: 25.1% Elapsed: 1 day, 2:45:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.16436 Generator_loss: 5.98302 
[INFO] 2021-01-26 16:51:57 > Step:   50200 Progress: 25.1% Elapsed: 1 day, 2:47:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.65948 Generator_loss: 5.62982 
[INFO] 2021-01-26 16:54:21 > Step:   50300 Progress: 25.1% Elapsed: 1 day, 2:49:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.20301 Generator_loss: 5.93423 
[INFO] 2021-01-26 16:56:45 > Step:   50400 Progress: 25.2% Elapsed: 1 day, 2:52:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.16256 Generator_loss: 6.04085 
[INFO] 2021-01-26 16:59:09 > Step:   50500 Progress: 25.2% Elapsed: 1 day, 2:54:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.17623 Generator_loss: 5.90563 
[INFO] 2021-01-26 17:01:32 > Step:   50600 Progress: 25.3% Elapsed: 1 day, 2:56:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.10504 Generator_loss: 6.41262 
[INFO] 2021-01-26 17:04:17 > Step:   50700 Progress: 25.4% Elapsed: 1 day, 2:59:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.27059 Generator_loss: 5.69762 
[INFO] 2021-01-26 17:06:41 > Step:   50800 Progress: 25.4% Elapsed: 1 day, 3:02:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.07994 Generator_loss: 6.41749 
[INFO] 2021-01-26 17:09:05 > Step:   50900 Progress: 25.4% Elapsed: 1 day, 3:04:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.18679 Generator_loss: 5.99273 
[INFO] 2021-01-26 17:11:29 > Step:   51000 Progress: 25.5% Elapsed: 1 day, 3:06:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.15352 Generator_loss: 5.88482 
[INFO] 2021-01-26 17:13:54 > Step:   51100 Progress: 25.6% Elapsed: 1 day, 3:09:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.27863 Generator_loss: 5.86889 
[INFO] 2021-01-26 17:16:19 > Step:   51200 Progress: 25.6% Elapsed: 1 day, 3:11:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.09937 Generator_loss: 5.91548 
[INFO] 2021-01-26 17:18:43 > Step:   51300 Progress: 25.7% Elapsed: 1 day, 3:14:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.05547 Generator_loss: 6.05009 
[INFO] 2021-01-26 17:21:07 > Step:   51400 Progress: 25.7% Elapsed: 1 day, 3:16:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.48603 Generator_loss: 5.55486 
[INFO] 2021-01-26 17:23:32 > Step:   51500 Progress: 25.8% Elapsed: 1 day, 3:18:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.42495 Generator_loss: 5.84287 
[INFO] 2021-01-26 17:25:56 > Step:   51600 Progress: 25.8% Elapsed: 1 day, 3:21:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.49678 Generator_loss: 5.72906 
[INFO] 2021-01-26 17:28:21 > Step:   51700 Progress: 25.9% Elapsed: 1 day, 3:23:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.27185 Generator_loss: 6.00205 
[INFO] 2021-01-26 17:30:45 > Step:   51800 Progress: 25.9% Elapsed: 1 day, 3:26:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.14659 Generator_loss: 6.19333 
[INFO] 2021-01-26 17:33:10 > Step:   51900 Progress: 25.9% Elapsed: 1 day, 3:28:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.09699 Generator_loss: 6.08151 
[INFO] 2021-01-26 17:35:35 > Step:   52000 Progress: 26.0% Elapsed: 1 day, 3:31:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.12037 Generator_loss: 6.20821 
[INFO] 2021-01-26 17:35:35 > Start Evaluation (52000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 17:35:35 > Calculating FID Score....
[INFO] 2021-01-26 17:36:27 > Calculating Inception Score....
[INFO] 2021-01-26 17:37:00 > Calculate F_beta Score....
[INFO] 2021-01-26 17:44:29 > Calculate Accuracies....
[INFO] 2021-01-26 17:45:15 > Calculate Accuracies....
[INFO] 2021-01-26 17:48:59 > F_8 score (Step: 52000, Using valid images): 0.6884049387839843
[INFO] 2021-01-26 17:48:59 > F_1/8 score (Step: 52000, Using valid images): 0.9173289331007756
[INFO] 2021-01-26 17:48:59 > FID score (Step: 52000, Using valid moments): 35.268575730053044
[INFO] 2021-01-26 17:48:59 > Inception score (Step: 52000, 50000 generated images): 18.37757110595703
[INFO] 2021-01-26 17:48:59 > Best FID score (Step: 52000, Using valid moments): 35.268575730053044
[INFO] 2021-01-26 17:49:52 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 17:52:16 > Step:   52100 Progress: 26.1% Elapsed: 1 day, 3:47:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.02864 Generator_loss: 5.97378 
[INFO] 2021-01-26 17:54:40 > Step:   52200 Progress: 26.1% Elapsed: 1 day, 3:50:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.1246 Generator_loss: 5.96573 
[INFO] 2021-01-26 17:57:04 > Step:   52300 Progress: 26.2% Elapsed: 1 day, 3:52:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.26579 Generator_loss: 5.93919 
[INFO] 2021-01-26 17:59:47 > Step:   52400 Progress: 26.2% Elapsed: 1 day, 3:55:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.22665 Generator_loss: 6.00877 
[INFO] 2021-01-26 18:02:12 > Step:   52500 Progress: 26.2% Elapsed: 1 day, 3:57:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.15126 Generator_loss: 6.07204 
[INFO] 2021-01-26 18:04:40 > Step:   52600 Progress: 26.3% Elapsed: 1 day, 4:00:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.65999 Generator_loss: 5.61483 
[INFO] 2021-01-26 18:07:04 > Step:   52700 Progress: 26.4% Elapsed: 1 day, 4:02:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.15109 Generator_loss: 5.94419 
[INFO] 2021-01-26 18:09:29 > Step:   52800 Progress: 26.4% Elapsed: 1 day, 4:04:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.99892 Generator_loss: 6.38128 
[INFO] 2021-01-26 18:11:54 > Step:   52900 Progress: 26.5% Elapsed: 1 day, 4:07:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.21637 Generator_loss: 5.73661 
[INFO] 2021-01-26 18:14:18 > Step:   53000 Progress: 26.5% Elapsed: 1 day, 4:09:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.20365 Generator_loss: 5.86386 
[INFO] 2021-01-26 18:16:42 > Step:   53100 Progress: 26.6% Elapsed: 1 day, 4:12:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.187 Generator_loss: 5.96573 
[INFO] 2021-01-26 18:19:06 > Step:   53200 Progress: 26.6% Elapsed: 1 day, 4:14:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.10206 Generator_loss: 5.86277 
[INFO] 2021-01-26 18:21:30 > Step:   53300 Progress: 26.7% Elapsed: 1 day, 4:16:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.45059 Generator_loss: 5.78382 
[INFO] 2021-01-26 18:23:55 > Step:   53400 Progress: 26.7% Elapsed: 1 day, 4:19:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.02369 Generator_loss: 6.43991 
[INFO] 2021-01-26 18:26:19 > Step:   53500 Progress: 26.8% Elapsed: 1 day, 4:21:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.16164 Generator_loss: 6.38927 
[INFO] 2021-01-26 18:28:43 > Step:   53600 Progress: 26.8% Elapsed: 1 day, 4:24:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.18508 Generator_loss: 6.05579 
[INFO] 2021-01-26 18:31:07 > Step:   53700 Progress: 26.9% Elapsed: 1 day, 4:26:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.17378 Generator_loss: 6.05744 
[INFO] 2021-01-26 18:33:32 > Step:   53800 Progress: 26.9% Elapsed: 1 day, 4:28:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.08529 Generator_loss: 6.02181 
[INFO] 2021-01-26 18:35:56 > Step:   53900 Progress: 27.0% Elapsed: 1 day, 4:31:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.18492 Generator_loss: 6.06105 
[INFO] 2021-01-26 18:38:20 > Step:   54000 Progress: 27.0% Elapsed: 1 day, 4:33:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.06764 Generator_loss: 5.90674 
[INFO] 2021-01-26 18:38:20 > Start Evaluation (54000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 18:38:20 > Calculating FID Score....
[INFO] 2021-01-26 18:39:14 > Calculating Inception Score....
[INFO] 2021-01-26 18:39:47 > Calculate F_beta Score....
[INFO] 2021-01-26 18:47:26 > Calculate Accuracies....
[INFO] 2021-01-26 18:48:11 > Calculate Accuracies....
[INFO] 2021-01-26 18:51:54 > F_8 score (Step: 54000, Using valid images): 0.7250897113596234
[INFO] 2021-01-26 18:51:54 > F_1/8 score (Step: 54000, Using valid images): 0.9197201728251279
[INFO] 2021-01-26 18:51:54 > FID score (Step: 54000, Using valid moments): 34.90449133569382
[INFO] 2021-01-26 18:51:54 > Inception score (Step: 54000, 50000 generated images): 18.194372177124023
[INFO] 2021-01-26 18:51:54 > Best FID score (Step: 54000, Using valid moments): 34.90449133569382
[INFO] 2021-01-26 18:52:44 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 18:55:07 > Step:   54100 Progress: 27.1% Elapsed: 1 day, 4:50:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.07552 Generator_loss: 6.11716 
[INFO] 2021-01-26 18:57:31 > Step:   54200 Progress: 27.1% Elapsed: 1 day, 4:52:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.16689 Generator_loss: 5.92147 
[INFO] 2021-01-26 18:59:55 > Step:   54300 Progress: 27.2% Elapsed: 1 day, 4:55:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.10447 Generator_loss: 6.25663 
[INFO] 2021-01-26 19:02:18 > Step:   54400 Progress: 27.2% Elapsed: 1 day, 4:57:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.14292 Generator_loss: 6.02742 
[INFO] 2021-01-26 19:05:05 > Step:   54500 Progress: 27.3% Elapsed: 1 day, 5:00:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.35363 Generator_loss: 5.82342 
[INFO] 2021-01-26 19:07:29 > Step:   54600 Progress: 27.3% Elapsed: 1 day, 5:02:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.31182 Generator_loss: 5.61268 
[INFO] 2021-01-26 19:09:54 > Step:   54700 Progress: 27.4% Elapsed: 1 day, 5:05:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.15491 Generator_loss: 5.80792 
[INFO] 2021-01-26 19:12:18 > Step:   54800 Progress: 27.4% Elapsed: 1 day, 5:07:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.50479 Generator_loss: 5.37476 
[INFO] 2021-01-26 19:14:43 > Step:   54900 Progress: 27.5% Elapsed: 1 day, 5:10:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.41577 Generator_loss: 5.52214 
[INFO] 2021-01-26 19:17:07 > Step:   55000 Progress: 27.5% Elapsed: 1 day, 5:12:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.24183 Generator_loss: 5.97365 
[INFO] 2021-01-26 19:19:34 > Step:   55100 Progress: 27.6% Elapsed: 1 day, 5:15:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.14053 Generator_loss: 6.09907 
[INFO] 2021-01-26 19:21:59 > Step:   55200 Progress: 27.6% Elapsed: 1 day, 5:17:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.01505 Generator_loss: 6.25227 
[INFO] 2021-01-26 19:24:23 > Step:   55300 Progress: 27.7% Elapsed: 1 day, 5:19:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.2265 Generator_loss: 5.93302 
[INFO] 2021-01-26 19:26:48 > Step:   55400 Progress: 27.7% Elapsed: 1 day, 5:22:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.10913 Generator_loss: 5.9727 
[INFO] 2021-01-26 19:29:12 > Step:   55500 Progress: 27.8% Elapsed: 1 day, 5:24:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.10214 Generator_loss: 6.15199 
[INFO] 2021-01-26 19:31:36 > Step:   55600 Progress: 27.8% Elapsed: 1 day, 5:27:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.18753 Generator_loss: 6.08546 
[INFO] 2021-01-26 19:34:01 > Step:   55700 Progress: 27.9% Elapsed: 1 day, 5:29:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.21444 Generator_loss: 5.97995 
[INFO] 2021-01-26 19:36:26 > Step:   55800 Progress: 27.9% Elapsed: 1 day, 5:31:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.07478 Generator_loss: 6.16287 
[INFO] 2021-01-26 19:38:50 > Step:   55900 Progress: 28.0% Elapsed: 1 day, 5:34:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.38941 Generator_loss: 6.02157 
[INFO] 2021-01-26 19:41:15 > Step:   56000 Progress: 28.0% Elapsed: 1 day, 5:36:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.23663 Generator_loss: 5.97444 
[INFO] 2021-01-26 19:41:15 > Start Evaluation (56000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 19:41:15 > Calculating FID Score....
[INFO] 2021-01-26 19:42:07 > Calculating Inception Score....
[INFO] 2021-01-26 19:42:41 > Calculate F_beta Score....
[INFO] 2021-01-26 19:50:15 > Calculate Accuracies....
[INFO] 2021-01-26 19:51:14 > Calculate Accuracies....
[INFO] 2021-01-26 19:54:57 > F_8 score (Step: 56000, Using valid images): 0.7384470757032072
[INFO] 2021-01-26 19:54:57 > F_1/8 score (Step: 56000, Using valid images): 0.9183182282142666
[INFO] 2021-01-26 19:54:57 > FID score (Step: 56000, Using valid moments): 34.43521654178886
[INFO] 2021-01-26 19:54:57 > Inception score (Step: 56000, 50000 generated images): 18.566299438476562
[INFO] 2021-01-26 19:54:57 > Best FID score (Step: 56000, Using valid moments): 34.43521654178886
[INFO] 2021-01-26 19:55:45 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 19:58:09 > Step:   56100 Progress: 28.1% Elapsed: 1 day, 5:53:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.26304 Generator_loss: 5.44849 
[INFO] 2021-01-26 20:00:33 > Step:   56200 Progress: 28.1% Elapsed: 1 day, 5:55:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.1471 Generator_loss: 6.06644 
[INFO] 2021-01-26 20:02:56 > Step:   56300 Progress: 28.1% Elapsed: 1 day, 5:58:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.08469 Generator_loss: 5.83321 
[INFO] 2021-01-26 20:05:20 > Step:   56400 Progress: 28.2% Elapsed: 1 day, 6:00:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.6985 Generator_loss: 5.52491 
[INFO] 2021-01-26 20:07:44 > Step:   56500 Progress: 28.2% Elapsed: 1 day, 6:03:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.01817 Generator_loss: 6.46708 
[INFO] 2021-01-26 20:10:08 > Step:   56600 Progress: 28.3% Elapsed: 1 day, 6:05:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.31765 Generator_loss: 5.8899 
[INFO] 2021-01-26 20:12:32 > Step:   56700 Progress: 28.3% Elapsed: 1 day, 6:07:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.15551 Generator_loss: 6.07741 
[INFO] 2021-01-26 20:14:56 > Step:   56800 Progress: 28.4% Elapsed: 1 day, 6:10:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.08643 Generator_loss: 6.56493 
[INFO] 2021-01-26 20:17:19 > Step:   56900 Progress: 28.4% Elapsed: 1 day, 6:12:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.10054 Generator_loss: 6.08659 
[INFO] 2021-01-26 20:19:43 > Step:   57000 Progress: 28.5% Elapsed: 1 day, 6:15:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.17736 Generator_loss: 5.86046 
[INFO] 2021-01-26 20:22:07 > Step:   57100 Progress: 28.5% Elapsed: 1 day, 6:17:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.19399 Generator_loss: 6.01444 
[INFO] 2021-01-26 20:24:30 > Step:   57200 Progress: 28.6% Elapsed: 1 day, 6:19:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.05643 Generator_loss: 6.10969 
[INFO] 2021-01-26 20:26:54 > Step:   57300 Progress: 28.6% Elapsed: 1 day, 6:22:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.17569 Generator_loss: 6.47941 
[INFO] 2021-01-26 20:29:17 > Step:   57400 Progress: 28.7% Elapsed: 1 day, 6:24:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.11273 Generator_loss: 6.80389 
[INFO] 2021-01-26 20:32:18 > Step:   57500 Progress: 28.7% Elapsed: 1 day, 6:27:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.07118 Generator_loss: 6.22782 
[INFO] 2021-01-26 20:34:45 > Step:   57600 Progress: 28.8% Elapsed: 1 day, 6:30:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.09199 Generator_loss: 6.17362 
[INFO] 2021-01-26 20:37:09 > Step:   57700 Progress: 28.8% Elapsed: 1 day, 6:32:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.01441 Generator_loss: 6.51159 
[INFO] 2021-01-26 20:39:33 > Step:   57800 Progress: 28.9% Elapsed: 1 day, 6:35:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.0235 Generator_loss: 6.08429 
[INFO] 2021-01-26 20:41:58 > Step:   57900 Progress: 28.9% Elapsed: 1 day, 6:37:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.4033 Generator_loss: 5.51235 
[INFO] 2021-01-26 20:44:22 > Step:   58000 Progress: 29.0% Elapsed: 1 day, 6:39:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.0933 Generator_loss: 6.05602 
[INFO] 2021-01-26 20:44:22 > Start Evaluation (58000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 20:44:22 > Calculating FID Score....
[INFO] 2021-01-26 20:45:13 > Calculating Inception Score....
[INFO] 2021-01-26 20:45:46 > Calculate F_beta Score....
[INFO] 2021-01-26 20:53:04 > Calculate Accuracies....
[INFO] 2021-01-26 20:53:51 > Calculate Accuracies....
[INFO] 2021-01-26 20:57:33 > F_8 score (Step: 58000, Using valid images): 0.7291987795451047
[INFO] 2021-01-26 20:57:33 > F_1/8 score (Step: 58000, Using valid images): 0.9265308164941879
[INFO] 2021-01-26 20:57:33 > FID score (Step: 58000, Using valid moments): 34.208413184933704
[INFO] 2021-01-26 20:57:33 > Inception score (Step: 58000, 50000 generated images): 18.429899215698242
[INFO] 2021-01-26 20:57:33 > Best FID score (Step: 58000, Using valid moments): 34.208413184933704
[INFO] 2021-01-26 20:58:21 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 21:01:10 > Step:   58100 Progress: 29.0% Elapsed: 1 day, 6:56:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.26913 Generator_loss: 6.19703 
[INFO] 2021-01-26 21:03:35 > Step:   58200 Progress: 29.1% Elapsed: 1 day, 6:59:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.12684 Generator_loss: 5.96901 
[INFO] 2021-01-26 21:05:59 > Step:   58300 Progress: 29.1% Elapsed: 1 day, 7:01:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.10499 Generator_loss: 5.90223 
[INFO] 2021-01-26 21:08:24 > Step:   58400 Progress: 29.2% Elapsed: 1 day, 7:03:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.11571 Generator_loss: 5.90542 
[INFO] 2021-01-26 21:10:49 > Step:   58500 Progress: 29.2% Elapsed: 1 day, 7:06:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.06426 Generator_loss: 6.15567 
[INFO] 2021-01-26 21:13:13 > Step:   58600 Progress: 29.3% Elapsed: 1 day, 7:08:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.12881 Generator_loss: 6.10067 
[INFO] 2021-01-26 21:15:38 > Step:   58700 Progress: 29.3% Elapsed: 1 day, 7:11:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.22281 Generator_loss: 6.1773 
[INFO] 2021-01-26 21:18:02 > Step:   58800 Progress: 29.4% Elapsed: 1 day, 7:13:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.98446 Generator_loss: 6.29525 
[INFO] 2021-01-26 21:20:27 > Step:   58900 Progress: 29.4% Elapsed: 1 day, 7:15:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.99569 Generator_loss: 6.47236 
[INFO] 2021-01-26 21:22:51 > Step:   59000 Progress: 29.5% Elapsed: 1 day, 7:18:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.14321 Generator_loss: 6.03517 
[INFO] 2021-01-26 21:25:15 > Step:   59100 Progress: 29.5% Elapsed: 1 day, 7:20:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.19099 Generator_loss: 5.91536 
[INFO] 2021-01-26 21:27:39 > Step:   59200 Progress: 29.6% Elapsed: 1 day, 7:23:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.40135 Generator_loss: 5.58166 
[INFO] 2021-01-26 21:30:03 > Step:   59300 Progress: 29.6% Elapsed: 1 day, 7:25:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.22254 Generator_loss: 6.08612 
[INFO] 2021-01-26 21:32:28 > Step:   59400 Progress: 29.7% Elapsed: 1 day, 7:27:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.24387 Generator_loss: 5.84657 
[INFO] 2021-01-26 21:34:52 > Step:   59500 Progress: 29.8% Elapsed: 1 day, 7:30:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.12823 Generator_loss: 6.01261 
[INFO] 2021-01-26 21:37:17 > Step:   59600 Progress: 29.8% Elapsed: 1 day, 7:32:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.12696 Generator_loss: 6.01454 
[INFO] 2021-01-26 21:39:41 > Step:   59700 Progress: 29.8% Elapsed: 1 day, 7:35:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.15923 Generator_loss: 5.94798 
[INFO] 2021-01-26 21:42:06 > Step:   59800 Progress: 29.9% Elapsed: 1 day, 7:37:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.06312 Generator_loss: 6.15863 
[INFO] 2021-01-26 21:44:30 > Step:   59900 Progress: 29.9% Elapsed: 1 day, 7:39:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.28301 Generator_loss: 5.9897 
[INFO] 2021-01-26 21:46:54 > Step:   60000 Progress: 30.0% Elapsed: 1 day, 7:42:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.14061 Generator_loss: 6.55498 
[INFO] 2021-01-26 21:46:54 > Start Evaluation (60000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 21:46:54 > Calculating FID Score....
[INFO] 2021-01-26 21:47:47 > Calculating Inception Score....
[INFO] 2021-01-26 21:48:22 > Calculate F_beta Score....
[INFO] 2021-01-26 21:55:41 > Calculate Accuracies....
[INFO] 2021-01-26 21:56:27 > Calculate Accuracies....
[INFO] 2021-01-26 22:00:09 > F_8 score (Step: 60000, Using valid images): 0.7082368997172305
[INFO] 2021-01-26 22:00:09 > F_1/8 score (Step: 60000, Using valid images): 0.9238053455070597
[INFO] 2021-01-26 22:00:09 > FID score (Step: 60000, Using valid moments): 33.78228582313437
[INFO] 2021-01-26 22:00:09 > Inception score (Step: 60000, 50000 generated images): 18.6171817779541
[INFO] 2021-01-26 22:00:09 > Best FID score (Step: 60000, Using valid moments): 33.78228582313437
[INFO] 2021-01-26 22:00:58 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 22:03:25 > Step:   60100 Progress: 30.0% Elapsed: 1 day, 7:58:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.16732 Generator_loss: 5.99662 
[INFO] 2021-01-26 22:05:49 > Step:   60200 Progress: 30.1% Elapsed: 1 day, 8:01:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.11912 Generator_loss: 6.55918 
[INFO] 2021-01-26 22:08:12 > Step:   60300 Progress: 30.1% Elapsed: 1 day, 8:03:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.25677 Generator_loss: 6.02146 
[INFO] 2021-01-26 22:10:35 > Step:   60400 Progress: 30.2% Elapsed: 1 day, 8:06:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.13838 Generator_loss: 5.8562 
[INFO] 2021-01-26 22:12:59 > Step:   60500 Progress: 30.2% Elapsed: 1 day, 8:08:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.20933 Generator_loss: 6.13793 
[INFO] 2021-01-26 22:15:22 > Step:   60600 Progress: 30.3% Elapsed: 1 day, 8:10:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.27516 Generator_loss: 5.88276 
[INFO] 2021-01-26 22:17:46 > Step:   60700 Progress: 30.3% Elapsed: 1 day, 8:13:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.07325 Generator_loss: 6.03207 
[INFO] 2021-01-26 22:20:09 > Step:   60800 Progress: 30.4% Elapsed: 1 day, 8:15:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.32039 Generator_loss: 5.70336 
[INFO] 2021-01-26 22:23:04 > Step:   60900 Progress: 30.4% Elapsed: 1 day, 8:18:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.13568 Generator_loss: 6.04187 
[INFO] 2021-01-26 22:25:28 > Step:   61000 Progress: 30.5% Elapsed: 1 day, 8:20:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.23895 Generator_loss: 5.9131 
[INFO] 2021-01-26 22:27:52 > Step:   61100 Progress: 30.6% Elapsed: 1 day, 8:23:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.21136 Generator_loss: 6.05984 
[INFO] 2021-01-26 22:30:16 > Step:   61200 Progress: 30.6% Elapsed: 1 day, 8:25:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.11515 Generator_loss: 5.90203 
[INFO] 2021-01-26 22:32:40 > Step:   61300 Progress: 30.6% Elapsed: 1 day, 8:28:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.16722 Generator_loss: 6.04053 
[INFO] 2021-01-26 22:35:04 > Step:   61400 Progress: 30.7% Elapsed: 1 day, 8:30:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.19006 Generator_loss: 5.60635 
[INFO] 2021-01-26 22:37:28 > Step:   61500 Progress: 30.8% Elapsed: 1 day, 8:32:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.96243 Generator_loss: 6.38522 
[INFO] 2021-01-26 22:39:52 > Step:   61600 Progress: 30.8% Elapsed: 1 day, 8:35:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.03724 Generator_loss: 6.5462 
[INFO] 2021-01-26 22:42:17 > Step:   61700 Progress: 30.9% Elapsed: 1 day, 8:37:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.29038 Generator_loss: 5.67735 
[INFO] 2021-01-26 22:44:41 > Step:   61800 Progress: 30.9% Elapsed: 1 day, 8:40:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.18531 Generator_loss: 5.93959 
[INFO] 2021-01-26 22:47:05 > Step:   61900 Progress: 30.9% Elapsed: 1 day, 8:42:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.21376 Generator_loss: 6.0131 
[INFO] 2021-01-26 22:49:29 > Step:   62000 Progress: 31.0% Elapsed: 1 day, 8:44:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.38107 Generator_loss: 5.90874 
[INFO] 2021-01-26 22:49:29 > Start Evaluation (62000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 22:49:29 > Calculating FID Score....
[INFO] 2021-01-26 22:50:22 > Calculating Inception Score....
[INFO] 2021-01-26 22:50:57 > Calculate F_beta Score....
[INFO] 2021-01-26 22:58:17 > Calculate Accuracies....
[INFO] 2021-01-26 22:59:04 > Calculate Accuracies....
[INFO] 2021-01-26 23:02:47 > F_8 score (Step: 62000, Using valid images): 0.7099412474547585
[INFO] 2021-01-26 23:02:47 > F_1/8 score (Step: 62000, Using valid images): 0.9259224740562699
[INFO] 2021-01-26 23:02:47 > FID score (Step: 62000, Using valid moments): 33.39419378839
[INFO] 2021-01-26 23:02:47 > Inception score (Step: 62000, 50000 generated images): 18.905126571655273
[INFO] 2021-01-26 23:02:47 > Best FID score (Step: 62000, Using valid moments): 33.39419378839
[INFO] 2021-01-26 23:03:35 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 23:05:59 > Step:   62100 Progress: 31.1% Elapsed: 1 day, 9:01:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.27238 Generator_loss: 5.99312 
[INFO] 2021-01-26 23:08:22 > Step:   62200 Progress: 31.1% Elapsed: 1 day, 9:03:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.13981 Generator_loss: 6.06859 
[INFO] 2021-01-26 23:10:45 > Step:   62300 Progress: 31.1% Elapsed: 1 day, 9:06:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.26139 Generator_loss: 5.91997 
[INFO] 2021-01-26 23:13:09 > Step:   62400 Progress: 31.2% Elapsed: 1 day, 9:08:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.1543 Generator_loss: 6.75953 
[INFO] 2021-01-26 23:15:32 > Step:   62500 Progress: 31.2% Elapsed: 1 day, 9:10:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.97278 Generator_loss: 6.22782 
[INFO] 2021-01-26 23:18:18 > Step:   62600 Progress: 31.3% Elapsed: 1 day, 9:13:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.10917 Generator_loss: 5.94482 
[INFO] 2021-01-26 23:20:42 > Step:   62700 Progress: 31.4% Elapsed: 1 day, 9:16:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.08144 Generator_loss: 6.15695 
[INFO] 2021-01-26 23:23:06 > Step:   62800 Progress: 31.4% Elapsed: 1 day, 9:18:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.05555 Generator_loss: 6.20286 
[INFO] 2021-01-26 23:25:31 > Step:   62900 Progress: 31.4% Elapsed: 1 day, 9:20:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.46322 Generator_loss: 5.65185 
[INFO] 2021-01-26 23:27:55 > Step:   63000 Progress: 31.5% Elapsed: 1 day, 9:23:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.04705 Generator_loss: 6.33261 
[INFO] 2021-01-26 23:30:19 > Step:   63100 Progress: 31.6% Elapsed: 1 day, 9:25:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.55973 Generator_loss: 5.47094 
[INFO] 2021-01-26 23:32:43 > Step:   63200 Progress: 31.6% Elapsed: 1 day, 9:28:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.30192 Generator_loss: 5.78181 
[INFO] 2021-01-26 23:35:07 > Step:   63300 Progress: 31.6% Elapsed: 1 day, 9:30:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.04152 Generator_loss: 6.02693 
[INFO] 2021-01-26 23:37:31 > Step:   63400 Progress: 31.7% Elapsed: 1 day, 9:32:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.05022 Generator_loss: 6.16754 
[INFO] 2021-01-26 23:39:55 > Step:   63500 Progress: 31.8% Elapsed: 1 day, 9:35:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.00748 Generator_loss: 6.25359 
[INFO] 2021-01-26 23:42:19 > Step:   63600 Progress: 31.8% Elapsed: 1 day, 9:37:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.18224 Generator_loss: 5.84981 
[INFO] 2021-01-26 23:44:43 > Step:   63700 Progress: 31.9% Elapsed: 1 day, 9:40:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.21901 Generator_loss: 5.80569 
[INFO] 2021-01-26 23:47:07 > Step:   63800 Progress: 31.9% Elapsed: 1 day, 9:42:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.41086 Generator_loss: 5.73395 
[INFO] 2021-01-26 23:49:31 > Step:   63900 Progress: 31.9% Elapsed: 1 day, 9:44:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.20338 Generator_loss: 5.94655 
[INFO] 2021-01-26 23:51:57 > Step:   64000 Progress: 32.0% Elapsed: 1 day, 9:47:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.1171 Generator_loss: 5.83365 
[INFO] 2021-01-26 23:51:57 > Start Evaluation (64000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-26 23:51:57 > Calculating FID Score....
[INFO] 2021-01-26 23:52:50 > Calculating Inception Score....
[INFO] 2021-01-26 23:53:24 > Calculate F_beta Score....
[INFO] 2021-01-27 00:01:14 > Calculate Accuracies....
[INFO] 2021-01-27 00:02:00 > Calculate Accuracies....
[INFO] 2021-01-27 00:05:44 > F_8 score (Step: 64000, Using valid images): 0.7109551974612947
[INFO] 2021-01-27 00:05:44 > F_1/8 score (Step: 64000, Using valid images): 0.9217315731226122
[INFO] 2021-01-27 00:05:44 > FID score (Step: 64000, Using valid moments): 33.14703094469655
[INFO] 2021-01-27 00:05:44 > Inception score (Step: 64000, 50000 generated images): 18.893627166748047
[INFO] 2021-01-27 00:05:44 > Best FID score (Step: 64000, Using valid moments): 33.14703094469655
[INFO] 2021-01-27 00:06:36 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 00:09:00 > Step:   64100 Progress: 32.0% Elapsed: 1 day, 10:04:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.1216 Generator_loss: 6.21025 
[INFO] 2021-01-27 00:11:23 > Step:   64200 Progress: 32.1% Elapsed: 1 day, 10:06:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.99561 Generator_loss: 6.33564 
[INFO] 2021-01-27 00:13:47 > Step:   64300 Progress: 32.1% Elapsed: 1 day, 10:09:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.05011 Generator_loss: 6.05862 
[INFO] 2021-01-27 00:16:10 > Step:   64400 Progress: 32.2% Elapsed: 1 day, 10:11:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.06869 Generator_loss: 6.16753 
[INFO] 2021-01-27 00:18:34 > Step:   64500 Progress: 32.2% Elapsed: 1 day, 10:14:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.06051 Generator_loss: 6.22533 
[INFO] 2021-01-27 00:20:57 > Step:   64600 Progress: 32.3% Elapsed: 1 day, 10:16:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.30537 Generator_loss: 5.91784 
[INFO] 2021-01-27 00:23:21 > Step:   64700 Progress: 32.4% Elapsed: 1 day, 10:18:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.09563 Generator_loss: 6.01931 
[INFO] 2021-01-27 00:25:45 > Step:   64800 Progress: 32.4% Elapsed: 1 day, 10:21:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.50675 Generator_loss: 5.42851 
[INFO] 2021-01-27 00:28:32 > Step:   64900 Progress: 32.5% Elapsed: 1 day, 10:23:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.20331 Generator_loss: 5.84583 
[INFO] 2021-01-27 00:30:57 > Step:   65000 Progress: 32.5% Elapsed: 1 day, 10:26:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.07967 Generator_loss: 6.01208 
[INFO] 2021-01-27 00:33:24 > Step:   65100 Progress: 32.6% Elapsed: 1 day, 10:28:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.95757 Generator_loss: 6.19366 
[INFO] 2021-01-27 00:35:48 > Step:   65200 Progress: 32.6% Elapsed: 1 day, 10:31:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.02996 Generator_loss: 6.30869 
[INFO] 2021-01-27 00:38:12 > Step:   65300 Progress: 32.6% Elapsed: 1 day, 10:33:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.97994 Generator_loss: 6.2945 
[INFO] 2021-01-27 00:40:37 > Step:   65400 Progress: 32.7% Elapsed: 1 day, 10:36:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.15038 Generator_loss: 6.12993 
[INFO] 2021-01-27 00:43:01 > Step:   65500 Progress: 32.8% Elapsed: 1 day, 10:38:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.05233 Generator_loss: 6.07289 
[INFO] 2021-01-27 00:45:25 > Step:   65600 Progress: 32.8% Elapsed: 1 day, 10:40:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.1556 Generator_loss: 6.06436 
[INFO] 2021-01-27 00:47:50 > Step:   65700 Progress: 32.9% Elapsed: 1 day, 10:43:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.02246 Generator_loss: 6.34549 
[INFO] 2021-01-27 00:50:14 > Step:   65800 Progress: 32.9% Elapsed: 1 day, 10:45:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.01797 Generator_loss: 6.27261 
[INFO] 2021-01-27 00:52:38 > Step:   65900 Progress: 33.0% Elapsed: 1 day, 10:48:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.3455 Generator_loss: 5.63955 
[INFO] 2021-01-27 00:55:03 > Step:   66000 Progress: 33.0% Elapsed: 1 day, 10:50:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.07111 Generator_loss: 6.74943 
[INFO] 2021-01-27 00:55:03 > Start Evaluation (66000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 00:55:03 > Calculating FID Score....
[INFO] 2021-01-27 00:55:55 > Calculating Inception Score....
[INFO] 2021-01-27 00:56:30 > Calculate F_beta Score....
[INFO] 2021-01-27 01:04:10 > Calculate Accuracies....
[INFO] 2021-01-27 01:04:56 > Calculate Accuracies....
[INFO] 2021-01-27 01:08:38 > F_8 score (Step: 66000, Using valid images): 0.7374496363434233
[INFO] 2021-01-27 01:08:38 > F_1/8 score (Step: 66000, Using valid images): 0.9207528105218562
[INFO] 2021-01-27 01:08:38 > FID score (Step: 66000, Using valid moments): 32.70793272127435
[INFO] 2021-01-27 01:08:38 > Inception score (Step: 66000, 50000 generated images): 19.10109519958496
[INFO] 2021-01-27 01:08:38 > Best FID score (Step: 66000, Using valid moments): 32.70793272127435
[INFO] 2021-01-27 01:09:28 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 01:11:52 > Step:   66100 Progress: 33.1% Elapsed: 1 day, 11:07:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.22252 Generator_loss: 5.97735 
[INFO] 2021-01-27 01:14:17 > Step:   66200 Progress: 33.1% Elapsed: 1 day, 11:09:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.03689 Generator_loss: 6.1311 
[INFO] 2021-01-27 01:16:41 > Step:   66300 Progress: 33.1% Elapsed: 1 day, 11:12:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.06765 Generator_loss: 5.97061 
[INFO] 2021-01-27 01:19:05 > Step:   66400 Progress: 33.2% Elapsed: 1 day, 11:14:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.96546 Generator_loss: 6.51932 
[INFO] 2021-01-27 01:21:29 > Step:   66500 Progress: 33.2% Elapsed: 1 day, 11:16:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.1819 Generator_loss: 5.93655 
[INFO] 2021-01-27 01:24:14 > Step:   66600 Progress: 33.3% Elapsed: 1 day, 11:19:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.22562 Generator_loss: 5.86828 
[INFO] 2021-01-27 01:26:38 > Step:   66700 Progress: 33.4% Elapsed: 1 day, 11:22:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.11103 Generator_loss: 6.06849 
[INFO] 2021-01-27 01:29:02 > Step:   66800 Progress: 33.4% Elapsed: 1 day, 11:24:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.06155 Generator_loss: 6.0622 
[INFO] 2021-01-27 01:31:27 > Step:   66900 Progress: 33.5% Elapsed: 1 day, 11:26:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.11005 Generator_loss: 5.97052 
[INFO] 2021-01-27 01:33:52 > Step:   67000 Progress: 33.5% Elapsed: 1 day, 11:29:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.0527 Generator_loss: 6.71768 
[INFO] 2021-01-27 01:36:17 > Step:   67100 Progress: 33.6% Elapsed: 1 day, 11:31:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.00037 Generator_loss: 6.48187 
[INFO] 2021-01-27 01:38:41 > Step:   67200 Progress: 33.6% Elapsed: 1 day, 11:34:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.21288 Generator_loss: 5.94192 
[INFO] 2021-01-27 01:41:06 > Step:   67300 Progress: 33.7% Elapsed: 1 day, 11:36:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.07607 Generator_loss: 5.90025 
[INFO] 2021-01-27 01:43:31 > Step:   67400 Progress: 33.7% Elapsed: 1 day, 11:38:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.04462 Generator_loss: 6.15839 
[INFO] 2021-01-27 01:45:55 > Step:   67500 Progress: 33.8% Elapsed: 1 day, 11:41:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.43801 Generator_loss: 5.72681 
[INFO] 2021-01-27 01:48:23 > Step:   67600 Progress: 33.8% Elapsed: 1 day, 11:43:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.21928 Generator_loss: 5.8342 
[INFO] 2021-01-27 01:50:48 > Step:   67700 Progress: 33.9% Elapsed: 1 day, 11:46:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.00657 Generator_loss: 6.17143 
[INFO] 2021-01-27 01:53:12 > Step:   67800 Progress: 33.9% Elapsed: 1 day, 11:48:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.15644 Generator_loss: 6.03233 
[INFO] 2021-01-27 01:55:36 > Step:   67900 Progress: 34.0% Elapsed: 1 day, 11:51:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.9452 Generator_loss: 6.64062 
[INFO] 2021-01-27 01:58:00 > Step:   68000 Progress: 34.0% Elapsed: 1 day, 11:53:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.34066 Generator_loss: 5.66731 
[INFO] 2021-01-27 01:58:00 > Start Evaluation (68000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 01:58:00 > Calculating FID Score....
[INFO] 2021-01-27 01:58:53 > Calculating Inception Score....
[INFO] 2021-01-27 01:59:27 > Calculate F_beta Score....
[INFO] 2021-01-27 02:07:17 > Calculate Accuracies....
[INFO] 2021-01-27 02:08:03 > Calculate Accuracies....
[INFO] 2021-01-27 02:11:44 > F_8 score (Step: 68000, Using valid images): 0.7465549281148546
[INFO] 2021-01-27 02:11:44 > F_1/8 score (Step: 68000, Using valid images): 0.9323733372097228
[INFO] 2021-01-27 02:11:44 > FID score (Step: 68000, Using valid moments): 32.35144896499355
[INFO] 2021-01-27 02:11:44 > Inception score (Step: 68000, 50000 generated images): 19.27393341064453
[INFO] 2021-01-27 02:11:44 > Best FID score (Step: 68000, Using valid moments): 32.35144896499355
[INFO] 2021-01-27 02:12:32 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 02:14:56 > Step:   68100 Progress: 34.1% Elapsed: 1 day, 12:10:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.03047 Generator_loss: 6.59116 
[INFO] 2021-01-27 02:17:20 > Step:   68200 Progress: 34.1% Elapsed: 1 day, 12:12:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.2099 Generator_loss: 5.95737 
[INFO] 2021-01-27 02:19:43 > Step:   68300 Progress: 34.2% Elapsed: 1 day, 12:15:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.2289 Generator_loss: 5.73964 
[INFO] 2021-01-27 02:22:07 > Step:   68400 Progress: 34.2% Elapsed: 1 day, 12:17:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.94514 Generator_loss: 6.50449 
[INFO] 2021-01-27 02:24:30 > Step:   68500 Progress: 34.2% Elapsed: 1 day, 12:19:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.15919 Generator_loss: 5.94262 
[INFO] 2021-01-27 02:27:16 > Step:   68600 Progress: 34.3% Elapsed: 1 day, 12:22:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.18503 Generator_loss: 5.77096 
[INFO] 2021-01-27 02:29:40 > Step:   68700 Progress: 34.4% Elapsed: 1 day, 12:25:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.15004 Generator_loss: 5.88853 
[INFO] 2021-01-27 02:32:05 > Step:   68800 Progress: 34.4% Elapsed: 1 day, 12:27:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.51448 Generator_loss: 5.3734 
[INFO] 2021-01-27 02:34:29 > Step:   68900 Progress: 34.4% Elapsed: 1 day, 12:29:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.99136 Generator_loss: 6.6265 
[INFO] 2021-01-27 02:36:54 > Step:   69000 Progress: 34.5% Elapsed: 1 day, 12:32:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.02251 Generator_loss: 6.5006 
[INFO] 2021-01-27 02:39:18 > Step:   69100 Progress: 34.5% Elapsed: 1 day, 12:34:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.98205 Generator_loss: 6.53541 
[INFO] 2021-01-27 02:41:42 > Step:   69200 Progress: 34.6% Elapsed: 1 day, 12:37:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.0527 Generator_loss: 5.69446 
[INFO] 2021-01-27 02:44:07 > Step:   69300 Progress: 34.6% Elapsed: 1 day, 12:39:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.02224 Generator_loss: 6.74734 
[INFO] 2021-01-27 02:46:32 > Step:   69400 Progress: 34.7% Elapsed: 1 day, 12:41:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.16165 Generator_loss: 5.84586 
[INFO] 2021-01-27 02:48:56 > Step:   69500 Progress: 34.8% Elapsed: 1 day, 12:44:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.29001 Generator_loss: 6.12819 
[INFO] 2021-01-27 02:51:20 > Step:   69600 Progress: 34.8% Elapsed: 1 day, 12:46:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.19786 Generator_loss: 5.9388 
[INFO] 2021-01-27 02:53:44 > Step:   69700 Progress: 34.8% Elapsed: 1 day, 12:49:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.11377 Generator_loss: 6.00887 
[INFO] 2021-01-27 02:56:09 > Step:   69800 Progress: 34.9% Elapsed: 1 day, 12:51:36 temperature: 1.0 ada_p: No Discriminator_loss: 6.09652 Generator_loss: 5.84543 
[INFO] 2021-01-27 02:58:34 > Step:   69900 Progress: 34.9% Elapsed: 1 day, 12:54:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.34667 Generator_loss: 5.51136 
[INFO] 2021-01-27 03:00:58 > Step:   70000 Progress: 35.0% Elapsed: 1 day, 12:56:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.08562 Generator_loss: 6.06879 
[INFO] 2021-01-27 03:00:58 > Start Evaluation (70000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 03:00:58 > Calculating FID Score....
[INFO] 2021-01-27 03:01:51 > Calculating Inception Score....
[INFO] 2021-01-27 03:02:24 > Calculate F_beta Score....
[INFO] 2021-01-27 03:09:40 > Calculate Accuracies....
[INFO] 2021-01-27 03:10:26 > Calculate Accuracies....
[INFO] 2021-01-27 03:14:07 > F_8 score (Step: 70000, Using valid images): 0.7225108344064144
[INFO] 2021-01-27 03:14:07 > F_1/8 score (Step: 70000, Using valid images): 0.9239029851255796
[INFO] 2021-01-27 03:14:07 > FID score (Step: 70000, Using valid moments): 32.20644129319163
[INFO] 2021-01-27 03:14:07 > Inception score (Step: 70000, 50000 generated images): 19.56129264831543
[INFO] 2021-01-27 03:14:07 > Best FID score (Step: 70000, Using valid moments): 32.20644129319163
[INFO] 2021-01-27 03:14:56 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 03:17:23 > Step:   70100 Progress: 35.0% Elapsed: 1 day, 13:12:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.18602 Generator_loss: 6.08082 
[INFO] 2021-01-27 03:19:46 > Step:   70200 Progress: 35.1% Elapsed: 1 day, 13:15:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.05468 Generator_loss: 6.81302 
[INFO] 2021-01-27 03:22:10 > Step:   70300 Progress: 35.1% Elapsed: 1 day, 13:17:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.38709 Generator_loss: 5.63497 
[INFO] 2021-01-27 03:24:34 > Step:   70400 Progress: 35.2% Elapsed: 1 day, 13:20:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.98626 Generator_loss: 6.35227 
[INFO] 2021-01-27 03:26:57 > Step:   70500 Progress: 35.2% Elapsed: 1 day, 13:22:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.055 Generator_loss: 6.79183 
[INFO] 2021-01-27 03:29:21 > Step:   70600 Progress: 35.3% Elapsed: 1 day, 13:24:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.11086 Generator_loss: 6.10174 
[INFO] 2021-01-27 03:31:44 > Step:   70700 Progress: 35.4% Elapsed: 1 day, 13:27:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.13466 Generator_loss: 6.03106 
[INFO] 2021-01-27 03:34:07 > Step:   70800 Progress: 35.4% Elapsed: 1 day, 13:29:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.01068 Generator_loss: 6.72586 
[INFO] 2021-01-27 03:36:31 > Step:   70900 Progress: 35.4% Elapsed: 1 day, 13:31:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.05026 Generator_loss: 6.38862 
[INFO] 2021-01-27 03:38:55 > Step:   71000 Progress: 35.5% Elapsed: 1 day, 13:34:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.21884 Generator_loss: 5.82663 
[INFO] 2021-01-27 03:41:38 > Step:   71100 Progress: 35.5% Elapsed: 1 day, 13:37:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.15623 Generator_loss: 6.86095 
[INFO] 2021-01-27 03:44:02 > Step:   71200 Progress: 35.6% Elapsed: 1 day, 13:39:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.31837 Generator_loss: 5.81145 
[INFO] 2021-01-27 03:46:26 > Step:   71300 Progress: 35.6% Elapsed: 1 day, 13:41:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.03654 Generator_loss: 6.45105 
[INFO] 2021-01-27 03:48:50 > Step:   71400 Progress: 35.7% Elapsed: 1 day, 13:44:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.08774 Generator_loss: 5.98965 
[INFO] 2021-01-27 03:51:14 > Step:   71500 Progress: 35.8% Elapsed: 1 day, 13:46:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.05818 Generator_loss: 6.15377 
[INFO] 2021-01-27 03:53:39 > Step:   71600 Progress: 35.8% Elapsed: 1 day, 13:49:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.92243 Generator_loss: 6.60052 
[INFO] 2021-01-27 03:56:03 > Step:   71700 Progress: 35.9% Elapsed: 1 day, 13:51:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.05184 Generator_loss: 6.64966 
[INFO] 2021-01-27 03:58:27 > Step:   71800 Progress: 35.9% Elapsed: 1 day, 13:53:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.98829 Generator_loss: 6.50716 
[INFO] 2021-01-27 04:00:52 > Step:   71900 Progress: 35.9% Elapsed: 1 day, 13:56:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.13905 Generator_loss: 5.82242 
[INFO] 2021-01-27 04:03:16 > Step:   72000 Progress: 36.0% Elapsed: 1 day, 13:58:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.3744 Generator_loss: 5.82728 
[INFO] 2021-01-27 04:03:16 > Start Evaluation (72000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 04:03:16 > Calculating FID Score....
[INFO] 2021-01-27 04:04:07 > Calculating Inception Score....
[INFO] 2021-01-27 04:04:41 > Calculate F_beta Score....
[INFO] 2021-01-27 04:12:02 > Calculate Accuracies....
[INFO] 2021-01-27 04:12:48 > Calculate Accuracies....
[INFO] 2021-01-27 04:16:29 > F_8 score (Step: 72000, Using valid images): 0.7358153557207895
[INFO] 2021-01-27 04:16:29 > F_1/8 score (Step: 72000, Using valid images): 0.92253794201003
[INFO] 2021-01-27 04:16:29 > FID score (Step: 72000, Using valid moments): 31.976445884812392
[INFO] 2021-01-27 04:16:29 > Inception score (Step: 72000, 50000 generated images): 19.448532104492188
[INFO] 2021-01-27 04:16:29 > Best FID score (Step: 72000, Using valid moments): 31.976445884812392
[INFO] 2021-01-27 04:17:22 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 04:19:46 > Step:   72100 Progress: 36.0% Elapsed: 1 day, 14:15:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.98238 Generator_loss: 6.65497 
[INFO] 2021-01-27 04:22:09 > Step:   72200 Progress: 36.1% Elapsed: 1 day, 14:17:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.08645 Generator_loss: 5.95174 
[INFO] 2021-01-27 04:24:33 > Step:   72300 Progress: 36.1% Elapsed: 1 day, 14:20:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.09851 Generator_loss: 6.21353 
[INFO] 2021-01-27 04:26:57 > Step:   72400 Progress: 36.2% Elapsed: 1 day, 14:22:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.97017 Generator_loss: 6.09079 
[INFO] 2021-01-27 04:29:21 > Step:   72500 Progress: 36.2% Elapsed: 1 day, 14:24:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.26227 Generator_loss: 5.92054 
[INFO] 2021-01-27 04:31:48 > Step:   72600 Progress: 36.3% Elapsed: 1 day, 14:27:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.24154 Generator_loss: 6.01419 
[INFO] 2021-01-27 04:34:12 > Step:   72700 Progress: 36.4% Elapsed: 1 day, 14:29:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.0496 Generator_loss: 6.72899 
[INFO] 2021-01-27 04:36:35 > Step:   72800 Progress: 36.4% Elapsed: 1 day, 14:32:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.30282 Generator_loss: 5.84668 
[INFO] 2021-01-27 04:38:59 > Step:   72900 Progress: 36.4% Elapsed: 1 day, 14:34:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.18261 Generator_loss: 6.01732 
[INFO] 2021-01-27 04:41:49 > Step:   73000 Progress: 36.5% Elapsed: 1 day, 14:37:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.09338 Generator_loss: 5.9832 
[INFO] 2021-01-27 04:44:13 > Step:   73100 Progress: 36.5% Elapsed: 1 day, 14:39:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.30279 Generator_loss: 5.62848 
[INFO] 2021-01-27 04:46:39 > Step:   73200 Progress: 36.6% Elapsed: 1 day, 14:42:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.99237 Generator_loss: 5.90181 
[INFO] 2021-01-27 04:49:03 > Step:   73300 Progress: 36.6% Elapsed: 1 day, 14:44:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.13541 Generator_loss: 5.9362 
[INFO] 2021-01-27 04:51:28 > Step:   73400 Progress: 36.7% Elapsed: 1 day, 14:46:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.18167 Generator_loss: 6.04328 
[INFO] 2021-01-27 04:53:53 > Step:   73500 Progress: 36.8% Elapsed: 1 day, 14:49:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.00989 Generator_loss: 6.61375 
[INFO] 2021-01-27 04:56:18 > Step:   73600 Progress: 36.8% Elapsed: 1 day, 14:51:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.2385 Generator_loss: 6.03023 
[INFO] 2021-01-27 04:58:42 > Step:   73700 Progress: 36.9% Elapsed: 1 day, 14:54:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.97476 Generator_loss: 6.80192 
[INFO] 2021-01-27 05:01:07 > Step:   73800 Progress: 36.9% Elapsed: 1 day, 14:56:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.25023 Generator_loss: 5.92758 
[INFO] 2021-01-27 05:03:32 > Step:   73900 Progress: 37.0% Elapsed: 1 day, 14:58:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.07524 Generator_loss: 6.01555 
[INFO] 2021-01-27 05:05:56 > Step:   74000 Progress: 37.0% Elapsed: 1 day, 15:01:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.09765 Generator_loss: 6.20969 
[INFO] 2021-01-27 05:05:56 > Start Evaluation (74000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 05:05:56 > Calculating FID Score....
[INFO] 2021-01-27 05:06:48 > Calculating Inception Score....
[INFO] 2021-01-27 05:07:22 > Calculate F_beta Score....
[INFO] 2021-01-27 05:14:57 > Calculate Accuracies....
[INFO] 2021-01-27 05:15:42 > Calculate Accuracies....
[INFO] 2021-01-27 05:19:24 > F_8 score (Step: 74000, Using valid images): 0.7223236635154552
[INFO] 2021-01-27 05:19:24 > F_1/8 score (Step: 74000, Using valid images): 0.9331702383267674
[INFO] 2021-01-27 05:19:24 > FID score (Step: 74000, Using valid moments): 31.485160566132947
[INFO] 2021-01-27 05:19:24 > Inception score (Step: 74000, 50000 generated images): 19.691173553466797
[INFO] 2021-01-27 05:19:24 > Best FID score (Step: 74000, Using valid moments): 31.485160566132947
[INFO] 2021-01-27 05:20:13 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 05:22:37 > Step:   74100 Progress: 37.0% Elapsed: 1 day, 15:18:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.27196 Generator_loss: 5.81689 
[INFO] 2021-01-27 05:25:01 > Step:   74200 Progress: 37.1% Elapsed: 1 day, 15:20:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.07014 Generator_loss: 6.21721 
[INFO] 2021-01-27 05:27:25 > Step:   74300 Progress: 37.1% Elapsed: 1 day, 15:22:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.04614 Generator_loss: 6.31195 
[INFO] 2021-01-27 05:29:49 > Step:   74400 Progress: 37.2% Elapsed: 1 day, 15:25:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.23054 Generator_loss: 5.97339 
[INFO] 2021-01-27 05:32:36 > Step:   74500 Progress: 37.2% Elapsed: 1 day, 15:28:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.06182 Generator_loss: 6.63685 
[INFO] 2021-01-27 05:35:01 > Step:   74600 Progress: 37.3% Elapsed: 1 day, 15:30:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.29909 Generator_loss: 5.88179 
[INFO] 2021-01-27 05:37:25 > Step:   74700 Progress: 37.4% Elapsed: 1 day, 15:32:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.97784 Generator_loss: 6.2789 
[INFO] 2021-01-27 05:39:50 > Step:   74800 Progress: 37.4% Elapsed: 1 day, 15:35:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.2958 Generator_loss: 5.89793 
[INFO] 2021-01-27 05:42:15 > Step:   74900 Progress: 37.5% Elapsed: 1 day, 15:37:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.10562 Generator_loss: 6.10397 
[INFO] 2021-01-27 05:44:39 > Step:   75000 Progress: 37.5% Elapsed: 1 day, 15:40:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.15648 Generator_loss: 6.02472 
[INFO] 2021-01-27 05:47:07 > Step:   75100 Progress: 37.5% Elapsed: 1 day, 15:42:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.97025 Generator_loss: 6.28902 
[INFO] 2021-01-27 05:49:31 > Step:   75200 Progress: 37.6% Elapsed: 1 day, 15:44:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.11703 Generator_loss: 6.00875 
[INFO] 2021-01-27 05:51:56 > Step:   75300 Progress: 37.6% Elapsed: 1 day, 15:47:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.99246 Generator_loss: 6.07611 
[INFO] 2021-01-27 05:54:21 > Step:   75400 Progress: 37.7% Elapsed: 1 day, 15:49:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.2977 Generator_loss: 5.76073 
[INFO] 2021-01-27 05:56:45 > Step:   75500 Progress: 37.8% Elapsed: 1 day, 15:52:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.24657 Generator_loss: 5.82444 
[INFO] 2021-01-27 05:59:09 > Step:   75600 Progress: 37.8% Elapsed: 1 day, 15:54:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.11933 Generator_loss: 5.84411 
[INFO] 2021-01-27 06:01:34 > Step:   75700 Progress: 37.9% Elapsed: 1 day, 15:57:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.10739 Generator_loss: 5.98432 
[INFO] 2021-01-27 06:03:58 > Step:   75800 Progress: 37.9% Elapsed: 1 day, 15:59:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.00632 Generator_loss: 6.5208 
[INFO] 2021-01-27 06:06:23 > Step:   75900 Progress: 38.0% Elapsed: 1 day, 16:01:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.12483 Generator_loss: 5.90743 
[INFO] 2021-01-27 06:08:47 > Step:   76000 Progress: 38.0% Elapsed: 1 day, 16:04:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.06538 Generator_loss: 6.46699 
[INFO] 2021-01-27 06:08:47 > Start Evaluation (76000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 06:08:47 > Calculating FID Score....
[INFO] 2021-01-27 06:09:38 > Calculating Inception Score....
[INFO] 2021-01-27 06:10:12 > Calculate F_beta Score....
[INFO] 2021-01-27 06:17:51 > Calculate Accuracies....
[INFO] 2021-01-27 06:18:37 > Calculate Accuracies....
[INFO] 2021-01-27 06:22:19 > F_8 score (Step: 76000, Using valid images): 0.7494240450104663
[INFO] 2021-01-27 06:22:19 > F_1/8 score (Step: 76000, Using valid images): 0.9253802971809931
[INFO] 2021-01-27 06:22:19 > FID score (Step: 76000, Using valid moments): 31.20060593850974
[INFO] 2021-01-27 06:22:19 > Inception score (Step: 76000, 50000 generated images): 19.855751037597656
[INFO] 2021-01-27 06:22:19 > Best FID score (Step: 76000, Using valid moments): 31.20060593850974
[INFO] 2021-01-27 06:23:10 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 06:25:34 > Step:   76100 Progress: 38.0% Elapsed: 1 day, 16:21:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.07672 Generator_loss: 5.9973 
[INFO] 2021-01-27 06:27:58 > Step:   76200 Progress: 38.1% Elapsed: 1 day, 16:23:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.11487 Generator_loss: 6.74102 
[INFO] 2021-01-27 06:30:48 > Step:   76300 Progress: 38.1% Elapsed: 1 day, 16:26:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.02121 Generator_loss: 6.70407 
[INFO] 2021-01-27 06:33:13 > Step:   76400 Progress: 38.2% Elapsed: 1 day, 16:28:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.00196 Generator_loss: 6.48676 
[INFO] 2021-01-27 06:35:37 > Step:   76500 Progress: 38.2% Elapsed: 1 day, 16:31:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.16053 Generator_loss: 5.80241 
[INFO] 2021-01-27 06:38:02 > Step:   76600 Progress: 38.3% Elapsed: 1 day, 16:33:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.99113 Generator_loss: 6.33478 
[INFO] 2021-01-27 06:40:26 > Step:   76700 Progress: 38.4% Elapsed: 1 day, 16:35:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.04 Generator_loss: 6.2776 
[INFO] 2021-01-27 06:42:51 > Step:   76800 Progress: 38.4% Elapsed: 1 day, 16:38:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.12117 Generator_loss: 6.02362 
[INFO] 2021-01-27 06:45:16 > Step:   76900 Progress: 38.5% Elapsed: 1 day, 16:40:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.0058 Generator_loss: 6.17622 
[INFO] 2021-01-27 06:47:40 > Step:   77000 Progress: 38.5% Elapsed: 1 day, 16:43:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.07265 Generator_loss: 6.09094 
[INFO] 2021-01-27 06:50:05 > Step:   77100 Progress: 38.6% Elapsed: 1 day, 16:45:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.10063 Generator_loss: 6.03974 
[INFO] 2021-01-27 06:52:29 > Step:   77200 Progress: 38.6% Elapsed: 1 day, 16:47:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.97533 Generator_loss: 6.66159 
[INFO] 2021-01-27 06:54:54 > Step:   77300 Progress: 38.6% Elapsed: 1 day, 16:50:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.20667 Generator_loss: 6.04246 
[INFO] 2021-01-27 06:57:19 > Step:   77400 Progress: 38.7% Elapsed: 1 day, 16:52:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.10755 Generator_loss: 6.19363 
[INFO] 2021-01-27 06:59:44 > Step:   77500 Progress: 38.8% Elapsed: 1 day, 16:55:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.13394 Generator_loss: 5.81821 
[INFO] 2021-01-27 07:02:11 > Step:   77600 Progress: 38.8% Elapsed: 1 day, 16:57:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.00693 Generator_loss: 6.18421 
[INFO] 2021-01-27 07:04:35 > Step:   77700 Progress: 38.9% Elapsed: 1 day, 17:00:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.11864 Generator_loss: 6.10329 
[INFO] 2021-01-27 07:07:00 > Step:   77800 Progress: 38.9% Elapsed: 1 day, 17:02:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.3147 Generator_loss: 5.75328 
[INFO] 2021-01-27 07:09:25 > Step:   77900 Progress: 39.0% Elapsed: 1 day, 17:04:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.05195 Generator_loss: 6.32327 
[INFO] 2021-01-27 07:11:49 > Step:   78000 Progress: 39.0% Elapsed: 1 day, 17:07:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.20164 Generator_loss: 6.0047 
[INFO] 2021-01-27 07:11:49 > Start Evaluation (78000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 07:11:49 > Calculating FID Score....
[INFO] 2021-01-27 07:12:42 > Calculating Inception Score....
[INFO] 2021-01-27 07:13:16 > Calculate F_beta Score....
[INFO] 2021-01-27 07:20:58 > Calculate Accuracies....
[INFO] 2021-01-27 07:21:43 > Calculate Accuracies....
[INFO] 2021-01-27 07:25:25 > F_8 score (Step: 78000, Using valid images): 0.7732571245568717
[INFO] 2021-01-27 07:25:25 > F_1/8 score (Step: 78000, Using valid images): 0.924698067279278
[INFO] 2021-01-27 07:25:25 > FID score (Step: 78000, Using valid moments): 30.883135394097735
[INFO] 2021-01-27 07:25:25 > Inception score (Step: 78000, 50000 generated images): 19.83635711669922
[INFO] 2021-01-27 07:25:25 > Best FID score (Step: 78000, Using valid moments): 30.883135394097735
[INFO] 2021-01-27 07:26:14 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 07:28:38 > Step:   78100 Progress: 39.1% Elapsed: 1 day, 17:24:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.01496 Generator_loss: 6.06124 
[INFO] 2021-01-27 07:31:01 > Step:   78200 Progress: 39.1% Elapsed: 1 day, 17:26:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.24162 Generator_loss: 6.7234 
[INFO] 2021-01-27 07:33:25 > Step:   78300 Progress: 39.1% Elapsed: 1 day, 17:28:51 temperature: 1.0 ada_p: No Discriminator_loss: 6.11995 Generator_loss: 5.46599 
[INFO] 2021-01-27 07:36:09 > Step:   78400 Progress: 39.2% Elapsed: 1 day, 17:31:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.29079 Generator_loss: 5.67358 
[INFO] 2021-01-27 07:38:34 > Step:   78500 Progress: 39.2% Elapsed: 1 day, 17:34:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.07477 Generator_loss: 6.66487 
[INFO] 2021-01-27 07:40:58 > Step:   78600 Progress: 39.3% Elapsed: 1 day, 17:36:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.12533 Generator_loss: 5.97745 
[INFO] 2021-01-27 07:43:22 > Step:   78700 Progress: 39.4% Elapsed: 1 day, 17:38:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.99934 Generator_loss: 6.05682 
[INFO] 2021-01-27 07:45:46 > Step:   78800 Progress: 39.4% Elapsed: 1 day, 17:41:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.36668 Generator_loss: 5.78993 
[INFO] 2021-01-27 07:48:10 > Step:   78900 Progress: 39.5% Elapsed: 1 day, 17:43:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.06032 Generator_loss: 5.9798 
[INFO] 2021-01-27 07:50:35 > Step:   79000 Progress: 39.5% Elapsed: 1 day, 17:46:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.13415 Generator_loss: 6.00202 
[INFO] 2021-01-27 07:52:59 > Step:   79100 Progress: 39.6% Elapsed: 1 day, 17:48:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.98671 Generator_loss: 6.06238 
[INFO] 2021-01-27 07:55:23 > Step:   79200 Progress: 39.6% Elapsed: 1 day, 17:50:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.91512 Generator_loss: 6.21184 
[INFO] 2021-01-27 07:57:48 > Step:   79300 Progress: 39.6% Elapsed: 1 day, 17:53:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.18002 Generator_loss: 6.06666 
[INFO] 2021-01-27 08:00:12 > Step:   79400 Progress: 39.7% Elapsed: 1 day, 17:55:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.97847 Generator_loss: 6.35804 
[INFO] 2021-01-27 08:02:36 > Step:   79500 Progress: 39.8% Elapsed: 1 day, 17:58:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.12679 Generator_loss: 5.95271 
[INFO] 2021-01-27 08:05:01 > Step:   79600 Progress: 39.8% Elapsed: 1 day, 18:00:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.01823 Generator_loss: 6.09121 
[INFO] 2021-01-27 08:07:25 > Step:   79700 Progress: 39.9% Elapsed: 1 day, 18:02:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.05831 Generator_loss: 5.94378 
[INFO] 2021-01-27 08:09:49 > Step:   79800 Progress: 39.9% Elapsed: 1 day, 18:05:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.41785 Generator_loss: 5.96668 
[INFO] 2021-01-27 08:12:13 > Step:   79900 Progress: 40.0% Elapsed: 1 day, 18:07:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.00946 Generator_loss: 6.17296 
[INFO] 2021-01-27 08:14:37 > Step:   80000 Progress: 40.0% Elapsed: 1 day, 18:10:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.17099 Generator_loss: 5.98147 
[INFO] 2021-01-27 08:14:37 > Start Evaluation (80000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 08:14:37 > Calculating FID Score....
[INFO] 2021-01-27 08:15:30 > Calculating Inception Score....
[INFO] 2021-01-27 08:16:04 > Calculate F_beta Score....
[INFO] 2021-01-27 08:24:05 > Calculate Accuracies....
[INFO] 2021-01-27 08:24:51 > Calculate Accuracies....
[INFO] 2021-01-27 08:28:34 > F_8 score (Step: 80000, Using valid images): 0.7708849320108542
[INFO] 2021-01-27 08:28:34 > F_1/8 score (Step: 80000, Using valid images): 0.9288685309165912
[INFO] 2021-01-27 08:28:34 > FID score (Step: 80000, Using valid moments): 30.760763745382064
[INFO] 2021-01-27 08:28:34 > Inception score (Step: 80000, 50000 generated images): 20.03619384765625
[INFO] 2021-01-27 08:28:34 > Best FID score (Step: 80000, Using valid moments): 30.760763745382064
[INFO] 2021-01-27 08:29:26 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 08:32:32 > Step:   80100 Progress: 40.1% Elapsed: 1 day, 18:27:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.25444 Generator_loss: 5.91287 
[INFO] 2021-01-27 08:34:58 > Step:   80200 Progress: 40.1% Elapsed: 1 day, 18:30:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.00552 Generator_loss: 6.8517 
[INFO] 2021-01-27 08:37:23 > Step:   80300 Progress: 40.2% Elapsed: 1 day, 18:32:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.10794 Generator_loss: 6.00143 
[INFO] 2021-01-27 08:39:49 > Step:   80400 Progress: 40.2% Elapsed: 1 day, 18:35:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.19155 Generator_loss: 5.88561 
[INFO] 2021-01-27 08:42:14 > Step:   80500 Progress: 40.2% Elapsed: 1 day, 18:37:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.04302 Generator_loss: 6.71265 
[INFO] 2021-01-27 08:44:39 > Step:   80600 Progress: 40.3% Elapsed: 1 day, 18:40:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.04302 Generator_loss: 6.04092 
[INFO] 2021-01-27 08:47:04 > Step:   80700 Progress: 40.4% Elapsed: 1 day, 18:42:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.97076 Generator_loss: 6.33535 
[INFO] 2021-01-27 08:49:29 > Step:   80800 Progress: 40.4% Elapsed: 1 day, 18:44:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.04711 Generator_loss: 6.24401 
[INFO] 2021-01-27 08:51:54 > Step:   80900 Progress: 40.5% Elapsed: 1 day, 18:47:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.15097 Generator_loss: 5.78708 
[INFO] 2021-01-27 08:54:19 > Step:   81000 Progress: 40.5% Elapsed: 1 day, 18:49:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.13786 Generator_loss: 6.00502 
[INFO] 2021-01-27 08:56:44 > Step:   81100 Progress: 40.6% Elapsed: 1 day, 18:52:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.13275 Generator_loss: 5.91411 
[INFO] 2021-01-27 08:59:10 > Step:   81200 Progress: 40.6% Elapsed: 1 day, 18:54:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.92036 Generator_loss: 6.54798 
[INFO] 2021-01-27 09:01:34 > Step:   81300 Progress: 40.6% Elapsed: 1 day, 18:57:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.03498 Generator_loss: 6.29812 
[INFO] 2021-01-27 09:03:59 > Step:   81400 Progress: 40.7% Elapsed: 1 day, 18:59:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.09312 Generator_loss: 6.14716 
[INFO] 2021-01-27 09:06:24 > Step:   81500 Progress: 40.8% Elapsed: 1 day, 19:01:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.20948 Generator_loss: 5.80185 
[INFO] 2021-01-27 09:08:49 > Step:   81600 Progress: 40.8% Elapsed: 1 day, 19:04:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.07586 Generator_loss: 6.59403 
[INFO] 2021-01-27 09:11:14 > Step:   81700 Progress: 40.8% Elapsed: 1 day, 19:06:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.19441 Generator_loss: 5.98264 
[INFO] 2021-01-27 09:13:38 > Step:   81800 Progress: 40.9% Elapsed: 1 day, 19:09:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.02743 Generator_loss: 6.39855 
[INFO] 2021-01-27 09:16:03 > Step:   81900 Progress: 40.9% Elapsed: 1 day, 19:11:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.04841 Generator_loss: 6.23086 
[INFO] 2021-01-27 09:18:28 > Step:   82000 Progress: 41.0% Elapsed: 1 day, 19:13:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.1184 Generator_loss: 5.92617 
[INFO] 2021-01-27 09:18:28 > Start Evaluation (82000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 09:18:28 > Calculating FID Score....
[INFO] 2021-01-27 09:19:21 > Calculating Inception Score....
[INFO] 2021-01-27 09:19:56 > Calculate F_beta Score....
[INFO] 2021-01-27 09:27:29 > Calculate Accuracies....
[INFO] 2021-01-27 09:28:15 > Calculate Accuracies....
[INFO] 2021-01-27 09:31:58 > F_8 score (Step: 82000, Using valid images): 0.7526039007389284
[INFO] 2021-01-27 09:31:58 > F_1/8 score (Step: 82000, Using valid images): 0.9261867425100647
[INFO] 2021-01-27 09:31:58 > FID score (Step: 82000, Using valid moments): 30.405969095368903
[INFO] 2021-01-27 09:31:59 > Inception score (Step: 82000, 50000 generated images): 20.124223709106445
[INFO] 2021-01-27 09:31:59 > Best FID score (Step: 82000, Using valid moments): 30.405969095368903
[INFO] 2021-01-27 09:32:53 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 09:35:18 > Step:   82100 Progress: 41.0% Elapsed: 1 day, 19:30:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.96608 Generator_loss: 6.27331 
[INFO] 2021-01-27 09:37:42 > Step:   82200 Progress: 41.1% Elapsed: 1 day, 19:33:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.29925 Generator_loss: 5.70976 
[INFO] 2021-01-27 09:40:06 > Step:   82300 Progress: 41.1% Elapsed: 1 day, 19:35:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.04565 Generator_loss: 6.26871 
[INFO] 2021-01-27 09:42:30 > Step:   82400 Progress: 41.2% Elapsed: 1 day, 19:37:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.02628 Generator_loss: 6.08984 
[INFO] 2021-01-27 09:44:54 > Step:   82500 Progress: 41.2% Elapsed: 1 day, 19:40:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.95718 Generator_loss: 6.10542 
[INFO] 2021-01-27 09:47:21 > Step:   82600 Progress: 41.3% Elapsed: 1 day, 19:42:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.02707 Generator_loss: 6.08445 
[INFO] 2021-01-27 09:49:45 > Step:   82700 Progress: 41.3% Elapsed: 1 day, 19:45:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.16737 Generator_loss: 5.98316 
[INFO] 2021-01-27 09:52:31 > Step:   82800 Progress: 41.4% Elapsed: 1 day, 19:47:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.00184 Generator_loss: 6.46826 
[INFO] 2021-01-27 09:54:56 > Step:   82900 Progress: 41.4% Elapsed: 1 day, 19:50:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.03638 Generator_loss: 6.09259 
[INFO] 2021-01-27 09:57:21 > Step:   83000 Progress: 41.5% Elapsed: 1 day, 19:52:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.13283 Generator_loss: 6.03993 
[INFO] 2021-01-27 09:59:46 > Step:   83100 Progress: 41.5% Elapsed: 1 day, 19:55:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.55023 Generator_loss: 5.66689 
[INFO] 2021-01-27 10:02:10 > Step:   83200 Progress: 41.6% Elapsed: 1 day, 19:57:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.04791 Generator_loss: 6.04156 
[INFO] 2021-01-27 10:04:35 > Step:   83300 Progress: 41.6% Elapsed: 1 day, 20:00:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.23946 Generator_loss: 6.03825 
[INFO] 2021-01-27 10:07:00 > Step:   83400 Progress: 41.7% Elapsed: 1 day, 20:02:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.02299 Generator_loss: 6.04528 
[INFO] 2021-01-27 10:09:24 > Step:   83500 Progress: 41.8% Elapsed: 1 day, 20:04:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.13177 Generator_loss: 6.01581 
[INFO] 2021-01-27 10:11:49 > Step:   83600 Progress: 41.8% Elapsed: 1 day, 20:07:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.1121 Generator_loss: 6.28257 
[INFO] 2021-01-27 10:14:14 > Step:   83700 Progress: 41.9% Elapsed: 1 day, 20:09:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.994 Generator_loss: 6.67226 
[INFO] 2021-01-27 10:16:39 > Step:   83800 Progress: 41.9% Elapsed: 1 day, 20:12:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.20864 Generator_loss: 5.7188 
[INFO] 2021-01-27 10:19:04 > Step:   83900 Progress: 41.9% Elapsed: 1 day, 20:14:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.96523 Generator_loss: 6.15372 
[INFO] 2021-01-27 10:21:28 > Step:   84000 Progress: 42.0% Elapsed: 1 day, 20:16:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.14631 Generator_loss: 5.8964 
[INFO] 2021-01-27 10:21:28 > Start Evaluation (84000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 10:21:28 > Calculating FID Score....
[INFO] 2021-01-27 10:22:22 > Calculating Inception Score....
[INFO] 2021-01-27 10:22:56 > Calculate F_beta Score....
[INFO] 2021-01-27 10:31:02 > Calculate Accuracies....
[INFO] 2021-01-27 10:31:47 > Calculate Accuracies....
[INFO] 2021-01-27 10:35:30 > F_8 score (Step: 84000, Using valid images): 0.7587062533843566
[INFO] 2021-01-27 10:35:30 > F_1/8 score (Step: 84000, Using valid images): 0.9276046513511207
[INFO] 2021-01-27 10:35:30 > FID score (Step: 84000, Using valid moments): 30.41389470324009
[INFO] 2021-01-27 10:35:30 > Inception score (Step: 84000, 50000 generated images): 20.250818252563477
[INFO] 2021-01-27 10:35:30 > Best FID score (Step: 82000, Using valid moments): 30.405969095368903
[INFO] 2021-01-27 10:35:56 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 10:38:20 > Step:   84100 Progress: 42.0% Elapsed: 1 day, 20:33:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.11415 Generator_loss: 6.00619 
[INFO] 2021-01-27 12:04:36 > Generator checkpoint is checkpoints/ContraGAN256-train-2021_01_25_13_55_18/model=G-current-weights-step=84000.pth
[INFO] 2021-01-27 12:04:36 > Discriminator checkpoint is checkpoints/ContraGAN256-train-2021_01_25_13_55_18/model=D-current-weights-step=84000.pth
[INFO] 2021-01-27 12:04:39 > Start training....
[INFO] 2021-01-27 12:07:35 > Step:   84100 Progress: 42.0% Elapsed: 0:02:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.98731 Generator_loss: 6.83972 
[INFO] 2021-01-27 12:10:00 > Step:   84200 Progress: 42.1% Elapsed: 0:05:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.10174 Generator_loss: 6.13917 
[INFO] 2021-01-27 12:12:24 > Step:   84300 Progress: 42.1% Elapsed: 0:07:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.32634 Generator_loss: 5.64023 
[INFO] 2021-01-27 12:14:48 > Step:   84400 Progress: 42.2% Elapsed: 0:10:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.01522 Generator_loss: 6.6495 
[INFO] 2021-01-27 12:17:13 > Step:   84500 Progress: 42.2% Elapsed: 0:12:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.0695 Generator_loss: 6.13042 
[INFO] 2021-01-27 12:19:36 > Step:   84600 Progress: 42.3% Elapsed: 0:14:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.98521 Generator_loss: 6.37105 
[INFO] 2021-01-27 12:22:01 > Step:   84700 Progress: 42.4% Elapsed: 0:17:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.14247 Generator_loss: 6.11952 
[INFO] 2021-01-27 12:24:25 > Step:   84800 Progress: 42.4% Elapsed: 0:19:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.99104 Generator_loss: 6.25141 
[INFO] 2021-01-27 12:26:49 > Step:   84900 Progress: 42.4% Elapsed: 0:22:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.09638 Generator_loss: 5.93617 
[INFO] 2021-01-27 12:29:14 > Step:   85000 Progress: 42.5% Elapsed: 0:24:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.08656 Generator_loss: 6.18068 
[INFO] 2021-01-27 12:31:38 > Step:   85100 Progress: 42.5% Elapsed: 0:26:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.00896 Generator_loss: 6.25749 
[INFO] 2021-01-27 12:34:02 > Step:   85200 Progress: 42.6% Elapsed: 0:29:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.10233 Generator_loss: 5.98539 
[INFO] 2021-01-27 12:36:27 > Step:   85300 Progress: 42.6% Elapsed: 0:31:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.95064 Generator_loss: 6.40407 
[INFO] 2021-01-27 12:38:51 > Step:   85400 Progress: 42.7% Elapsed: 0:34:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.04277 Generator_loss: 6.41869 
[INFO] 2021-01-27 12:41:16 > Step:   85500 Progress: 42.8% Elapsed: 0:36:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.19187 Generator_loss: 6.04016 
[INFO] 2021-01-27 12:43:41 > Step:   85600 Progress: 42.8% Elapsed: 0:39:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.1 Generator_loss: 6.06853 
[INFO] 2021-01-27 12:46:05 > Step:   85700 Progress: 42.9% Elapsed: 0:41:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.20826 Generator_loss: 5.89666 
[INFO] 2021-01-27 12:48:29 > Step:   85800 Progress: 42.9% Elapsed: 0:43:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.12867 Generator_loss: 5.98863 
[INFO] 2021-01-27 12:50:53 > Step:   85900 Progress: 43.0% Elapsed: 0:46:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.16501 Generator_loss: 6.01552 
[INFO] 2021-01-27 12:53:17 > Step:   86000 Progress: 43.0% Elapsed: 0:48:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.98296 Generator_loss: 6.62485 
[INFO] 2021-01-27 12:53:17 > Start Evaluation (86000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 12:53:17 > Calculating FID Score....
[INFO] 2021-01-27 12:54:10 > Calculating Inception Score....
[INFO] 2021-01-27 12:55:01 > Calculate F_beta Score....
[INFO] 2021-01-27 13:02:26 > Calculate Accuracies....
[INFO] 2021-01-27 13:03:12 > Calculate Accuracies....
[INFO] 2021-01-27 13:06:54 > F_8 score (Step: 86000, Using valid images): 0.7600031386216597
[INFO] 2021-01-27 13:06:54 > F_1/8 score (Step: 86000, Using valid images): 0.9303646282215421
[INFO] 2021-01-27 13:06:54 > FID score (Step: 86000, Using valid moments): 30.067481545128544
[INFO] 2021-01-27 13:06:54 > Inception score (Step: 86000, 50000 generated images): 20.49455451965332
[INFO] 2021-01-27 13:06:54 > Best FID score (Step: 86000, Using valid moments): 30.067481545128544
[INFO] 2021-01-27 13:07:45 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 13:10:09 > Step:   86100 Progress: 43.0% Elapsed: 1:05:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.20061 Generator_loss: 5.93084 
[INFO] 2021-01-27 13:12:32 > Step:   86200 Progress: 43.1% Elapsed: 1:07:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.15147 Generator_loss: 5.93633 
[INFO] 2021-01-27 13:14:56 > Step:   86300 Progress: 43.1% Elapsed: 1:10:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.28762 Generator_loss: 6.07331 
[INFO] 2021-01-27 13:17:20 > Step:   86400 Progress: 43.2% Elapsed: 1:12:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.98129 Generator_loss: 6.52981 
[INFO] 2021-01-27 13:19:44 > Step:   86500 Progress: 43.2% Elapsed: 1:15:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.04184 Generator_loss: 6.08993 
[INFO] 2021-01-27 13:22:10 > Step:   86600 Progress: 43.3% Elapsed: 1:17:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.16977 Generator_loss: 5.9802 
[INFO] 2021-01-27 13:24:53 > Step:   86700 Progress: 43.4% Elapsed: 1:20:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.26563 Generator_loss: 5.8751 
[INFO] 2021-01-27 13:27:18 > Step:   86800 Progress: 43.4% Elapsed: 1:22:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.14488 Generator_loss: 6.79393 
[INFO] 2021-01-27 13:29:42 > Step:   86900 Progress: 43.5% Elapsed: 1:25:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.94341 Generator_loss: 6.49581 
[INFO] 2021-01-27 13:32:06 > Step:   87000 Progress: 43.5% Elapsed: 1:27:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.05266 Generator_loss: 6.83971 
[INFO] 2021-01-27 13:34:31 > Step:   87100 Progress: 43.5% Elapsed: 1:29:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.94542 Generator_loss: 6.15327 
[INFO] 2021-01-27 13:36:55 > Step:   87200 Progress: 43.6% Elapsed: 1:32:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.04058 Generator_loss: 6.06534 
[INFO] 2021-01-27 13:39:20 > Step:   87300 Progress: 43.6% Elapsed: 1:34:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.54144 Generator_loss: 5.60535 
[INFO] 2021-01-27 13:41:44 > Step:   87400 Progress: 43.7% Elapsed: 1:37:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.96171 Generator_loss: 6.48301 
[INFO] 2021-01-27 13:44:09 > Step:   87500 Progress: 43.8% Elapsed: 1:39:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.10283 Generator_loss: 6.06293 
[INFO] 2021-01-27 13:46:33 > Step:   87600 Progress: 43.8% Elapsed: 1:41:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.09336 Generator_loss: 5.83437 
[INFO] 2021-01-27 13:48:58 > Step:   87700 Progress: 43.9% Elapsed: 1:44:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.1734 Generator_loss: 6.13712 
[INFO] 2021-01-27 13:51:22 > Step:   87800 Progress: 43.9% Elapsed: 1:46:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.22649 Generator_loss: 6.00842 
[INFO] 2021-01-27 13:53:47 > Step:   87900 Progress: 44.0% Elapsed: 1:49:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.93493 Generator_loss: 6.65406 
[INFO] 2021-01-27 13:56:12 > Step:   88000 Progress: 44.0% Elapsed: 1:51:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.1212 Generator_loss: 5.93491 
[INFO] 2021-01-27 13:56:12 > Start Evaluation (88000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 13:56:12 > Calculating FID Score....
[INFO] 2021-01-27 13:57:05 > Calculating Inception Score....
[INFO] 2021-01-27 13:57:55 > Calculate F_beta Score....
[INFO] 2021-01-27 14:05:10 > Calculate Accuracies....
[INFO] 2021-01-27 14:05:55 > Calculate Accuracies....
[INFO] 2021-01-27 14:09:35 > F_8 score (Step: 88000, Using valid images): 0.7610112458912778
[INFO] 2021-01-27 14:09:35 > F_1/8 score (Step: 88000, Using valid images): 0.9259473732401752
[INFO] 2021-01-27 14:09:35 > FID score (Step: 88000, Using valid moments): 29.910681348734215
[INFO] 2021-01-27 14:09:35 > Inception score (Step: 88000, 50000 generated images): 20.342348098754883
[INFO] 2021-01-27 14:09:35 > Best FID score (Step: 88000, Using valid moments): 29.910681348734215
[INFO] 2021-01-27 14:10:24 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 14:12:48 > Step:   88100 Progress: 44.0% Elapsed: 2:08:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.17225 Generator_loss: 6.0713 
[INFO] 2021-01-27 14:15:12 > Step:   88200 Progress: 44.1% Elapsed: 2:10:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.2 Generator_loss: 5.9807 
[INFO] 2021-01-27 14:17:36 > Step:   88300 Progress: 44.1% Elapsed: 2:12:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.03983 Generator_loss: 6.12206 
[INFO] 2021-01-27 14:20:21 > Step:   88400 Progress: 44.2% Elapsed: 2:15:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.02412 Generator_loss: 6.48198 
[INFO] 2021-01-27 14:22:46 > Step:   88500 Progress: 44.2% Elapsed: 2:18:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.34259 Generator_loss: 5.96233 
[INFO] 2021-01-27 14:25:10 > Step:   88600 Progress: 44.3% Elapsed: 2:20:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.9923 Generator_loss: 6.13991 
[INFO] 2021-01-27 14:27:35 > Step:   88700 Progress: 44.4% Elapsed: 2:22:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.09996 Generator_loss: 6.10272 
[INFO] 2021-01-27 14:29:59 > Step:   88800 Progress: 44.4% Elapsed: 2:25:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.99102 Generator_loss: 6.18633 
[INFO] 2021-01-27 14:32:24 > Step:   88900 Progress: 44.5% Elapsed: 2:27:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.26411 Generator_loss: 5.70017 
[INFO] 2021-01-27 14:34:48 > Step:   89000 Progress: 44.5% Elapsed: 2:30:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.0511 Generator_loss: 5.94602 
[INFO] 2021-01-27 14:37:14 > Step:   89100 Progress: 44.5% Elapsed: 2:32:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.07524 Generator_loss: 6.38212 
[INFO] 2021-01-27 14:39:38 > Step:   89200 Progress: 44.6% Elapsed: 2:34:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.01525 Generator_loss: 6.16612 
[INFO] 2021-01-27 14:42:03 > Step:   89300 Progress: 44.6% Elapsed: 2:37:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.25051 Generator_loss: 6.05068 
[INFO] 2021-01-27 14:44:28 > Step:   89400 Progress: 44.7% Elapsed: 2:39:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.48903 Generator_loss: 5.60117 
[INFO] 2021-01-27 14:46:53 > Step:   89500 Progress: 44.8% Elapsed: 2:42:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.96247 Generator_loss: 6.35257 
[INFO] 2021-01-27 14:49:18 > Step:   89600 Progress: 44.8% Elapsed: 2:44:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.69392 Generator_loss: 5.3616 
[INFO] 2021-01-27 14:51:43 > Step:   89700 Progress: 44.9% Elapsed: 2:47:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.35769 Generator_loss: 5.56826 
[INFO] 2021-01-27 14:54:07 > Step:   89800 Progress: 44.9% Elapsed: 2:49:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.0696 Generator_loss: 6.17065 
[INFO] 2021-01-27 14:56:32 > Step:   89900 Progress: 45.0% Elapsed: 2:51:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.92674 Generator_loss: 6.30477 
[INFO] 2021-01-27 14:58:57 > Step:   90000 Progress: 45.0% Elapsed: 2:54:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.96271 Generator_loss: 6.79399 
[INFO] 2021-01-27 14:58:57 > Start Evaluation (90000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 14:58:57 > Calculating FID Score....
[INFO] 2021-01-27 14:59:49 > Calculating Inception Score....
[INFO] 2021-01-27 15:00:22 > Calculate F_beta Score....
[INFO] 2021-01-27 15:07:34 > Calculate Accuracies....
[INFO] 2021-01-27 15:08:19 > Calculate Accuracies....
[INFO] 2021-01-27 15:11:59 > F_8 score (Step: 90000, Using valid images): 0.7818696999106547
[INFO] 2021-01-27 15:11:59 > F_1/8 score (Step: 90000, Using valid images): 0.9254234035574328
[INFO] 2021-01-27 15:11:59 > FID score (Step: 90000, Using valid moments): 29.781552224322127
[INFO] 2021-01-27 15:11:59 > Inception score (Step: 90000, 50000 generated images): 20.650510787963867
[INFO] 2021-01-27 15:11:59 > Best FID score (Step: 90000, Using valid moments): 29.781552224322127
[INFO] 2021-01-27 15:12:48 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 15:15:11 > Step:   90100 Progress: 45.1% Elapsed: 3:10:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.01202 Generator_loss: 6.1343 
[INFO] 2021-01-27 15:17:35 > Step:   90200 Progress: 45.1% Elapsed: 3:12:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.07846 Generator_loss: 5.89154 
[INFO] 2021-01-27 15:19:59 > Step:   90300 Progress: 45.1% Elapsed: 3:15:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.03301 Generator_loss: 6.29622 
[INFO] 2021-01-27 15:22:46 > Step:   90400 Progress: 45.2% Elapsed: 3:18:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.01154 Generator_loss: 6.25258 
[INFO] 2021-01-27 15:25:10 > Step:   90500 Progress: 45.2% Elapsed: 3:20:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.96861 Generator_loss: 6.29169 
[INFO] 2021-01-27 15:27:35 > Step:   90600 Progress: 45.3% Elapsed: 3:22:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.03538 Generator_loss: 6.17576 
[INFO] 2021-01-27 15:30:00 > Step:   90700 Progress: 45.4% Elapsed: 3:25:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.10665 Generator_loss: 6.07161 
[INFO] 2021-01-27 15:32:25 > Step:   90800 Progress: 45.4% Elapsed: 3:27:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.06893 Generator_loss: 6.03688 
[INFO] 2021-01-27 15:34:49 > Step:   90900 Progress: 45.5% Elapsed: 3:30:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.96989 Generator_loss: 6.28465 
[INFO] 2021-01-27 15:37:14 > Step:   91000 Progress: 45.5% Elapsed: 3:32:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.06037 Generator_loss: 6.19684 
[INFO] 2021-01-27 15:39:38 > Step:   91100 Progress: 45.6% Elapsed: 3:34:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.18456 Generator_loss: 6.09977 
[INFO] 2021-01-27 15:42:03 > Step:   91200 Progress: 45.6% Elapsed: 3:37:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.16712 Generator_loss: 5.81324 
[INFO] 2021-01-27 15:44:27 > Step:   91300 Progress: 45.6% Elapsed: 3:39:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.03362 Generator_loss: 6.15461 
[INFO] 2021-01-27 15:46:52 > Step:   91400 Progress: 45.7% Elapsed: 3:42:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.27549 Generator_loss: 5.81865 
[INFO] 2021-01-27 15:49:16 > Step:   91500 Progress: 45.8% Elapsed: 3:44:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.13855 Generator_loss: 6.06321 
[INFO] 2021-01-27 15:51:42 > Step:   91600 Progress: 45.8% Elapsed: 3:47:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.08393 Generator_loss: 6.13627 
[INFO] 2021-01-27 15:54:07 > Step:   91700 Progress: 45.9% Elapsed: 3:49:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.98753 Generator_loss: 6.31035 
[INFO] 2021-01-27 15:56:32 > Step:   91800 Progress: 45.9% Elapsed: 3:51:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.00047 Generator_loss: 6.71922 
[INFO] 2021-01-27 15:58:57 > Step:   91900 Progress: 46.0% Elapsed: 3:54:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.06435 Generator_loss: 6.1128 
[INFO] 2021-01-27 16:01:22 > Step:   92000 Progress: 46.0% Elapsed: 3:56:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.0901 Generator_loss: 6.10883 
[INFO] 2021-01-27 16:01:22 > Start Evaluation (92000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 16:01:22 > Calculating FID Score....
[INFO] 2021-01-27 16:02:14 > Calculating Inception Score....
[INFO] 2021-01-27 16:02:47 > Calculate F_beta Score....
[INFO] 2021-01-27 16:10:01 > Calculate Accuracies....
[INFO] 2021-01-27 16:10:46 > Calculate Accuracies....
[INFO] 2021-01-27 16:14:27 > F_8 score (Step: 92000, Using valid images): 0.7562079446966463
[INFO] 2021-01-27 16:14:27 > F_1/8 score (Step: 92000, Using valid images): 0.930114961546821
[INFO] 2021-01-27 16:14:27 > FID score (Step: 92000, Using valid moments): 29.40683071196463
[INFO] 2021-01-27 16:14:27 > Inception score (Step: 92000, 50000 generated images): 20.81358528137207
[INFO] 2021-01-27 16:14:27 > Best FID score (Step: 92000, Using valid moments): 29.40683071196463
[INFO] 2021-01-27 16:15:14 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 16:17:38 > Step:   92100 Progress: 46.1% Elapsed: 4:12:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.94326 Generator_loss: 6.54056 
[INFO] 2021-01-27 16:20:02 > Step:   92200 Progress: 46.1% Elapsed: 4:15:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.41692 Generator_loss: 5.87024 
[INFO] 2021-01-27 16:22:26 > Step:   92300 Progress: 46.2% Elapsed: 4:17:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.04755 Generator_loss: 6.15945 
[INFO] 2021-01-27 16:24:50 > Step:   92400 Progress: 46.2% Elapsed: 4:20:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.17387 Generator_loss: 5.99942 
[INFO] 2021-01-27 16:27:14 > Step:   92500 Progress: 46.2% Elapsed: 4:22:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.00282 Generator_loss: 6.35066 
[INFO] 2021-01-27 16:30:01 > Step:   92600 Progress: 46.3% Elapsed: 4:25:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.91163 Generator_loss: 6.31865 
[INFO] 2021-01-27 16:32:26 > Step:   92700 Progress: 46.4% Elapsed: 4:27:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.99755 Generator_loss: 6.03731 
[INFO] 2021-01-27 16:34:50 > Step:   92800 Progress: 46.4% Elapsed: 4:30:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.10245 Generator_loss: 6.10163 
[INFO] 2021-01-27 16:37:15 > Step:   92900 Progress: 46.5% Elapsed: 4:32:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.01165 Generator_loss: 6.21782 
[INFO] 2021-01-27 16:39:39 > Step:   93000 Progress: 46.5% Elapsed: 4:35:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.95984 Generator_loss: 6.60865 
[INFO] 2021-01-27 16:42:04 > Step:   93100 Progress: 46.6% Elapsed: 4:37:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.34384 Generator_loss: 5.70436 
[INFO] 2021-01-27 16:44:30 > Step:   93200 Progress: 46.6% Elapsed: 4:39:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.00006 Generator_loss: 6.21222 
[INFO] 2021-01-27 16:46:55 > Step:   93300 Progress: 46.7% Elapsed: 4:42:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.91543 Generator_loss: 6.44129 
[INFO] 2021-01-27 16:49:20 > Step:   93400 Progress: 46.7% Elapsed: 4:44:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.91727 Generator_loss: 6.42817 
[INFO] 2021-01-27 16:51:45 > Step:   93500 Progress: 46.8% Elapsed: 4:47:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.98395 Generator_loss: 6.58066 
[INFO] 2021-01-27 16:54:09 > Step:   93600 Progress: 46.8% Elapsed: 4:49:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.04264 Generator_loss: 6.2345 
[INFO] 2021-01-27 16:56:34 > Step:   93700 Progress: 46.9% Elapsed: 4:51:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.03524 Generator_loss: 6.11156 
[INFO] 2021-01-27 16:58:59 > Step:   93800 Progress: 46.9% Elapsed: 4:54:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.08309 Generator_loss: 5.97541 
[INFO] 2021-01-27 17:01:24 > Step:   93900 Progress: 46.9% Elapsed: 4:56:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.92255 Generator_loss: 6.4548 
[INFO] 2021-01-27 17:03:48 > Step:   94000 Progress: 47.0% Elapsed: 4:59:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.13267 Generator_loss: 5.9931 
[INFO] 2021-01-27 17:03:48 > Start Evaluation (94000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 17:03:48 > Calculating FID Score....
[INFO] 2021-01-27 17:04:41 > Calculating Inception Score....
[INFO] 2021-01-27 17:05:15 > Calculate F_beta Score....
[INFO] 2021-01-27 17:12:52 > Calculate Accuracies....
[INFO] 2021-01-27 17:13:37 > Calculate Accuracies....
[INFO] 2021-01-27 17:17:19 > F_8 score (Step: 94000, Using valid images): 0.764160641004031
[INFO] 2021-01-27 17:17:19 > F_1/8 score (Step: 94000, Using valid images): 0.9285549615395919
[INFO] 2021-01-27 17:17:19 > FID score (Step: 94000, Using valid moments): 29.247320411278622
[INFO] 2021-01-27 17:17:19 > Inception score (Step: 94000, 50000 generated images): 20.802804946899414
[INFO] 2021-01-27 17:17:19 > Best FID score (Step: 94000, Using valid moments): 29.247320411278622
[INFO] 2021-01-27 17:18:08 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 17:20:34 > Step:   94100 Progress: 47.0% Elapsed: 5:15:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.97399 Generator_loss: 6.42016 
[INFO] 2021-01-27 17:22:58 > Step:   94200 Progress: 47.1% Elapsed: 5:18:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.05041 Generator_loss: 6.26481 
[INFO] 2021-01-27 17:25:22 > Step:   94300 Progress: 47.1% Elapsed: 5:20:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.97107 Generator_loss: 6.37844 
[INFO] 2021-01-27 17:27:46 > Step:   94400 Progress: 47.2% Elapsed: 5:23:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.2106 Generator_loss: 6.02943 
[INFO] 2021-01-27 17:30:10 > Step:   94500 Progress: 47.2% Elapsed: 5:25:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.29235 Generator_loss: 5.85012 
[INFO] 2021-01-27 17:32:54 > Step:   94600 Progress: 47.3% Elapsed: 5:28:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.01461 Generator_loss: 5.80042 
[INFO] 2021-01-27 17:35:19 > Step:   94700 Progress: 47.3% Elapsed: 5:30:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.41238 Generator_loss: 5.66597 
[INFO] 2021-01-27 17:37:44 > Step:   94800 Progress: 47.4% Elapsed: 5:33:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.10297 Generator_loss: 5.8687 
[INFO] 2021-01-27 17:40:09 > Step:   94900 Progress: 47.4% Elapsed: 5:35:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.07042 Generator_loss: 5.98445 
[INFO] 2021-01-27 17:42:33 > Step:   95000 Progress: 47.5% Elapsed: 5:37:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.54341 Generator_loss: 5.65977 
[INFO] 2021-01-27 17:44:58 > Step:   95100 Progress: 47.5% Elapsed: 5:40:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.06988 Generator_loss: 5.94697 
[INFO] 2021-01-27 17:47:23 > Step:   95200 Progress: 47.6% Elapsed: 5:42:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.18619 Generator_loss: 6.08265 
[INFO] 2021-01-27 17:49:47 > Step:   95300 Progress: 47.6% Elapsed: 5:45:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.99048 Generator_loss: 6.25267 
[INFO] 2021-01-27 17:52:11 > Step:   95400 Progress: 47.7% Elapsed: 5:47:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.16273 Generator_loss: 6.65561 
[INFO] 2021-01-27 17:54:36 > Step:   95500 Progress: 47.8% Elapsed: 5:49:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.96164 Generator_loss: 6.10209 
[INFO] 2021-01-27 17:57:00 > Step:   95600 Progress: 47.8% Elapsed: 5:52:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.0389 Generator_loss: 6.67002 
[INFO] 2021-01-27 17:59:24 > Step:   95700 Progress: 47.9% Elapsed: 5:54:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.93877 Generator_loss: 6.27094 
[INFO] 2021-01-27 18:01:48 > Step:   95800 Progress: 47.9% Elapsed: 5:57:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.08365 Generator_loss: 6.29249 
[INFO] 2021-01-27 18:04:13 > Step:   95900 Progress: 47.9% Elapsed: 5:59:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.98338 Generator_loss: 6.27446 
[INFO] 2021-01-27 18:06:37 > Step:   96000 Progress: 48.0% Elapsed: 6:01:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.95683 Generator_loss: 6.41833 
[INFO] 2021-01-27 18:06:37 > Start Evaluation (96000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 18:06:37 > Calculating FID Score....
[INFO] 2021-01-27 18:07:30 > Calculating Inception Score....
[INFO] 2021-01-27 18:08:06 > Calculate F_beta Score....
[INFO] 2021-01-27 18:15:28 > Calculate Accuracies....
[INFO] 2021-01-27 18:16:13 > Calculate Accuracies....
[INFO] 2021-01-27 18:19:54 > F_8 score (Step: 96000, Using valid images): 0.7708045673215833
[INFO] 2021-01-27 18:19:54 > F_1/8 score (Step: 96000, Using valid images): 0.9349731856020873
[INFO] 2021-01-27 18:19:54 > FID score (Step: 96000, Using valid moments): 29.170995270531648
[INFO] 2021-01-27 18:19:54 > Inception score (Step: 96000, 50000 generated images): 20.968507766723633
[INFO] 2021-01-27 18:19:54 > Best FID score (Step: 96000, Using valid moments): 29.170995270531648
[INFO] 2021-01-27 18:20:43 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 18:23:06 > Step:   96100 Progress: 48.0% Elapsed: 6:18:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.06545 Generator_loss: 5.85618 
[INFO] 2021-01-27 18:25:30 > Step:   96200 Progress: 48.1% Elapsed: 6:20:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.98909 Generator_loss: 6.18925 
[INFO] 2021-01-27 18:27:54 > Step:   96300 Progress: 48.1% Elapsed: 6:23:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.01347 Generator_loss: 6.31957 
[INFO] 2021-01-27 18:30:18 > Step:   96400 Progress: 48.2% Elapsed: 6:25:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.04554 Generator_loss: 6.18058 
[INFO] 2021-01-27 18:32:42 > Step:   96500 Progress: 48.2% Elapsed: 6:28:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.96423 Generator_loss: 6.33437 
[INFO] 2021-01-27 18:35:09 > Step:   96600 Progress: 48.3% Elapsed: 6:30:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.98042 Generator_loss: 6.38831 
[INFO] 2021-01-27 18:37:34 > Step:   96700 Progress: 48.4% Elapsed: 6:32:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.0443 Generator_loss: 5.9941 
[INFO] 2021-01-27 18:39:58 > Step:   96800 Progress: 48.4% Elapsed: 6:35:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.14113 Generator_loss: 6.51497 
[INFO] 2021-01-27 18:42:44 > Step:   96900 Progress: 48.4% Elapsed: 6:38:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.03943 Generator_loss: 6.6625 
[INFO] 2021-01-27 18:45:09 > Step:   97000 Progress: 48.5% Elapsed: 6:40:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.04913 Generator_loss: 6.17043 
[INFO] 2021-01-27 18:47:34 > Step:   97100 Progress: 48.5% Elapsed: 6:42:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.01514 Generator_loss: 6.33128 
[INFO] 2021-01-27 18:49:59 > Step:   97200 Progress: 48.6% Elapsed: 6:45:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.29256 Generator_loss: 5.9958 
[INFO] 2021-01-27 18:52:23 > Step:   97300 Progress: 48.6% Elapsed: 6:47:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.10374 Generator_loss: 5.96432 
[INFO] 2021-01-27 18:54:48 > Step:   97400 Progress: 48.7% Elapsed: 6:50:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.01729 Generator_loss: 6.80852 
[INFO] 2021-01-27 18:57:12 > Step:   97500 Progress: 48.8% Elapsed: 6:52:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.40842 Generator_loss: 5.46046 
[INFO] 2021-01-27 18:59:36 > Step:   97600 Progress: 48.8% Elapsed: 6:54:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.08346 Generator_loss: 6.05314 
[INFO] 2021-01-27 19:02:00 > Step:   97700 Progress: 48.9% Elapsed: 6:57:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.06798 Generator_loss: 6.82942 
[INFO] 2021-01-27 19:04:24 > Step:   97800 Progress: 48.9% Elapsed: 6:59:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.07085 Generator_loss: 6.18287 
[INFO] 2021-01-27 19:06:48 > Step:   97900 Progress: 48.9% Elapsed: 7:02:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.3617 Generator_loss: 5.53122 
[INFO] 2021-01-27 19:09:12 > Step:   98000 Progress: 49.0% Elapsed: 7:04:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.33092 Generator_loss: 5.74734 
[INFO] 2021-01-27 19:09:12 > Start Evaluation (98000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 19:09:12 > Calculating FID Score....
[INFO] 2021-01-27 19:10:05 > Calculating Inception Score....
[INFO] 2021-01-27 19:10:39 > Calculate F_beta Score....
[INFO] 2021-01-27 19:17:51 > Calculate Accuracies....
[INFO] 2021-01-27 19:18:36 > Calculate Accuracies....
[INFO] 2021-01-27 19:22:15 > F_8 score (Step: 98000, Using valid images): 0.774893593751126
[INFO] 2021-01-27 19:22:15 > F_1/8 score (Step: 98000, Using valid images): 0.9291641777315026
[INFO] 2021-01-27 19:22:15 > FID score (Step: 98000, Using valid moments): 29.13540167110955
[INFO] 2021-01-27 19:22:15 > Inception score (Step: 98000, 50000 generated images): 21.13621711730957
[INFO] 2021-01-27 19:22:15 > Best FID score (Step: 98000, Using valid moments): 29.13540167110955
[INFO] 2021-01-27 19:23:04 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 19:25:28 > Step:   98100 Progress: 49.0% Elapsed: 7:20:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.12548 Generator_loss: 6.31161 
[INFO] 2021-01-27 19:27:51 > Step:   98200 Progress: 49.1% Elapsed: 7:23:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.00065 Generator_loss: 6.85065 
[INFO] 2021-01-27 19:30:15 > Step:   98300 Progress: 49.1% Elapsed: 7:25:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.90429 Generator_loss: 6.29946 
[INFO] 2021-01-27 19:32:39 > Step:   98400 Progress: 49.2% Elapsed: 7:28:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.091 Generator_loss: 5.81087 
[INFO] 2021-01-27 19:35:03 > Step:   98500 Progress: 49.2% Elapsed: 7:30:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.95593 Generator_loss: 6.63138 
[INFO] 2021-01-27 19:37:27 > Step:   98600 Progress: 49.3% Elapsed: 7:32:47 temperature: 1.0 ada_p: No Discriminator_loss: 5.04223 Generator_loss: 6.82028 
[INFO] 2021-01-27 19:39:51 > Step:   98700 Progress: 49.4% Elapsed: 7:35:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.08797 Generator_loss: 6.07007 
[INFO] 2021-01-27 19:42:14 > Step:   98800 Progress: 49.4% Elapsed: 7:37:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.03953 Generator_loss: 6.50102 
[INFO] 2021-01-27 19:44:38 > Step:   98900 Progress: 49.5% Elapsed: 7:39:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.34783 Generator_loss: 5.87365 
[INFO] 2021-01-27 19:47:25 > Step:   99000 Progress: 49.5% Elapsed: 7:42:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.95221 Generator_loss: 6.33326 
[INFO] 2021-01-27 19:49:52 > Step:   99100 Progress: 49.5% Elapsed: 7:45:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.15619 Generator_loss: 5.88214 
[INFO] 2021-01-27 19:52:18 > Step:   99200 Progress: 49.6% Elapsed: 7:47:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.98942 Generator_loss: 6.18253 
[INFO] 2021-01-27 19:54:42 > Step:   99300 Progress: 49.6% Elapsed: 7:50:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.97883 Generator_loss: 6.41643 
[INFO] 2021-01-27 19:57:08 > Step:   99400 Progress: 49.7% Elapsed: 7:52:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.39044 Generator_loss: 5.26952 
[INFO] 2021-01-27 19:59:33 > Step:   99500 Progress: 49.8% Elapsed: 7:54:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.02271 Generator_loss: 6.35758 
[INFO] 2021-01-27 20:01:58 > Step:   99600 Progress: 49.8% Elapsed: 7:57:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.93696 Generator_loss: 6.73678 
[INFO] 2021-01-27 20:04:22 > Step:   99700 Progress: 49.9% Elapsed: 7:59:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.96455 Generator_loss: 6.15957 
[INFO] 2021-01-27 20:06:47 > Step:   99800 Progress: 49.9% Elapsed: 8:02:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.9973 Generator_loss: 6.85836 
[INFO] 2021-01-27 20:09:12 > Step:   99900 Progress: 50.0% Elapsed: 8:04:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.97627 Generator_loss: 6.37968 
[INFO] 2021-01-27 20:11:36 > Step:  100000 Progress: 50.0% Elapsed: 8:06:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.21286 Generator_loss: 5.78885 
[INFO] 2021-01-27 20:11:36 > Start Evaluation (100000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 20:11:36 > Calculating FID Score....
[INFO] 2021-01-27 20:12:29 > Calculating Inception Score....
[INFO] 2021-01-27 20:13:03 > Calculate F_beta Score....
[INFO] 2021-01-27 20:20:13 > Calculate Accuracies....
[INFO] 2021-01-27 20:20:58 > Calculate Accuracies....
[INFO] 2021-01-27 20:24:39 > F_8 score (Step: 100000, Using valid images): 0.7629237068232811
[INFO] 2021-01-27 20:24:39 > F_1/8 score (Step: 100000, Using valid images): 0.9363159149721839
[INFO] 2021-01-27 20:24:39 > FID score (Step: 100000, Using valid moments): 28.973559794891912
[INFO] 2021-01-27 20:24:39 > Inception score (Step: 100000, 50000 generated images): 21.073083877563477
[INFO] 2021-01-27 20:24:39 > Best FID score (Step: 100000, Using valid moments): 28.973559794891912
[INFO] 2021-01-27 20:25:28 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 20:28:15 > Step:  100100 Progress: 50.0% Elapsed: 8:23:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.00961 Generator_loss: 6.36894 
[INFO] 2021-01-27 20:30:40 > Step:  100200 Progress: 50.1% Elapsed: 8:26:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.97605 Generator_loss: 6.21752 
[INFO] 2021-01-27 20:33:04 > Step:  100300 Progress: 50.1% Elapsed: 8:28:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.0013 Generator_loss: 6.26982 
[INFO] 2021-01-27 20:35:29 > Step:  100400 Progress: 50.2% Elapsed: 8:30:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.95696 Generator_loss: 6.28127 
[INFO] 2021-01-27 20:37:54 > Step:  100500 Progress: 50.2% Elapsed: 8:33:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.08994 Generator_loss: 5.8429 
[INFO] 2021-01-27 20:40:18 > Step:  100600 Progress: 50.3% Elapsed: 8:35:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.83316 Generator_loss: 5.69331 
[INFO] 2021-01-27 20:42:43 > Step:  100700 Progress: 50.3% Elapsed: 8:38:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.13336 Generator_loss: 5.93412 
[INFO] 2021-01-27 20:45:08 > Step:  100800 Progress: 50.4% Elapsed: 8:40:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.95575 Generator_loss: 6.52564 
[INFO] 2021-01-27 20:47:32 > Step:  100900 Progress: 50.4% Elapsed: 8:42:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.10971 Generator_loss: 5.99308 
[INFO] 2021-01-27 20:49:57 > Step:  101000 Progress: 50.5% Elapsed: 8:45:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.05371 Generator_loss: 6.27798 
[INFO] 2021-01-27 20:52:21 > Step:  101100 Progress: 50.5% Elapsed: 8:47:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.2998 Generator_loss: 5.59784 
[INFO] 2021-01-27 20:54:46 > Step:  101200 Progress: 50.6% Elapsed: 8:50:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.02102 Generator_loss: 6.68832 
[INFO] 2021-01-27 20:57:11 > Step:  101300 Progress: 50.6% Elapsed: 8:52:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.97316 Generator_loss: 6.18122 
[INFO] 2021-01-27 20:59:35 > Step:  101400 Progress: 50.7% Elapsed: 8:54:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.00648 Generator_loss: 5.93744 
[INFO] 2021-01-27 21:01:59 > Step:  101500 Progress: 50.7% Elapsed: 8:57:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.04889 Generator_loss: 6.31907 
[INFO] 2021-01-27 21:04:25 > Step:  101600 Progress: 50.8% Elapsed: 8:59:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.29647 Generator_loss: 5.98322 
[INFO] 2021-01-27 21:06:50 > Step:  101700 Progress: 50.8% Elapsed: 9:02:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.92636 Generator_loss: 6.56614 
[INFO] 2021-01-27 21:09:14 > Step:  101800 Progress: 50.9% Elapsed: 9:04:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.0351 Generator_loss: 6.19733 
[INFO] 2021-01-27 21:11:38 > Step:  101900 Progress: 50.9% Elapsed: 9:06:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.00511 Generator_loss: 6.83844 
[INFO] 2021-01-27 21:14:03 > Step:  102000 Progress: 51.0% Elapsed: 9:09:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.97215 Generator_loss: 6.22905 
[INFO] 2021-01-27 21:14:03 > Start Evaluation (102000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 21:14:03 > Calculating FID Score....
[INFO] 2021-01-27 21:14:55 > Calculating Inception Score....
[INFO] 2021-01-27 21:15:29 > Calculate F_beta Score....
[INFO] 2021-01-27 21:23:28 > Calculate Accuracies....
[INFO] 2021-01-27 21:24:13 > Calculate Accuracies....
[INFO] 2021-01-27 21:27:56 > F_8 score (Step: 102000, Using valid images): 0.7799654758082055
[INFO] 2021-01-27 21:27:56 > F_1/8 score (Step: 102000, Using valid images): 0.9325907758547078
[INFO] 2021-01-27 21:27:56 > FID score (Step: 102000, Using valid moments): 28.958318327396455
[INFO] 2021-01-27 21:27:56 > Inception score (Step: 102000, 50000 generated images): 21.30782699584961
[INFO] 2021-01-27 21:27:56 > Best FID score (Step: 102000, Using valid moments): 28.958318327396455
[INFO] 2021-01-27 21:28:49 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 21:31:13 > Step:  102100 Progress: 51.0% Elapsed: 9:26:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.12632 Generator_loss: 6.15216 
[INFO] 2021-01-27 21:33:36 > Step:  102200 Progress: 51.1% Elapsed: 9:28:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.96812 Generator_loss: 6.17513 
[INFO] 2021-01-27 21:36:00 > Step:  102300 Progress: 51.1% Elapsed: 9:31:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.06565 Generator_loss: 6.08791 
[INFO] 2021-01-27 21:38:25 > Step:  102400 Progress: 51.2% Elapsed: 9:33:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.99561 Generator_loss: 6.24376 
[INFO] 2021-01-27 21:40:48 > Step:  102500 Progress: 51.2% Elapsed: 9:36:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.04134 Generator_loss: 5.93763 
[INFO] 2021-01-27 21:43:12 > Step:  102600 Progress: 51.3% Elapsed: 9:38:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.00061 Generator_loss: 6.26195 
[INFO] 2021-01-27 21:45:36 > Step:  102700 Progress: 51.3% Elapsed: 9:40:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.06839 Generator_loss: 6.28578 
[INFO] 2021-01-27 21:47:59 > Step:  102800 Progress: 51.4% Elapsed: 9:43:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.96509 Generator_loss: 6.56955 
[INFO] 2021-01-27 21:50:23 > Step:  102900 Progress: 51.4% Elapsed: 9:45:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.05362 Generator_loss: 6.05719 
[INFO] 2021-01-27 21:53:08 > Step:  103000 Progress: 51.5% Elapsed: 9:48:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.96004 Generator_loss: 6.16895 
[INFO] 2021-01-27 21:55:33 > Step:  103100 Progress: 51.5% Elapsed: 9:50:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.25109 Generator_loss: 5.97454 
[INFO] 2021-01-27 21:57:57 > Step:  103200 Progress: 51.6% Elapsed: 9:53:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.15568 Generator_loss: 5.9962 
[INFO] 2021-01-27 22:00:22 > Step:  103300 Progress: 51.6% Elapsed: 9:55:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.11138 Generator_loss: 6.21684 
[INFO] 2021-01-27 22:02:46 > Step:  103400 Progress: 51.7% Elapsed: 9:58:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.01198 Generator_loss: 6.81065 
[INFO] 2021-01-27 22:05:11 > Step:  103500 Progress: 51.7% Elapsed: 10:00:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.46838 Generator_loss: 5.97751 
[INFO] 2021-01-27 22:07:35 > Step:  103600 Progress: 51.8% Elapsed: 10:02:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.18368 Generator_loss: 6.04382 
[INFO] 2021-01-27 22:10:00 > Step:  103700 Progress: 51.8% Elapsed: 10:05:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.07406 Generator_loss: 6.14625 
[INFO] 2021-01-27 22:12:25 > Step:  103800 Progress: 51.9% Elapsed: 10:07:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.98107 Generator_loss: 6.29684 
[INFO] 2021-01-27 22:14:49 > Step:  103900 Progress: 51.9% Elapsed: 10:10:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.00138 Generator_loss: 6.65293 
[INFO] 2021-01-27 22:17:13 > Step:  104000 Progress: 52.0% Elapsed: 10:12:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.19808 Generator_loss: 5.91415 
[INFO] 2021-01-27 22:17:13 > Start Evaluation (104000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 22:17:13 > Calculating FID Score....
[INFO] 2021-01-27 22:18:05 > Calculating Inception Score....
[INFO] 2021-01-27 22:18:39 > Calculate F_beta Score....
[INFO] 2021-01-27 22:25:53 > Calculate Accuracies....
[INFO] 2021-01-27 22:26:51 > Calculate Accuracies....
[INFO] 2021-01-27 22:30:35 > F_8 score (Step: 104000, Using valid images): 0.7905934407133944
[INFO] 2021-01-27 22:30:35 > F_1/8 score (Step: 104000, Using valid images): 0.9303269894962013
[INFO] 2021-01-27 22:30:35 > FID score (Step: 104000, Using valid moments): 28.84475845153804
[INFO] 2021-01-27 22:30:35 > Inception score (Step: 104000, 50000 generated images): 21.325197219848633
[INFO] 2021-01-27 22:30:35 > Best FID score (Step: 104000, Using valid moments): 28.84475845153804
[INFO] 2021-01-27 22:31:24 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 22:33:50 > Step:  104100 Progress: 52.0% Elapsed: 10:29:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.18379 Generator_loss: 5.8097 
[INFO] 2021-01-27 22:36:14 > Step:  104200 Progress: 52.1% Elapsed: 10:31:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.14846 Generator_loss: 6.70747 
[INFO] 2021-01-27 22:38:38 > Step:  104300 Progress: 52.1% Elapsed: 10:33:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.9666 Generator_loss: 6.42445 
[INFO] 2021-01-27 22:41:02 > Step:  104400 Progress: 52.2% Elapsed: 10:36:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.01987 Generator_loss: 5.72052 
[INFO] 2021-01-27 22:43:26 > Step:  104500 Progress: 52.2% Elapsed: 10:38:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.99421 Generator_loss: 6.57902 
[INFO] 2021-01-27 22:45:50 > Step:  104600 Progress: 52.3% Elapsed: 10:41:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.13555 Generator_loss: 6.2269 
[INFO] 2021-01-27 22:48:14 > Step:  104700 Progress: 52.3% Elapsed: 10:43:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.18299 Generator_loss: 5.90724 
[INFO] 2021-01-27 22:50:38 > Step:  104800 Progress: 52.4% Elapsed: 10:45:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.13644 Generator_loss: 5.8452 
[INFO] 2021-01-27 22:53:01 > Step:  104900 Progress: 52.4% Elapsed: 10:48:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.03309 Generator_loss: 6.03058 
[INFO] 2021-01-27 22:55:25 > Step:  105000 Progress: 52.5% Elapsed: 10:50:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.01334 Generator_loss: 6.25974 
[INFO] 2021-01-27 22:57:49 > Step:  105100 Progress: 52.5% Elapsed: 10:53:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.93329 Generator_loss: 6.66965 
[INFO] 2021-01-27 23:00:13 > Step:  105200 Progress: 52.6% Elapsed: 10:55:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.03342 Generator_loss: 6.26735 
[INFO] 2021-01-27 23:02:37 > Step:  105300 Progress: 52.6% Elapsed: 10:57:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.13023 Generator_loss: 6.08187 
[INFO] 2021-01-27 23:05:00 > Step:  105400 Progress: 52.7% Elapsed: 11:00:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.95446 Generator_loss: 6.59602 
[INFO] 2021-01-27 23:07:57 > Step:  105500 Progress: 52.8% Elapsed: 11:03:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.9195 Generator_loss: 6.49175 
[INFO] 2021-01-27 23:10:21 > Step:  105600 Progress: 52.8% Elapsed: 11:05:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.07505 Generator_loss: 6.0965 
[INFO] 2021-01-27 23:12:46 > Step:  105700 Progress: 52.8% Elapsed: 11:08:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.11925 Generator_loss: 6.11301 
[INFO] 2021-01-27 23:15:10 > Step:  105800 Progress: 52.9% Elapsed: 11:10:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.10307 Generator_loss: 6.00687 
[INFO] 2021-01-27 23:17:34 > Step:  105900 Progress: 52.9% Elapsed: 11:12:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.05035 Generator_loss: 6.14714 
[INFO] 2021-01-27 23:19:58 > Step:  106000 Progress: 53.0% Elapsed: 11:15:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.92926 Generator_loss: 6.70168 
[INFO] 2021-01-27 23:19:58 > Start Evaluation (106000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 23:19:58 > Calculating FID Score....
[INFO] 2021-01-27 23:20:51 > Calculating Inception Score....
[INFO] 2021-01-27 23:21:24 > Calculate F_beta Score....
[INFO] 2021-01-27 23:28:42 > Calculate Accuracies....
[INFO] 2021-01-27 23:29:27 > Calculate Accuracies....
[INFO] 2021-01-27 23:33:07 > F_8 score (Step: 106000, Using valid images): 0.7675693122915008
[INFO] 2021-01-27 23:33:07 > F_1/8 score (Step: 106000, Using valid images): 0.9349750912842838
[INFO] 2021-01-27 23:33:07 > FID score (Step: 106000, Using valid moments): 28.58926097368669
[INFO] 2021-01-27 23:33:07 > Inception score (Step: 106000, 50000 generated images): 21.395465850830078
[INFO] 2021-01-27 23:33:07 > Best FID score (Step: 106000, Using valid moments): 28.58926097368669
[INFO] 2021-01-27 23:33:58 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-27 23:36:21 > Step:  106100 Progress: 53.0% Elapsed: 11:31:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.18165 Generator_loss: 5.92467 
[INFO] 2021-01-27 23:38:45 > Step:  106200 Progress: 53.1% Elapsed: 11:34:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.24177 Generator_loss: 5.68879 
[INFO] 2021-01-27 23:41:09 > Step:  106300 Progress: 53.1% Elapsed: 11:36:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.09082 Generator_loss: 5.90417 
[INFO] 2021-01-27 23:43:32 > Step:  106400 Progress: 53.2% Elapsed: 11:38:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.65341 Generator_loss: 5.51645 
[INFO] 2021-01-27 23:45:57 > Step:  106500 Progress: 53.2% Elapsed: 11:41:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.99753 Generator_loss: 6.41828 
[INFO] 2021-01-27 23:48:23 > Step:  106600 Progress: 53.3% Elapsed: 11:43:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.08708 Generator_loss: 5.96289 
[INFO] 2021-01-27 23:50:46 > Step:  106700 Progress: 53.3% Elapsed: 11:46:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.36825 Generator_loss: 5.4491 
[INFO] 2021-01-27 23:53:09 > Step:  106800 Progress: 53.4% Elapsed: 11:48:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.97441 Generator_loss: 6.72985 
[INFO] 2021-01-27 23:55:33 > Step:  106900 Progress: 53.4% Elapsed: 11:50:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.21658 Generator_loss: 5.91445 
[INFO] 2021-01-27 23:58:33 > Step:  107000 Progress: 53.5% Elapsed: 11:53:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.99453 Generator_loss: 6.16342 
[INFO] 2021-01-28 00:00:58 > Step:  107100 Progress: 53.5% Elapsed: 11:56:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.91163 Generator_loss: 6.53238 
[INFO] 2021-01-28 00:03:22 > Step:  107200 Progress: 53.6% Elapsed: 11:58:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.10104 Generator_loss: 6.14427 
[INFO] 2021-01-28 00:05:46 > Step:  107300 Progress: 53.6% Elapsed: 12:01:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.29306 Generator_loss: 5.86574 
[INFO] 2021-01-28 00:08:10 > Step:  107400 Progress: 53.7% Elapsed: 12:03:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.98712 Generator_loss: 6.08006 
[INFO] 2021-01-28 00:10:35 > Step:  107500 Progress: 53.8% Elapsed: 12:05:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.9736 Generator_loss: 6.28459 
[INFO] 2021-01-28 00:12:59 > Step:  107600 Progress: 53.8% Elapsed: 12:08:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.04959 Generator_loss: 6.17266 
[INFO] 2021-01-28 00:15:24 > Step:  107700 Progress: 53.8% Elapsed: 12:10:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.16212 Generator_loss: 5.87739 
[INFO] 2021-01-28 00:17:48 > Step:  107800 Progress: 53.9% Elapsed: 12:13:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.26854 Generator_loss: 5.75074 
[INFO] 2021-01-28 00:20:13 > Step:  107900 Progress: 53.9% Elapsed: 12:15:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.25812 Generator_loss: 5.92996 
[INFO] 2021-01-28 00:22:38 > Step:  108000 Progress: 54.0% Elapsed: 12:17:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.92763 Generator_loss: 6.2353 
[INFO] 2021-01-28 00:22:38 > Start Evaluation (108000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 00:22:38 > Calculating FID Score....
[INFO] 2021-01-28 00:23:31 > Calculating Inception Score....
[INFO] 2021-01-28 00:24:08 > Calculate F_beta Score....
[INFO] 2021-01-28 00:31:28 > Calculate Accuracies....
[INFO] 2021-01-28 00:32:13 > Calculate Accuracies....
[INFO] 2021-01-28 00:35:54 > F_8 score (Step: 108000, Using valid images): 0.7695174988469249
[INFO] 2021-01-28 00:35:54 > F_1/8 score (Step: 108000, Using valid images): 0.9353816329520125
[INFO] 2021-01-28 00:35:54 > FID score (Step: 108000, Using valid moments): 28.31763030946439
[INFO] 2021-01-28 00:35:54 > Inception score (Step: 108000, 50000 generated images): 21.46491813659668
[INFO] 2021-01-28 00:35:54 > Best FID score (Step: 108000, Using valid moments): 28.31763030946439
[INFO] 2021-01-28 00:36:44 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 00:39:08 > Step:  108100 Progress: 54.0% Elapsed: 12:34:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.07356 Generator_loss: 6.81434 
[INFO] 2021-01-28 00:41:31 > Step:  108200 Progress: 54.1% Elapsed: 12:36:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.98564 Generator_loss: 6.62473 
[INFO] 2021-01-28 00:43:55 > Step:  108300 Progress: 54.1% Elapsed: 12:39:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.97845 Generator_loss: 6.32818 
[INFO] 2021-01-28 00:46:18 > Step:  108400 Progress: 54.2% Elapsed: 12:41:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.08668 Generator_loss: 6.21405 
[INFO] 2021-01-28 00:48:41 > Step:  108500 Progress: 54.2% Elapsed: 12:44:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.90683 Generator_loss: 6.75865 
[INFO] 2021-01-28 00:51:05 > Step:  108600 Progress: 54.3% Elapsed: 12:46:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.08225 Generator_loss: 6.13973 
[INFO] 2021-01-28 00:53:29 > Step:  108700 Progress: 54.4% Elapsed: 12:48:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.10703 Generator_loss: 6.04206 
[INFO] 2021-01-28 00:55:52 > Step:  108800 Progress: 54.4% Elapsed: 12:51:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.10292 Generator_loss: 6.15682 
[INFO] 2021-01-28 00:58:16 > Step:  108900 Progress: 54.4% Elapsed: 12:53:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.00695 Generator_loss: 5.92072 
[INFO] 2021-01-28 01:00:59 > Step:  109000 Progress: 54.5% Elapsed: 12:56:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.97056 Generator_loss: 6.34939 
[INFO] 2021-01-28 01:03:25 > Step:  109100 Progress: 54.5% Elapsed: 12:58:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.93624 Generator_loss: 6.67527 
[INFO] 2021-01-28 01:05:49 > Step:  109200 Progress: 54.6% Elapsed: 13:01:09 temperature: 1.0 ada_p: No Discriminator_loss: 4.93185 Generator_loss: 6.78543 
[INFO] 2021-01-28 01:08:12 > Step:  109300 Progress: 54.6% Elapsed: 13:03:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.10219 Generator_loss: 5.98705 
[INFO] 2021-01-28 01:10:37 > Step:  109400 Progress: 54.7% Elapsed: 13:05:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.1169 Generator_loss: 5.93088 
[INFO] 2021-01-28 01:13:01 > Step:  109500 Progress: 54.8% Elapsed: 13:08:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.93422 Generator_loss: 6.75435 
[INFO] 2021-01-28 01:15:25 > Step:  109600 Progress: 54.8% Elapsed: 13:10:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.01663 Generator_loss: 6.76954 
[INFO] 2021-01-28 01:17:49 > Step:  109700 Progress: 54.9% Elapsed: 13:13:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.21687 Generator_loss: 6.04531 
[INFO] 2021-01-28 01:20:13 > Step:  109800 Progress: 54.9% Elapsed: 13:15:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.96837 Generator_loss: 6.23031 
[INFO] 2021-01-28 01:22:38 > Step:  109900 Progress: 54.9% Elapsed: 13:17:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.03357 Generator_loss: 6.25811 
[INFO] 2021-01-28 01:25:02 > Step:  110000 Progress: 55.0% Elapsed: 13:20:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.10644 Generator_loss: 6.00018 
[INFO] 2021-01-28 01:25:02 > Start Evaluation (110000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 01:25:02 > Calculating FID Score....
[INFO] 2021-01-28 01:25:53 > Calculating Inception Score....
[INFO] 2021-01-28 01:26:27 > Calculate F_beta Score....
[INFO] 2021-01-28 01:33:46 > Calculate Accuracies....
[INFO] 2021-01-28 01:34:32 > Calculate Accuracies....
[INFO] 2021-01-28 01:38:13 > F_8 score (Step: 110000, Using valid images): 0.8098651171489314
[INFO] 2021-01-28 01:38:13 > F_1/8 score (Step: 110000, Using valid images): 0.9376717054192713
[INFO] 2021-01-28 01:38:13 > FID score (Step: 110000, Using valid moments): 28.263678272332413
[INFO] 2021-01-28 01:38:13 > Inception score (Step: 110000, 50000 generated images): 21.54058265686035
[INFO] 2021-01-28 01:38:13 > Best FID score (Step: 110000, Using valid moments): 28.263678272332413
[INFO] 2021-01-28 01:39:01 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 01:41:25 > Step:  110100 Progress: 55.0% Elapsed: 13:36:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.9931 Generator_loss: 6.63776 
[INFO] 2021-01-28 01:43:49 > Step:  110200 Progress: 55.1% Elapsed: 13:39:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.95853 Generator_loss: 6.5871 
[INFO] 2021-01-28 01:46:13 > Step:  110300 Progress: 55.1% Elapsed: 13:41:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.06036 Generator_loss: 6.02309 
[INFO] 2021-01-28 01:48:37 > Step:  110400 Progress: 55.2% Elapsed: 13:43:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.05773 Generator_loss: 6.15252 
[INFO] 2021-01-28 01:51:01 > Step:  110500 Progress: 55.2% Elapsed: 13:46:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.00113 Generator_loss: 6.4119 
[INFO] 2021-01-28 01:53:25 > Step:  110600 Progress: 55.3% Elapsed: 13:48:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.09561 Generator_loss: 6.25531 
[INFO] 2021-01-28 01:55:49 > Step:  110700 Progress: 55.4% Elapsed: 13:51:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.88598 Generator_loss: 6.43393 
[INFO] 2021-01-28 01:58:13 > Step:  110800 Progress: 55.4% Elapsed: 13:53:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.95677 Generator_loss: 6.32272 
[INFO] 2021-01-28 02:00:37 > Step:  110900 Progress: 55.5% Elapsed: 13:55:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.13527 Generator_loss: 6.24899 
[INFO] 2021-01-28 02:03:19 > Step:  111000 Progress: 55.5% Elapsed: 13:58:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.97766 Generator_loss: 6.23197 
[INFO] 2021-01-28 02:05:43 > Step:  111100 Progress: 55.5% Elapsed: 14:01:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.29503 Generator_loss: 5.6741 
[INFO] 2021-01-28 02:08:08 > Step:  111200 Progress: 55.6% Elapsed: 14:03:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.96746 Generator_loss: 6.72319 
[INFO] 2021-01-28 02:10:32 > Step:  111300 Progress: 55.6% Elapsed: 14:05:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.06113 Generator_loss: 6.19321 
[INFO] 2021-01-28 02:12:56 > Step:  111400 Progress: 55.7% Elapsed: 14:08:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.99827 Generator_loss: 6.47543 
[INFO] 2021-01-28 02:15:21 > Step:  111500 Progress: 55.8% Elapsed: 14:10:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.002 Generator_loss: 6.71731 
[INFO] 2021-01-28 02:17:47 > Step:  111600 Progress: 55.8% Elapsed: 14:13:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.16059 Generator_loss: 6.0141 
[INFO] 2021-01-28 02:20:11 > Step:  111700 Progress: 55.9% Elapsed: 14:15:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.04344 Generator_loss: 6.20521 
[INFO] 2021-01-28 02:22:36 > Step:  111800 Progress: 55.9% Elapsed: 14:17:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.03442 Generator_loss: 6.28299 
[INFO] 2021-01-28 02:25:00 > Step:  111900 Progress: 56.0% Elapsed: 14:20:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.01092 Generator_loss: 6.29755 
[INFO] 2021-01-28 02:27:24 > Step:  112000 Progress: 56.0% Elapsed: 14:22:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.07874 Generator_loss: 5.98778 
[INFO] 2021-01-28 02:27:24 > Start Evaluation (112000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 02:27:24 > Calculating FID Score....
[INFO] 2021-01-28 02:28:17 > Calculating Inception Score....
[INFO] 2021-01-28 02:28:51 > Calculate F_beta Score....
[INFO] 2021-01-28 02:36:30 > Calculate Accuracies....
[INFO] 2021-01-28 02:37:15 > Calculate Accuracies....
[INFO] 2021-01-28 02:40:57 > F_8 score (Step: 112000, Using valid images): 0.8007565112023348
[INFO] 2021-01-28 02:40:57 > F_1/8 score (Step: 112000, Using valid images): 0.9386925990943741
[INFO] 2021-01-28 02:40:57 > FID score (Step: 112000, Using valid moments): 28.116323229349803
[INFO] 2021-01-28 02:40:57 > Inception score (Step: 112000, 50000 generated images): 21.609901428222656
[INFO] 2021-01-28 02:40:57 > Best FID score (Step: 112000, Using valid moments): 28.116323229349803
[INFO] 2021-01-28 02:41:46 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 02:44:09 > Step:  112100 Progress: 56.0% Elapsed: 14:39:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.15091 Generator_loss: 6.02704 
[INFO] 2021-01-28 02:46:34 > Step:  112200 Progress: 56.1% Elapsed: 14:41:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.03481 Generator_loss: 6.85984 
[INFO] 2021-01-28 02:48:58 > Step:  112300 Progress: 56.1% Elapsed: 14:44:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.94576 Generator_loss: 6.48748 
[INFO] 2021-01-28 02:51:22 > Step:  112400 Progress: 56.2% Elapsed: 14:46:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.92517 Generator_loss: 6.26202 
[INFO] 2021-01-28 02:53:46 > Step:  112500 Progress: 56.2% Elapsed: 14:49:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.97074 Generator_loss: 6.4008 
[INFO] 2021-01-28 02:56:09 > Step:  112600 Progress: 56.3% Elapsed: 14:51:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.12223 Generator_loss: 6.12332 
[INFO] 2021-01-28 02:58:33 > Step:  112700 Progress: 56.4% Elapsed: 14:53:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.02694 Generator_loss: 6.27493 
[INFO] 2021-01-28 03:00:58 > Step:  112800 Progress: 56.4% Elapsed: 14:56:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.13864 Generator_loss: 5.93727 
[INFO] 2021-01-28 03:03:22 > Step:  112900 Progress: 56.5% Elapsed: 14:58:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.09549 Generator_loss: 6.12689 
[INFO] 2021-01-28 03:05:46 > Step:  113000 Progress: 56.5% Elapsed: 15:01:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.9774 Generator_loss: 6.24641 
[INFO] 2021-01-28 03:08:10 > Step:  113100 Progress: 56.5% Elapsed: 15:03:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.9909 Generator_loss: 6.77519 
[INFO] 2021-01-28 03:10:34 > Step:  113200 Progress: 56.6% Elapsed: 15:05:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.28964 Generator_loss: 5.55316 
[INFO] 2021-01-28 03:12:58 > Step:  113300 Progress: 56.6% Elapsed: 15:08:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.17237 Generator_loss: 5.48584 
[INFO] 2021-01-28 03:15:44 > Step:  113400 Progress: 56.7% Elapsed: 15:11:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.11152 Generator_loss: 6.09796 
[INFO] 2021-01-28 03:18:08 > Step:  113500 Progress: 56.8% Elapsed: 15:13:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.17199 Generator_loss: 6.61139 
[INFO] 2021-01-28 03:20:32 > Step:  113600 Progress: 56.8% Elapsed: 15:15:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.17768 Generator_loss: 6.07177 
[INFO] 2021-01-28 03:22:57 > Step:  113700 Progress: 56.9% Elapsed: 15:18:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.0452 Generator_loss: 5.89217 
[INFO] 2021-01-28 03:25:21 > Step:  113800 Progress: 56.9% Elapsed: 15:20:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.95585 Generator_loss: 6.16993 
[INFO] 2021-01-28 03:27:46 > Step:  113900 Progress: 57.0% Elapsed: 15:23:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.9659 Generator_loss: 6.36215 
[INFO] 2021-01-28 03:30:10 > Step:  114000 Progress: 57.0% Elapsed: 15:25:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.09489 Generator_loss: 5.68941 
[INFO] 2021-01-28 03:30:10 > Start Evaluation (114000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 03:30:10 > Calculating FID Score....
[INFO] 2021-01-28 03:31:01 > Calculating Inception Score....
[INFO] 2021-01-28 03:31:37 > Calculate F_beta Score....
[INFO] 2021-01-28 03:38:58 > Calculate Accuracies....
[INFO] 2021-01-28 03:39:42 > Calculate Accuracies....
[INFO] 2021-01-28 03:43:24 > F_8 score (Step: 114000, Using valid images): 0.8092251477019008
[INFO] 2021-01-28 03:43:24 > F_1/8 score (Step: 114000, Using valid images): 0.9348242315919647
[INFO] 2021-01-28 03:43:24 > FID score (Step: 114000, Using valid moments): 27.993546873490345
[INFO] 2021-01-28 03:43:24 > Inception score (Step: 114000, 50000 generated images): 21.724308013916016
[INFO] 2021-01-28 03:43:24 > Best FID score (Step: 114000, Using valid moments): 27.993546873490345
[INFO] 2021-01-28 03:44:11 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 03:46:38 > Step:  114100 Progress: 57.0% Elapsed: 15:41:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.10556 Generator_loss: 6.09699 
[INFO] 2021-01-28 03:49:01 > Step:  114200 Progress: 57.1% Elapsed: 15:44:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.91035 Generator_loss: 6.10736 
[INFO] 2021-01-28 03:51:25 > Step:  114300 Progress: 57.1% Elapsed: 15:46:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.9137 Generator_loss: 6.63788 
[INFO] 2021-01-28 03:53:48 > Step:  114400 Progress: 57.2% Elapsed: 15:49:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.03374 Generator_loss: 5.93696 
[INFO] 2021-01-28 03:56:12 > Step:  114500 Progress: 57.2% Elapsed: 15:51:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.06236 Generator_loss: 6.14635 
[INFO] 2021-01-28 03:58:36 > Step:  114600 Progress: 57.3% Elapsed: 15:53:57 temperature: 1.0 ada_p: No Discriminator_loss: 5.02396 Generator_loss: 5.98138 
[INFO] 2021-01-28 04:01:00 > Step:  114700 Progress: 57.4% Elapsed: 15:56:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.97415 Generator_loss: 6.58967 
[INFO] 2021-01-28 04:03:24 > Step:  114800 Progress: 57.4% Elapsed: 15:58:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.95119 Generator_loss: 6.42668 
[INFO] 2021-01-28 04:05:48 > Step:  114900 Progress: 57.5% Elapsed: 16:01:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.1105 Generator_loss: 6.50006 
[INFO] 2021-01-28 04:08:11 > Step:  115000 Progress: 57.5% Elapsed: 16:03:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.94556 Generator_loss: 6.39258 
[INFO] 2021-01-28 04:10:54 > Step:  115100 Progress: 57.6% Elapsed: 16:06:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.03641 Generator_loss: 6.27893 
[INFO] 2021-01-28 04:13:19 > Step:  115200 Progress: 57.6% Elapsed: 16:08:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.12545 Generator_loss: 6.21711 
[INFO] 2021-01-28 04:15:43 > Step:  115300 Progress: 57.6% Elapsed: 16:11:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.94269 Generator_loss: 6.74664 
[INFO] 2021-01-28 04:18:07 > Step:  115400 Progress: 57.7% Elapsed: 16:13:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.05708 Generator_loss: 6.18098 
[INFO] 2021-01-28 04:20:32 > Step:  115500 Progress: 57.8% Elapsed: 16:15:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.97111 Generator_loss: 6.3055 
[INFO] 2021-01-28 04:22:57 > Step:  115600 Progress: 57.8% Elapsed: 16:18:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.9192 Generator_loss: 6.57615 
[INFO] 2021-01-28 04:25:21 > Step:  115700 Progress: 57.9% Elapsed: 16:20:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.93528 Generator_loss: 6.36379 
[INFO] 2021-01-28 04:27:45 > Step:  115800 Progress: 57.9% Elapsed: 16:23:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.95022 Generator_loss: 6.65702 
[INFO] 2021-01-28 04:30:10 > Step:  115900 Progress: 58.0% Elapsed: 16:25:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.98467 Generator_loss: 6.23111 
[INFO] 2021-01-28 04:32:34 > Step:  116000 Progress: 58.0% Elapsed: 16:27:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.17613 Generator_loss: 5.91004 
[INFO] 2021-01-28 04:32:34 > Start Evaluation (116000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 04:32:34 > Calculating FID Score....
[INFO] 2021-01-28 04:33:25 > Calculating Inception Score....
[INFO] 2021-01-28 04:33:59 > Calculate F_beta Score....
[INFO] 2021-01-28 04:41:40 > Calculate Accuracies....
[INFO] 2021-01-28 04:42:25 > Calculate Accuracies....
[INFO] 2021-01-28 04:46:09 > F_8 score (Step: 116000, Using valid images): 0.8361916125331339
[INFO] 2021-01-28 04:46:09 > F_1/8 score (Step: 116000, Using valid images): 0.9326908148493076
[INFO] 2021-01-28 04:46:09 > FID score (Step: 116000, Using valid moments): 27.74354685620898
[INFO] 2021-01-28 04:46:09 > Inception score (Step: 116000, 50000 generated images): 21.621795654296875
[INFO] 2021-01-28 04:46:09 > Best FID score (Step: 116000, Using valid moments): 27.74354685620898
[INFO] 2021-01-28 04:47:00 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 04:49:52 > Step:  116100 Progress: 58.1% Elapsed: 16:45:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.02749 Generator_loss: 6.30193 
[INFO] 2021-01-28 04:52:17 > Step:  116200 Progress: 58.1% Elapsed: 16:47:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.18928 Generator_loss: 5.83055 
[INFO] 2021-01-28 04:54:41 > Step:  116300 Progress: 58.1% Elapsed: 16:50:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.07759 Generator_loss: 5.91912 
[INFO] 2021-01-28 04:57:06 > Step:  116400 Progress: 58.2% Elapsed: 16:52:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.02443 Generator_loss: 6.09032 
[INFO] 2021-01-28 04:59:29 > Step:  116500 Progress: 58.2% Elapsed: 16:54:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.91389 Generator_loss: 6.21953 
[INFO] 2021-01-28 05:01:56 > Step:  116600 Progress: 58.3% Elapsed: 16:57:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.1571 Generator_loss: 6.07836 
[INFO] 2021-01-28 05:04:20 > Step:  116700 Progress: 58.4% Elapsed: 16:59:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.02462 Generator_loss: 6.9017 
[INFO] 2021-01-28 05:06:44 > Step:  116800 Progress: 58.4% Elapsed: 17:02:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.92611 Generator_loss: 6.43481 
[INFO] 2021-01-28 05:09:08 > Step:  116900 Progress: 58.5% Elapsed: 17:04:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.02134 Generator_loss: 6.75087 
[INFO] 2021-01-28 05:11:33 > Step:  117000 Progress: 58.5% Elapsed: 17:06:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.01181 Generator_loss: 6.45399 
[INFO] 2021-01-28 05:13:57 > Step:  117100 Progress: 58.6% Elapsed: 17:09:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.9274 Generator_loss: 6.66263 
[INFO] 2021-01-28 05:16:22 > Step:  117200 Progress: 58.6% Elapsed: 17:11:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.421 Generator_loss: 5.73467 
[INFO] 2021-01-28 05:18:46 > Step:  117300 Progress: 58.7% Elapsed: 17:14:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.9358 Generator_loss: 6.31542 
[INFO] 2021-01-28 05:21:10 > Step:  117400 Progress: 58.7% Elapsed: 17:16:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.92265 Generator_loss: 6.29016 
[INFO] 2021-01-28 05:23:34 > Step:  117500 Progress: 58.8% Elapsed: 17:18:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.89339 Generator_loss: 6.61185 
[INFO] 2021-01-28 05:25:59 > Step:  117600 Progress: 58.8% Elapsed: 17:21:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.99796 Generator_loss: 6.47723 
[INFO] 2021-01-28 05:28:24 > Step:  117700 Progress: 58.9% Elapsed: 17:23:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.96205 Generator_loss: 6.15792 
[INFO] 2021-01-28 05:30:48 > Step:  117800 Progress: 58.9% Elapsed: 17:26:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.21735 Generator_loss: 5.95675 
[INFO] 2021-01-28 05:33:13 > Step:  117900 Progress: 59.0% Elapsed: 17:28:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.01441 Generator_loss: 6.88972 
[INFO] 2021-01-28 05:35:38 > Step:  118000 Progress: 59.0% Elapsed: 17:30:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.10617 Generator_loss: 5.81934 
[INFO] 2021-01-28 05:35:38 > Start Evaluation (118000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 05:35:38 > Calculating FID Score....
[INFO] 2021-01-28 05:36:30 > Calculating Inception Score....
[INFO] 2021-01-28 05:37:04 > Calculate F_beta Score....
[INFO] 2021-01-28 05:44:25 > Calculate Accuracies....
[INFO] 2021-01-28 05:45:10 > Calculate Accuracies....
[INFO] 2021-01-28 05:48:51 > F_8 score (Step: 118000, Using valid images): 0.8008047595611206
[INFO] 2021-01-28 05:48:51 > F_1/8 score (Step: 118000, Using valid images): 0.9402853253635134
[INFO] 2021-01-28 05:48:51 > FID score (Step: 118000, Using valid moments): 27.72682044475397
[INFO] 2021-01-28 05:48:51 > Inception score (Step: 118000, 50000 generated images): 21.742626190185547
[INFO] 2021-01-28 05:48:51 > Best FID score (Step: 118000, Using valid moments): 27.72682044475397
[INFO] 2021-01-28 05:49:42 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 05:52:05 > Step:  118100 Progress: 59.1% Elapsed: 17:47:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.97565 Generator_loss: 6.31408 
[INFO] 2021-01-28 05:54:30 > Step:  118200 Progress: 59.1% Elapsed: 17:49:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.9683 Generator_loss: 6.50275 
[INFO] 2021-01-28 05:56:53 > Step:  118300 Progress: 59.2% Elapsed: 17:52:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.05174 Generator_loss: 6.17078 
[INFO] 2021-01-28 05:59:17 > Step:  118400 Progress: 59.2% Elapsed: 17:54:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.09958 Generator_loss: 5.99293 
[INFO] 2021-01-28 06:01:41 > Step:  118500 Progress: 59.2% Elapsed: 17:57:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.90756 Generator_loss: 6.18923 
[INFO] 2021-01-28 06:04:05 > Step:  118600 Progress: 59.3% Elapsed: 17:59:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.94209 Generator_loss: 6.45726 
[INFO] 2021-01-28 06:06:30 > Step:  118700 Progress: 59.4% Elapsed: 18:01:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.13053 Generator_loss: 6.10154 
[INFO] 2021-01-28 06:08:54 > Step:  118800 Progress: 59.4% Elapsed: 18:04:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.95095 Generator_loss: 6.87865 
[INFO] 2021-01-28 06:11:18 > Step:  118900 Progress: 59.5% Elapsed: 18:06:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.00036 Generator_loss: 6.08564 
[INFO] 2021-01-28 06:13:43 > Step:  119000 Progress: 59.5% Elapsed: 18:09:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.0185 Generator_loss: 6.18063 
[INFO] 2021-01-28 06:16:09 > Step:  119100 Progress: 59.6% Elapsed: 18:11:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.93596 Generator_loss: 6.14249 
[INFO] 2021-01-28 06:18:33 > Step:  119200 Progress: 59.6% Elapsed: 18:13:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.1005 Generator_loss: 6.56183 
[INFO] 2021-01-28 06:21:17 > Step:  119300 Progress: 59.7% Elapsed: 18:16:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.05135 Generator_loss: 6.23432 
[INFO] 2021-01-28 06:23:42 > Step:  119400 Progress: 59.7% Elapsed: 18:19:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.01366 Generator_loss: 6.04941 
[INFO] 2021-01-28 06:26:06 > Step:  119500 Progress: 59.8% Elapsed: 18:21:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.13409 Generator_loss: 5.91443 
[INFO] 2021-01-28 06:28:31 > Step:  119600 Progress: 59.8% Elapsed: 18:23:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.97633 Generator_loss: 6.35189 
[INFO] 2021-01-28 06:30:55 > Step:  119700 Progress: 59.9% Elapsed: 18:26:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.94606 Generator_loss: 6.43715 
[INFO] 2021-01-28 06:33:19 > Step:  119800 Progress: 59.9% Elapsed: 18:28:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.94692 Generator_loss: 6.70011 
[INFO] 2021-01-28 06:35:43 > Step:  119900 Progress: 60.0% Elapsed: 18:31:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.00901 Generator_loss: 6.1584 
[INFO] 2021-01-28 06:38:07 > Step:  120000 Progress: 60.0% Elapsed: 18:33:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.91819 Generator_loss: 6.60001 
[INFO] 2021-01-28 06:38:07 > Start Evaluation (120000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 06:38:07 > Calculating FID Score....
[INFO] 2021-01-28 06:38:58 > Calculating Inception Score....
[INFO] 2021-01-28 06:39:31 > Calculate F_beta Score....
[INFO] 2021-01-28 06:46:44 > Calculate Accuracies....
[INFO] 2021-01-28 06:47:29 > Calculate Accuracies....
[INFO] 2021-01-28 06:51:10 > F_8 score (Step: 120000, Using valid images): 0.8103446854460136
[INFO] 2021-01-28 06:51:10 > F_1/8 score (Step: 120000, Using valid images): 0.9379806533255644
[INFO] 2021-01-28 06:51:10 > FID score (Step: 120000, Using valid moments): 27.707650366068492
[INFO] 2021-01-28 06:51:10 > Inception score (Step: 120000, 50000 generated images): 21.918912887573242
[INFO] 2021-01-28 06:51:10 > Best FID score (Step: 120000, Using valid moments): 27.707650366068492
[INFO] 2021-01-28 06:51:59 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 06:54:42 > Step:  120100 Progress: 60.1% Elapsed: 18:50:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.05627 Generator_loss: 6.80436 
[INFO] 2021-01-28 06:57:06 > Step:  120200 Progress: 60.1% Elapsed: 18:52:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.08431 Generator_loss: 6.01806 
[INFO] 2021-01-28 06:59:30 > Step:  120300 Progress: 60.2% Elapsed: 18:54:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.12897 Generator_loss: 5.78418 
[INFO] 2021-01-28 07:01:55 > Step:  120400 Progress: 60.2% Elapsed: 18:57:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.02649 Generator_loss: 5.99916 
[INFO] 2021-01-28 07:04:19 > Step:  120500 Progress: 60.2% Elapsed: 18:59:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.98237 Generator_loss: 7.08972 
[INFO] 2021-01-28 07:06:43 > Step:  120600 Progress: 60.3% Elapsed: 19:02:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.95679 Generator_loss: 6.43204 
[INFO] 2021-01-28 07:09:08 > Step:  120700 Progress: 60.4% Elapsed: 19:04:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.12285 Generator_loss: 5.92251 
[INFO] 2021-01-28 07:11:32 > Step:  120800 Progress: 60.4% Elapsed: 19:06:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.94038 Generator_loss: 6.63575 
[INFO] 2021-01-28 07:13:56 > Step:  120900 Progress: 60.5% Elapsed: 19:09:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.41439 Generator_loss: 5.75095 
[INFO] 2021-01-28 07:16:20 > Step:  121000 Progress: 60.5% Elapsed: 19:11:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.03254 Generator_loss: 6.25214 
[INFO] 2021-01-28 07:18:45 > Step:  121100 Progress: 60.6% Elapsed: 19:14:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.98979 Generator_loss: 6.49825 
[INFO] 2021-01-28 07:21:09 > Step:  121200 Progress: 60.6% Elapsed: 19:16:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.05353 Generator_loss: 6.03898 
[INFO] 2021-01-28 07:23:34 > Step:  121300 Progress: 60.7% Elapsed: 19:18:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.94181 Generator_loss: 6.19141 
[INFO] 2021-01-28 07:25:58 > Step:  121400 Progress: 60.7% Elapsed: 19:21:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.89937 Generator_loss: 6.35135 
[INFO] 2021-01-28 07:28:23 > Step:  121500 Progress: 60.8% Elapsed: 19:23:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.98848 Generator_loss: 6.49517 
[INFO] 2021-01-28 07:30:49 > Step:  121600 Progress: 60.8% Elapsed: 19:26:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.08726 Generator_loss: 6.18921 
[INFO] 2021-01-28 07:33:14 > Step:  121700 Progress: 60.9% Elapsed: 19:28:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.0688 Generator_loss: 6.04831 
[INFO] 2021-01-28 07:35:38 > Step:  121800 Progress: 60.9% Elapsed: 19:30:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.94014 Generator_loss: 6.78051 
[INFO] 2021-01-28 07:38:03 > Step:  121900 Progress: 61.0% Elapsed: 19:33:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.21759 Generator_loss: 5.85107 
[INFO] 2021-01-28 07:40:27 > Step:  122000 Progress: 61.0% Elapsed: 19:35:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.95702 Generator_loss: 6.92509 
[INFO] 2021-01-28 07:40:27 > Start Evaluation (122000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 07:40:27 > Calculating FID Score....
[INFO] 2021-01-28 07:41:19 > Calculating Inception Score....
[INFO] 2021-01-28 07:41:52 > Calculate F_beta Score....
[INFO] 2021-01-28 07:49:14 > Calculate Accuracies....
[INFO] 2021-01-28 07:49:58 > Calculate Accuracies....
[INFO] 2021-01-28 07:53:38 > F_8 score (Step: 122000, Using valid images): 0.7998013168752339
[INFO] 2021-01-28 07:53:38 > F_1/8 score (Step: 122000, Using valid images): 0.9375905726134743
[INFO] 2021-01-28 07:53:38 > FID score (Step: 122000, Using valid moments): 27.68319662098395
[INFO] 2021-01-28 07:53:38 > Inception score (Step: 122000, 50000 generated images): 22.115556716918945
[INFO] 2021-01-28 07:53:38 > Best FID score (Step: 122000, Using valid moments): 27.68319662098395
[INFO] 2021-01-28 07:54:29 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 07:56:53 > Step:  122100 Progress: 61.1% Elapsed: 19:52:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.83327 Generator_loss: 6.947 
[INFO] 2021-01-28 07:59:17 > Step:  122200 Progress: 61.1% Elapsed: 19:54:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.09029 Generator_loss: 6.64505 
[INFO] 2021-01-28 08:01:41 > Step:  122300 Progress: 61.2% Elapsed: 19:57:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.98418 Generator_loss: 6.34733 
[INFO] 2021-01-28 08:04:05 > Step:  122400 Progress: 61.2% Elapsed: 19:59:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.0989 Generator_loss: 6.09637 
[INFO] 2021-01-28 08:06:29 > Step:  122500 Progress: 61.3% Elapsed: 20:01:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.03846 Generator_loss: 6.12188 
[INFO] 2021-01-28 08:08:53 > Step:  122600 Progress: 61.3% Elapsed: 20:04:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.99275 Generator_loss: 6.11529 
[INFO] 2021-01-28 08:11:17 > Step:  122700 Progress: 61.4% Elapsed: 20:06:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.9611 Generator_loss: 6.1378 
[INFO] 2021-01-28 08:13:41 > Step:  122800 Progress: 61.4% Elapsed: 20:09:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.95574 Generator_loss: 6.48087 
[INFO] 2021-01-28 08:16:05 > Step:  122900 Progress: 61.5% Elapsed: 20:11:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.29353 Generator_loss: 5.79902 
[INFO] 2021-01-28 08:18:29 > Step:  123000 Progress: 61.5% Elapsed: 20:13:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.94515 Generator_loss: 6.39268 
[INFO] 2021-01-28 08:20:55 > Step:  123100 Progress: 61.6% Elapsed: 20:16:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.89698 Generator_loss: 6.51585 
[INFO] 2021-01-28 08:23:19 > Step:  123200 Progress: 61.6% Elapsed: 20:18:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.12846 Generator_loss: 6.02983 
[INFO] 2021-01-28 08:25:43 > Step:  123300 Progress: 61.7% Elapsed: 20:21:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.95244 Generator_loss: 6.5677 
[INFO] 2021-01-28 08:28:06 > Step:  123400 Progress: 61.7% Elapsed: 20:23:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.87975 Generator_loss: 6.49276 
[INFO] 2021-01-28 08:30:30 > Step:  123500 Progress: 61.8% Elapsed: 20:25:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.05519 Generator_loss: 6.04426 
[INFO] 2021-01-28 08:32:54 > Step:  123600 Progress: 61.8% Elapsed: 20:28:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.98521 Generator_loss: 6.9698 
[INFO] 2021-01-28 08:35:41 > Step:  123700 Progress: 61.9% Elapsed: 20:31:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.94867 Generator_loss: 6.67614 
[INFO] 2021-01-28 08:38:06 > Step:  123800 Progress: 61.9% Elapsed: 20:33:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.94726 Generator_loss: 6.95015 
[INFO] 2021-01-28 08:40:30 > Step:  123900 Progress: 62.0% Elapsed: 20:35:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.99868 Generator_loss: 6.09783 
[INFO] 2021-01-28 08:42:55 > Step:  124000 Progress: 62.0% Elapsed: 20:38:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.95558 Generator_loss: 6.29195 
[INFO] 2021-01-28 08:42:55 > Start Evaluation (124000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 08:42:55 > Calculating FID Score....
[INFO] 2021-01-28 08:43:46 > Calculating Inception Score....
[INFO] 2021-01-28 08:44:20 > Calculate F_beta Score....
[INFO] 2021-01-28 08:51:36 > Calculate Accuracies....
[INFO] 2021-01-28 08:52:21 > Calculate Accuracies....
[INFO] 2021-01-28 08:56:02 > F_8 score (Step: 124000, Using valid images): 0.8102994704463008
[INFO] 2021-01-28 08:56:02 > F_1/8 score (Step: 124000, Using valid images): 0.9335836473930782
[INFO] 2021-01-28 08:56:02 > FID score (Step: 124000, Using valid moments): 27.48573636484781
[INFO] 2021-01-28 08:56:02 > Inception score (Step: 124000, 50000 generated images): 22.231019973754883
[INFO] 2021-01-28 08:56:02 > Best FID score (Step: 124000, Using valid moments): 27.48573636484781
[INFO] 2021-01-28 08:56:52 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 08:59:18 > Step:  124100 Progress: 62.1% Elapsed: 20:54:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.04645 Generator_loss: 6.09 
[INFO] 2021-01-28 09:01:42 > Step:  124200 Progress: 62.1% Elapsed: 20:57:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.98338 Generator_loss: 6.26173 
[INFO] 2021-01-28 09:04:07 > Step:  124300 Progress: 62.2% Elapsed: 20:59:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.02573 Generator_loss: 6.35087 
[INFO] 2021-01-28 09:06:31 > Step:  124400 Progress: 62.2% Elapsed: 21:01:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.99671 Generator_loss: 6.22551 
[INFO] 2021-01-28 09:09:15 > Step:  124500 Progress: 62.3% Elapsed: 21:04:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.9279 Generator_loss: 6.53828 
[INFO] 2021-01-28 09:11:40 > Step:  124600 Progress: 62.3% Elapsed: 21:07:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.90604 Generator_loss: 6.706 
[INFO] 2021-01-28 09:14:05 > Step:  124700 Progress: 62.4% Elapsed: 21:09:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.89709 Generator_loss: 6.16441 
[INFO] 2021-01-28 09:16:29 > Step:  124800 Progress: 62.4% Elapsed: 21:11:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.93032 Generator_loss: 6.40533 
[INFO] 2021-01-28 09:18:53 > Step:  124900 Progress: 62.5% Elapsed: 21:14:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.95848 Generator_loss: 6.2657 
[INFO] 2021-01-28 09:21:18 > Step:  125000 Progress: 62.5% Elapsed: 21:16:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.14228 Generator_loss: 5.98258 
[INFO] 2021-01-28 09:23:42 > Step:  125100 Progress: 62.5% Elapsed: 21:19:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.17949 Generator_loss: 5.72439 
[INFO] 2021-01-28 09:26:07 > Step:  125200 Progress: 62.6% Elapsed: 21:21:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.26982 Generator_loss: 5.95598 
[INFO] 2021-01-28 09:28:31 > Step:  125300 Progress: 62.6% Elapsed: 21:23:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.93605 Generator_loss: 6.2973 
[INFO] 2021-01-28 09:30:56 > Step:  125400 Progress: 62.7% Elapsed: 21:26:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.18878 Generator_loss: 6.04125 
[INFO] 2021-01-28 09:33:20 > Step:  125500 Progress: 62.7% Elapsed: 21:28:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.93002 Generator_loss: 6.32895 
[INFO] 2021-01-28 09:35:45 > Step:  125600 Progress: 62.8% Elapsed: 21:31:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.17704 Generator_loss: 5.94938 
[INFO] 2021-01-28 09:38:09 > Step:  125700 Progress: 62.8% Elapsed: 21:33:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.94356 Generator_loss: 6.53259 
[INFO] 2021-01-28 09:40:34 > Step:  125800 Progress: 62.9% Elapsed: 21:35:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.118 Generator_loss: 5.81805 
[INFO] 2021-01-28 09:43:00 > Step:  125900 Progress: 62.9% Elapsed: 21:38:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.9466 Generator_loss: 6.52406 
[INFO] 2021-01-28 09:45:24 > Step:  126000 Progress: 63.0% Elapsed: 21:40:45 temperature: 1.0 ada_p: No Discriminator_loss: 5.05897 Generator_loss: 5.88688 
[INFO] 2021-01-28 09:45:24 > Start Evaluation (126000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 09:45:24 > Calculating FID Score....
[INFO] 2021-01-28 09:46:15 > Calculating Inception Score....
[INFO] 2021-01-28 09:46:51 > Calculate F_beta Score....
[INFO] 2021-01-28 09:54:25 > Calculate Accuracies....
[INFO] 2021-01-28 09:55:10 > Calculate Accuracies....
[INFO] 2021-01-28 09:58:50 > F_8 score (Step: 126000, Using valid images): 0.8138562997676868
[INFO] 2021-01-28 09:58:50 > F_1/8 score (Step: 126000, Using valid images): 0.9307046794509842
[INFO] 2021-01-28 09:58:50 > FID score (Step: 126000, Using valid moments): 27.476542323931255
[INFO] 2021-01-28 09:58:50 > Inception score (Step: 126000, 50000 generated images): 22.201520919799805
[INFO] 2021-01-28 09:58:50 > Best FID score (Step: 126000, Using valid moments): 27.476542323931255
[INFO] 2021-01-28 09:59:40 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 10:02:05 > Step:  126100 Progress: 63.0% Elapsed: 21:57:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.02931 Generator_loss: 5.89208 
[INFO] 2021-01-28 10:06:36 > Step:  126200 Progress: 63.1% Elapsed: 22:01:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.95808 Generator_loss: 6.2378 
[INFO] 2021-01-28 10:09:18 > Step:  126300 Progress: 63.1% Elapsed: 22:04:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.93273 Generator_loss: 6.72785 
[INFO] 2021-01-28 10:13:54 > Step:  126400 Progress: 63.2% Elapsed: 22:09:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.25802 Generator_loss: 5.96646 
[INFO] 2021-01-28 10:18:12 > Step:  126500 Progress: 63.2% Elapsed: 22:13:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.97378 Generator_loss: 6.3957 
[INFO] 2021-01-28 10:20:43 > Step:  126600 Progress: 63.3% Elapsed: 22:16:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.92359 Generator_loss: 6.30522 
[INFO] 2021-01-28 10:23:14 > Step:  126700 Progress: 63.3% Elapsed: 22:18:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.90337 Generator_loss: 6.76923 
[INFO] 2021-01-28 10:25:40 > Step:  126800 Progress: 63.4% Elapsed: 22:21:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.99623 Generator_loss: 6.17474 
[INFO] 2021-01-28 10:28:07 > Step:  126900 Progress: 63.4% Elapsed: 22:23:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.18532 Generator_loss: 6.44551 
[INFO] 2021-01-28 10:30:34 > Step:  127000 Progress: 63.5% Elapsed: 22:25:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.89161 Generator_loss: 6.44285 
[INFO] 2021-01-28 10:32:59 > Step:  127100 Progress: 63.5% Elapsed: 22:28:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.96486 Generator_loss: 6.16807 
[INFO] 2021-01-28 10:35:24 > Step:  127200 Progress: 63.6% Elapsed: 22:30:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.89412 Generator_loss: 6.32548 
[INFO] 2021-01-28 10:37:53 > Step:  127300 Progress: 63.6% Elapsed: 22:33:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.09296 Generator_loss: 5.94315 
[INFO] 2021-01-28 10:40:20 > Step:  127400 Progress: 63.7% Elapsed: 22:35:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.00101 Generator_loss: 6.25902 
[INFO] 2021-01-28 10:42:46 > Step:  127500 Progress: 63.7% Elapsed: 22:38:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.19941 Generator_loss: 6.0699 
[INFO] 2021-01-28 10:45:12 > Step:  127600 Progress: 63.8% Elapsed: 22:40:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.90212 Generator_loss: 6.49158 
[INFO] 2021-01-28 10:47:43 > Step:  127700 Progress: 63.8% Elapsed: 22:43:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.94652 Generator_loss: 6.16647 
[INFO] 2021-01-28 10:50:08 > Step:  127800 Progress: 63.9% Elapsed: 22:45:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.9671 Generator_loss: 6.27673 
[INFO] 2021-01-28 10:52:36 > Step:  127900 Progress: 63.9% Elapsed: 22:47:56 temperature: 1.0 ada_p: No Discriminator_loss: 5.11602 Generator_loss: 6.04921 
[INFO] 2021-01-28 10:55:02 > Step:  128000 Progress: 64.0% Elapsed: 22:50:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.90856 Generator_loss: 6.78427 
[INFO] 2021-01-28 10:55:02 > Start Evaluation (128000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 10:55:02 > Calculating FID Score....
[INFO] 2021-01-28 10:55:55 > Calculating Inception Score....
[INFO] 2021-01-28 10:56:28 > Calculate F_beta Score....
[INFO] 2021-01-28 11:03:48 > Calculate Accuracies....
[INFO] 2021-01-28 11:04:33 > Calculate Accuracies....
[INFO] 2021-01-28 11:08:15 > F_8 score (Step: 128000, Using valid images): 0.816869211751751
[INFO] 2021-01-28 11:08:15 > F_1/8 score (Step: 128000, Using valid images): 0.9372420000980741
[INFO] 2021-01-28 11:08:15 > FID score (Step: 128000, Using valid moments): 27.364684126365773
[INFO] 2021-01-28 11:08:15 > Inception score (Step: 128000, 50000 generated images): 22.347383499145508
[INFO] 2021-01-28 11:08:15 > Best FID score (Step: 128000, Using valid moments): 27.364684126365773
[INFO] 2021-01-28 11:09:04 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 11:11:30 > Step:  128100 Progress: 64.0% Elapsed: 23:06:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.9249 Generator_loss: 6.56811 
[INFO] 2021-01-28 11:13:55 > Step:  128200 Progress: 64.1% Elapsed: 23:09:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.07103 Generator_loss: 5.89504 
[INFO] 2021-01-28 11:16:19 > Step:  128300 Progress: 64.1% Elapsed: 23:11:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.00739 Generator_loss: 6.0719 
[INFO] 2021-01-28 11:18:44 > Step:  128400 Progress: 64.2% Elapsed: 23:14:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.95465 Generator_loss: 6.43836 
[INFO] 2021-01-28 11:21:08 > Step:  128500 Progress: 64.2% Elapsed: 23:16:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.10725 Generator_loss: 6.09246 
[INFO] 2021-01-28 11:23:51 > Step:  128600 Progress: 64.3% Elapsed: 23:19:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.06826 Generator_loss: 6.32514 
[INFO] 2021-01-28 11:26:16 > Step:  128700 Progress: 64.3% Elapsed: 23:21:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.9985 Generator_loss: 6.10737 
[INFO] 2021-01-28 11:28:41 > Step:  128800 Progress: 64.4% Elapsed: 23:24:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.08016 Generator_loss: 6.06744 
[INFO] 2021-01-28 11:31:07 > Step:  128900 Progress: 64.5% Elapsed: 23:26:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.95815 Generator_loss: 6.71279 
[INFO] 2021-01-28 11:33:33 > Step:  129000 Progress: 64.5% Elapsed: 23:28:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.04729 Generator_loss: 6.53162 
[INFO] 2021-01-28 11:35:59 > Step:  129100 Progress: 64.5% Elapsed: 23:31:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.96402 Generator_loss: 7.20916 
[INFO] 2021-01-28 11:38:23 > Step:  129200 Progress: 64.6% Elapsed: 23:33:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.39799 Generator_loss: 5.92234 
[INFO] 2021-01-28 11:40:47 > Step:  129300 Progress: 64.6% Elapsed: 23:36:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.96579 Generator_loss: 6.44932 
[INFO] 2021-01-28 11:43:11 > Step:  129400 Progress: 64.7% Elapsed: 23:38:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.87493 Generator_loss: 6.65495 
[INFO] 2021-01-28 11:45:35 > Step:  129500 Progress: 64.8% Elapsed: 23:40:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.98184 Generator_loss: 6.04582 
[INFO] 2021-01-28 11:47:59 > Step:  129600 Progress: 64.8% Elapsed: 23:43:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.89918 Generator_loss: 6.3168 
[INFO] 2021-01-28 11:50:24 > Step:  129700 Progress: 64.8% Elapsed: 23:45:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.9505 Generator_loss: 6.46051 
[INFO] 2021-01-28 11:52:50 > Step:  129800 Progress: 64.9% Elapsed: 23:48:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.91051 Generator_loss: 6.41913 
[INFO] 2021-01-28 11:55:17 > Step:  129900 Progress: 65.0% Elapsed: 23:50:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.90257 Generator_loss: 6.38955 
[INFO] 2021-01-28 11:57:44 > Step:  130000 Progress: 65.0% Elapsed: 23:53:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.99447 Generator_loss: 6.06852 
[INFO] 2021-01-28 11:57:44 > Start Evaluation (130000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 11:57:44 > Calculating FID Score....
[INFO] 2021-01-28 11:58:37 > Calculating Inception Score....
[INFO] 2021-01-28 11:59:11 > Calculate F_beta Score....
[INFO] 2021-01-28 12:06:23 > Calculate Accuracies....
[INFO] 2021-01-28 12:07:08 > Calculate Accuracies....
[INFO] 2021-01-28 12:10:49 > F_8 score (Step: 130000, Using valid images): 0.8097559282573156
[INFO] 2021-01-28 12:10:49 > F_1/8 score (Step: 130000, Using valid images): 0.9402527906695624
[INFO] 2021-01-28 12:10:49 > FID score (Step: 130000, Using valid moments): 27.160222024315544
[INFO] 2021-01-28 12:10:49 > Inception score (Step: 130000, 50000 generated images): 22.277774810791016
[INFO] 2021-01-28 12:10:49 > Best FID score (Step: 130000, Using valid moments): 27.160222024315544
[INFO] 2021-01-28 12:11:40 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 12:14:26 > Step:  130100 Progress: 65.0% Elapsed: 1 day, 0:09:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.92236 Generator_loss: 6.48071 
[INFO] 2021-01-28 12:16:50 > Step:  130200 Progress: 65.1% Elapsed: 1 day, 0:12:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.94977 Generator_loss: 6.21068 
[INFO] 2021-01-28 12:19:14 > Step:  130300 Progress: 65.1% Elapsed: 1 day, 0:14:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.36322 Generator_loss: 5.81809 
[INFO] 2021-01-28 12:21:39 > Step:  130400 Progress: 65.2% Elapsed: 1 day, 0:17:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.12575 Generator_loss: 6.32285 
[INFO] 2021-01-28 12:24:04 > Step:  130500 Progress: 65.2% Elapsed: 1 day, 0:19:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.96914 Generator_loss: 6.71465 
[INFO] 2021-01-28 12:26:29 > Step:  130600 Progress: 65.3% Elapsed: 1 day, 0:21:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.94333 Generator_loss: 6.55368 
[INFO] 2021-01-28 12:28:54 > Step:  130700 Progress: 65.3% Elapsed: 1 day, 0:24:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.97612 Generator_loss: 6.01564 
[INFO] 2021-01-28 12:31:18 > Step:  130800 Progress: 65.4% Elapsed: 1 day, 0:26:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.16668 Generator_loss: 5.98409 
[INFO] 2021-01-28 12:33:43 > Step:  130900 Progress: 65.5% Elapsed: 1 day, 0:29:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.96485 Generator_loss: 6.01099 
[INFO] 2021-01-28 12:36:09 > Step:  131000 Progress: 65.5% Elapsed: 1 day, 0:31:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.91156 Generator_loss: 6.32461 
[INFO] 2021-01-28 12:38:34 > Step:  131100 Progress: 65.5% Elapsed: 1 day, 0:33:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.27579 Generator_loss: 5.91104 
[INFO] 2021-01-28 12:40:59 > Step:  131200 Progress: 65.6% Elapsed: 1 day, 0:36:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.93867 Generator_loss: 6.63871 
[INFO] 2021-01-28 12:43:23 > Step:  131300 Progress: 65.6% Elapsed: 1 day, 0:38:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.94109 Generator_loss: 6.20438 
[INFO] 2021-01-28 12:45:48 > Step:  131400 Progress: 65.7% Elapsed: 1 day, 0:41:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.05454 Generator_loss: 5.99872 
[INFO] 2021-01-28 12:48:13 > Step:  131500 Progress: 65.8% Elapsed: 1 day, 0:43:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.02054 Generator_loss: 6.59223 
[INFO] 2021-01-28 12:50:39 > Step:  131600 Progress: 65.8% Elapsed: 1 day, 0:46:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.01231 Generator_loss: 6.12064 
[INFO] 2021-01-28 12:53:04 > Step:  131700 Progress: 65.8% Elapsed: 1 day, 0:48:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.95997 Generator_loss: 6.9479 
[INFO] 2021-01-28 12:55:29 > Step:  131800 Progress: 65.9% Elapsed: 1 day, 0:50:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.96541 Generator_loss: 6.16872 
[INFO] 2021-01-28 12:57:54 > Step:  131900 Progress: 66.0% Elapsed: 1 day, 0:53:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.02221 Generator_loss: 6.01103 
[INFO] 2021-01-28 13:00:18 > Step:  132000 Progress: 66.0% Elapsed: 1 day, 0:55:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.99827 Generator_loss: 6.91375 
[INFO] 2021-01-28 13:00:18 > Start Evaluation (132000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 13:00:18 > Calculating FID Score....
[INFO] 2021-01-28 13:01:09 > Calculating Inception Score....
[INFO] 2021-01-28 13:01:43 > Calculate F_beta Score....
[INFO] 2021-01-28 13:08:58 > Calculate Accuracies....
[INFO] 2021-01-28 13:09:43 > Calculate Accuracies....
[INFO] 2021-01-28 13:13:24 > F_8 score (Step: 132000, Using valid images): 0.8123637837641494
[INFO] 2021-01-28 13:13:24 > F_1/8 score (Step: 132000, Using valid images): 0.9399233594867712
[INFO] 2021-01-28 13:13:24 > FID score (Step: 132000, Using valid moments): 27.293766402229323
[INFO] 2021-01-28 13:13:24 > Inception score (Step: 132000, 50000 generated images): 22.57077980041504
[INFO] 2021-01-28 13:13:24 > Best FID score (Step: 130000, Using valid moments): 27.160222024315544
[INFO] 2021-01-28 13:13:49 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 13:16:14 > Step:  132100 Progress: 66.0% Elapsed: 1 day, 1:11:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.09179 Generator_loss: 6.21211 
[INFO] 2021-01-28 13:18:38 > Step:  132200 Progress: 66.1% Elapsed: 1 day, 1:13:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.88021 Generator_loss: 6.74158 
[INFO] 2021-01-28 13:21:03 > Step:  132300 Progress: 66.1% Elapsed: 1 day, 1:16:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.19395 Generator_loss: 5.77082 
[INFO] 2021-01-28 13:23:27 > Step:  132400 Progress: 66.2% Elapsed: 1 day, 1:18:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.02292 Generator_loss: 6.25258 
[INFO] 2021-01-28 13:25:52 > Step:  132500 Progress: 66.2% Elapsed: 1 day, 1:21:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.94303 Generator_loss: 6.80039 
[INFO] 2021-01-28 13:28:16 > Step:  132600 Progress: 66.3% Elapsed: 1 day, 1:23:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.05295 Generator_loss: 6.17154 
[INFO] 2021-01-28 13:30:41 > Step:  132700 Progress: 66.3% Elapsed: 1 day, 1:26:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.95434 Generator_loss: 6.72904 
[INFO] 2021-01-28 13:33:05 > Step:  132800 Progress: 66.4% Elapsed: 1 day, 1:28:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.96129 Generator_loss: 5.99083 
[INFO] 2021-01-28 13:35:53 > Step:  132900 Progress: 66.5% Elapsed: 1 day, 1:31:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.94684 Generator_loss: 6.15947 
[INFO] 2021-01-28 13:38:18 > Step:  133000 Progress: 66.5% Elapsed: 1 day, 1:33:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.92111 Generator_loss: 6.72659 
[INFO] 2021-01-28 13:40:43 > Step:  133100 Progress: 66.5% Elapsed: 1 day, 1:36:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.00269 Generator_loss: 6.10857 
[INFO] 2021-01-28 13:43:08 > Step:  133200 Progress: 66.6% Elapsed: 1 day, 1:38:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.11285 Generator_loss: 5.86134 
[INFO] 2021-01-28 13:45:33 > Step:  133300 Progress: 66.6% Elapsed: 1 day, 1:40:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.05499 Generator_loss: 5.98603 
[INFO] 2021-01-28 13:47:58 > Step:  133400 Progress: 66.7% Elapsed: 1 day, 1:43:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.90547 Generator_loss: 6.43316 
[INFO] 2021-01-28 13:50:23 > Step:  133500 Progress: 66.8% Elapsed: 1 day, 1:45:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.95488 Generator_loss: 6.9948 
[INFO] 2021-01-28 13:52:48 > Step:  133600 Progress: 66.8% Elapsed: 1 day, 1:48:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.07765 Generator_loss: 6.20687 
[INFO] 2021-01-28 13:55:13 > Step:  133700 Progress: 66.8% Elapsed: 1 day, 1:50:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.12104 Generator_loss: 5.99259 
[INFO] 2021-01-28 13:57:38 > Step:  133800 Progress: 66.9% Elapsed: 1 day, 1:52:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.0838 Generator_loss: 6.69683 
[INFO] 2021-01-28 14:00:03 > Step:  133900 Progress: 67.0% Elapsed: 1 day, 1:55:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.98231 Generator_loss: 6.0643 
[INFO] 2021-01-28 14:02:28 > Step:  134000 Progress: 67.0% Elapsed: 1 day, 1:57:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.13313 Generator_loss: 6.05812 
[INFO] 2021-01-28 14:02:28 > Start Evaluation (134000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 14:02:28 > Calculating FID Score....
[INFO] 2021-01-28 14:03:22 > Calculating Inception Score....
[INFO] 2021-01-28 14:03:56 > Calculate F_beta Score....
[INFO] 2021-01-28 14:11:27 > Calculate Accuracies....
[INFO] 2021-01-28 14:12:12 > Calculate Accuracies....
[INFO] 2021-01-28 14:15:53 > F_8 score (Step: 134000, Using valid images): 0.8264428628434979
[INFO] 2021-01-28 14:15:53 > F_1/8 score (Step: 134000, Using valid images): 0.9414679335391731
[INFO] 2021-01-28 14:15:53 > FID score (Step: 134000, Using valid moments): 26.950504016049308
[INFO] 2021-01-28 14:15:53 > Inception score (Step: 134000, 50000 generated images): 22.51388931274414
[INFO] 2021-01-28 14:15:53 > Best FID score (Step: 134000, Using valid moments): 26.950504016049308
[INFO] 2021-01-28 14:16:42 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 14:19:08 > Step:  134100 Progress: 67.0% Elapsed: 1 day, 2:14:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.05231 Generator_loss: 6.21323 
[INFO] 2021-01-28 14:21:32 > Step:  134200 Progress: 67.1% Elapsed: 1 day, 2:16:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.95259 Generator_loss: 6.90076 
[INFO] 2021-01-28 14:23:56 > Step:  134300 Progress: 67.2% Elapsed: 1 day, 2:19:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.88223 Generator_loss: 6.73965 
[INFO] 2021-01-28 14:26:20 > Step:  134400 Progress: 67.2% Elapsed: 1 day, 2:21:41 temperature: 1.0 ada_p: No Discriminator_loss: 5.01536 Generator_loss: 6.16011 
[INFO] 2021-01-28 14:29:19 > Step:  134500 Progress: 67.2% Elapsed: 1 day, 2:24:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.96634 Generator_loss: 5.94295 
[INFO] 2021-01-28 14:31:45 > Step:  134600 Progress: 67.3% Elapsed: 1 day, 2:27:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.09146 Generator_loss: 6.10228 
[INFO] 2021-01-28 14:34:10 > Step:  134700 Progress: 67.3% Elapsed: 1 day, 2:29:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.95657 Generator_loss: 6.42617 
[INFO] 2021-01-28 14:36:35 > Step:  134800 Progress: 67.4% Elapsed: 1 day, 2:31:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.93469 Generator_loss: 6.70931 
[INFO] 2021-01-28 14:39:00 > Step:  134900 Progress: 67.5% Elapsed: 1 day, 2:34:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.17776 Generator_loss: 5.8811 
[INFO] 2021-01-28 14:41:25 > Step:  135000 Progress: 67.5% Elapsed: 1 day, 2:36:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.99455 Generator_loss: 6.88877 
[INFO] 2021-01-28 14:43:49 > Step:  135100 Progress: 67.5% Elapsed: 1 day, 2:39:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.85306 Generator_loss: 6.68664 
[INFO] 2021-01-28 14:46:15 > Step:  135200 Progress: 67.6% Elapsed: 1 day, 2:41:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.96285 Generator_loss: 6.82455 
[INFO] 2021-01-28 14:48:40 > Step:  135300 Progress: 67.7% Elapsed: 1 day, 2:44:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.01092 Generator_loss: 6.24298 
[INFO] 2021-01-28 14:51:06 > Step:  135400 Progress: 67.7% Elapsed: 1 day, 2:46:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.92103 Generator_loss: 6.33466 
[INFO] 2021-01-28 14:53:30 > Step:  135500 Progress: 67.8% Elapsed: 1 day, 2:48:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.03223 Generator_loss: 6.18824 
[INFO] 2021-01-28 14:55:55 > Step:  135600 Progress: 67.8% Elapsed: 1 day, 2:51:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.02619 Generator_loss: 6.12187 
[INFO] 2021-01-28 14:58:20 > Step:  135700 Progress: 67.8% Elapsed: 1 day, 2:53:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.92083 Generator_loss: 6.75179 
[INFO] 2021-01-28 15:00:45 > Step:  135800 Progress: 67.9% Elapsed: 1 day, 2:56:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.03682 Generator_loss: 6.1637 
[INFO] 2021-01-28 15:03:09 > Step:  135900 Progress: 68.0% Elapsed: 1 day, 2:58:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.10188 Generator_loss: 5.99346 
[INFO] 2021-01-28 15:05:34 > Step:  136000 Progress: 68.0% Elapsed: 1 day, 3:00:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.14217 Generator_loss: 5.99136 
[INFO] 2021-01-28 15:05:34 > Start Evaluation (136000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 15:05:34 > Calculating FID Score....
[INFO] 2021-01-28 15:06:29 > Calculating Inception Score....
[INFO] 2021-01-28 15:07:07 > Calculate F_beta Score....
[INFO] 2021-01-28 15:15:14 > Calculate Accuracies....
[INFO] 2021-01-28 15:16:00 > Calculate Accuracies....
[INFO] 2021-01-28 15:19:47 > F_8 score (Step: 136000, Using valid images): 0.7919023110183919
[INFO] 2021-01-28 15:19:47 > F_1/8 score (Step: 136000, Using valid images): 0.9332629614824481
[INFO] 2021-01-28 15:19:47 > FID score (Step: 136000, Using valid moments): 27.053015256100025
[INFO] 2021-01-28 15:19:47 > Inception score (Step: 136000, 50000 generated images): 22.847145080566406
[INFO] 2021-01-28 15:19:47 > Best FID score (Step: 134000, Using valid moments): 26.950504016049308
[INFO] 2021-01-28 15:20:12 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 15:22:36 > Step:  136100 Progress: 68.0% Elapsed: 1 day, 3:17:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.97899 Generator_loss: 6.93555 
[INFO] 2021-01-28 15:25:01 > Step:  136200 Progress: 68.1% Elapsed: 1 day, 3:20:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.9425 Generator_loss: 6.51574 
[INFO] 2021-01-28 15:27:25 > Step:  136300 Progress: 68.2% Elapsed: 1 day, 3:22:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.90517 Generator_loss: 6.85121 
[INFO] 2021-01-28 15:29:50 > Step:  136400 Progress: 68.2% Elapsed: 1 day, 3:25:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.00786 Generator_loss: 6.14978 
[INFO] 2021-01-28 15:32:15 > Step:  136500 Progress: 68.2% Elapsed: 1 day, 3:27:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.94275 Generator_loss: 6.2663 
[INFO] 2021-01-28 15:35:03 > Step:  136600 Progress: 68.3% Elapsed: 1 day, 3:30:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.98992 Generator_loss: 6.31011 
[INFO] 2021-01-28 15:37:28 > Step:  136700 Progress: 68.3% Elapsed: 1 day, 3:32:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.92425 Generator_loss: 7.11895 
[INFO] 2021-01-28 15:39:53 > Step:  136800 Progress: 68.4% Elapsed: 1 day, 3:35:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.89928 Generator_loss: 7.01411 
[INFO] 2021-01-28 15:42:18 > Step:  136900 Progress: 68.5% Elapsed: 1 day, 3:37:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.02399 Generator_loss: 6.00962 
[INFO] 2021-01-28 15:44:43 > Step:  137000 Progress: 68.5% Elapsed: 1 day, 3:40:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.08039 Generator_loss: 6.06401 
[INFO] 2021-01-28 15:47:08 > Step:  137100 Progress: 68.5% Elapsed: 1 day, 3:42:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.99264 Generator_loss: 6.4031 
[INFO] 2021-01-28 15:49:33 > Step:  137200 Progress: 68.6% Elapsed: 1 day, 3:44:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.98673 Generator_loss: 6.00866 
[INFO] 2021-01-28 15:51:58 > Step:  137300 Progress: 68.7% Elapsed: 1 day, 3:47:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.13414 Generator_loss: 6.18801 
[INFO] 2021-01-28 15:54:23 > Step:  137400 Progress: 68.7% Elapsed: 1 day, 3:49:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.10562 Generator_loss: 6.29929 
[INFO] 2021-01-28 15:56:48 > Step:  137500 Progress: 68.8% Elapsed: 1 day, 3:52:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.07964 Generator_loss: 5.98937 
[INFO] 2021-01-28 15:59:13 > Step:  137600 Progress: 68.8% Elapsed: 1 day, 3:54:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.06239 Generator_loss: 6.02312 
[INFO] 2021-01-28 16:01:38 > Step:  137700 Progress: 68.8% Elapsed: 1 day, 3:56:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.91215 Generator_loss: 6.24263 
[INFO] 2021-01-28 16:04:03 > Step:  137800 Progress: 68.9% Elapsed: 1 day, 3:59:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.98294 Generator_loss: 6.0388 
[INFO] 2021-01-28 16:06:28 > Step:  137900 Progress: 69.0% Elapsed: 1 day, 4:01:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.01257 Generator_loss: 6.14697 
[INFO] 2021-01-28 16:08:53 > Step:  138000 Progress: 69.0% Elapsed: 1 day, 4:04:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.97437 Generator_loss: 6.12287 
[INFO] 2021-01-28 16:08:53 > Start Evaluation (138000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 16:08:53 > Calculating FID Score....
[INFO] 2021-01-28 16:09:46 > Calculating Inception Score....
[INFO] 2021-01-28 16:10:21 > Calculate F_beta Score....
[INFO] 2021-01-28 16:17:53 > Calculate Accuracies....
[INFO] 2021-01-28 16:18:38 > Calculate Accuracies....
[INFO] 2021-01-28 16:22:20 > F_8 score (Step: 138000, Using valid images): 0.8087584470792465
[INFO] 2021-01-28 16:22:20 > F_1/8 score (Step: 138000, Using valid images): 0.9400693150640392
[INFO] 2021-01-28 16:22:20 > FID score (Step: 138000, Using valid moments): 26.964607094385542
[INFO] 2021-01-28 16:22:20 > Inception score (Step: 138000, 50000 generated images): 22.695417404174805
[INFO] 2021-01-28 16:22:20 > Best FID score (Step: 134000, Using valid moments): 26.950504016049308
[INFO] 2021-01-28 16:22:43 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 16:25:08 > Step:  138100 Progress: 69.0% Elapsed: 1 day, 4:20:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.03719 Generator_loss: 6.22891 
[INFO] 2021-01-28 16:27:32 > Step:  138200 Progress: 69.1% Elapsed: 1 day, 4:22:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.99607 Generator_loss: 6.32584 
[INFO] 2021-01-28 16:29:57 > Step:  138300 Progress: 69.2% Elapsed: 1 day, 4:25:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.99159 Generator_loss: 6.06695 
[INFO] 2021-01-28 16:32:21 > Step:  138400 Progress: 69.2% Elapsed: 1 day, 4:27:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.99661 Generator_loss: 6.33932 
[INFO] 2021-01-28 16:34:45 > Step:  138500 Progress: 69.2% Elapsed: 1 day, 4:30:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.93418 Generator_loss: 6.90644 
[INFO] 2021-01-28 16:37:32 > Step:  138600 Progress: 69.3% Elapsed: 1 day, 4:32:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.92693 Generator_loss: 6.27474 
[INFO] 2021-01-28 16:39:56 > Step:  138700 Progress: 69.3% Elapsed: 1 day, 4:35:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.16894 Generator_loss: 5.92066 
[INFO] 2021-01-28 16:42:21 > Step:  138800 Progress: 69.4% Elapsed: 1 day, 4:37:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.22647 Generator_loss: 5.2611 
[INFO] 2021-01-28 16:44:45 > Step:  138900 Progress: 69.5% Elapsed: 1 day, 4:40:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.15403 Generator_loss: 6.11222 
[INFO] 2021-01-28 16:47:10 > Step:  139000 Progress: 69.5% Elapsed: 1 day, 4:42:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.96193 Generator_loss: 6.27307 
[INFO] 2021-01-28 16:49:37 > Step:  139100 Progress: 69.5% Elapsed: 1 day, 4:44:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.99666 Generator_loss: 6.1433 
[INFO] 2021-01-28 16:52:02 > Step:  139200 Progress: 69.6% Elapsed: 1 day, 4:47:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.11814 Generator_loss: 6.047 
[INFO] 2021-01-28 16:54:27 > Step:  139300 Progress: 69.7% Elapsed: 1 day, 4:49:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.97636 Generator_loss: 6.19039 
[INFO] 2021-01-28 16:56:52 > Step:  139400 Progress: 69.7% Elapsed: 1 day, 4:52:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.95228 Generator_loss: 6.8628 
[INFO] 2021-01-28 16:59:17 > Step:  139500 Progress: 69.8% Elapsed: 1 day, 4:54:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.84442 Generator_loss: 6.59963 
[INFO] 2021-01-28 17:01:42 > Step:  139600 Progress: 69.8% Elapsed: 1 day, 4:57:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.00298 Generator_loss: 6.05901 
[INFO] 2021-01-28 17:04:06 > Step:  139700 Progress: 69.8% Elapsed: 1 day, 4:59:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.87774 Generator_loss: 6.36775 
[INFO] 2021-01-28 17:06:31 > Step:  139800 Progress: 69.9% Elapsed: 1 day, 5:01:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.90241 Generator_loss: 6.62972 
[INFO] 2021-01-28 17:08:55 > Step:  139900 Progress: 70.0% Elapsed: 1 day, 5:04:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.90913 Generator_loss: 6.39384 
[INFO] 2021-01-28 17:11:20 > Step:  140000 Progress: 70.0% Elapsed: 1 day, 5:06:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.16746 Generator_loss: 6.83271 
[INFO] 2021-01-28 17:11:20 > Start Evaluation (140000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 17:11:20 > Calculating FID Score....
[INFO] 2021-01-28 17:12:14 > Calculating Inception Score....
[INFO] 2021-01-28 17:12:48 > Calculate F_beta Score....
[INFO] 2021-01-28 17:20:19 > Calculate Accuracies....
[INFO] 2021-01-28 17:21:03 > Calculate Accuracies....
[INFO] 2021-01-28 17:24:46 > F_8 score (Step: 140000, Using valid images): 0.8327567268691268
[INFO] 2021-01-28 17:24:46 > F_1/8 score (Step: 140000, Using valid images): 0.9364722479714431
[INFO] 2021-01-28 17:24:46 > FID score (Step: 140000, Using valid moments): 26.740368695499512
[INFO] 2021-01-28 17:24:46 > Inception score (Step: 140000, 50000 generated images): 22.85133934020996
[INFO] 2021-01-28 17:24:46 > Best FID score (Step: 140000, Using valid moments): 26.740368695499512
[INFO] 2021-01-28 17:25:39 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 17:28:03 > Step:  140100 Progress: 70.0% Elapsed: 1 day, 5:23:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.93552 Generator_loss: 6.35801 
[INFO] 2021-01-28 17:30:27 > Step:  140200 Progress: 70.1% Elapsed: 1 day, 5:25:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.07238 Generator_loss: 6.20996 
[INFO] 2021-01-28 17:32:51 > Step:  140300 Progress: 70.2% Elapsed: 1 day, 5:28:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.01028 Generator_loss: 6.06149 
[INFO] 2021-01-28 17:35:15 > Step:  140400 Progress: 70.2% Elapsed: 1 day, 5:30:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.94233 Generator_loss: 6.621 
[INFO] 2021-01-28 17:37:39 > Step:  140500 Progress: 70.2% Elapsed: 1 day, 5:33:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.94976 Generator_loss: 6.08751 
[INFO] 2021-01-28 17:40:04 > Step:  140600 Progress: 70.3% Elapsed: 1 day, 5:35:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.89315 Generator_loss: 6.92858 
[INFO] 2021-01-28 17:42:28 > Step:  140700 Progress: 70.3% Elapsed: 1 day, 5:37:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.21891 Generator_loss: 5.4644 
[INFO] 2021-01-28 17:44:53 > Step:  140800 Progress: 70.4% Elapsed: 1 day, 5:40:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.90321 Generator_loss: 6.69206 
[INFO] 2021-01-28 17:47:17 > Step:  140900 Progress: 70.5% Elapsed: 1 day, 5:42:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.16542 Generator_loss: 6.07995 
[INFO] 2021-01-28 17:49:41 > Step:  141000 Progress: 70.5% Elapsed: 1 day, 5:45:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.00262 Generator_loss: 6.21223 
[INFO] 2021-01-28 17:52:06 > Step:  141100 Progress: 70.5% Elapsed: 1 day, 5:47:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.99327 Generator_loss: 6.68186 
[INFO] 2021-01-28 17:54:30 > Step:  141200 Progress: 70.6% Elapsed: 1 day, 5:49:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.89354 Generator_loss: 6.30377 
[INFO] 2021-01-28 17:56:54 > Step:  141300 Progress: 70.7% Elapsed: 1 day, 5:52:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.15556 Generator_loss: 5.91402 
[INFO] 2021-01-28 17:59:18 > Step:  141400 Progress: 70.7% Elapsed: 1 day, 5:54:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.95897 Generator_loss: 6.31939 
[INFO] 2021-01-28 18:02:03 > Step:  141500 Progress: 70.8% Elapsed: 1 day, 5:57:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.01166 Generator_loss: 6.20563 
[INFO] 2021-01-28 18:04:29 > Step:  141600 Progress: 70.8% Elapsed: 1 day, 5:59:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.97369 Generator_loss: 6.12494 
[INFO] 2021-01-28 18:06:54 > Step:  141700 Progress: 70.9% Elapsed: 1 day, 6:02:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.93961 Generator_loss: 6.36994 
[INFO] 2021-01-28 18:09:19 > Step:  141800 Progress: 70.9% Elapsed: 1 day, 6:04:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.94116 Generator_loss: 6.64519 
[INFO] 2021-01-28 18:11:44 > Step:  141900 Progress: 71.0% Elapsed: 1 day, 6:07:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.87945 Generator_loss: 6.23557 
[INFO] 2021-01-28 18:14:08 > Step:  142000 Progress: 71.0% Elapsed: 1 day, 6:09:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.92606 Generator_loss: 7.03109 
[INFO] 2021-01-28 18:14:08 > Start Evaluation (142000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 18:14:08 > Calculating FID Score....
[INFO] 2021-01-28 18:15:01 > Calculating Inception Score....
[INFO] 2021-01-28 18:15:36 > Calculate F_beta Score....
[INFO] 2021-01-28 18:23:22 > Calculate Accuracies....
[INFO] 2021-01-28 18:24:07 > Calculate Accuracies....
[INFO] 2021-01-28 18:27:48 > F_8 score (Step: 142000, Using valid images): 0.8172091380084117
[INFO] 2021-01-28 18:27:48 > F_1/8 score (Step: 142000, Using valid images): 0.9406281332923601
[INFO] 2021-01-28 18:27:48 > FID score (Step: 142000, Using valid moments): 26.591140208419517
[INFO] 2021-01-28 18:27:48 > Inception score (Step: 142000, 50000 generated images): 22.8604736328125
[INFO] 2021-01-28 18:27:48 > Best FID score (Step: 142000, Using valid moments): 26.591140208419517
[INFO] 2021-01-28 18:28:37 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 18:31:01 > Step:  142100 Progress: 71.0% Elapsed: 1 day, 6:26:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.92513 Generator_loss: 6.71607 
[INFO] 2021-01-28 18:33:26 > Step:  142200 Progress: 71.1% Elapsed: 1 day, 6:28:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.95172 Generator_loss: 6.23274 
[INFO] 2021-01-28 18:35:50 > Step:  142300 Progress: 71.2% Elapsed: 1 day, 6:31:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.98226 Generator_loss: 6.22779 
[INFO] 2021-01-28 18:38:14 > Step:  142400 Progress: 71.2% Elapsed: 1 day, 6:33:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.9205 Generator_loss: 6.55754 
[INFO] 2021-01-28 18:40:38 > Step:  142500 Progress: 71.2% Elapsed: 1 day, 6:35:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.92357 Generator_loss: 6.83287 
[INFO] 2021-01-28 18:43:02 > Step:  142600 Progress: 71.3% Elapsed: 1 day, 6:38:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.86925 Generator_loss: 6.45994 
[INFO] 2021-01-28 18:45:26 > Step:  142700 Progress: 71.4% Elapsed: 1 day, 6:40:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.8705 Generator_loss: 6.69753 
[INFO] 2021-01-28 18:47:50 > Step:  142800 Progress: 71.4% Elapsed: 1 day, 6:43:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.97587 Generator_loss: 6.41218 
[INFO] 2021-01-28 18:50:15 > Step:  142900 Progress: 71.5% Elapsed: 1 day, 6:45:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.0108 Generator_loss: 6.2872 
[INFO] 2021-01-28 18:52:39 > Step:  143000 Progress: 71.5% Elapsed: 1 day, 6:48:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.92317 Generator_loss: 6.12348 
[INFO] 2021-01-28 18:55:03 > Step:  143100 Progress: 71.5% Elapsed: 1 day, 6:50:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.89221 Generator_loss: 6.62968 
[INFO] 2021-01-28 18:57:55 > Step:  143200 Progress: 71.6% Elapsed: 1 day, 6:53:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.99297 Generator_loss: 5.97775 
[INFO] 2021-01-28 19:00:20 > Step:  143300 Progress: 71.7% Elapsed: 1 day, 6:55:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.01336 Generator_loss: 6.05973 
[INFO] 2021-01-28 19:02:45 > Step:  143400 Progress: 71.7% Elapsed: 1 day, 6:58:06 temperature: 1.0 ada_p: No Discriminator_loss: 5.0402 Generator_loss: 6.12906 
[INFO] 2021-01-28 19:05:10 > Step:  143500 Progress: 71.8% Elapsed: 1 day, 7:00:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.96714 Generator_loss: 6.57723 
[INFO] 2021-01-28 19:07:35 > Step:  143600 Progress: 71.8% Elapsed: 1 day, 7:02:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.97583 Generator_loss: 6.36233 
[INFO] 2021-01-28 19:10:00 > Step:  143700 Progress: 71.9% Elapsed: 1 day, 7:05:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.019 Generator_loss: 6.22716 
[INFO] 2021-01-28 19:12:25 > Step:  143800 Progress: 71.9% Elapsed: 1 day, 7:07:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.9375 Generator_loss: 6.46162 
[INFO] 2021-01-28 19:14:50 > Step:  143900 Progress: 72.0% Elapsed: 1 day, 7:10:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.95013 Generator_loss: 6.89493 
[INFO] 2021-01-28 19:17:15 > Step:  144000 Progress: 72.0% Elapsed: 1 day, 7:12:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.09532 Generator_loss: 6.01079 
[INFO] 2021-01-28 19:17:15 > Start Evaluation (144000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 19:17:15 > Calculating FID Score....
[INFO] 2021-01-28 19:18:08 > Calculating Inception Score....
[INFO] 2021-01-28 19:18:43 > Calculate F_beta Score....
[INFO] 2021-01-28 19:26:18 > Calculate Accuracies....
[INFO] 2021-01-28 19:27:04 > Calculate Accuracies....
[INFO] 2021-01-28 19:30:47 > F_8 score (Step: 144000, Using valid images): 0.8125712080759242
[INFO] 2021-01-28 19:30:47 > F_1/8 score (Step: 144000, Using valid images): 0.9367949588577849
[INFO] 2021-01-28 19:30:47 > FID score (Step: 144000, Using valid moments): 26.56368933345078
[INFO] 2021-01-28 19:30:47 > Inception score (Step: 144000, 50000 generated images): 23.12384605407715
[INFO] 2021-01-28 19:30:47 > Best FID score (Step: 144000, Using valid moments): 26.56368933345078
[INFO] 2021-01-28 19:31:38 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 19:34:05 > Step:  144100 Progress: 72.0% Elapsed: 1 day, 7:29:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.88547 Generator_loss: 6.62232 
[INFO] 2021-01-28 19:36:29 > Step:  144200 Progress: 72.1% Elapsed: 1 day, 7:31:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.89206 Generator_loss: 6.99858 
[INFO] 2021-01-28 19:38:54 > Step:  144300 Progress: 72.2% Elapsed: 1 day, 7:34:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.2775 Generator_loss: 5.85643 
[INFO] 2021-01-28 19:41:38 > Step:  144400 Progress: 72.2% Elapsed: 1 day, 7:36:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.99766 Generator_loss: 6.39191 
[INFO] 2021-01-28 19:44:03 > Step:  144500 Progress: 72.2% Elapsed: 1 day, 7:39:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.95385 Generator_loss: 6.19186 
[INFO] 2021-01-28 19:46:28 > Step:  144600 Progress: 72.3% Elapsed: 1 day, 7:41:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.97265 Generator_loss: 6.18188 
[INFO] 2021-01-28 19:48:53 > Step:  144700 Progress: 72.4% Elapsed: 1 day, 7:44:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.03118 Generator_loss: 6.73998 
[INFO] 2021-01-28 19:51:17 > Step:  144800 Progress: 72.4% Elapsed: 1 day, 7:46:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.90255 Generator_loss: 6.79282 
[INFO] 2021-01-28 19:53:42 > Step:  144900 Progress: 72.5% Elapsed: 1 day, 7:49:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.98315 Generator_loss: 6.14775 
[INFO] 2021-01-28 19:56:06 > Step:  145000 Progress: 72.5% Elapsed: 1 day, 7:51:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.92903 Generator_loss: 6.27637 
[INFO] 2021-01-28 19:58:31 > Step:  145100 Progress: 72.5% Elapsed: 1 day, 7:53:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.93426 Generator_loss: 6.43856 
[INFO] 2021-01-28 20:00:56 > Step:  145200 Progress: 72.6% Elapsed: 1 day, 7:56:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.91627 Generator_loss: 6.57738 
[INFO] 2021-01-28 20:03:20 > Step:  145300 Progress: 72.7% Elapsed: 1 day, 7:58:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.98115 Generator_loss: 6.40536 
[INFO] 2021-01-28 20:05:45 > Step:  145400 Progress: 72.7% Elapsed: 1 day, 8:01:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.90791 Generator_loss: 6.42924 
[INFO] 2021-01-28 20:08:10 > Step:  145500 Progress: 72.8% Elapsed: 1 day, 8:03:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.92589 Generator_loss: 6.52717 
[INFO] 2021-01-28 20:10:35 > Step:  145600 Progress: 72.8% Elapsed: 1 day, 8:05:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.96572 Generator_loss: 6.21609 
[INFO] 2021-01-28 20:13:00 > Step:  145700 Progress: 72.9% Elapsed: 1 day, 8:08:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.93589 Generator_loss: 6.61096 
[INFO] 2021-01-28 20:15:25 > Step:  145800 Progress: 72.9% Elapsed: 1 day, 8:10:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.00316 Generator_loss: 7.1579 
[INFO] 2021-01-28 20:17:50 > Step:  145900 Progress: 73.0% Elapsed: 1 day, 8:13:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.95316 Generator_loss: 6.46719 
[INFO] 2021-01-28 20:20:15 > Step:  146000 Progress: 73.0% Elapsed: 1 day, 8:15:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.9032 Generator_loss: 6.53636 
[INFO] 2021-01-28 20:20:15 > Start Evaluation (146000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 20:20:15 > Calculating FID Score....
[INFO] 2021-01-28 20:21:06 > Calculating Inception Score....
[INFO] 2021-01-28 20:21:40 > Calculate F_beta Score....
[INFO] 2021-01-28 20:28:47 > Calculate Accuracies....
[INFO] 2021-01-28 20:29:32 > Calculate Accuracies....
[INFO] 2021-01-28 20:33:13 > F_8 score (Step: 146000, Using valid images): 0.8221273343021243
[INFO] 2021-01-28 20:33:13 > F_1/8 score (Step: 146000, Using valid images): 0.9376750284209011
[INFO] 2021-01-28 20:33:13 > FID score (Step: 146000, Using valid moments): 26.459436117910116
[INFO] 2021-01-28 20:33:13 > Inception score (Step: 146000, 50000 generated images): 23.085187911987305
[INFO] 2021-01-28 20:33:13 > Best FID score (Step: 146000, Using valid moments): 26.459436117910116
[INFO] 2021-01-28 20:34:03 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 20:36:28 > Step:  146100 Progress: 73.0% Elapsed: 1 day, 8:31:48 temperature: 1.0 ada_p: No Discriminator_loss: 5.14896 Generator_loss: 5.82435 
[INFO] 2021-01-28 20:38:52 > Step:  146200 Progress: 73.1% Elapsed: 1 day, 8:34:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.93201 Generator_loss: 6.29898 
[INFO] 2021-01-28 20:41:17 > Step:  146300 Progress: 73.2% Elapsed: 1 day, 8:36:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.84783 Generator_loss: 6.43836 
[INFO] 2021-01-28 20:43:41 > Step:  146400 Progress: 73.2% Elapsed: 1 day, 8:39:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.06065 Generator_loss: 6.15191 
[INFO] 2021-01-28 20:46:05 > Step:  146500 Progress: 73.2% Elapsed: 1 day, 8:41:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.04376 Generator_loss: 6.32581 
[INFO] 2021-01-28 20:48:57 > Step:  146600 Progress: 73.3% Elapsed: 1 day, 8:44:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.89996 Generator_loss: 6.54576 
[INFO] 2021-01-28 20:51:23 > Step:  146700 Progress: 73.4% Elapsed: 1 day, 8:46:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.09689 Generator_loss: 6.15006 
[INFO] 2021-01-28 20:53:48 > Step:  146800 Progress: 73.4% Elapsed: 1 day, 8:49:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.99564 Generator_loss: 6.23437 
[INFO] 2021-01-28 20:56:12 > Step:  146900 Progress: 73.5% Elapsed: 1 day, 8:51:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.87362 Generator_loss: 6.3646 
[INFO] 2021-01-28 20:58:37 > Step:  147000 Progress: 73.5% Elapsed: 1 day, 8:53:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.02896 Generator_loss: 5.93748 
[INFO] 2021-01-28 21:01:02 > Step:  147100 Progress: 73.6% Elapsed: 1 day, 8:56:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.99997 Generator_loss: 6.34232 
[INFO] 2021-01-28 21:03:27 > Step:  147200 Progress: 73.6% Elapsed: 1 day, 8:58:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.90019 Generator_loss: 6.73185 
[INFO] 2021-01-28 21:05:51 > Step:  147300 Progress: 73.7% Elapsed: 1 day, 9:01:12 temperature: 1.0 ada_p: No Discriminator_loss: 5.14855 Generator_loss: 6.74826 
[INFO] 2021-01-28 21:08:16 > Step:  147400 Progress: 73.7% Elapsed: 1 day, 9:03:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.86107 Generator_loss: 6.53144 
[INFO] 2021-01-28 21:10:41 > Step:  147500 Progress: 73.8% Elapsed: 1 day, 9:06:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.93232 Generator_loss: 6.35187 
[INFO] 2021-01-28 21:13:05 > Step:  147600 Progress: 73.8% Elapsed: 1 day, 9:08:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.99103 Generator_loss: 6.20298 
[INFO] 2021-01-28 21:15:30 > Step:  147700 Progress: 73.9% Elapsed: 1 day, 9:10:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.94366 Generator_loss: 6.10391 
[INFO] 2021-01-28 21:17:54 > Step:  147800 Progress: 73.9% Elapsed: 1 day, 9:13:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.97555 Generator_loss: 6.19681 
[INFO] 2021-01-28 21:20:19 > Step:  147900 Progress: 74.0% Elapsed: 1 day, 9:15:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.03008 Generator_loss: 6.17657 
[INFO] 2021-01-28 21:22:44 > Step:  148000 Progress: 74.0% Elapsed: 1 day, 9:18:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.92524 Generator_loss: 6.63533 
[INFO] 2021-01-28 21:22:44 > Start Evaluation (148000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 21:22:44 > Calculating FID Score....
[INFO] 2021-01-28 21:23:35 > Calculating Inception Score....
[INFO] 2021-01-28 21:24:08 > Calculate F_beta Score....
[INFO] 2021-01-28 21:31:25 > Calculate Accuracies....
[INFO] 2021-01-28 21:32:10 > Calculate Accuracies....
[INFO] 2021-01-28 21:35:51 > F_8 score (Step: 148000, Using valid images): 0.844969170258646
[INFO] 2021-01-28 21:35:51 > F_1/8 score (Step: 148000, Using valid images): 0.9365510243123611
[INFO] 2021-01-28 21:35:51 > FID score (Step: 148000, Using valid moments): 26.469054140806463
[INFO] 2021-01-28 21:35:51 > Inception score (Step: 148000, 50000 generated images): 23.19394302368164
[INFO] 2021-01-28 21:35:51 > Best FID score (Step: 146000, Using valid moments): 26.459436117910116
[INFO] 2021-01-28 21:36:16 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 21:38:41 > Step:  148100 Progress: 74.1% Elapsed: 1 day, 9:34:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.96563 Generator_loss: 6.19911 
[INFO] 2021-01-28 21:41:26 > Step:  148200 Progress: 74.1% Elapsed: 1 day, 9:36:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.89298 Generator_loss: 6.6059 
[INFO] 2021-01-28 21:43:51 > Step:  148300 Progress: 74.2% Elapsed: 1 day, 9:39:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.9934 Generator_loss: 6.01919 
[INFO] 2021-01-28 21:46:16 > Step:  148400 Progress: 74.2% Elapsed: 1 day, 9:41:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.96004 Generator_loss: 6.60162 
[INFO] 2021-01-28 21:48:41 > Step:  148500 Progress: 74.2% Elapsed: 1 day, 9:44:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.90412 Generator_loss: 6.72912 
[INFO] 2021-01-28 21:51:05 > Step:  148600 Progress: 74.3% Elapsed: 1 day, 9:46:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.98348 Generator_loss: 6.83211 
[INFO] 2021-01-28 21:53:30 > Step:  148700 Progress: 74.4% Elapsed: 1 day, 9:48:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.92816 Generator_loss: 6.23732 
[INFO] 2021-01-28 21:55:55 > Step:  148800 Progress: 74.4% Elapsed: 1 day, 9:51:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.8943 Generator_loss: 6.90935 
[INFO] 2021-01-28 21:58:20 > Step:  148900 Progress: 74.5% Elapsed: 1 day, 9:53:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.86988 Generator_loss: 6.32036 
[INFO] 2021-01-28 22:00:44 > Step:  149000 Progress: 74.5% Elapsed: 1 day, 9:56:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.24454 Generator_loss: 5.90864 
[INFO] 2021-01-28 22:03:12 > Step:  149100 Progress: 74.6% Elapsed: 1 day, 9:58:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.16192 Generator_loss: 6.08715 
[INFO] 2021-01-28 22:05:37 > Step:  149200 Progress: 74.6% Elapsed: 1 day, 10:00:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.97315 Generator_loss: 6.53732 
[INFO] 2021-01-28 22:08:02 > Step:  149300 Progress: 74.7% Elapsed: 1 day, 10:03:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.97658 Generator_loss: 6.31638 
[INFO] 2021-01-28 22:10:27 > Step:  149400 Progress: 74.7% Elapsed: 1 day, 10:05:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.88759 Generator_loss: 6.598 
[INFO] 2021-01-28 22:12:52 > Step:  149500 Progress: 74.8% Elapsed: 1 day, 10:08:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.8321 Generator_loss: 6.67725 
[INFO] 2021-01-28 22:15:17 > Step:  149600 Progress: 74.8% Elapsed: 1 day, 10:10:38 temperature: 1.0 ada_p: No Discriminator_loss: 5.0461 Generator_loss: 5.81058 
[INFO] 2021-01-28 22:17:42 > Step:  149700 Progress: 74.9% Elapsed: 1 day, 10:13:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.91781 Generator_loss: 6.45415 
[INFO] 2021-01-28 22:20:06 > Step:  149800 Progress: 74.9% Elapsed: 1 day, 10:15:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.97005 Generator_loss: 6.21587 
[INFO] 2021-01-28 22:22:31 > Step:  149900 Progress: 75.0% Elapsed: 1 day, 10:17:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.8807 Generator_loss: 6.57185 
[INFO] 2021-01-28 22:24:56 > Step:  150000 Progress: 75.0% Elapsed: 1 day, 10:20:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.85441 Generator_loss: 6.60078 
[INFO] 2021-01-28 22:24:56 > Start Evaluation (150000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 22:24:56 > Calculating FID Score....
[INFO] 2021-01-28 22:25:48 > Calculating Inception Score....
[INFO] 2021-01-28 22:26:22 > Calculate F_beta Score....
[INFO] 2021-01-28 22:33:38 > Calculate Accuracies....
[INFO] 2021-01-28 22:34:23 > Calculate Accuracies....
[INFO] 2021-01-28 22:38:05 > F_8 score (Step: 150000, Using valid images): 0.8127707997755202
[INFO] 2021-01-28 22:38:05 > F_1/8 score (Step: 150000, Using valid images): 0.9397440931382627
[INFO] 2021-01-28 22:38:05 > FID score (Step: 150000, Using valid moments): 26.224832768891815
[INFO] 2021-01-28 22:38:05 > Inception score (Step: 150000, 50000 generated images): 23.219730377197266
[INFO] 2021-01-28 22:38:05 > Best FID score (Step: 150000, Using valid moments): 26.224832768891815
[INFO] 2021-01-28 22:38:54 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 22:41:18 > Step:  150100 Progress: 75.0% Elapsed: 1 day, 10:36:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.00412 Generator_loss: 6.13815 
[INFO] 2021-01-28 22:43:42 > Step:  150200 Progress: 75.1% Elapsed: 1 day, 10:39:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.95556 Generator_loss: 6.34565 
[INFO] 2021-01-28 22:46:07 > Step:  150300 Progress: 75.1% Elapsed: 1 day, 10:41:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.01626 Generator_loss: 6.25169 
[INFO] 2021-01-28 22:48:31 > Step:  150400 Progress: 75.2% Elapsed: 1 day, 10:43:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.83876 Generator_loss: 6.49452 
[INFO] 2021-01-28 22:50:55 > Step:  150500 Progress: 75.2% Elapsed: 1 day, 10:46:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.09445 Generator_loss: 6.6787 
[INFO] 2021-01-28 22:53:19 > Step:  150600 Progress: 75.3% Elapsed: 1 day, 10:48:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.9286 Generator_loss: 6.91152 
[INFO] 2021-01-28 22:55:43 > Step:  150700 Progress: 75.3% Elapsed: 1 day, 10:51:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.04098 Generator_loss: 6.06975 
[INFO] 2021-01-28 22:58:07 > Step:  150800 Progress: 75.4% Elapsed: 1 day, 10:53:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.02047 Generator_loss: 6.29587 
[INFO] 2021-01-28 23:00:31 > Step:  150900 Progress: 75.4% Elapsed: 1 day, 10:55:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.96668 Generator_loss: 6.25707 
[INFO] 2021-01-28 23:02:55 > Step:  151000 Progress: 75.5% Elapsed: 1 day, 10:58:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.93155 Generator_loss: 6.18342 
[INFO] 2021-01-28 23:05:20 > Step:  151100 Progress: 75.5% Elapsed: 1 day, 11:00:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.16743 Generator_loss: 6.13677 
[INFO] 2021-01-28 23:08:06 > Step:  151200 Progress: 75.6% Elapsed: 1 day, 11:03:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.91474 Generator_loss: 6.74336 
[INFO] 2021-01-28 23:10:31 > Step:  151300 Progress: 75.6% Elapsed: 1 day, 11:05:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.95745 Generator_loss: 6.77455 
[INFO] 2021-01-28 23:12:56 > Step:  151400 Progress: 75.7% Elapsed: 1 day, 11:08:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.98262 Generator_loss: 6.21239 
[INFO] 2021-01-28 23:15:21 > Step:  151500 Progress: 75.8% Elapsed: 1 day, 11:10:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.97955 Generator_loss: 6.01252 
[INFO] 2021-01-28 23:17:47 > Step:  151600 Progress: 75.8% Elapsed: 1 day, 11:13:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.96857 Generator_loss: 6.27458 
[INFO] 2021-01-28 23:20:13 > Step:  151700 Progress: 75.8% Elapsed: 1 day, 11:15:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.03742 Generator_loss: 6.02857 
[INFO] 2021-01-28 23:22:38 > Step:  151800 Progress: 75.9% Elapsed: 1 day, 11:17:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.94972 Generator_loss: 6.47184 
[INFO] 2021-01-28 23:25:03 > Step:  151900 Progress: 75.9% Elapsed: 1 day, 11:20:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.88404 Generator_loss: 6.46106 
[INFO] 2021-01-28 23:27:28 > Step:  152000 Progress: 76.0% Elapsed: 1 day, 11:22:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.12118 Generator_loss: 5.96708 
[INFO] 2021-01-28 23:27:28 > Start Evaluation (152000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 23:27:28 > Calculating FID Score....
[INFO] 2021-01-28 23:28:18 > Calculating Inception Score....
[INFO] 2021-01-28 23:28:52 > Calculate F_beta Score....
[INFO] 2021-01-28 23:36:08 > Calculate Accuracies....
[INFO] 2021-01-28 23:36:53 > Calculate Accuracies....
[INFO] 2021-01-28 23:40:33 > F_8 score (Step: 152000, Using valid images): 0.8376708613425905
[INFO] 2021-01-28 23:40:33 > F_1/8 score (Step: 152000, Using valid images): 0.9415280392045994
[INFO] 2021-01-28 23:40:33 > FID score (Step: 152000, Using valid moments): 26.296581552705163
[INFO] 2021-01-28 23:40:33 > Inception score (Step: 152000, 50000 generated images): 23.29706382751465
[INFO] 2021-01-28 23:40:33 > Best FID score (Step: 150000, Using valid moments): 26.224832768891815
[INFO] 2021-01-28 23:40:58 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-28 23:43:22 > Step:  152100 Progress: 76.0% Elapsed: 1 day, 11:38:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.89417 Generator_loss: 6.28749 
[INFO] 2021-01-28 23:45:46 > Step:  152200 Progress: 76.1% Elapsed: 1 day, 11:41:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.99286 Generator_loss: 6.21391 
[INFO] 2021-01-28 23:48:10 > Step:  152300 Progress: 76.1% Elapsed: 1 day, 11:43:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.95954 Generator_loss: 6.6324 
[INFO] 2021-01-28 23:50:34 > Step:  152400 Progress: 76.2% Elapsed: 1 day, 11:45:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.94108 Generator_loss: 6.85513 
[INFO] 2021-01-28 23:52:58 > Step:  152500 Progress: 76.2% Elapsed: 1 day, 11:48:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.86652 Generator_loss: 6.47847 
[INFO] 2021-01-28 23:55:23 > Step:  152600 Progress: 76.3% Elapsed: 1 day, 11:50:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.87111 Generator_loss: 6.58529 
[INFO] 2021-01-28 23:57:47 > Step:  152700 Progress: 76.3% Elapsed: 1 day, 11:53:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.89075 Generator_loss: 6.72735 
[INFO] 2021-01-29 00:00:11 > Step:  152800 Progress: 76.4% Elapsed: 1 day, 11:55:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.88048 Generator_loss: 6.48576 
[INFO] 2021-01-29 00:02:55 > Step:  152900 Progress: 76.4% Elapsed: 1 day, 11:58:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.96286 Generator_loss: 7.04934 
[INFO] 2021-01-29 00:05:20 > Step:  153000 Progress: 76.5% Elapsed: 1 day, 12:00:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.90472 Generator_loss: 6.46383 
[INFO] 2021-01-29 00:07:45 > Step:  153100 Progress: 76.5% Elapsed: 1 day, 12:03:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.97929 Generator_loss: 6.32186 
[INFO] 2021-01-29 00:10:10 > Step:  153200 Progress: 76.6% Elapsed: 1 day, 12:05:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.1267 Generator_loss: 6.11079 
[INFO] 2021-01-29 00:12:35 > Step:  153300 Progress: 76.6% Elapsed: 1 day, 12:07:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.94147 Generator_loss: 6.26287 
[INFO] 2021-01-29 00:15:00 > Step:  153400 Progress: 76.7% Elapsed: 1 day, 12:10:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.96321 Generator_loss: 6.11174 
[INFO] 2021-01-29 00:17:25 > Step:  153500 Progress: 76.8% Elapsed: 1 day, 12:12:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.91133 Generator_loss: 6.65291 
[INFO] 2021-01-29 00:19:50 > Step:  153600 Progress: 76.8% Elapsed: 1 day, 12:15:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.91552 Generator_loss: 6.83105 
[INFO] 2021-01-29 00:22:15 > Step:  153700 Progress: 76.8% Elapsed: 1 day, 12:17:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.03251 Generator_loss: 6.02299 
[INFO] 2021-01-29 00:24:40 > Step:  153800 Progress: 76.9% Elapsed: 1 day, 12:20:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.89681 Generator_loss: 6.65732 
[INFO] 2021-01-29 00:27:05 > Step:  153900 Progress: 77.0% Elapsed: 1 day, 12:22:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.84805 Generator_loss: 6.53909 
[INFO] 2021-01-29 00:29:29 > Step:  154000 Progress: 77.0% Elapsed: 1 day, 12:24:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.95655 Generator_loss: 6.9976 
[INFO] 2021-01-29 00:29:29 > Start Evaluation (154000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 00:29:29 > Calculating FID Score....
[INFO] 2021-01-29 00:30:21 > Calculating Inception Score....
[INFO] 2021-01-29 00:30:55 > Calculate F_beta Score....
[INFO] 2021-01-29 00:38:09 > Calculate Accuracies....
[INFO] 2021-01-29 00:38:54 > Calculate Accuracies....
[INFO] 2021-01-29 00:42:34 > F_8 score (Step: 154000, Using valid images): 0.8141221644585304
[INFO] 2021-01-29 00:42:34 > F_1/8 score (Step: 154000, Using valid images): 0.9404355613234625
[INFO] 2021-01-29 00:42:34 > FID score (Step: 154000, Using valid moments): 26.192073385130925
[INFO] 2021-01-29 00:42:34 > Inception score (Step: 154000, 50000 generated images): 23.26224708557129
[INFO] 2021-01-29 00:42:34 > Best FID score (Step: 154000, Using valid moments): 26.192073385130925
[INFO] 2021-01-29 00:43:23 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 00:45:50 > Step:  154100 Progress: 77.0% Elapsed: 1 day, 12:41:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.89724 Generator_loss: 6.39442 
[INFO] 2021-01-29 00:48:15 > Step:  154200 Progress: 77.1% Elapsed: 1 day, 12:43:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.88459 Generator_loss: 6.53809 
[INFO] 2021-01-29 00:50:39 > Step:  154300 Progress: 77.1% Elapsed: 1 day, 12:46:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.91335 Generator_loss: 6.50811 
[INFO] 2021-01-29 00:53:03 > Step:  154400 Progress: 77.2% Elapsed: 1 day, 12:48:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.12438 Generator_loss: 5.96178 
[INFO] 2021-01-29 00:55:27 > Step:  154500 Progress: 77.2% Elapsed: 1 day, 12:50:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.91707 Generator_loss: 6.4488 
[INFO] 2021-01-29 00:57:51 > Step:  154600 Progress: 77.3% Elapsed: 1 day, 12:53:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.8848 Generator_loss: 6.53529 
[INFO] 2021-01-29 01:00:16 > Step:  154700 Progress: 77.3% Elapsed: 1 day, 12:55:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.01783 Generator_loss: 6.44228 
[INFO] 2021-01-29 01:03:00 > Step:  154800 Progress: 77.4% Elapsed: 1 day, 12:58:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.92161 Generator_loss: 6.66656 
[INFO] 2021-01-29 01:05:25 > Step:  154900 Progress: 77.5% Elapsed: 1 day, 13:00:46 temperature: 1.0 ada_p: No Discriminator_loss: 5.00768 Generator_loss: 6.18996 
[INFO] 2021-01-29 01:07:50 > Step:  155000 Progress: 77.5% Elapsed: 1 day, 13:03:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.90778 Generator_loss: 6.2987 
[INFO] 2021-01-29 01:10:15 > Step:  155100 Progress: 77.5% Elapsed: 1 day, 13:05:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.1623 Generator_loss: 6.85038 
[INFO] 2021-01-29 01:12:39 > Step:  155200 Progress: 77.6% Elapsed: 1 day, 13:08:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.93142 Generator_loss: 6.80496 
[INFO] 2021-01-29 01:15:04 > Step:  155300 Progress: 77.6% Elapsed: 1 day, 13:10:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.93293 Generator_loss: 6.37025 
[INFO] 2021-01-29 01:17:29 > Step:  155400 Progress: 77.7% Elapsed: 1 day, 13:12:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.97007 Generator_loss: 6.25626 
[INFO] 2021-01-29 01:19:53 > Step:  155500 Progress: 77.8% Elapsed: 1 day, 13:15:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.99206 Generator_loss: 6.13662 
[INFO] 2021-01-29 01:22:18 > Step:  155600 Progress: 77.8% Elapsed: 1 day, 13:17:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.06516 Generator_loss: 6.04758 
[INFO] 2021-01-29 01:24:43 > Step:  155700 Progress: 77.8% Elapsed: 1 day, 13:20:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.85244 Generator_loss: 6.70591 
[INFO] 2021-01-29 01:27:08 > Step:  155800 Progress: 77.9% Elapsed: 1 day, 13:22:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.9077 Generator_loss: 6.4127 
[INFO] 2021-01-29 01:29:33 > Step:  155900 Progress: 78.0% Elapsed: 1 day, 13:24:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.97134 Generator_loss: 6.99427 
[INFO] 2021-01-29 01:31:58 > Step:  156000 Progress: 78.0% Elapsed: 1 day, 13:27:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.03088 Generator_loss: 6.28479 
[INFO] 2021-01-29 01:31:58 > Start Evaluation (156000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 01:31:58 > Calculating FID Score....
[INFO] 2021-01-29 01:32:50 > Calculating Inception Score....
[INFO] 2021-01-29 01:33:24 > Calculate F_beta Score....
[INFO] 2021-01-29 01:40:39 > Calculate Accuracies....
[INFO] 2021-01-29 01:41:24 > Calculate Accuracies....
[INFO] 2021-01-29 01:45:04 > F_8 score (Step: 156000, Using valid images): 0.8405777525344665
[INFO] 2021-01-29 01:45:04 > F_1/8 score (Step: 156000, Using valid images): 0.940593167387738
[INFO] 2021-01-29 01:45:04 > FID score (Step: 156000, Using valid moments): 26.036606761683856
[INFO] 2021-01-29 01:45:04 > Inception score (Step: 156000, 50000 generated images): 23.455156326293945
[INFO] 2021-01-29 01:45:04 > Best FID score (Step: 156000, Using valid moments): 26.036606761683856
[INFO] 2021-01-29 01:45:53 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 01:48:17 > Step:  156100 Progress: 78.0% Elapsed: 1 day, 13:43:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.9339 Generator_loss: 7.01797 
[INFO] 2021-01-29 01:50:41 > Step:  156200 Progress: 78.1% Elapsed: 1 day, 13:46:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.9386 Generator_loss: 6.53453 
[INFO] 2021-01-29 01:53:06 > Step:  156300 Progress: 78.1% Elapsed: 1 day, 13:48:26 temperature: 1.0 ada_p: No Discriminator_loss: 5.00177 Generator_loss: 6.2331 
[INFO] 2021-01-29 01:55:48 > Step:  156400 Progress: 78.2% Elapsed: 1 day, 13:51:09 temperature: 1.0 ada_p: No Discriminator_loss: 4.95135 Generator_loss: 6.30858 
[INFO] 2021-01-29 01:58:13 > Step:  156500 Progress: 78.2% Elapsed: 1 day, 13:53:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.11882 Generator_loss: 5.82677 
[INFO] 2021-01-29 02:00:40 > Step:  156600 Progress: 78.3% Elapsed: 1 day, 13:56:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.95524 Generator_loss: 6.08398 
[INFO] 2021-01-29 02:03:06 > Step:  156700 Progress: 78.3% Elapsed: 1 day, 13:58:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.87495 Generator_loss: 6.6421 
[INFO] 2021-01-29 02:05:30 > Step:  156800 Progress: 78.4% Elapsed: 1 day, 14:00:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.85894 Generator_loss: 6.80672 
[INFO] 2021-01-29 02:07:55 > Step:  156900 Progress: 78.5% Elapsed: 1 day, 14:03:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.99314 Generator_loss: 6.3321 
[INFO] 2021-01-29 02:10:19 > Step:  157000 Progress: 78.5% Elapsed: 1 day, 14:05:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.91433 Generator_loss: 6.49728 
[INFO] 2021-01-29 02:12:44 > Step:  157100 Progress: 78.5% Elapsed: 1 day, 14:08:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.12698 Generator_loss: 6.00242 
[INFO] 2021-01-29 02:15:09 > Step:  157200 Progress: 78.6% Elapsed: 1 day, 14:10:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.98098 Generator_loss: 6.2055 
[INFO] 2021-01-29 02:17:34 > Step:  157300 Progress: 78.6% Elapsed: 1 day, 14:12:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.96565 Generator_loss: 6.09294 
[INFO] 2021-01-29 02:19:59 > Step:  157400 Progress: 78.7% Elapsed: 1 day, 14:15:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.00122 Generator_loss: 6.21502 
[INFO] 2021-01-29 02:22:24 > Step:  157500 Progress: 78.8% Elapsed: 1 day, 14:17:45 temperature: 1.0 ada_p: No Discriminator_loss: 6.0408 Generator_loss: 6.40904 
[INFO] 2021-01-29 02:24:49 > Step:  157600 Progress: 78.8% Elapsed: 1 day, 14:20:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.29401 Generator_loss: 5.54207 
[INFO] 2021-01-29 02:27:13 > Step:  157700 Progress: 78.8% Elapsed: 1 day, 14:22:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.98207 Generator_loss: 6.37641 
[INFO] 2021-01-29 02:29:38 > Step:  157800 Progress: 78.9% Elapsed: 1 day, 14:24:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.98301 Generator_loss: 6.93853 
[INFO] 2021-01-29 02:32:03 > Step:  157900 Progress: 79.0% Elapsed: 1 day, 14:27:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.88734 Generator_loss: 6.28277 
[INFO] 2021-01-29 02:34:28 > Step:  158000 Progress: 79.0% Elapsed: 1 day, 14:29:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.93909 Generator_loss: 6.42067 
[INFO] 2021-01-29 02:34:28 > Start Evaluation (158000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 02:34:28 > Calculating FID Score....
[INFO] 2021-01-29 02:35:19 > Calculating Inception Score....
[INFO] 2021-01-29 02:35:53 > Calculate F_beta Score....
[INFO] 2021-01-29 02:43:09 > Calculate Accuracies....
[INFO] 2021-01-29 02:43:54 > Calculate Accuracies....
[INFO] 2021-01-29 02:47:36 > F_8 score (Step: 158000, Using valid images): 0.8158972081352984
[INFO] 2021-01-29 02:47:36 > F_1/8 score (Step: 158000, Using valid images): 0.9326433091961969
[INFO] 2021-01-29 02:47:36 > FID score (Step: 158000, Using valid moments): 25.91107701702242
[INFO] 2021-01-29 02:47:36 > Inception score (Step: 158000, 50000 generated images): 23.647430419921875
[INFO] 2021-01-29 02:47:36 > Best FID score (Step: 158000, Using valid moments): 25.91107701702242
[INFO] 2021-01-29 02:48:25 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 02:50:49 > Step:  158100 Progress: 79.0% Elapsed: 1 day, 14:46:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.89442 Generator_loss: 6.46264 
[INFO] 2021-01-29 02:53:13 > Step:  158200 Progress: 79.1% Elapsed: 1 day, 14:48:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.86906 Generator_loss: 6.63522 
[INFO] 2021-01-29 02:55:38 > Step:  158300 Progress: 79.1% Elapsed: 1 day, 14:50:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.91175 Generator_loss: 6.4037 
[INFO] 2021-01-29 02:58:02 > Step:  158400 Progress: 79.2% Elapsed: 1 day, 14:53:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.91095 Generator_loss: 6.47056 
[INFO] 2021-01-29 03:00:26 > Step:  158500 Progress: 79.2% Elapsed: 1 day, 14:55:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.88616 Generator_loss: 6.75367 
[INFO] 2021-01-29 03:03:10 > Step:  158600 Progress: 79.3% Elapsed: 1 day, 14:58:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.85668 Generator_loss: 6.62155 
[INFO] 2021-01-29 03:05:35 > Step:  158700 Progress: 79.3% Elapsed: 1 day, 15:00:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.83254 Generator_loss: 6.54731 
[INFO] 2021-01-29 03:08:00 > Step:  158800 Progress: 79.4% Elapsed: 1 day, 15:03:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.92704 Generator_loss: 6.33643 
[INFO] 2021-01-29 03:10:25 > Step:  158900 Progress: 79.5% Elapsed: 1 day, 15:05:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.98267 Generator_loss: 6.89649 
[INFO] 2021-01-29 03:12:50 > Step:  159000 Progress: 79.5% Elapsed: 1 day, 15:08:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.9991 Generator_loss: 7.05868 
[INFO] 2021-01-29 03:15:17 > Step:  159100 Progress: 79.5% Elapsed: 1 day, 15:10:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.94002 Generator_loss: 6.85183 
[INFO] 2021-01-29 03:17:43 > Step:  159200 Progress: 79.6% Elapsed: 1 day, 15:13:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.84974 Generator_loss: 6.68275 
[INFO] 2021-01-29 03:20:08 > Step:  159300 Progress: 79.7% Elapsed: 1 day, 15:15:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.98977 Generator_loss: 6.33672 
[INFO] 2021-01-29 03:22:32 > Step:  159400 Progress: 79.7% Elapsed: 1 day, 15:17:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.91316 Generator_loss: 6.60584 
[INFO] 2021-01-29 03:24:57 > Step:  159500 Progress: 79.8% Elapsed: 1 day, 15:20:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.22239 Generator_loss: 5.85113 
[INFO] 2021-01-29 03:27:23 > Step:  159600 Progress: 79.8% Elapsed: 1 day, 15:22:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.93493 Generator_loss: 6.21563 
[INFO] 2021-01-29 03:29:47 > Step:  159700 Progress: 79.8% Elapsed: 1 day, 15:25:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.90024 Generator_loss: 6.92135 
[INFO] 2021-01-29 03:32:13 > Step:  159800 Progress: 79.9% Elapsed: 1 day, 15:27:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.92561 Generator_loss: 6.74338 
[INFO] 2021-01-29 03:34:38 > Step:  159900 Progress: 80.0% Elapsed: 1 day, 15:29:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.84249 Generator_loss: 6.72542 
[INFO] 2021-01-29 03:37:02 > Step:  160000 Progress: 80.0% Elapsed: 1 day, 15:32:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.0388 Generator_loss: 6.22693 
[INFO] 2021-01-29 03:37:02 > Start Evaluation (160000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 03:37:02 > Calculating FID Score....
[INFO] 2021-01-29 03:37:54 > Calculating Inception Score....
[INFO] 2021-01-29 03:38:31 > Calculate F_beta Score....
[INFO] 2021-01-29 03:45:51 > Calculate Accuracies....
[INFO] 2021-01-29 03:46:35 > Calculate Accuracies....
[INFO] 2021-01-29 03:50:16 > F_8 score (Step: 160000, Using valid images): 0.8314978480476746
[INFO] 2021-01-29 03:50:16 > F_1/8 score (Step: 160000, Using valid images): 0.94098148361477
[INFO] 2021-01-29 03:50:16 > FID score (Step: 160000, Using valid moments): 25.966418413778
[INFO] 2021-01-29 03:50:16 > Inception score (Step: 160000, 50000 generated images): 23.770896911621094
[INFO] 2021-01-29 03:50:16 > Best FID score (Step: 158000, Using valid moments): 25.91107701702242
[INFO] 2021-01-29 03:50:41 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 03:53:05 > Step:  160100 Progress: 80.0% Elapsed: 1 day, 15:48:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.93575 Generator_loss: 6.27178 
[INFO] 2021-01-29 03:55:29 > Step:  160200 Progress: 80.1% Elapsed: 1 day, 15:50:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.8665 Generator_loss: 6.91718 
[INFO] 2021-01-29 03:57:53 > Step:  160300 Progress: 80.2% Elapsed: 1 day, 15:53:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.95655 Generator_loss: 6.39101 
[INFO] 2021-01-29 04:00:17 > Step:  160400 Progress: 80.2% Elapsed: 1 day, 15:55:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.95396 Generator_loss: 6.05593 
[INFO] 2021-01-29 04:02:42 > Step:  160500 Progress: 80.2% Elapsed: 1 day, 15:58:02 temperature: 1.0 ada_p: No Discriminator_loss: 5.03981 Generator_loss: 7.03165 
[INFO] 2021-01-29 04:05:06 > Step:  160600 Progress: 80.3% Elapsed: 1 day, 16:00:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.89363 Generator_loss: 6.62176 
[INFO] 2021-01-29 04:07:30 > Step:  160700 Progress: 80.3% Elapsed: 1 day, 16:02:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.02114 Generator_loss: 6.1639 
[INFO] 2021-01-29 04:10:16 > Step:  160800 Progress: 80.4% Elapsed: 1 day, 16:05:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.91596 Generator_loss: 6.29043 
[INFO] 2021-01-29 04:12:41 > Step:  160900 Progress: 80.5% Elapsed: 1 day, 16:08:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.8732 Generator_loss: 6.46638 
[INFO] 2021-01-29 04:15:06 > Step:  161000 Progress: 80.5% Elapsed: 1 day, 16:10:27 temperature: 1.0 ada_p: No Discriminator_loss: 5.30335 Generator_loss: 5.92605 
[INFO] 2021-01-29 04:17:31 > Step:  161100 Progress: 80.5% Elapsed: 1 day, 16:12:52 temperature: 1.0 ada_p: No Discriminator_loss: 5.05574 Generator_loss: 6.03807 
[INFO] 2021-01-29 04:19:56 > Step:  161200 Progress: 80.6% Elapsed: 1 day, 16:15:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.92173 Generator_loss: 6.27271 
[INFO] 2021-01-29 04:22:22 > Step:  161300 Progress: 80.7% Elapsed: 1 day, 16:17:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.96426 Generator_loss: 6.12944 
[INFO] 2021-01-29 04:24:46 > Step:  161400 Progress: 80.7% Elapsed: 1 day, 16:20:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.94633 Generator_loss: 6.28268 
[INFO] 2021-01-29 04:27:12 > Step:  161500 Progress: 80.8% Elapsed: 1 day, 16:22:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.91125 Generator_loss: 6.34055 
[INFO] 2021-01-29 04:29:38 > Step:  161600 Progress: 80.8% Elapsed: 1 day, 16:24:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.94055 Generator_loss: 6.22151 
[INFO] 2021-01-29 04:32:03 > Step:  161700 Progress: 80.8% Elapsed: 1 day, 16:27:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.88558 Generator_loss: 6.73332 
[INFO] 2021-01-29 04:34:28 > Step:  161800 Progress: 80.9% Elapsed: 1 day, 16:29:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.96905 Generator_loss: 6.30028 
[INFO] 2021-01-29 04:36:53 > Step:  161900 Progress: 81.0% Elapsed: 1 day, 16:32:14 temperature: 1.0 ada_p: No Discriminator_loss: 5.05031 Generator_loss: 6.11227 
[INFO] 2021-01-29 04:39:18 > Step:  162000 Progress: 81.0% Elapsed: 1 day, 16:34:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.96685 Generator_loss: 5.90335 
[INFO] 2021-01-29 04:39:18 > Start Evaluation (162000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 04:39:18 > Calculating FID Score....
[INFO] 2021-01-29 04:40:12 > Calculating Inception Score....
[INFO] 2021-01-29 04:40:46 > Calculate F_beta Score....
[INFO] 2021-01-29 04:48:52 > Calculate Accuracies....
[INFO] 2021-01-29 04:49:37 > Calculate Accuracies....
[INFO] 2021-01-29 04:53:21 > F_8 score (Step: 162000, Using valid images): 0.829109099599714
[INFO] 2021-01-29 04:53:21 > F_1/8 score (Step: 162000, Using valid images): 0.9426366310766855
[INFO] 2021-01-29 04:53:21 > FID score (Step: 162000, Using valid moments): 25.959179893293424
[INFO] 2021-01-29 04:53:21 > Inception score (Step: 162000, 50000 generated images): 23.753692626953125
[INFO] 2021-01-29 04:53:21 > Best FID score (Step: 158000, Using valid moments): 25.91107701702242
[INFO] 2021-01-29 04:53:46 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 04:56:10 > Step:  162100 Progress: 81.0% Elapsed: 1 day, 16:51:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.84243 Generator_loss: 6.90993 
[INFO] 2021-01-29 04:58:34 > Step:  162200 Progress: 81.1% Elapsed: 1 day, 16:53:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.9225 Generator_loss: 6.95975 
[INFO] 2021-01-29 05:00:59 > Step:  162300 Progress: 81.2% Elapsed: 1 day, 16:56:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.97292 Generator_loss: 6.97006 
[INFO] 2021-01-29 05:03:23 > Step:  162400 Progress: 81.2% Elapsed: 1 day, 16:58:44 temperature: 1.0 ada_p: No Discriminator_loss: 5.04157 Generator_loss: 6.11314 
[INFO] 2021-01-29 05:05:47 > Step:  162500 Progress: 81.2% Elapsed: 1 day, 17:01:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.46833 Generator_loss: 5.60438 
[INFO] 2021-01-29 05:08:12 > Step:  162600 Progress: 81.3% Elapsed: 1 day, 17:03:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.98416 Generator_loss: 6.49409 
[INFO] 2021-01-29 05:10:36 > Step:  162700 Progress: 81.3% Elapsed: 1 day, 17:05:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.95041 Generator_loss: 6.27005 
[INFO] 2021-01-29 05:13:23 > Step:  162800 Progress: 81.4% Elapsed: 1 day, 17:08:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.93786 Generator_loss: 6.32919 
[INFO] 2021-01-29 05:15:47 > Step:  162900 Progress: 81.5% Elapsed: 1 day, 17:11:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.93189 Generator_loss: 6.35357 
[INFO] 2021-01-29 05:18:12 > Step:  163000 Progress: 81.5% Elapsed: 1 day, 17:13:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.83754 Generator_loss: 6.48521 
[INFO] 2021-01-29 05:20:36 > Step:  163100 Progress: 81.5% Elapsed: 1 day, 17:15:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.89476 Generator_loss: 6.49072 
[INFO] 2021-01-29 05:23:01 > Step:  163200 Progress: 81.6% Elapsed: 1 day, 17:18:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.98895 Generator_loss: 6.27507 
[INFO] 2021-01-29 05:25:25 > Step:  163300 Progress: 81.7% Elapsed: 1 day, 17:20:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.95077 Generator_loss: 6.2612 
[INFO] 2021-01-29 05:27:50 > Step:  163400 Progress: 81.7% Elapsed: 1 day, 17:23:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.903 Generator_loss: 6.80084 
[INFO] 2021-01-29 05:30:14 > Step:  163500 Progress: 81.8% Elapsed: 1 day, 17:25:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.17956 Generator_loss: 6.07375 
[INFO] 2021-01-29 05:32:39 > Step:  163600 Progress: 81.8% Elapsed: 1 day, 17:28:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.99117 Generator_loss: 6.14791 
[INFO] 2021-01-29 05:35:04 > Step:  163700 Progress: 81.8% Elapsed: 1 day, 17:30:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.98986 Generator_loss: 6.31993 
[INFO] 2021-01-29 05:37:29 > Step:  163800 Progress: 81.9% Elapsed: 1 day, 17:32:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.84634 Generator_loss: 6.64484 
[INFO] 2021-01-29 05:39:54 > Step:  163900 Progress: 82.0% Elapsed: 1 day, 17:35:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.82351 Generator_loss: 6.70523 
[INFO] 2021-01-29 05:42:19 > Step:  164000 Progress: 82.0% Elapsed: 1 day, 17:37:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.05822 Generator_loss: 7.02655 
[INFO] 2021-01-29 05:42:19 > Start Evaluation (164000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 05:42:19 > Calculating FID Score....
[INFO] 2021-01-29 05:43:11 > Calculating Inception Score....
[INFO] 2021-01-29 05:43:45 > Calculate F_beta Score....
[INFO] 2021-01-29 05:51:10 > Calculate Accuracies....
[INFO] 2021-01-29 05:51:55 > Calculate Accuracies....
[INFO] 2021-01-29 05:55:38 > F_8 score (Step: 164000, Using valid images): 0.840132858397462
[INFO] 2021-01-29 05:55:38 > F_1/8 score (Step: 164000, Using valid images): 0.9373831044085321
[INFO] 2021-01-29 05:55:38 > FID score (Step: 164000, Using valid moments): 25.88143332726861
[INFO] 2021-01-29 05:55:38 > Inception score (Step: 164000, 50000 generated images): 23.864656448364258
[INFO] 2021-01-29 05:55:38 > Best FID score (Step: 164000, Using valid moments): 25.88143332726861
[INFO] 2021-01-29 05:56:26 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 05:58:54 > Step:  164100 Progress: 82.0% Elapsed: 1 day, 17:54:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.94423 Generator_loss: 6.37157 
[INFO] 2021-01-29 06:01:18 > Step:  164200 Progress: 82.1% Elapsed: 1 day, 17:56:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.85088 Generator_loss: 6.35434 
[INFO] 2021-01-29 06:04:13 > Step:  164300 Progress: 82.2% Elapsed: 1 day, 17:59:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.8964 Generator_loss: 6.55818 
[INFO] 2021-01-29 06:06:38 > Step:  164400 Progress: 82.2% Elapsed: 1 day, 18:01:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.05386 Generator_loss: 6.0805 
[INFO] 2021-01-29 06:09:03 > Step:  164500 Progress: 82.2% Elapsed: 1 day, 18:04:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.09413 Generator_loss: 6.13421 
[INFO] 2021-01-29 06:11:28 > Step:  164600 Progress: 82.3% Elapsed: 1 day, 18:06:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.90152 Generator_loss: 6.81283 
[INFO] 2021-01-29 06:13:52 > Step:  164700 Progress: 82.3% Elapsed: 1 day, 18:09:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.88573 Generator_loss: 6.53555 
[INFO] 2021-01-29 06:16:17 > Step:  164800 Progress: 82.4% Elapsed: 1 day, 18:11:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.85356 Generator_loss: 6.75017 
[INFO] 2021-01-29 06:18:41 > Step:  164900 Progress: 82.5% Elapsed: 1 day, 18:14:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.93548 Generator_loss: 6.28782 
[INFO] 2021-01-29 06:21:06 > Step:  165000 Progress: 82.5% Elapsed: 1 day, 18:16:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.81036 Generator_loss: 6.70492 
[INFO] 2021-01-29 06:23:30 > Step:  165100 Progress: 82.5% Elapsed: 1 day, 18:18:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.94518 Generator_loss: 6.96081 
[INFO] 2021-01-29 06:25:55 > Step:  165200 Progress: 82.6% Elapsed: 1 day, 18:21:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.98565 Generator_loss: 6.0607 
[INFO] 2021-01-29 06:28:20 > Step:  165300 Progress: 82.7% Elapsed: 1 day, 18:23:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.94125 Generator_loss: 6.53421 
[INFO] 2021-01-29 06:30:47 > Step:  165400 Progress: 82.7% Elapsed: 1 day, 18:26:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.84816 Generator_loss: 7.10117 
[INFO] 2021-01-29 06:33:15 > Step:  165500 Progress: 82.8% Elapsed: 1 day, 18:28:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.92297 Generator_loss: 6.40429 
[INFO] 2021-01-29 06:35:41 > Step:  165600 Progress: 82.8% Elapsed: 1 day, 18:31:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.96133 Generator_loss: 6.35545 
[INFO] 2021-01-29 06:38:06 > Step:  165700 Progress: 82.8% Elapsed: 1 day, 18:33:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.93942 Generator_loss: 6.47195 
[INFO] 2021-01-29 06:40:31 > Step:  165800 Progress: 82.9% Elapsed: 1 day, 18:35:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.83074 Generator_loss: 6.93332 
[INFO] 2021-01-29 06:42:56 > Step:  165900 Progress: 83.0% Elapsed: 1 day, 18:38:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.94779 Generator_loss: 6.81541 
[INFO] 2021-01-29 06:45:21 > Step:  166000 Progress: 83.0% Elapsed: 1 day, 18:40:42 temperature: 1.0 ada_p: No Discriminator_loss: 5.04676 Generator_loss: 6.01641 
[INFO] 2021-01-29 06:45:24 > Start Evaluation (166000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 06:45:24 > Calculating FID Score....
[INFO] 2021-01-29 06:46:16 > Calculating Inception Score....
[INFO] 2021-01-29 06:46:50 > Calculate F_beta Score....
[INFO] 2021-01-29 06:54:34 > Calculate Accuracies....
[INFO] 2021-01-29 06:55:24 > Calculate Accuracies....
[INFO] 2021-01-29 06:59:59 > F_8 score (Step: 166000, Using valid images): 0.8435911924804471
[INFO] 2021-01-29 07:00:02 > F_1/8 score (Step: 166000, Using valid images): 0.9370824312971948
[INFO] 2021-01-29 07:00:02 > FID score (Step: 166000, Using valid moments): 25.83259881832089
[INFO] 2021-01-29 07:00:02 > Inception score (Step: 166000, 50000 generated images): 23.832576751708984
[INFO] 2021-01-29 07:00:02 > Best FID score (Step: 166000, Using valid moments): 25.83259881832089
[INFO] 2021-01-29 07:01:50 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 07:04:14 > Step:  166100 Progress: 83.0% Elapsed: 1 day, 18:59:35 temperature: 1.0 ada_p: No Discriminator_loss: 5.07918 Generator_loss: 6.1055 
[INFO] 2021-01-29 07:06:42 > Step:  166200 Progress: 83.1% Elapsed: 1 day, 19:02:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.91951 Generator_loss: 6.50091 
[INFO] 2021-01-29 07:09:08 > Step:  166300 Progress: 83.2% Elapsed: 1 day, 19:04:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.11243 Generator_loss: 6.1322 
[INFO] 2021-01-29 07:11:58 > Step:  166400 Progress: 83.2% Elapsed: 1 day, 19:07:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.06829 Generator_loss: 6.84939 
[INFO] 2021-01-29 07:14:22 > Step:  166500 Progress: 83.2% Elapsed: 1 day, 19:09:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.99189 Generator_loss: 6.16363 
[INFO] 2021-01-29 07:16:50 > Step:  166600 Progress: 83.3% Elapsed: 1 day, 19:12:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.98684 Generator_loss: 6.12189 
[INFO] 2021-01-29 07:19:15 > Step:  166700 Progress: 83.4% Elapsed: 1 day, 19:14:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.95595 Generator_loss: 6.30221 
[INFO] 2021-01-29 07:21:45 > Step:  166800 Progress: 83.4% Elapsed: 1 day, 19:17:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.85864 Generator_loss: 6.6143 
[INFO] 2021-01-29 07:24:11 > Step:  166900 Progress: 83.5% Elapsed: 1 day, 19:19:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.95107 Generator_loss: 6.91109 
[INFO] 2021-01-29 07:26:38 > Step:  167000 Progress: 83.5% Elapsed: 1 day, 19:21:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.84131 Generator_loss: 6.55782 
[INFO] 2021-01-29 07:29:03 > Step:  167100 Progress: 83.5% Elapsed: 1 day, 19:24:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.90174 Generator_loss: 6.40788 
[INFO] 2021-01-29 07:31:30 > Step:  167200 Progress: 83.6% Elapsed: 1 day, 19:26:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.97168 Generator_loss: 6.21084 
[INFO] 2021-01-29 07:33:58 > Step:  167300 Progress: 83.7% Elapsed: 1 day, 19:29:18 temperature: 1.0 ada_p: No Discriminator_loss: 5.00065 Generator_loss: 6.32692 
[INFO] 2021-01-29 07:36:26 > Step:  167400 Progress: 83.7% Elapsed: 1 day, 19:31:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.83794 Generator_loss: 6.42754 
[INFO] 2021-01-29 07:38:54 > Step:  167500 Progress: 83.8% Elapsed: 1 day, 19:34:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.9436 Generator_loss: 6.67399 
[INFO] 2021-01-29 07:41:19 > Step:  167600 Progress: 83.8% Elapsed: 1 day, 19:36:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.03801 Generator_loss: 6.16661 
[INFO] 2021-01-29 07:43:44 > Step:  167700 Progress: 83.9% Elapsed: 1 day, 19:39:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.96973 Generator_loss: 6.57435 
[INFO] 2021-01-29 07:46:10 > Step:  167800 Progress: 83.9% Elapsed: 1 day, 19:41:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.90347 Generator_loss: 6.48585 
[INFO] 2021-01-29 07:48:35 > Step:  167900 Progress: 84.0% Elapsed: 1 day, 19:43:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.88225 Generator_loss: 6.48423 
[INFO] 2021-01-29 07:51:00 > Step:  168000 Progress: 84.0% Elapsed: 1 day, 19:46:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.04644 Generator_loss: 6.16685 
[INFO] 2021-01-29 07:51:00 > Start Evaluation (168000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 07:51:00 > Calculating FID Score....
[INFO] 2021-01-29 07:51:51 > Calculating Inception Score....
[INFO] 2021-01-29 07:52:26 > Calculate F_beta Score....
[INFO] 2021-01-29 08:04:07 > Calculate Accuracies....
[INFO] 2021-01-29 08:04:53 > Calculate Accuracies....
[INFO] 2021-01-29 09:45:32 > F_8 score (Step: 168000, Using valid images): 0.8577965893695334
[INFO] 2021-01-29 09:45:32 > F_1/8 score (Step: 168000, Using valid images): 0.9463301353948019
[INFO] 2021-01-29 09:45:32 > FID score (Step: 168000, Using valid moments): 25.66804779127
[INFO] 2021-01-29 09:45:32 > Inception score (Step: 168000, 50000 generated images): 24.080862045288086
[INFO] 2021-01-29 09:45:32 > Best FID score (Step: 168000, Using valid moments): 25.66804779127
[INFO] 2021-01-29 09:54:25 > Save model to checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 09:56:50 > Step:  168100 Progress: 84.0% Elapsed: 1 day, 21:52:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.96195 Generator_loss: 6.28084 
[INFO] 2021-01-29 09:59:15 > Step:  168200 Progress: 84.1% Elapsed: 1 day, 21:54:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.98965 Generator_loss: 6.36288 
[INFO] 2021-01-29 10:01:40 > Step:  168300 Progress: 84.2% Elapsed: 1 day, 21:57:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.01637 Generator_loss: 6.04173 
[INFO] 2021-01-29 10:04:05 > Step:  168400 Progress: 84.2% Elapsed: 1 day, 21:59:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.9699 Generator_loss: 6.67853 
[INFO] 2021-01-29 10:06:29 > Step:  168500 Progress: 84.2% Elapsed: 1 day, 22:01:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.95487 Generator_loss: 6.90048 
[INFO] 2021-01-29 10:09:20 > Step:  168600 Progress: 84.3% Elapsed: 1 day, 22:04:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.98355 Generator_loss: 7.11576 
[INFO] 2021-01-29 10:11:46 > Step:  168700 Progress: 84.4% Elapsed: 1 day, 22:07:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.96874 Generator_loss: 6.11983 
[INFO] 2021-01-29 10:14:12 > Step:  168800 Progress: 84.4% Elapsed: 1 day, 22:09:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.09947 Generator_loss: 5.7488 
[INFO] 2021-01-29 10:16:38 > Step:  168900 Progress: 84.5% Elapsed: 1 day, 22:11:59 temperature: 1.0 ada_p: No Discriminator_loss: 5.03991 Generator_loss: 6.13378 
[INFO] 2021-01-29 10:19:03 > Step:  169000 Progress: 84.5% Elapsed: 1 day, 22:14:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.94701 Generator_loss: 6.38911 
[INFO] 2021-01-29 10:21:31 > Step:  169100 Progress: 84.5% Elapsed: 1 day, 22:16:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.97327 Generator_loss: 6.36529 
[INFO] 2021-01-29 10:23:56 > Step:  169200 Progress: 84.6% Elapsed: 1 day, 22:19:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.90935 Generator_loss: 6.41302 
[INFO] 2021-01-29 10:26:21 > Step:  169300 Progress: 84.7% Elapsed: 1 day, 22:21:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.94113 Generator_loss: 6.16768 
[INFO] 2021-01-29 10:28:46 > Step:  169400 Progress: 84.7% Elapsed: 1 day, 22:24:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.00517 Generator_loss: 6.36445 
[INFO] 2021-01-29 10:31:11 > Step:  169500 Progress: 84.8% Elapsed: 1 day, 22:26:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.89679 Generator_loss: 6.59367 
[INFO] 2021-01-29 10:33:36 > Step:  169600 Progress: 84.8% Elapsed: 1 day, 22:28:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.89212 Generator_loss: 6.7717 
[INFO] 2021-01-29 10:36:01 > Step:  169700 Progress: 84.9% Elapsed: 1 day, 22:31:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.99076 Generator_loss: 6.36026 
[INFO] 2021-01-29 10:38:27 > Step:  169800 Progress: 84.9% Elapsed: 1 day, 22:33:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.89545 Generator_loss: 6.4665 
[INFO] 2021-01-29 10:40:52 > Step:  169900 Progress: 85.0% Elapsed: 1 day, 22:36:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.87426 Generator_loss: 6.70108 
[INFO] 2021-01-29 10:43:16 > Step:  170000 Progress: 85.0% Elapsed: 1 day, 22:38:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.8348 Generator_loss: 6.54333 
[INFO] 2021-01-29 10:43:17 > Start Evaluation (170000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-29 10:43:17 > Calculating FID Score....
[INFO] 2021-01-29 10:44:07 > Calculating Inception Score....
[INFO] 2021-01-29 10:44:41 > Calculate F_beta Score....
[INFO] 2021-01-29 14:42:20 > Calculate Accuracies....
[INFO] 2021-01-29 14:43:05 > Calculate Accuracies....
[INFO] 2021-01-31 08:51:23 > Generator checkpoint is ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18/model=G-best-weights-step=168000.pth
[INFO] 2021-01-31 08:51:23 > Discriminator checkpoint is ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18/model=D-best-weights-step=168000.pth
[INFO] 2021-01-31 08:51:26 > Start training....
[INFO] 2021-01-31 08:56:02 > Step:  168100 Progress: 84.0% Elapsed: 0:04:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.91928 Generator_loss: 6.56708 
[INFO] 2021-01-31 09:00:04 > Step:  168200 Progress: 84.1% Elapsed: 0:08:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.95437 Generator_loss: 6.19828 
[INFO] 2021-01-31 09:04:06 > Step:  168300 Progress: 84.2% Elapsed: 0:12:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.85979 Generator_loss: 6.5593 
[INFO] 2021-01-31 09:08:09 > Step:  168400 Progress: 84.2% Elapsed: 0:16:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.8818 Generator_loss: 6.79078 
[INFO] 2021-01-31 09:12:12 > Step:  168500 Progress: 84.2% Elapsed: 0:20:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.85265 Generator_loss: 6.64297 
[INFO] 2021-01-31 09:16:16 > Step:  168600 Progress: 84.3% Elapsed: 0:24:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.88666 Generator_loss: 6.74839 
[INFO] 2021-01-31 09:20:19 > Step:  168700 Progress: 84.4% Elapsed: 0:28:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.83643 Generator_loss: 6.76271 
[INFO] 2021-01-31 09:24:23 > Step:  168800 Progress: 84.4% Elapsed: 0:32:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.90998 Generator_loss: 6.95606 
[INFO] 2021-01-31 09:28:26 > Step:  168900 Progress: 84.5% Elapsed: 0:37:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.85812 Generator_loss: 6.56356 
[INFO] 2021-01-31 09:32:29 > Step:  169000 Progress: 84.5% Elapsed: 0:41:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.94889 Generator_loss: 6.74624 
[INFO] 2021-01-31 09:36:31 > Step:  169100 Progress: 84.5% Elapsed: 0:45:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.87299 Generator_loss: 6.38357 
[INFO] 2021-01-31 09:40:34 > Step:  169200 Progress: 84.6% Elapsed: 0:49:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.92404 Generator_loss: 6.67475 
[INFO] 2021-01-31 09:44:37 > Step:  169300 Progress: 84.7% Elapsed: 0:53:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.05162 Generator_loss: 5.98919 
[INFO] 2021-01-31 09:48:39 > Step:  169400 Progress: 84.7% Elapsed: 0:57:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.92247 Generator_loss: 6.16895 
[INFO] 2021-01-31 09:52:42 > Step:  169500 Progress: 84.8% Elapsed: 1:01:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.87059 Generator_loss: 6.63362 
[INFO] 2021-01-31 09:56:45 > Step:  169600 Progress: 84.8% Elapsed: 1:05:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.06 Generator_loss: 6.23963 
[INFO] 2021-01-31 10:00:47 > Step:  169700 Progress: 84.9% Elapsed: 1:09:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.99451 Generator_loss: 6.1596 
[INFO] 2021-01-31 10:04:50 > Step:  169800 Progress: 84.9% Elapsed: 1:13:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.93927 Generator_loss: 6.58756 
[INFO] 2021-01-31 10:08:52 > Step:  169900 Progress: 85.0% Elapsed: 1:17:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.95106 Generator_loss: 6.99724 
[INFO] 2021-01-31 10:12:55 > Step:  170000 Progress: 85.0% Elapsed: 1:21:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.82702 Generator_loss: 6.52487 
[INFO] 2021-01-31 10:12:55 > Start Evaluation (170000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 10:12:55 > Calculating FID Score....
[INFO] 2021-01-31 10:15:15 > Calculating Inception Score....
[INFO] 2021-01-31 10:17:21 > Calculate F_beta Score....
[INFO] 2021-01-31 10:28:53 > Calculate Accuracies....
[INFO] 2021-01-31 10:30:38 > Calculate Accuracies....
[INFO] 2021-01-31 10:35:31 > F_8 score (Step: 170000, Using valid images): 0.8342831686901404
[INFO] 2021-01-31 10:35:31 > F_1/8 score (Step: 170000, Using valid images): 0.9396392080363879
[INFO] 2021-01-31 10:35:31 > FID score (Step: 170000, Using valid moments): 25.854443063876374
[INFO] 2021-01-31 10:35:31 > Inception score (Step: 170000, 50000 generated images): 24.145591735839844
[INFO] 2021-01-31 10:35:31 > Best FID score (Step: 168000, Using valid moments): 25.66804779127
[INFO] 2021-01-31 10:35:39 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 10:39:40 > Step:  170100 Progress: 85.0% Elapsed: 1:48:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.99371 Generator_loss: 6.2501 
[INFO] 2021-01-31 10:43:58 > Step:  170200 Progress: 85.1% Elapsed: 1:52:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.96304 Generator_loss: 6.19546 
[INFO] 2021-01-31 10:48:02 > Step:  170300 Progress: 85.2% Elapsed: 1:56:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.93083 Generator_loss: 6.99835 
[INFO] 2021-01-31 10:52:05 > Step:  170400 Progress: 85.2% Elapsed: 2:00:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.91491 Generator_loss: 6.46337 
[INFO] 2021-01-31 10:56:09 > Step:  170500 Progress: 85.2% Elapsed: 2:04:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.11117 Generator_loss: 5.92654 
[INFO] 2021-01-31 11:00:16 > Step:  170600 Progress: 85.3% Elapsed: 2:08:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.82346 Generator_loss: 6.61374 
[INFO] 2021-01-31 11:04:19 > Step:  170700 Progress: 85.4% Elapsed: 2:12:53 temperature: 1.0 ada_p: No Discriminator_loss: 5.24665 Generator_loss: 5.80009 
[INFO] 2021-01-31 11:08:23 > Step:  170800 Progress: 85.4% Elapsed: 2:16:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.89704 Generator_loss: 6.87848 
[INFO] 2021-01-31 11:12:27 > Step:  170900 Progress: 85.5% Elapsed: 2:21:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.89224 Generator_loss: 6.88393 
[INFO] 2021-01-31 11:16:30 > Step:  171000 Progress: 85.5% Elapsed: 2:25:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.92771 Generator_loss: 6.08648 
[INFO] 2021-01-31 11:20:33 > Step:  171100 Progress: 85.5% Elapsed: 2:29:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.92776 Generator_loss: 6.87062 
[INFO] 2021-01-31 11:24:36 > Step:  171200 Progress: 85.6% Elapsed: 2:33:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.04896 Generator_loss: 6.07936 
[INFO] 2021-01-31 11:28:39 > Step:  171300 Progress: 85.7% Elapsed: 2:37:13 temperature: 1.0 ada_p: No Discriminator_loss: 5.17417 Generator_loss: 5.88826 
[INFO] 2021-01-31 11:32:43 > Step:  171400 Progress: 85.7% Elapsed: 2:41:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.96563 Generator_loss: 6.46831 
[INFO] 2021-01-31 11:36:47 > Step:  171500 Progress: 85.8% Elapsed: 2:45:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.89974 Generator_loss: 6.61697 
[INFO] 2021-01-31 11:40:50 > Step:  171600 Progress: 85.8% Elapsed: 2:49:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.13876 Generator_loss: 6.0911 
[INFO] 2021-01-31 11:44:54 > Step:  171700 Progress: 85.9% Elapsed: 2:53:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.88908 Generator_loss: 6.59683 
[INFO] 2021-01-31 11:48:58 > Step:  171800 Progress: 85.9% Elapsed: 2:57:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.18624 Generator_loss: 5.89709 
[INFO] 2021-01-31 11:53:01 > Step:  171900 Progress: 86.0% Elapsed: 3:01:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.87975 Generator_loss: 6.45179 
[INFO] 2021-01-31 11:57:05 > Step:  172000 Progress: 86.0% Elapsed: 3:05:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.94012 Generator_loss: 6.22939 
[INFO] 2021-01-31 11:57:05 > Start Evaluation (172000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 11:57:05 > Calculating FID Score....
[INFO] 2021-01-31 11:59:24 > Calculating Inception Score....
[INFO] 2021-01-31 12:01:32 > Calculate F_beta Score....
[INFO] 2021-01-31 12:12:56 > Calculate Accuracies....
[INFO] 2021-01-31 12:14:42 > Calculate Accuracies....
[INFO] 2021-01-31 12:19:47 > F_8 score (Step: 172000, Using valid images): 0.8604624076258759
[INFO] 2021-01-31 12:19:47 > F_1/8 score (Step: 172000, Using valid images): 0.9392180963345877
[INFO] 2021-01-31 12:19:47 > FID score (Step: 172000, Using valid moments): 25.723660657985477
[INFO] 2021-01-31 12:19:47 > Inception score (Step: 172000, 50000 generated images): 24.073488235473633
[INFO] 2021-01-31 12:19:47 > Best FID score (Step: 168000, Using valid moments): 25.66804779127
[INFO] 2021-01-31 12:19:55 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 12:23:56 > Step:  172100 Progress: 86.1% Elapsed: 3:32:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.942 Generator_loss: 7.15652 
[INFO] 2021-01-31 12:27:56 > Step:  172200 Progress: 86.1% Elapsed: 3:36:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.91828 Generator_loss: 6.29869 
[INFO] 2021-01-31 12:31:57 > Step:  172300 Progress: 86.2% Elapsed: 3:40:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.12233 Generator_loss: 6.05169 
[INFO] 2021-01-31 12:35:59 > Step:  172400 Progress: 86.2% Elapsed: 3:44:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.9588 Generator_loss: 7.08052 
[INFO] 2021-01-31 12:40:31 > Step:  172500 Progress: 86.2% Elapsed: 3:49:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.87501 Generator_loss: 6.45085 
[INFO] 2021-01-31 12:44:35 > Step:  172600 Progress: 86.3% Elapsed: 3:53:09 temperature: 1.0 ada_p: No Discriminator_loss: 5.00099 Generator_loss: 6.01576 
[INFO] 2021-01-31 12:48:38 > Step:  172700 Progress: 86.4% Elapsed: 3:57:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.8796 Generator_loss: 6.97763 
[INFO] 2021-01-31 12:52:41 > Step:  172800 Progress: 86.4% Elapsed: 4:01:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.97787 Generator_loss: 6.09463 
[INFO] 2021-01-31 12:56:44 > Step:  172900 Progress: 86.5% Elapsed: 4:05:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.91552 Generator_loss: 7.11007 
[INFO] 2021-01-31 13:00:48 > Step:  173000 Progress: 86.5% Elapsed: 4:09:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.86422 Generator_loss: 6.32291 
[INFO] 2021-01-31 13:04:55 > Step:  173100 Progress: 86.6% Elapsed: 4:13:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.91247 Generator_loss: 6.34454 
[INFO] 2021-01-31 13:08:59 > Step:  173200 Progress: 86.6% Elapsed: 4:17:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.9279 Generator_loss: 6.80248 
[INFO] 2021-01-31 13:13:03 > Step:  173300 Progress: 86.7% Elapsed: 4:21:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.86526 Generator_loss: 6.82162 
[INFO] 2021-01-31 13:17:07 > Step:  173400 Progress: 86.7% Elapsed: 4:25:40 temperature: 1.0 ada_p: No Discriminator_loss: 5.21879 Generator_loss: 5.8157 
[INFO] 2021-01-31 13:21:10 > Step:  173500 Progress: 86.8% Elapsed: 4:29:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.98418 Generator_loss: 6.94215 
[INFO] 2021-01-31 13:25:13 > Step:  173600 Progress: 86.8% Elapsed: 4:33:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.91188 Generator_loss: 6.72223 
[INFO] 2021-01-31 13:29:17 > Step:  173700 Progress: 86.9% Elapsed: 4:37:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.07111 Generator_loss: 6.32223 
[INFO] 2021-01-31 13:33:20 > Step:  173800 Progress: 86.9% Elapsed: 4:41:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.40727 Generator_loss: 5.58181 
[INFO] 2021-01-31 13:37:24 > Step:  173900 Progress: 87.0% Elapsed: 4:45:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.0215 Generator_loss: 6.24446 
[INFO] 2021-01-31 13:41:28 > Step:  174000 Progress: 87.0% Elapsed: 4:50:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.89386 Generator_loss: 6.76363 
[INFO] 2021-01-31 13:41:28 > Start Evaluation (174000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 13:41:28 > Calculating FID Score....
[INFO] 2021-01-31 13:43:46 > Calculating Inception Score....
[INFO] 2021-01-31 13:45:54 > Calculate F_beta Score....
[INFO] 2021-01-31 13:57:23 > Calculate Accuracies....
[INFO] 2021-01-31 13:59:08 > Calculate Accuracies....
[INFO] 2021-01-31 14:04:00 > F_8 score (Step: 174000, Using valid images): 0.8195453204243658
[INFO] 2021-01-31 14:04:00 > F_1/8 score (Step: 174000, Using valid images): 0.9377635608463094
[INFO] 2021-01-31 14:04:00 > FID score (Step: 174000, Using valid moments): 25.61474008428422
[INFO] 2021-01-31 14:04:00 > Inception score (Step: 174000, 50000 generated images): 24.173240661621094
[INFO] 2021-01-31 14:04:00 > Best FID score (Step: 174000, Using valid moments): 25.61474008428422
[INFO] 2021-01-31 14:04:15 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 14:08:17 > Step:  174100 Progress: 87.1% Elapsed: 5:16:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.86492 Generator_loss: 6.95181 
[INFO] 2021-01-31 14:12:37 > Step:  174200 Progress: 87.1% Elapsed: 5:21:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.05689 Generator_loss: 6.22124 
[INFO] 2021-01-31 14:16:40 > Step:  174300 Progress: 87.2% Elapsed: 5:25:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.92654 Generator_loss: 6.33688 
[INFO] 2021-01-31 14:20:43 > Step:  174400 Progress: 87.2% Elapsed: 5:29:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.95675 Generator_loss: 6.29744 
[INFO] 2021-01-31 14:24:47 > Step:  174500 Progress: 87.2% Elapsed: 5:33:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.05087 Generator_loss: 6.08226 
[INFO] 2021-01-31 14:28:50 > Step:  174600 Progress: 87.3% Elapsed: 5:37:24 temperature: 1.0 ada_p: No Discriminator_loss: 5.01 Generator_loss: 7.25313 
[INFO] 2021-01-31 14:32:55 > Step:  174700 Progress: 87.4% Elapsed: 5:41:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.9152 Generator_loss: 6.29466 
[INFO] 2021-01-31 14:36:58 > Step:  174800 Progress: 87.4% Elapsed: 5:45:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.91573 Generator_loss: 6.36423 
[INFO] 2021-01-31 14:41:01 > Step:  174900 Progress: 87.5% Elapsed: 5:49:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.85777 Generator_loss: 6.61849 
[INFO] 2021-01-31 14:45:05 > Step:  175000 Progress: 87.5% Elapsed: 5:53:39 temperature: 1.0 ada_p: No Discriminator_loss: 5.07637 Generator_loss: 5.92486 
[INFO] 2021-01-31 14:49:08 > Step:  175100 Progress: 87.5% Elapsed: 5:57:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.98983 Generator_loss: 6.20607 
[INFO] 2021-01-31 14:53:12 > Step:  175200 Progress: 87.6% Elapsed: 6:01:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.95012 Generator_loss: 6.14279 
[INFO] 2021-01-31 14:57:17 > Step:  175300 Progress: 87.6% Elapsed: 6:05:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.06731 Generator_loss: 6.27254 
[INFO] 2021-01-31 15:01:21 > Step:  175400 Progress: 87.7% Elapsed: 6:09:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.93363 Generator_loss: 6.13107 
[INFO] 2021-01-31 15:05:26 > Step:  175500 Progress: 87.8% Elapsed: 6:13:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.89426 Generator_loss: 6.32774 
[INFO] 2021-01-31 15:09:34 > Step:  175600 Progress: 87.8% Elapsed: 6:18:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.24039 Generator_loss: 5.85133 
[INFO] 2021-01-31 15:13:38 > Step:  175700 Progress: 87.8% Elapsed: 6:22:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.88223 Generator_loss: 6.02941 
[INFO] 2021-01-31 15:17:42 > Step:  175800 Progress: 87.9% Elapsed: 6:26:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.86985 Generator_loss: 6.56418 
[INFO] 2021-01-31 15:21:47 > Step:  175900 Progress: 87.9% Elapsed: 6:30:21 temperature: 1.0 ada_p: No Discriminator_loss: 5.10083 Generator_loss: 5.96291 
[INFO] 2021-01-31 15:25:51 > Step:  176000 Progress: 88.0% Elapsed: 6:34:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.96172 Generator_loss: 6.15474 
[INFO] 2021-01-31 15:25:51 > Start Evaluation (176000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 15:25:51 > Calculating FID Score....
[INFO] 2021-01-31 15:28:10 > Calculating Inception Score....
[INFO] 2021-01-31 15:30:19 > Calculate F_beta Score....
[INFO] 2021-01-31 15:41:44 > Calculate Accuracies....
[INFO] 2021-01-31 15:43:42 > Calculate Accuracies....
[INFO] 2021-01-31 15:48:33 > F_8 score (Step: 176000, Using valid images): 0.8328256335141355
[INFO] 2021-01-31 15:48:33 > F_1/8 score (Step: 176000, Using valid images): 0.9427049070808723
[INFO] 2021-01-31 15:48:33 > FID score (Step: 176000, Using valid moments): 25.749138751949715
[INFO] 2021-01-31 15:48:33 > Inception score (Step: 176000, 50000 generated images): 24.17831802368164
[INFO] 2021-01-31 15:48:33 > Best FID score (Step: 174000, Using valid moments): 25.61474008428422
[INFO] 2021-01-31 15:48:40 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 15:52:42 > Step:  176100 Progress: 88.0% Elapsed: 7:01:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.0744 Generator_loss: 5.926 
[INFO] 2021-01-31 15:56:44 > Step:  176200 Progress: 88.1% Elapsed: 7:05:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.92797 Generator_loss: 6.52579 
[INFO] 2021-01-31 16:00:46 > Step:  176300 Progress: 88.1% Elapsed: 7:09:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.89811 Generator_loss: 6.62707 
[INFO] 2021-01-31 16:04:48 > Step:  176400 Progress: 88.2% Elapsed: 7:13:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.83944 Generator_loss: 6.84312 
[INFO] 2021-01-31 16:09:21 > Step:  176500 Progress: 88.2% Elapsed: 7:17:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.93032 Generator_loss: 6.55321 
[INFO] 2021-01-31 16:13:25 > Step:  176600 Progress: 88.3% Elapsed: 7:21:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.86721 Generator_loss: 6.98393 
[INFO] 2021-01-31 16:17:29 > Step:  176700 Progress: 88.3% Elapsed: 7:26:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.92652 Generator_loss: 6.23846 
[INFO] 2021-01-31 16:21:32 > Step:  176800 Progress: 88.4% Elapsed: 7:30:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.91468 Generator_loss: 6.33797 
[INFO] 2021-01-31 16:25:36 > Step:  176900 Progress: 88.4% Elapsed: 7:34:09 temperature: 1.0 ada_p: No Discriminator_loss: 4.8915 Generator_loss: 6.46217 
[INFO] 2021-01-31 16:29:39 > Step:  177000 Progress: 88.5% Elapsed: 7:38:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.85189 Generator_loss: 6.56197 
[INFO] 2021-01-31 16:33:43 > Step:  177100 Progress: 88.5% Elapsed: 7:42:16 temperature: 1.0 ada_p: No Discriminator_loss: 4.91338 Generator_loss: 6.35114 
[INFO] 2021-01-31 16:37:47 > Step:  177200 Progress: 88.6% Elapsed: 7:46:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.91651 Generator_loss: 6.75004 
[INFO] 2021-01-31 16:41:51 > Step:  177300 Progress: 88.6% Elapsed: 7:50:25 temperature: 1.0 ada_p: No Discriminator_loss: 5.00333 Generator_loss: 6.12498 
[INFO] 2021-01-31 16:45:55 > Step:  177400 Progress: 88.7% Elapsed: 7:54:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.90504 Generator_loss: 6.45764 
[INFO] 2021-01-31 16:50:00 > Step:  177500 Progress: 88.8% Elapsed: 7:58:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.37014 Generator_loss: 5.50691 
[INFO] 2021-01-31 16:54:03 > Step:  177600 Progress: 88.8% Elapsed: 8:02:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.82933 Generator_loss: 6.60626 
[INFO] 2021-01-31 16:58:07 > Step:  177700 Progress: 88.8% Elapsed: 8:06:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.9584 Generator_loss: 6.15159 
[INFO] 2021-01-31 17:02:10 > Step:  177800 Progress: 88.9% Elapsed: 8:10:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.84096 Generator_loss: 6.75428 
[INFO] 2021-01-31 17:06:14 > Step:  177900 Progress: 88.9% Elapsed: 8:14:48 temperature: 1.0 ada_p: No Discriminator_loss: 4.9909 Generator_loss: 6.24274 
[INFO] 2021-01-31 17:10:18 > Step:  178000 Progress: 89.0% Elapsed: 8:18:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.88998 Generator_loss: 6.51568 
[INFO] 2021-01-31 17:10:18 > Start Evaluation (178000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 17:10:18 > Calculating FID Score....
[INFO] 2021-01-31 17:12:36 > Calculating Inception Score....
[INFO] 2021-01-31 17:14:44 > Calculate F_beta Score....
[INFO] 2021-01-31 17:26:14 > Calculate Accuracies....
[INFO] 2021-01-31 17:27:59 > Calculate Accuracies....
[INFO] 2021-01-31 17:32:53 > F_8 score (Step: 178000, Using valid images): 0.8425140192515327
[INFO] 2021-01-31 17:32:53 > F_1/8 score (Step: 178000, Using valid images): 0.9430439111866146
[INFO] 2021-01-31 17:32:53 > FID score (Step: 178000, Using valid moments): 25.621849369625465
[INFO] 2021-01-31 17:32:53 > Inception score (Step: 178000, 50000 generated images): 24.293027877807617
[INFO] 2021-01-31 17:32:53 > Best FID score (Step: 174000, Using valid moments): 25.61474008428422
[INFO] 2021-01-31 17:33:01 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 17:37:08 > Step:  178100 Progress: 89.0% Elapsed: 8:45:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.89295 Generator_loss: 6.55556 
[INFO] 2021-01-31 17:41:30 > Step:  178200 Progress: 89.1% Elapsed: 8:50:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.90944 Generator_loss: 6.30426 
[INFO] 2021-01-31 17:45:33 > Step:  178300 Progress: 89.1% Elapsed: 8:54:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.05807 Generator_loss: 6.0452 
[INFO] 2021-01-31 17:49:36 > Step:  178400 Progress: 89.2% Elapsed: 8:58:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.8293 Generator_loss: 6.58666 
[INFO] 2021-01-31 17:53:39 > Step:  178500 Progress: 89.2% Elapsed: 9:02:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.90031 Generator_loss: 7.07086 
[INFO] 2021-01-31 17:57:43 > Step:  178600 Progress: 89.3% Elapsed: 9:06:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.04282 Generator_loss: 6.17221 
[INFO] 2021-01-31 18:01:46 > Step:  178700 Progress: 89.3% Elapsed: 9:10:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.81684 Generator_loss: 6.70276 
[INFO] 2021-01-31 18:05:49 > Step:  178800 Progress: 89.4% Elapsed: 9:14:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.95606 Generator_loss: 6.5268 
[INFO] 2021-01-31 18:09:52 > Step:  178900 Progress: 89.5% Elapsed: 9:18:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.97701 Generator_loss: 6.40823 
[INFO] 2021-01-31 18:13:56 > Step:  179000 Progress: 89.5% Elapsed: 9:22:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.97414 Generator_loss: 6.29999 
[INFO] 2021-01-31 18:17:59 > Step:  179100 Progress: 89.5% Elapsed: 9:26:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.02376 Generator_loss: 5.80055 
[INFO] 2021-01-31 18:22:03 > Step:  179200 Progress: 89.6% Elapsed: 9:30:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.86106 Generator_loss: 6.89297 
[INFO] 2021-01-31 18:26:06 > Step:  179300 Progress: 89.6% Elapsed: 9:34:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.89233 Generator_loss: 6.59324 
[INFO] 2021-01-31 18:30:09 > Step:  179400 Progress: 89.7% Elapsed: 9:38:43 temperature: 1.0 ada_p: No Discriminator_loss: 5.09153 Generator_loss: 5.95832 
[INFO] 2021-01-31 18:34:13 > Step:  179500 Progress: 89.8% Elapsed: 9:42:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.92999 Generator_loss: 6.73914 
[INFO] 2021-01-31 18:38:16 > Step:  179600 Progress: 89.8% Elapsed: 9:46:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.87126 Generator_loss: 6.56811 
[INFO] 2021-01-31 18:42:20 > Step:  179700 Progress: 89.8% Elapsed: 9:50:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.03137 Generator_loss: 6.06584 
[INFO] 2021-01-31 18:46:24 > Step:  179800 Progress: 89.9% Elapsed: 9:54:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.93479 Generator_loss: 6.03649 
[INFO] 2021-01-31 18:50:28 > Step:  179900 Progress: 90.0% Elapsed: 9:59:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.8547 Generator_loss: 6.5161 
[INFO] 2021-01-31 18:54:31 > Step:  180000 Progress: 90.0% Elapsed: 10:03:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.96181 Generator_loss: 6.30074 
[INFO] 2021-01-31 18:54:31 > Start Evaluation (180000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 18:54:31 > Calculating FID Score....
[INFO] 2021-01-31 18:56:49 > Calculating Inception Score....
[INFO] 2021-01-31 18:58:56 > Calculate F_beta Score....
[INFO] 2021-01-31 19:10:27 > Calculate Accuracies....
[INFO] 2021-01-31 19:12:25 > Calculate Accuracies....
[INFO] 2021-01-31 19:17:18 > F_8 score (Step: 180000, Using valid images): 0.8577023350778673
[INFO] 2021-01-31 19:17:18 > F_1/8 score (Step: 180000, Using valid images): 0.9439398233715007
[INFO] 2021-01-31 19:17:18 > FID score (Step: 180000, Using valid moments): 25.407212693762403
[INFO] 2021-01-31 19:17:18 > Inception score (Step: 180000, 50000 generated images): 24.226736068725586
[INFO] 2021-01-31 19:17:18 > Best FID score (Step: 180000, Using valid moments): 25.407212693762403
[INFO] 2021-01-31 19:17:33 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 19:21:34 > Step:  180100 Progress: 90.0% Elapsed: 10:30:08 temperature: 1.0 ada_p: No Discriminator_loss: 5.1704 Generator_loss: 6.6426 
[INFO] 2021-01-31 19:25:35 > Step:  180200 Progress: 90.1% Elapsed: 10:34:09 temperature: 1.0 ada_p: No Discriminator_loss: 4.90101 Generator_loss: 6.35493 
[INFO] 2021-01-31 19:29:36 > Step:  180300 Progress: 90.1% Elapsed: 10:38:10 temperature: 1.0 ada_p: No Discriminator_loss: 5.05643 Generator_loss: 7.13195 
[INFO] 2021-01-31 19:33:36 > Step:  180400 Progress: 90.2% Elapsed: 10:42:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.88775 Generator_loss: 6.27604 
[INFO] 2021-01-31 19:38:09 > Step:  180500 Progress: 90.2% Elapsed: 10:46:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.82237 Generator_loss: 6.98282 
[INFO] 2021-01-31 19:42:18 > Step:  180600 Progress: 90.3% Elapsed: 10:50:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.95366 Generator_loss: 6.26981 
[INFO] 2021-01-31 19:46:22 > Step:  180700 Progress: 90.3% Elapsed: 10:54:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.83867 Generator_loss: 6.88211 
[INFO] 2021-01-31 19:50:26 > Step:  180800 Progress: 90.4% Elapsed: 10:59:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.83812 Generator_loss: 6.84528 
[INFO] 2021-01-31 19:54:30 > Step:  180900 Progress: 90.5% Elapsed: 11:03:03 temperature: 1.0 ada_p: No Discriminator_loss: 4.93393 Generator_loss: 6.43192 
[INFO] 2021-01-31 19:58:33 > Step:  181000 Progress: 90.5% Elapsed: 11:07:07 temperature: 1.0 ada_p: No Discriminator_loss: 5.07373 Generator_loss: 6.14607 
[INFO] 2021-01-31 20:02:37 > Step:  181100 Progress: 90.5% Elapsed: 11:11:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.85328 Generator_loss: 6.53668 
[INFO] 2021-01-31 20:06:41 > Step:  181200 Progress: 90.6% Elapsed: 11:15:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.87846 Generator_loss: 6.68068 
[INFO] 2021-01-31 20:10:44 > Step:  181300 Progress: 90.6% Elapsed: 11:19:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.88035 Generator_loss: 6.47681 
[INFO] 2021-01-31 20:14:48 > Step:  181400 Progress: 90.7% Elapsed: 11:23:22 temperature: 1.0 ada_p: No Discriminator_loss: 5.01716 Generator_loss: 6.15667 
[INFO] 2021-01-31 20:18:51 > Step:  181500 Progress: 90.8% Elapsed: 11:27:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.97922 Generator_loss: 6.77209 
[INFO] 2021-01-31 20:22:55 > Step:  181600 Progress: 90.8% Elapsed: 11:31:29 temperature: 1.0 ada_p: No Discriminator_loss: 5.08555 Generator_loss: 6.15122 
[INFO] 2021-01-31 20:26:58 > Step:  181700 Progress: 90.8% Elapsed: 11:35:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.78715 Generator_loss: 6.61186 
[INFO] 2021-01-31 20:31:02 > Step:  181800 Progress: 90.9% Elapsed: 11:39:36 temperature: 1.0 ada_p: No Discriminator_loss: 5.07196 Generator_loss: 6.04947 
[INFO] 2021-01-31 20:35:06 > Step:  181900 Progress: 91.0% Elapsed: 11:43:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.90197 Generator_loss: 6.39097 
[INFO] 2021-01-31 20:39:10 > Step:  182000 Progress: 91.0% Elapsed: 11:47:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.96125 Generator_loss: 7.03456 
[INFO] 2021-01-31 20:39:10 > Start Evaluation (182000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 20:39:10 > Calculating FID Score....
[INFO] 2021-01-31 20:41:28 > Calculating Inception Score....
[INFO] 2021-01-31 20:43:35 > Calculate F_beta Score....
[INFO] 2021-01-31 20:54:57 > Calculate Accuracies....
[INFO] 2021-01-31 20:56:43 > Calculate Accuracies....
[INFO] 2021-01-31 21:01:38 > F_8 score (Step: 182000, Using valid images): 0.8633801357864989
[INFO] 2021-01-31 21:01:38 > F_1/8 score (Step: 182000, Using valid images): 0.9424434648210526
[INFO] 2021-01-31 21:01:38 > FID score (Step: 182000, Using valid moments): 25.58531665274461
[INFO] 2021-01-31 21:01:38 > Inception score (Step: 182000, 50000 generated images): 23.99064826965332
[INFO] 2021-01-31 21:01:38 > Best FID score (Step: 180000, Using valid moments): 25.407212693762403
[INFO] 2021-01-31 21:01:46 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 21:06:05 > Step:  182100 Progress: 91.0% Elapsed: 12:14:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.88235 Generator_loss: 6.48993 
[INFO] 2021-01-31 21:10:10 > Step:  182200 Progress: 91.1% Elapsed: 12:18:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.95141 Generator_loss: 6.17056 
[INFO] 2021-01-31 21:14:14 > Step:  182300 Progress: 91.1% Elapsed: 12:22:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.95071 Generator_loss: 6.2312 
[INFO] 2021-01-31 21:18:18 > Step:  182400 Progress: 91.2% Elapsed: 12:26:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.96188 Generator_loss: 6.54601 
[INFO] 2021-01-31 21:22:22 > Step:  182500 Progress: 91.2% Elapsed: 12:30:56 temperature: 1.0 ada_p: No Discriminator_loss: 4.83422 Generator_loss: 6.93313 
[INFO] 2021-01-31 21:26:26 > Step:  182600 Progress: 91.3% Elapsed: 12:35:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.96335 Generator_loss: 6.24392 
[INFO] 2021-01-31 21:30:31 > Step:  182700 Progress: 91.3% Elapsed: 12:39:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.96888 Generator_loss: 6.29281 
[INFO] 2021-01-31 21:34:34 > Step:  182800 Progress: 91.4% Elapsed: 12:43:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.89824 Generator_loss: 6.90556 
[INFO] 2021-01-31 21:38:38 > Step:  182900 Progress: 91.5% Elapsed: 12:47:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.94441 Generator_loss: 6.38956 
[INFO] 2021-01-31 21:42:42 > Step:  183000 Progress: 91.5% Elapsed: 12:51:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.11574 Generator_loss: 6.18769 
[INFO] 2021-01-31 21:46:50 > Step:  183100 Progress: 91.5% Elapsed: 12:55:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.90342 Generator_loss: 6.45405 
[INFO] 2021-01-31 21:50:55 > Step:  183200 Progress: 91.6% Elapsed: 12:59:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.85674 Generator_loss: 6.41311 
[INFO] 2021-01-31 21:55:00 > Step:  183300 Progress: 91.6% Elapsed: 13:03:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.87414 Generator_loss: 6.65046 
[INFO] 2021-01-31 21:59:04 > Step:  183400 Progress: 91.7% Elapsed: 13:07:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.89085 Generator_loss: 6.39687 
[INFO] 2021-01-31 22:03:09 > Step:  183500 Progress: 91.8% Elapsed: 13:11:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.99968 Generator_loss: 6.38049 
[INFO] 2021-01-31 22:07:12 > Step:  183600 Progress: 91.8% Elapsed: 13:15:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.8733 Generator_loss: 7.07818 
[INFO] 2021-01-31 22:11:17 > Step:  183700 Progress: 91.8% Elapsed: 13:19:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.99725 Generator_loss: 6.28045 
[INFO] 2021-01-31 22:15:21 > Step:  183800 Progress: 91.9% Elapsed: 13:23:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.07736 Generator_loss: 6.96676 
[INFO] 2021-01-31 22:19:26 > Step:  183900 Progress: 92.0% Elapsed: 13:28:00 temperature: 1.0 ada_p: No Discriminator_loss: 5.26049 Generator_loss: 5.85837 
[INFO] 2021-01-31 22:23:30 > Step:  184000 Progress: 92.0% Elapsed: 13:32:04 temperature: 1.0 ada_p: No Discriminator_loss: 5.00369 Generator_loss: 6.52225 
[INFO] 2021-01-31 22:23:30 > Start Evaluation (184000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 22:23:30 > Calculating FID Score....
[INFO] 2021-01-31 22:25:49 > Calculating Inception Score....
[INFO] 2021-01-31 22:27:57 > Calculate F_beta Score....
[INFO] 2021-01-31 22:39:29 > Calculate Accuracies....
[INFO] 2021-01-31 22:41:15 > Calculate Accuracies....
[INFO] 2021-01-31 22:46:08 > F_8 score (Step: 184000, Using valid images): 0.8502959988431886
[INFO] 2021-01-31 22:46:08 > F_1/8 score (Step: 184000, Using valid images): 0.9455580651144249
[INFO] 2021-01-31 22:46:08 > FID score (Step: 184000, Using valid moments): 25.53020316449721
[INFO] 2021-01-31 22:46:08 > Inception score (Step: 184000, 50000 generated images): 24.357954025268555
[INFO] 2021-01-31 22:46:08 > Best FID score (Step: 180000, Using valid moments): 25.407212693762403
[INFO] 2021-01-31 22:46:16 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-01-31 22:50:18 > Step:  184100 Progress: 92.0% Elapsed: 13:58:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.89562 Generator_loss: 7.0117 
[INFO] 2021-01-31 22:54:42 > Step:  184200 Progress: 92.1% Elapsed: 14:03:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.09823 Generator_loss: 6.08838 
[INFO] 2021-01-31 22:58:46 > Step:  184300 Progress: 92.2% Elapsed: 14:07:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.09019 Generator_loss: 5.94356 
[INFO] 2021-01-31 23:02:50 > Step:  184400 Progress: 92.2% Elapsed: 14:11:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.88553 Generator_loss: 6.27235 
[INFO] 2021-01-31 23:06:54 > Step:  184500 Progress: 92.2% Elapsed: 14:15:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.85838 Generator_loss: 6.53768 
[INFO] 2021-01-31 23:10:58 > Step:  184600 Progress: 92.3% Elapsed: 14:19:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.04209 Generator_loss: 6.78855 
[INFO] 2021-01-31 23:15:02 > Step:  184700 Progress: 92.3% Elapsed: 14:23:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.89614 Generator_loss: 6.44988 
[INFO] 2021-01-31 23:19:07 > Step:  184800 Progress: 92.4% Elapsed: 14:27:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.92527 Generator_loss: 6.36989 
[INFO] 2021-01-31 23:23:11 > Step:  184900 Progress: 92.5% Elapsed: 14:31:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.94454 Generator_loss: 6.4571 
[INFO] 2021-01-31 23:27:15 > Step:  185000 Progress: 92.5% Elapsed: 14:35:49 temperature: 1.0 ada_p: No Discriminator_loss: 5.00003 Generator_loss: 7.01633 
[INFO] 2021-01-31 23:31:19 > Step:  185100 Progress: 92.5% Elapsed: 14:39:52 temperature: 1.0 ada_p: No Discriminator_loss: 4.96393 Generator_loss: 7.09898 
[INFO] 2021-01-31 23:35:23 > Step:  185200 Progress: 92.6% Elapsed: 14:43:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.99618 Generator_loss: 6.2217 
[INFO] 2021-01-31 23:39:27 > Step:  185300 Progress: 92.7% Elapsed: 14:48:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.00332 Generator_loss: 6.27143 
[INFO] 2021-01-31 23:43:31 > Step:  185400 Progress: 92.7% Elapsed: 14:52:05 temperature: 1.0 ada_p: No Discriminator_loss: 5.06161 Generator_loss: 6.09128 
[INFO] 2021-01-31 23:47:36 > Step:  185500 Progress: 92.8% Elapsed: 14:56:09 temperature: 1.0 ada_p: No Discriminator_loss: 4.86309 Generator_loss: 6.83021 
[INFO] 2021-01-31 23:51:44 > Step:  185600 Progress: 92.8% Elapsed: 15:00:18 temperature: 1.0 ada_p: No Discriminator_loss: 4.87681 Generator_loss: 7.05233 
[INFO] 2021-01-31 23:55:48 > Step:  185700 Progress: 92.8% Elapsed: 15:04:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.90774 Generator_loss: 6.39796 
[INFO] 2021-01-31 23:59:52 > Step:  185800 Progress: 92.9% Elapsed: 15:08:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.9005 Generator_loss: 6.91714 
[INFO] 2021-02-01 00:03:56 > Step:  185900 Progress: 93.0% Elapsed: 15:12:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.92469 Generator_loss: 6.94007 
[INFO] 2021-02-01 00:08:00 > Step:  186000 Progress: 93.0% Elapsed: 15:16:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.83845 Generator_loss: 6.74018 
[INFO] 2021-02-01 00:08:00 > Start Evaluation (186000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 00:08:00 > Calculating FID Score....
[INFO] 2021-02-01 00:10:19 > Calculating Inception Score....
[INFO] 2021-02-01 00:12:28 > Calculate F_beta Score....
[INFO] 2021-02-01 00:23:50 > Calculate Accuracies....
[INFO] 2021-02-01 00:25:51 > Calculate Accuracies....
[INFO] 2021-02-01 00:30:46 > F_8 score (Step: 186000, Using valid images): 0.8491161001105687
[INFO] 2021-02-01 00:30:46 > F_1/8 score (Step: 186000, Using valid images): 0.943287161212827
[INFO] 2021-02-01 00:30:46 > FID score (Step: 186000, Using valid moments): 25.409224534661462
[INFO] 2021-02-01 00:30:46 > Inception score (Step: 186000, 50000 generated images): 24.10861587524414
[INFO] 2021-02-01 00:30:46 > Best FID score (Step: 180000, Using valid moments): 25.407212693762403
[INFO] 2021-02-01 00:30:54 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 00:34:55 > Step:  186100 Progress: 93.0% Elapsed: 15:43:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.86331 Generator_loss: 6.68454 
[INFO] 2021-02-01 00:38:57 > Step:  186200 Progress: 93.1% Elapsed: 15:47:31 temperature: 1.0 ada_p: No Discriminator_loss: 5.08415 Generator_loss: 6.01406 
[INFO] 2021-02-01 00:42:59 > Step:  186300 Progress: 93.2% Elapsed: 15:51:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.02844 Generator_loss: 6.81479 
[INFO] 2021-02-01 00:47:01 > Step:  186400 Progress: 93.2% Elapsed: 15:55:34 temperature: 1.0 ada_p: No Discriminator_loss: 5.09527 Generator_loss: 5.97027 
[INFO] 2021-02-01 00:51:36 > Step:  186500 Progress: 93.2% Elapsed: 16:00:10 temperature: 1.0 ada_p: No Discriminator_loss: 4.9804 Generator_loss: 6.19576 
[INFO] 2021-02-01 00:55:40 > Step:  186600 Progress: 93.3% Elapsed: 16:04:14 temperature: 1.0 ada_p: No Discriminator_loss: 4.91881 Generator_loss: 6.56367 
[INFO] 2021-02-01 00:59:45 > Step:  186700 Progress: 93.3% Elapsed: 16:08:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.90423 Generator_loss: 6.78176 
[INFO] 2021-02-01 01:03:49 > Step:  186800 Progress: 93.4% Elapsed: 16:12:23 temperature: 1.0 ada_p: No Discriminator_loss: 4.90699 Generator_loss: 6.595 
[INFO] 2021-02-01 01:07:52 > Step:  186900 Progress: 93.5% Elapsed: 16:16:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.9199 Generator_loss: 6.76508 
[INFO] 2021-02-01 01:11:56 > Step:  187000 Progress: 93.5% Elapsed: 16:20:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.97 Generator_loss: 6.44194 
[INFO] 2021-02-01 01:16:01 > Step:  187100 Progress: 93.5% Elapsed: 16:24:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.92251 Generator_loss: 6.35408 
[INFO] 2021-02-01 01:20:05 > Step:  187200 Progress: 93.6% Elapsed: 16:28:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.92231 Generator_loss: 7.18659 
[INFO] 2021-02-01 01:24:08 > Step:  187300 Progress: 93.7% Elapsed: 16:32:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.9728 Generator_loss: 7.08736 
[INFO] 2021-02-01 01:28:12 > Step:  187400 Progress: 93.7% Elapsed: 16:36:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.85612 Generator_loss: 6.51583 
[INFO] 2021-02-01 01:32:16 > Step:  187500 Progress: 93.8% Elapsed: 16:40:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.91107 Generator_loss: 6.77632 
[INFO] 2021-02-01 01:36:20 > Step:  187600 Progress: 93.8% Elapsed: 16:44:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.86712 Generator_loss: 6.49693 
[INFO] 2021-02-01 01:40:25 > Step:  187700 Progress: 93.8% Elapsed: 16:48:58 temperature: 1.0 ada_p: No Discriminator_loss: 4.86199 Generator_loss: 6.52744 
[INFO] 2021-02-01 01:44:29 > Step:  187800 Progress: 93.9% Elapsed: 16:53:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.98708 Generator_loss: 6.0156 
[INFO] 2021-02-01 01:48:33 > Step:  187900 Progress: 94.0% Elapsed: 16:57:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.91455 Generator_loss: 6.24209 
[INFO] 2021-02-01 01:52:37 > Step:  188000 Progress: 94.0% Elapsed: 17:01:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.89304 Generator_loss: 6.41969 
[INFO] 2021-02-01 01:52:37 > Start Evaluation (188000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 01:52:37 > Calculating FID Score....
[INFO] 2021-02-01 01:54:56 > Calculating Inception Score....
[INFO] 2021-02-01 01:57:04 > Calculate F_beta Score....
[INFO] 2021-02-01 02:08:36 > Calculate Accuracies....
[INFO] 2021-02-01 02:10:22 > Calculate Accuracies....
[INFO] 2021-02-01 02:15:16 > F_8 score (Step: 188000, Using valid images): 0.8584082568739383
[INFO] 2021-02-01 02:15:16 > F_1/8 score (Step: 188000, Using valid images): 0.9416586510072158
[INFO] 2021-02-01 02:15:16 > FID score (Step: 188000, Using valid moments): 25.34817409997038
[INFO] 2021-02-01 02:15:16 > Inception score (Step: 188000, 50000 generated images): 24.38887596130371
[INFO] 2021-02-01 02:15:16 > Best FID score (Step: 188000, Using valid moments): 25.34817409997038
[INFO] 2021-02-01 02:15:31 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 02:19:39 > Step:  188100 Progress: 94.0% Elapsed: 17:28:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.87398 Generator_loss: 7.10548 
[INFO] 2021-02-01 02:23:41 > Step:  188200 Progress: 94.1% Elapsed: 17:32:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.02622 Generator_loss: 6.03163 
[INFO] 2021-02-01 02:27:43 > Step:  188300 Progress: 94.2% Elapsed: 17:36:17 temperature: 1.0 ada_p: No Discriminator_loss: 5.04221 Generator_loss: 6.28793 
[INFO] 2021-02-01 02:32:03 > Step:  188400 Progress: 94.2% Elapsed: 17:40:37 temperature: 1.0 ada_p: No Discriminator_loss: 5.27787 Generator_loss: 6.6622 
[INFO] 2021-02-01 02:36:07 > Step:  188500 Progress: 94.2% Elapsed: 17:44:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.92041 Generator_loss: 6.39759 
[INFO] 2021-02-01 02:40:10 > Step:  188600 Progress: 94.3% Elapsed: 17:48:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.91055 Generator_loss: 6.68824 
[INFO] 2021-02-01 02:44:15 > Step:  188700 Progress: 94.3% Elapsed: 17:52:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.86651 Generator_loss: 7.02259 
[INFO] 2021-02-01 02:48:19 > Step:  188800 Progress: 94.4% Elapsed: 17:56:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.8514 Generator_loss: 6.43631 
[INFO] 2021-02-01 02:52:23 > Step:  188900 Progress: 94.5% Elapsed: 18:00:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.84685 Generator_loss: 6.81227 
[INFO] 2021-02-01 02:56:27 > Step:  189000 Progress: 94.5% Elapsed: 18:05:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.04603 Generator_loss: 5.93347 
[INFO] 2021-02-01 03:00:30 > Step:  189100 Progress: 94.5% Elapsed: 18:09:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.95877 Generator_loss: 6.09154 
[INFO] 2021-02-01 03:04:34 > Step:  189200 Progress: 94.6% Elapsed: 18:13:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.86036 Generator_loss: 6.72078 
[INFO] 2021-02-01 03:08:37 > Step:  189300 Progress: 94.7% Elapsed: 18:17:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.08046 Generator_loss: 6.13246 
[INFO] 2021-02-01 03:12:41 > Step:  189400 Progress: 94.7% Elapsed: 18:21:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.89886 Generator_loss: 6.39773 
[INFO] 2021-02-01 03:16:45 > Step:  189500 Progress: 94.8% Elapsed: 18:25:19 temperature: 1.0 ada_p: No Discriminator_loss: 5.02536 Generator_loss: 6.16378 
[INFO] 2021-02-01 03:20:49 > Step:  189600 Progress: 94.8% Elapsed: 18:29:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.06555 Generator_loss: 6.12613 
[INFO] 2021-02-01 03:24:53 > Step:  189700 Progress: 94.8% Elapsed: 18:33:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.90762 Generator_loss: 6.38865 
[INFO] 2021-02-01 03:28:56 > Step:  189800 Progress: 94.9% Elapsed: 18:37:30 temperature: 1.0 ada_p: No Discriminator_loss: 5.01417 Generator_loss: 7.07205 
[INFO] 2021-02-01 03:32:59 > Step:  189900 Progress: 95.0% Elapsed: 18:41:33 temperature: 1.0 ada_p: No Discriminator_loss: 4.93657 Generator_loss: 7.06782 
[INFO] 2021-02-01 03:37:02 > Step:  190000 Progress: 95.0% Elapsed: 18:45:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.98156 Generator_loss: 6.11615 
[INFO] 2021-02-01 03:37:02 > Start Evaluation (190000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 03:37:02 > Calculating FID Score....
[INFO] 2021-02-01 03:39:21 > Calculating Inception Score....
[INFO] 2021-02-01 03:41:28 > Calculate F_beta Score....
[INFO] 2021-02-01 03:52:59 > Calculate Accuracies....
[INFO] 2021-02-01 03:54:45 > Calculate Accuracies....
[INFO] 2021-02-01 03:59:38 > F_8 score (Step: 190000, Using valid images): 0.8544621476144401
[INFO] 2021-02-01 03:59:38 > F_1/8 score (Step: 190000, Using valid images): 0.9465427866540619
[INFO] 2021-02-01 03:59:38 > FID score (Step: 190000, Using valid moments): 25.374940477592247
[INFO] 2021-02-01 03:59:38 > Inception score (Step: 190000, 50000 generated images): 24.480022430419922
[INFO] 2021-02-01 03:59:38 > Best FID score (Step: 188000, Using valid moments): 25.34817409997038
[INFO] 2021-02-01 03:59:45 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 04:03:46 > Step:  190100 Progress: 95.0% Elapsed: 19:12:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.13762 Generator_loss: 6.19311 
[INFO] 2021-02-01 04:08:13 > Step:  190200 Progress: 95.1% Elapsed: 19:16:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.93593 Generator_loss: 6.73828 
[INFO] 2021-02-01 04:12:17 > Step:  190300 Progress: 95.2% Elapsed: 19:20:50 temperature: 1.0 ada_p: No Discriminator_loss: 5.01253 Generator_loss: 6.93369 
[INFO] 2021-02-01 04:16:20 > Step:  190400 Progress: 95.2% Elapsed: 19:24:54 temperature: 1.0 ada_p: No Discriminator_loss: 4.90224 Generator_loss: 6.22003 
[INFO] 2021-02-01 04:20:24 > Step:  190500 Progress: 95.2% Elapsed: 19:28:58 temperature: 1.0 ada_p: No Discriminator_loss: 5.00279 Generator_loss: 6.08948 
[INFO] 2021-02-01 04:24:33 > Step:  190600 Progress: 95.3% Elapsed: 19:33:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.88459 Generator_loss: 6.53595 
[INFO] 2021-02-01 04:28:37 > Step:  190700 Progress: 95.3% Elapsed: 19:37:11 temperature: 1.0 ada_p: No Discriminator_loss: 4.89506 Generator_loss: 6.35433 
[INFO] 2021-02-01 04:32:41 > Step:  190800 Progress: 95.4% Elapsed: 19:41:15 temperature: 1.0 ada_p: No Discriminator_loss: 4.89944 Generator_loss: 6.40156 
[INFO] 2021-02-01 04:36:45 > Step:  190900 Progress: 95.5% Elapsed: 19:45:19 temperature: 1.0 ada_p: No Discriminator_loss: 4.91687 Generator_loss: 7.10242 
[INFO] 2021-02-01 04:40:49 > Step:  191000 Progress: 95.5% Elapsed: 19:49:23 temperature: 1.0 ada_p: No Discriminator_loss: 5.04162 Generator_loss: 6.26588 
[INFO] 2021-02-01 04:44:53 > Step:  191100 Progress: 95.5% Elapsed: 19:53:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.93629 Generator_loss: 6.12901 
[INFO] 2021-02-01 04:48:58 > Step:  191200 Progress: 95.6% Elapsed: 19:57:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.95624 Generator_loss: 6.23938 
[INFO] 2021-02-01 04:53:02 > Step:  191300 Progress: 95.7% Elapsed: 20:01:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.85701 Generator_loss: 6.90523 
[INFO] 2021-02-01 04:57:06 > Step:  191400 Progress: 95.7% Elapsed: 20:05:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.88581 Generator_loss: 6.347 
[INFO] 2021-02-01 05:01:11 > Step:  191500 Progress: 95.8% Elapsed: 20:09:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.86589 Generator_loss: 6.79989 
[INFO] 2021-02-01 05:05:16 > Step:  191600 Progress: 95.8% Elapsed: 20:13:50 temperature: 1.0 ada_p: No Discriminator_loss: 4.94393 Generator_loss: 6.04077 
[INFO] 2021-02-01 05:09:21 > Step:  191700 Progress: 95.9% Elapsed: 20:17:54 temperature: 1.0 ada_p: No Discriminator_loss: 5.07234 Generator_loss: 6.18217 
[INFO] 2021-02-01 05:13:25 > Step:  191800 Progress: 95.9% Elapsed: 20:21:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.96013 Generator_loss: 6.45594 
[INFO] 2021-02-01 05:17:29 > Step:  191900 Progress: 96.0% Elapsed: 20:26:02 temperature: 1.0 ada_p: No Discriminator_loss: 4.87686 Generator_loss: 6.47667 
[INFO] 2021-02-01 05:21:32 > Step:  192000 Progress: 96.0% Elapsed: 20:30:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.84429 Generator_loss: 6.5747 
[INFO] 2021-02-01 05:21:32 > Start Evaluation (192000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 05:21:32 > Calculating FID Score....
[INFO] 2021-02-01 05:23:50 > Calculating Inception Score....
[INFO] 2021-02-01 05:25:58 > Calculate F_beta Score....
[INFO] 2021-02-01 05:37:24 > Calculate Accuracies....
[INFO] 2021-02-01 05:39:10 > Calculate Accuracies....
[INFO] 2021-02-01 05:44:02 > F_8 score (Step: 192000, Using valid images): 0.8142254368901634
[INFO] 2021-02-01 05:44:02 > F_1/8 score (Step: 192000, Using valid images): 0.9368194010322843
[INFO] 2021-02-01 05:44:02 > FID score (Step: 192000, Using valid moments): 25.407581658227457
[INFO] 2021-02-01 05:44:02 > Inception score (Step: 192000, 50000 generated images): 24.855972290039062
[INFO] 2021-02-01 05:44:02 > Best FID score (Step: 188000, Using valid moments): 25.34817409997038
[INFO] 2021-02-01 05:44:09 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 05:48:28 > Step:  192100 Progress: 96.0% Elapsed: 20:57:01 temperature: 1.0 ada_p: No Discriminator_loss: 5.04391 Generator_loss: 6.04959 
[INFO] 2021-02-01 05:52:32 > Step:  192200 Progress: 96.1% Elapsed: 21:01:06 temperature: 1.0 ada_p: No Discriminator_loss: 4.85149 Generator_loss: 7.19435 
[INFO] 2021-02-01 05:56:37 > Step:  192300 Progress: 96.2% Elapsed: 21:05:11 temperature: 1.0 ada_p: No Discriminator_loss: 5.04603 Generator_loss: 6.17763 
[INFO] 2021-02-01 06:00:41 > Step:  192400 Progress: 96.2% Elapsed: 21:09:15 temperature: 1.0 ada_p: No Discriminator_loss: 5.00451 Generator_loss: 6.37083 
[INFO] 2021-02-01 06:04:46 > Step:  192500 Progress: 96.2% Elapsed: 21:13:20 temperature: 1.0 ada_p: No Discriminator_loss: 5.04256 Generator_loss: 6.26512 
[INFO] 2021-02-01 06:08:50 > Step:  192600 Progress: 96.3% Elapsed: 21:17:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.85602 Generator_loss: 7.04998 
[INFO] 2021-02-01 06:12:54 > Step:  192700 Progress: 96.4% Elapsed: 21:21:28 temperature: 1.0 ada_p: No Discriminator_loss: 4.87318 Generator_loss: 6.89512 
[INFO] 2021-02-01 06:16:59 > Step:  192800 Progress: 96.4% Elapsed: 21:25:32 temperature: 1.0 ada_p: No Discriminator_loss: 5.07458 Generator_loss: 6.17276 
[INFO] 2021-02-01 06:21:03 > Step:  192900 Progress: 96.5% Elapsed: 21:29:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.89851 Generator_loss: 6.41953 
[INFO] 2021-02-01 06:25:07 > Step:  193000 Progress: 96.5% Elapsed: 21:33:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.86842 Generator_loss: 6.5674 
[INFO] 2021-02-01 06:29:17 > Step:  193100 Progress: 96.5% Elapsed: 21:37:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.92714 Generator_loss: 6.20143 
[INFO] 2021-02-01 06:33:21 > Step:  193200 Progress: 96.6% Elapsed: 21:41:55 temperature: 1.0 ada_p: No Discriminator_loss: 5.12144 Generator_loss: 6.15222 
[INFO] 2021-02-01 06:37:25 > Step:  193300 Progress: 96.7% Elapsed: 21:45:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.90436 Generator_loss: 6.63446 
[INFO] 2021-02-01 06:41:30 > Step:  193400 Progress: 96.7% Elapsed: 21:50:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.96817 Generator_loss: 6.28661 
[INFO] 2021-02-01 06:45:35 > Step:  193500 Progress: 96.8% Elapsed: 21:54:09 temperature: 1.0 ada_p: No Discriminator_loss: 4.98564 Generator_loss: 6.02959 
[INFO] 2021-02-01 06:49:39 > Step:  193600 Progress: 96.8% Elapsed: 21:58:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.85506 Generator_loss: 7.16874 
[INFO] 2021-02-01 06:53:44 > Step:  193700 Progress: 96.9% Elapsed: 22:02:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.89481 Generator_loss: 6.15667 
[INFO] 2021-02-01 06:57:48 > Step:  193800 Progress: 96.9% Elapsed: 22:06:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.8664 Generator_loss: 6.97742 
[INFO] 2021-02-01 07:01:53 > Step:  193900 Progress: 97.0% Elapsed: 22:10:27 temperature: 1.0 ada_p: No Discriminator_loss: 4.88282 Generator_loss: 6.40632 
[INFO] 2021-02-01 07:05:59 > Step:  194000 Progress: 97.0% Elapsed: 22:14:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.87719 Generator_loss: 6.41618 
[INFO] 2021-02-01 07:05:59 > Start Evaluation (194000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 07:05:59 > Calculating FID Score....
[INFO] 2021-02-01 07:08:17 > Calculating Inception Score....
[INFO] 2021-02-01 07:10:24 > Calculate F_beta Score....
[INFO] 2021-02-01 07:21:54 > Calculate Accuracies....
[INFO] 2021-02-01 07:23:40 > Calculate Accuracies....
[INFO] 2021-02-01 07:28:34 > F_8 score (Step: 194000, Using valid images): 0.8480566055656742
[INFO] 2021-02-01 07:28:34 > F_1/8 score (Step: 194000, Using valid images): 0.9415575884916108
[INFO] 2021-02-01 07:28:34 > FID score (Step: 194000, Using valid moments): 25.338350388262313
[INFO] 2021-02-01 07:28:34 > Inception score (Step: 194000, 50000 generated images): 24.667320251464844
[INFO] 2021-02-01 07:28:34 > Best FID score (Step: 194000, Using valid moments): 25.338350388262313
[INFO] 2021-02-01 07:28:48 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 07:33:08 > Step:  194100 Progress: 97.0% Elapsed: 22:41:42 temperature: 1.0 ada_p: No Discriminator_loss: 4.92027 Generator_loss: 6.6404 
[INFO] 2021-02-01 07:37:13 > Step:  194200 Progress: 97.1% Elapsed: 22:45:46 temperature: 1.0 ada_p: No Discriminator_loss: 4.8942 Generator_loss: 6.173 
[INFO] 2021-02-01 07:41:17 > Step:  194300 Progress: 97.2% Elapsed: 22:49:51 temperature: 1.0 ada_p: No Discriminator_loss: 5.02201 Generator_loss: 6.21766 
[INFO] 2021-02-01 07:45:21 > Step:  194400 Progress: 97.2% Elapsed: 22:53:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.90506 Generator_loss: 6.45782 
[INFO] 2021-02-01 07:49:25 > Step:  194500 Progress: 97.2% Elapsed: 22:57:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.90419 Generator_loss: 6.40322 
[INFO] 2021-02-01 07:53:30 > Step:  194600 Progress: 97.3% Elapsed: 23:02:04 temperature: 1.0 ada_p: No Discriminator_loss: 4.87027 Generator_loss: 6.58271 
[INFO] 2021-02-01 07:57:35 > Step:  194700 Progress: 97.4% Elapsed: 23:06:08 temperature: 1.0 ada_p: No Discriminator_loss: 4.98141 Generator_loss: 6.16871 
[INFO] 2021-02-01 08:01:39 > Step:  194800 Progress: 97.4% Elapsed: 23:10:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.84478 Generator_loss: 6.96679 
[INFO] 2021-02-01 08:05:44 > Step:  194900 Progress: 97.5% Elapsed: 23:14:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.89596 Generator_loss: 6.38856 
[INFO] 2021-02-01 08:09:48 > Step:  195000 Progress: 97.5% Elapsed: 23:18:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.87645 Generator_loss: 6.93265 
[INFO] 2021-02-01 08:13:52 > Step:  195100 Progress: 97.5% Elapsed: 23:22:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.95542 Generator_loss: 6.79575 
[INFO] 2021-02-01 08:17:57 > Step:  195200 Progress: 97.6% Elapsed: 23:26:31 temperature: 1.0 ada_p: No Discriminator_loss: 4.93612 Generator_loss: 6.94592 
[INFO] 2021-02-01 08:22:02 > Step:  195300 Progress: 97.7% Elapsed: 23:30:35 temperature: 1.0 ada_p: No Discriminator_loss: 4.95896 Generator_loss: 6.33758 
[INFO] 2021-02-01 08:26:06 > Step:  195400 Progress: 97.7% Elapsed: 23:34:40 temperature: 1.0 ada_p: No Discriminator_loss: 4.88027 Generator_loss: 6.4046 
[INFO] 2021-02-01 08:30:10 > Step:  195500 Progress: 97.8% Elapsed: 23:38:44 temperature: 1.0 ada_p: No Discriminator_loss: 4.99869 Generator_loss: 7.37728 
[INFO] 2021-02-01 08:34:18 > Step:  195600 Progress: 97.8% Elapsed: 23:42:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.87941 Generator_loss: 7.17729 
[INFO] 2021-02-01 08:38:21 > Step:  195700 Progress: 97.9% Elapsed: 23:46:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.94041 Generator_loss: 6.68459 
[INFO] 2021-02-01 08:42:26 > Step:  195800 Progress: 97.9% Elapsed: 23:51:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.98169 Generator_loss: 6.50847 
[INFO] 2021-02-01 08:46:29 > Step:  195900 Progress: 98.0% Elapsed: 23:55:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.18477 Generator_loss: 5.97377 
[INFO] 2021-02-01 08:50:33 > Step:  196000 Progress: 98.0% Elapsed: 23:59:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.9025 Generator_loss: 6.48661 
[INFO] 2021-02-01 08:50:33 > Start Evaluation (196000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 08:50:33 > Calculating FID Score....
[INFO] 2021-02-01 08:52:51 > Calculating Inception Score....
[INFO] 2021-02-01 08:54:59 > Calculate F_beta Score....
[INFO] 2021-02-01 09:06:27 > Calculate Accuracies....
[INFO] 2021-02-01 09:08:13 > Calculate Accuracies....
[INFO] 2021-02-01 09:13:07 > F_8 score (Step: 196000, Using valid images): 0.8642920321459414
[INFO] 2021-02-01 09:13:07 > F_1/8 score (Step: 196000, Using valid images): 0.9463859586872191
[INFO] 2021-02-01 09:13:07 > FID score (Step: 196000, Using valid moments): 25.16219256471635
[INFO] 2021-02-01 09:13:07 > Inception score (Step: 196000, 50000 generated images): 24.517602920532227
[INFO] 2021-02-01 09:13:07 > Best FID score (Step: 196000, Using valid moments): 25.16219256471635
[INFO] 2021-02-01 09:13:21 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 09:17:43 > Step:  196100 Progress: 98.0% Elapsed: 1 day, 0:26:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.05185 Generator_loss: 6.07056 
[INFO] 2021-02-01 09:21:47 > Step:  196200 Progress: 98.1% Elapsed: 1 day, 0:30:21 temperature: 1.0 ada_p: No Discriminator_loss: 4.96314 Generator_loss: 6.39408 
[INFO] 2021-02-01 09:25:51 > Step:  196300 Progress: 98.2% Elapsed: 1 day, 0:34:25 temperature: 1.0 ada_p: No Discriminator_loss: 4.89314 Generator_loss: 6.61163 
[INFO] 2021-02-01 09:29:55 > Step:  196400 Progress: 98.2% Elapsed: 1 day, 0:38:29 temperature: 1.0 ada_p: No Discriminator_loss: 4.9985 Generator_loss: 6.1937 
[INFO] 2021-02-01 09:33:59 > Step:  196500 Progress: 98.2% Elapsed: 1 day, 0:42:33 temperature: 1.0 ada_p: No Discriminator_loss: 5.06787 Generator_loss: 5.95631 
[INFO] 2021-02-01 09:38:03 > Step:  196600 Progress: 98.3% Elapsed: 1 day, 0:46:37 temperature: 1.0 ada_p: No Discriminator_loss: 4.99288 Generator_loss: 6.05397 
[INFO] 2021-02-01 09:42:07 > Step:  196700 Progress: 98.4% Elapsed: 1 day, 0:50:41 temperature: 1.0 ada_p: No Discriminator_loss: 4.93608 Generator_loss: 6.52128 
[INFO] 2021-02-01 09:46:11 > Step:  196800 Progress: 98.4% Elapsed: 1 day, 0:54:45 temperature: 1.0 ada_p: No Discriminator_loss: 4.86396 Generator_loss: 6.51266 
[INFO] 2021-02-01 09:50:15 > Step:  196900 Progress: 98.5% Elapsed: 1 day, 0:58:49 temperature: 1.0 ada_p: No Discriminator_loss: 4.82925 Generator_loss: 6.81236 
[INFO] 2021-02-01 09:54:19 > Step:  197000 Progress: 98.5% Elapsed: 1 day, 1:02:53 temperature: 1.0 ada_p: No Discriminator_loss: 4.91517 Generator_loss: 6.56524 
[INFO] 2021-02-01 09:58:23 > Step:  197100 Progress: 98.6% Elapsed: 1 day, 1:06:57 temperature: 1.0 ada_p: No Discriminator_loss: 4.96104 Generator_loss: 6.23637 
[INFO] 2021-02-01 10:02:27 > Step:  197200 Progress: 98.6% Elapsed: 1 day, 1:11:01 temperature: 1.0 ada_p: No Discriminator_loss: 4.88628 Generator_loss: 6.43796 
[INFO] 2021-02-01 10:06:31 > Step:  197300 Progress: 98.7% Elapsed: 1 day, 1:15:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.94423 Generator_loss: 6.51694 
[INFO] 2021-02-01 10:10:36 > Step:  197400 Progress: 98.7% Elapsed: 1 day, 1:19:09 temperature: 1.0 ada_p: No Discriminator_loss: 4.88602 Generator_loss: 6.3716 
[INFO] 2021-02-01 10:14:39 > Step:  197500 Progress: 98.8% Elapsed: 1 day, 1:23:13 temperature: 1.0 ada_p: No Discriminator_loss: 4.86931 Generator_loss: 6.86922 
[INFO] 2021-02-01 10:18:43 > Step:  197600 Progress: 98.8% Elapsed: 1 day, 1:27:17 temperature: 1.0 ada_p: No Discriminator_loss: 4.94222 Generator_loss: 6.2237 
[INFO] 2021-02-01 10:22:48 > Step:  197700 Progress: 98.9% Elapsed: 1 day, 1:31:22 temperature: 1.0 ada_p: No Discriminator_loss: 4.96304 Generator_loss: 5.76782 
[INFO] 2021-02-01 10:26:52 > Step:  197800 Progress: 98.9% Elapsed: 1 day, 1:35:26 temperature: 1.0 ada_p: No Discriminator_loss: 4.91994 Generator_loss: 6.58622 
[INFO] 2021-02-01 10:30:56 > Step:  197900 Progress: 99.0% Elapsed: 1 day, 1:39:30 temperature: 1.0 ada_p: No Discriminator_loss: 4.8656 Generator_loss: 6.94062 
[INFO] 2021-02-01 10:35:00 > Step:  198000 Progress: 99.0% Elapsed: 1 day, 1:43:34 temperature: 1.0 ada_p: No Discriminator_loss: 4.92239 Generator_loss: 6.54511 
[INFO] 2021-02-01 10:35:00 > Start Evaluation (198000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 10:35:00 > Calculating FID Score....
[INFO] 2021-02-01 10:37:19 > Calculating Inception Score....
[INFO] 2021-02-01 10:39:27 > Calculate F_beta Score....
[INFO] 2021-02-01 10:51:00 > Calculate Accuracies....
[INFO] 2021-02-01 10:52:45 > Calculate Accuracies....
[INFO] 2021-02-01 10:57:40 > F_8 score (Step: 198000, Using valid images): 0.8598433473900564
[INFO] 2021-02-01 10:57:40 > F_1/8 score (Step: 198000, Using valid images): 0.9474087202140592
[INFO] 2021-02-01 10:57:40 > FID score (Step: 198000, Using valid moments): 25.160784442850968
[INFO] 2021-02-01 10:57:40 > Inception score (Step: 198000, 50000 generated images): 24.686731338500977
[INFO] 2021-02-01 10:57:40 > Best FID score (Step: 198000, Using valid moments): 25.160784442850968
[INFO] 2021-02-01 10:57:54 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 11:02:02 > Step:  198100 Progress: 99.1% Elapsed: 1 day, 2:10:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.84405 Generator_loss: 6.41377 
[INFO] 2021-02-01 11:06:04 > Step:  198200 Progress: 99.1% Elapsed: 1 day, 2:14:38 temperature: 1.0 ada_p: No Discriminator_loss: 4.91225 Generator_loss: 6.30653 
[INFO] 2021-02-01 11:10:26 > Step:  198300 Progress: 99.2% Elapsed: 1 day, 2:19:00 temperature: 1.0 ada_p: No Discriminator_loss: 4.84793 Generator_loss: 6.33795 
[INFO] 2021-02-01 11:14:31 > Step:  198400 Progress: 99.2% Elapsed: 1 day, 2:23:05 temperature: 1.0 ada_p: No Discriminator_loss: 4.84099 Generator_loss: 6.84923 
[INFO] 2021-02-01 11:18:35 > Step:  198500 Progress: 99.2% Elapsed: 1 day, 2:27:09 temperature: 1.0 ada_p: No Discriminator_loss: 4.84967 Generator_loss: 6.68602 
[INFO] 2021-02-01 11:22:38 > Step:  198600 Progress: 99.3% Elapsed: 1 day, 2:31:12 temperature: 1.0 ada_p: No Discriminator_loss: 4.85851 Generator_loss: 6.53636 
[INFO] 2021-02-01 11:26:42 > Step:  198700 Progress: 99.4% Elapsed: 1 day, 2:35:16 temperature: 1.0 ada_p: No Discriminator_loss: 5.03332 Generator_loss: 6.37031 
[INFO] 2021-02-01 11:30:47 > Step:  198800 Progress: 99.4% Elapsed: 1 day, 2:39:20 temperature: 1.0 ada_p: No Discriminator_loss: 4.91702 Generator_loss: 6.33551 
[INFO] 2021-02-01 11:34:51 > Step:  198900 Progress: 99.5% Elapsed: 1 day, 2:43:24 temperature: 1.0 ada_p: No Discriminator_loss: 4.90545 Generator_loss: 6.42094 
[INFO] 2021-02-01 11:38:55 > Step:  199000 Progress: 99.5% Elapsed: 1 day, 2:47:28 temperature: 1.0 ada_p: No Discriminator_loss: 5.17805 Generator_loss: 6.05932 
[INFO] 2021-02-01 11:42:59 > Step:  199100 Progress: 99.6% Elapsed: 1 day, 2:51:32 temperature: 1.0 ada_p: No Discriminator_loss: 4.95626 Generator_loss: 6.23756 
[INFO] 2021-02-01 11:47:02 > Step:  199200 Progress: 99.6% Elapsed: 1 day, 2:55:36 temperature: 1.0 ada_p: No Discriminator_loss: 4.89828 Generator_loss: 6.26655 
[INFO] 2021-02-01 11:51:05 > Step:  199300 Progress: 99.7% Elapsed: 1 day, 2:59:39 temperature: 1.0 ada_p: No Discriminator_loss: 4.85454 Generator_loss: 6.66643 
[INFO] 2021-02-01 11:55:09 > Step:  199400 Progress: 99.7% Elapsed: 1 day, 3:03:43 temperature: 1.0 ada_p: No Discriminator_loss: 4.85162 Generator_loss: 6.50207 
[INFO] 2021-02-01 11:59:13 > Step:  199500 Progress: 99.8% Elapsed: 1 day, 3:07:47 temperature: 1.0 ada_p: No Discriminator_loss: 4.87899 Generator_loss: 7.06176 
[INFO] 2021-02-01 12:03:17 > Step:  199600 Progress: 99.8% Elapsed: 1 day, 3:11:51 temperature: 1.0 ada_p: No Discriminator_loss: 4.87205 Generator_loss: 6.54801 
[INFO] 2021-02-01 12:07:21 > Step:  199700 Progress: 99.9% Elapsed: 1 day, 3:15:55 temperature: 1.0 ada_p: No Discriminator_loss: 4.82807 Generator_loss: 6.86717 
[INFO] 2021-02-01 12:11:25 > Step:  199800 Progress: 99.9% Elapsed: 1 day, 3:19:59 temperature: 1.0 ada_p: No Discriminator_loss: 4.86183 Generator_loss: 6.89279 
[INFO] 2021-02-01 12:15:29 > Step:  199900 Progress: 100.0% Elapsed: 1 day, 3:24:03 temperature: 1.0 ada_p: No Discriminator_loss: 5.04607 Generator_loss: 5.95111 
[INFO] 2021-02-01 12:19:34 > Step:  200000 Progress: 100.0% Elapsed: 1 day, 3:28:07 temperature: 1.0 ada_p: No Discriminator_loss: 4.90313 Generator_loss: 6.68419 
[INFO] 2021-02-01 12:19:34 > Start Evaluation (200000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 12:19:34 > Calculating FID Score....
[INFO] 2021-02-01 12:21:52 > Calculating Inception Score....
[INFO] 2021-02-01 12:24:00 > Calculate F_beta Score....
[INFO] 2021-02-01 12:35:26 > Calculate Accuracies....
[INFO] 2021-02-01 12:37:13 > Calculate Accuracies....
[INFO] 2021-02-01 12:42:04 > F_8 score (Step: 200000, Using valid images): 0.8638881724321936
[INFO] 2021-02-01 12:42:04 > F_1/8 score (Step: 200000, Using valid images): 0.9406077265646436
[INFO] 2021-02-01 12:42:04 > FID score (Step: 200000, Using valid moments): 25.292340314183548
[INFO] 2021-02-01 12:42:04 > Inception score (Step: 200000, 50000 generated images): 24.735851287841797
[INFO] 2021-02-01 12:42:04 > Best FID score (Step: 198000, Using valid moments): 25.160784442850968
[INFO] 2021-02-01 12:42:11 > Save model to ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 12:42:15 > Start Evaluation (200000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 12:42:15 > Calculating FID Score....
[INFO] 2021-02-01 12:45:15 > Generator checkpoint is ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18/model=G-best-weights-step=198000.pth
[INFO] 2021-02-01 12:45:15 > Discriminator checkpoint is ./checkpoints/ContraGAN256-train-2021_01_25_13_55_18/model=D-best-weights-step=198000.pth
[INFO] 2021-02-01 12:45:17 > Start Evaluation (198000 Step): ContraGAN256-train-2021_01_25_13_55_18
[INFO] 2021-02-01 12:45:17 > Calculating FID Score....
[INFO] 2021-02-01 12:47:38 > Calculating Inception Score....
[INFO] 2021-02-01 12:49:30 > Calculate F_beta Score....
[INFO] 2021-02-01 13:00:58 > Calculate Accuracies....
[INFO] 2021-02-01 13:02:32 > Calculate Accuracies....
[INFO] 2021-02-01 13:07:39 > F_8 score (Step: 198000, Using valid images): 0.8551843111046247
[INFO] 2021-02-01 13:07:39 > F_1/8 score (Step: 198000, Using valid images): 0.9468787660965581
[INFO] 2021-02-01 13:07:39 > FID score (Step: 198000, Using valid moments): 25.4046155414311
[INFO] 2021-02-01 13:07:39 > Inception score (Step: 198000, 50000 generated images): 25.248594284057617
[INFO] 2021-02-01 13:07:39 > Best FID score (Step: 198000, Using valid moments): 25.160784442850968