ProjGAN-train-2021_01_15_11_59_49.log

[INFO] 2021-01-15 11:59:49 > Run name : ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 11:59:49 > {'config_path': './src/configs/TINY_ILSVRC2012/ProjGAN.json', 'checkpoint_folder': None, 'load_current': False, 'log_output_path': None, 'seed': -1, 'distributed_data_parallel': False, 'num_workers': 8, 'synchronized_bn': False, 'mixed_precision': False, 'disable_debugging_API': True, 'reduce_train_dataset': 1.0, 'standing_statistics': False, 'standing_step': -1, 'freeze_layers': -1, 'load_all_data_in_memory': True, 'train': True, 'eval': True, 'save_images': False, 'image_visualization': False, 'k_nearest_neighbor': False, 'interpolation': False, 'frequency_analysis': False, 'tsne_analysis': False, 'nrow': 10, 'ncol': 8, 'print_every': 100, 'save_every': 2000, 'eval_type': 'valid'}
[INFO] 2021-01-15 11:59:49 > {'data_processing': {'dataset_name': 'tiny_imagenet', 'data_path': './data/TINY_ILSVRC2012', 'img_size': 64, 'num_classes': 200, 'batch_size4prcsing': 256, 'chunk_size': 500, 'compression': False}, 'train': {'model': {'architecture': 'resnet', 'conditional_strategy': 'ProjGAN', 'pos_collected_numerator': False, 'hypersphere_dim': 'N/A', 'nonlinear_embed': False, 'normalize_embed': False, 'g_spectral_norm': False, 'd_spectral_norm': False, 'activation_fn': 'ReLU', 'attention': False, 'attention_after_nth_gen_block': 'N/A', 'attention_after_nth_dis_block': 'N/A', 'z_dim': 128, 'shared_dim': 'N/A', 'g_conv_dim': 64, 'd_conv_dim': 64, 'G_depth': 'N/A', 'D_depth': 'N/A'}, 'optimization': {'optimizer': 'Adam', 'batch_size': 256, 'accumulation_steps': 1, 'd_lr': 0.0004, 'g_lr': 0.0001, 'momentum': 'N/A', 'nesterov': 'N/A', 'alpha': 'N/A', 'beta1': 0.0, 'beta2': 0.999, 'g_steps_per_iter': 1, 'd_steps_per_iter': 1, 'total_step': 100000}, 'loss_function': {'adv_loss': 'hinge', 'contrastive_lambda': 'N/A', 'margin': 'N/A', 'tempering_type': 'N/A', 'tempering_step': 'N/A', 'start_temperature': 'N/A', 'end_temperature': 'N/A', 'weight_clipping_for_dis': False, 'weight_clipping_bound': 'N/A', 'gradient_penalty_for_dis': False, 'gradient_penalty_lambda': 'N/A', 'deep_regret_analysis_for_dis': False, 'regret_penalty_lambda': 'N/A', 'cr': False, 'cr_lambda': 'N/A', 'bcr': False, 'real_lambda': 'N/A', 'fake_lambda': 'N/A', 'zcr': False, 'gen_lambda': 'N/A', 'dis_lambda': 'N/A', 'sigma_noise': 'N/A'}, 'initialization': {'g_init': 'ortho', 'd_init': 'ortho'}, 'training_and_sampling_setting': {'random_flip_preprocessing': True, 'diff_aug': False, 'ada': False, 'ada_target': 'N/A', 'ada_length': 'N/A', 'prior': 'gaussian', 'truncated_factor': 1, 'latent_op': False, 'latent_op_rate': 'N/A', 'latent_op_step': 'N/A', 'latent_op_step4eval': 'N/A', 'latent_op_alpha': 'N/A', 'latent_op_beta': 'N/A', 'latent_norm_reg_weight': 'N/A', 'ema': False, 'ema_decay': 'N/A', 'ema_start': 'N/A'}}}
[INFO] 2021-01-15 11:59:49 > Load train datasets...
[INFO] 2021-01-15 11:59:52 > Train dataset size : 100000
[INFO] 2021-01-15 11:59:52 > Load valid datasets...
[INFO] 2021-01-15 11:59:52 > Eval dataset size : 10000
[INFO] 2021-01-15 11:59:52 > Build model...
[INFO] 2021-01-15 11:59:52 > Modules are located on models.resnet.
[INFO] 2021-01-15 12:00:05 > Number of parameters: 13366915
[INFO] 2021-01-15 12:00:05 > Generator(
  (linear0): Linear(in_features=128, out_features=16384, bias=True)
  (blocks): ModuleList(
    (0): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(1024, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 1024)
          (embed1): Embedding(200, 1024)
        )
        (bn2): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 512)
          (embed1): Embedding(200, 512)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(1024, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (1): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 512)
          (embed1): Embedding(200, 512)
        )
        (bn2): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 256)
          (embed1): Embedding(200, 256)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(512, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (2): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 256)
          (embed1): Embedding(200, 256)
        )
        (bn2): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 128)
          (embed1): Embedding(200, 128)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
    (3): ModuleList(
      (0): GenBlock(
        (bn1): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 128)
          (embed1): Embedding(200, 128)
        )
        (bn2): ConditionalBatchNorm2d(
          (bn): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=False, track_running_stats=True)
          (embed0): Embedding(200, 64)
          (embed1): Embedding(200, 64)
        )
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(128, 64, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(128, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
      )
    )
  )
  (bn4): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
  (activation): ReLU(inplace=True)
  (conv2d5): Conv2d(64, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
  (tanh): Tanh()
)
[INFO] 2021-01-15 12:00:05 > Number of parameters: 19755335
[INFO] 2021-01-15 12:00:05 > Discriminator(
  (blocks): ModuleList(
    (0): ModuleList(
      (0): DiscOptBlock(
        (conv2d0): Conv2d(3, 64, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(3, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (activation): ReLU(inplace=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (1): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(64, 128, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(64, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (2): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(128, 256, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(128, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (3): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(256, 512, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(256, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
    (4): ModuleList(
      (0): DiscBlock(
        (activation): ReLU(inplace=True)
        (conv2d0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(1, 1))
        (conv2d1): Conv2d(512, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (conv2d2): Conv2d(1024, 1024, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))
        (bn0): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn1): BatchNorm2d(512, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (bn2): BatchNorm2d(1024, eps=0.0001, momentum=0.1, affine=True, track_running_stats=True)
        (average_pooling): AvgPool2d(kernel_size=2, stride=2, padding=0)
      )
    )
  )
  (activation): ReLU(inplace=True)
  (linear1): Linear(in_features=1024, out_features=1, bias=True)
  (embedding): Embedding(200, 1024)
)
[INFO] 2021-01-15 12:00:09 > Start training....
[INFO] 2021-01-15 12:01:03 > Step:     100 Progress: 0.1% Elapsed: 0:00:53 temperature: no ada_p: No Discriminator_loss: 1.30387 Generator_loss: 1.10875 
[INFO] 2021-01-15 12:01:51 > Step:     200 Progress: 0.2% Elapsed: 0:01:42 temperature: no ada_p: No Discriminator_loss: 0.89404 Generator_loss: 1.22297 
[INFO] 2021-01-15 12:02:40 > Step:     300 Progress: 0.3% Elapsed: 0:02:30 temperature: no ada_p: No Discriminator_loss: 0.0868157 Generator_loss: 1.85671 
[INFO] 2021-01-15 12:03:29 > Step:     400 Progress: 0.4% Elapsed: 0:03:19 temperature: no ada_p: No Discriminator_loss: 1.38063 Generator_loss: 0.77825 
[INFO] 2021-01-15 12:04:18 > Step:     500 Progress: 0.5% Elapsed: 0:04:08 temperature: no ada_p: No Discriminator_loss: 0.178812 Generator_loss: 2.14684 
[INFO] 2021-01-15 12:05:07 > Step:     600 Progress: 0.6% Elapsed: 0:04:57 temperature: no ada_p: No Discriminator_loss: 0.00881986 Generator_loss: 2.2601 
[INFO] 2021-01-15 12:05:56 > Step:     700 Progress: 0.7% Elapsed: 0:05:46 temperature: no ada_p: No Discriminator_loss: 0.00351761 Generator_loss: 2.48482 
[INFO] 2021-01-15 12:06:45 > Step:     800 Progress: 0.8% Elapsed: 0:06:35 temperature: no ada_p: No Discriminator_loss: 0.01144 Generator_loss: 2.2259 
[INFO] 2021-01-15 12:07:33 > Step:     900 Progress: 0.9% Elapsed: 0:07:24 temperature: no ada_p: No Discriminator_loss: 0.0557346 Generator_loss: 1.98084 
[INFO] 2021-01-15 12:08:22 > Step:    1000 Progress: 1.0% Elapsed: 0:08:12 temperature: no ada_p: No Discriminator_loss: 0.0512021 Generator_loss: 4.34875 
[INFO] 2021-01-15 12:09:11 > Step:    1100 Progress: 1.1% Elapsed: 0:09:01 temperature: no ada_p: No Discriminator_loss: 0.00948748 Generator_loss: 2.75607 
[INFO] 2021-01-15 12:10:00 > Step:    1200 Progress: 1.2% Elapsed: 0:09:50 temperature: no ada_p: No Discriminator_loss: 0.036278 Generator_loss: 2.33964 
[INFO] 2021-01-15 12:10:49 > Step:    1300 Progress: 1.3% Elapsed: 0:10:39 temperature: no ada_p: No Discriminator_loss: 0.038367 Generator_loss: 2.22358 
[INFO] 2021-01-15 12:11:38 > Step:    1400 Progress: 1.4% Elapsed: 0:11:28 temperature: no ada_p: No Discriminator_loss: 0.00471304 Generator_loss: 3.35428 
[INFO] 2021-01-15 12:12:26 > Step:    1500 Progress: 1.5% Elapsed: 0:12:17 temperature: no ada_p: No Discriminator_loss: 2.66819 Generator_loss: -0.027229 
[INFO] 2021-01-15 12:13:16 > Step:    1600 Progress: 1.6% Elapsed: 0:13:06 temperature: no ada_p: No Discriminator_loss: 8.71827e-05 Generator_loss: 1.92156 
[INFO] 2021-01-15 12:14:04 > Step:    1700 Progress: 1.7% Elapsed: 0:13:55 temperature: no ada_p: No Discriminator_loss: 0.0500389 Generator_loss: 2.12061 
[INFO] 2021-01-15 12:14:53 > Step:    1800 Progress: 1.8% Elapsed: 0:14:44 temperature: no ada_p: No Discriminator_loss: 0.0708789 Generator_loss: 2.57778 
[INFO] 2021-01-15 12:15:42 > Step:    1900 Progress: 1.9% Elapsed: 0:15:32 temperature: no ada_p: No Discriminator_loss: 0.0221872 Generator_loss: 1.94415 
[INFO] 2021-01-15 12:16:31 > Step:    2000 Progress: 2.0% Elapsed: 0:16:22 temperature: no ada_p: No Discriminator_loss: 1.06768 Generator_loss: 0.824031 
[INFO] 2021-01-15 12:16:31 > Start Evaluation (2000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 12:16:31 > Calculating FID Score....
[INFO] 2021-01-15 12:16:55 > Calculating Inception Score....
[INFO] 2021-01-15 12:17:08 > Calculate F_beta Score....
[INFO] 2021-01-15 12:18:07 > Calculate Accuracies....
[INFO] 2021-01-15 12:18:12 > Calculate Accuracies....
[INFO] 2021-01-15 12:18:24 > F_8 score (Step: 2000, Using valid images): 0.01435778471552015
[INFO] 2021-01-15 12:18:25 > F_1/8 score (Step: 2000, Using valid images): 0.05040106762950795
[INFO] 2021-01-15 12:18:25 > FID score (Step: 2000, Using valid moments): 213.9763834329279
[INFO] 2021-01-15 12:18:25 > Inception score (Step: 2000, 10000 generated images): 2.661412000656128
[INFO] 2021-01-15 12:18:25 > Best FID score (Step: 2000, Using valid moments): 213.9763834329279
[INFO] 2021-01-15 12:18:27 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 12:19:15 > Step:    2100 Progress: 2.1% Elapsed: 0:19:05 temperature: no ada_p: No Discriminator_loss: 0.553375 Generator_loss: 1.12637 
[INFO] 2021-01-15 12:20:04 > Step:    2200 Progress: 2.2% Elapsed: 0:19:54 temperature: no ada_p: No Discriminator_loss: 1.84902 Generator_loss: 0.728041 
[INFO] 2021-01-15 12:20:53 > Step:    2300 Progress: 2.3% Elapsed: 0:20:43 temperature: no ada_p: No Discriminator_loss: 0.502949 Generator_loss: 1.7655 
[INFO] 2021-01-15 12:21:42 > Step:    2400 Progress: 2.4% Elapsed: 0:21:32 temperature: no ada_p: No Discriminator_loss: 0.417418 Generator_loss: 2.9881 
[INFO] 2021-01-15 12:22:31 > Step:    2500 Progress: 2.5% Elapsed: 0:22:21 temperature: no ada_p: No Discriminator_loss: 0.400279 Generator_loss: 1.48959 
[INFO] 2021-01-15 12:23:19 > Step:    2600 Progress: 2.6% Elapsed: 0:23:10 temperature: no ada_p: No Discriminator_loss: 1.04547 Generator_loss: 3.88046 
[INFO] 2021-01-15 12:24:08 > Step:    2700 Progress: 2.7% Elapsed: 0:23:59 temperature: no ada_p: No Discriminator_loss: 0.623308 Generator_loss: 0.982466 
[INFO] 2021-01-15 12:24:58 > Step:    2800 Progress: 2.8% Elapsed: 0:24:48 temperature: no ada_p: No Discriminator_loss: 0.33065 Generator_loss: 2.68707 
[INFO] 2021-01-15 12:25:46 > Step:    2900 Progress: 2.9% Elapsed: 0:25:37 temperature: no ada_p: No Discriminator_loss: 1.19136 Generator_loss: 2.46207 
[INFO] 2021-01-15 12:26:35 > Step:    3000 Progress: 3.0% Elapsed: 0:26:25 temperature: no ada_p: No Discriminator_loss: 0.27564 Generator_loss: 0.853977 
[INFO] 2021-01-15 12:27:24 > Step:    3100 Progress: 3.1% Elapsed: 0:27:14 temperature: no ada_p: No Discriminator_loss: 0.549014 Generator_loss: 2.58867 
[INFO] 2021-01-15 12:28:13 > Step:    3200 Progress: 3.2% Elapsed: 0:28:03 temperature: no ada_p: No Discriminator_loss: 0.536567 Generator_loss: 1.64506 
[INFO] 2021-01-15 12:29:02 > Step:    3300 Progress: 3.3% Elapsed: 0:28:52 temperature: no ada_p: No Discriminator_loss: 1.35094 Generator_loss: 1.52452 
[INFO] 2021-01-15 12:29:51 > Step:    3400 Progress: 3.4% Elapsed: 0:29:41 temperature: no ada_p: No Discriminator_loss: 0.357455 Generator_loss: 1.46172 
[INFO] 2021-01-15 12:30:40 > Step:    3500 Progress: 3.5% Elapsed: 0:30:30 temperature: no ada_p: No Discriminator_loss: 0.825154 Generator_loss: 2.44483 
[INFO] 2021-01-15 12:31:29 > Step:    3600 Progress: 3.6% Elapsed: 0:31:19 temperature: no ada_p: No Discriminator_loss: 0.517019 Generator_loss: 1.08816 
[INFO] 2021-01-15 12:32:18 > Step:    3700 Progress: 3.7% Elapsed: 0:32:08 temperature: no ada_p: No Discriminator_loss: 0.709983 Generator_loss: 3.45595 
[INFO] 2021-01-15 12:33:07 > Step:    3800 Progress: 3.8% Elapsed: 0:32:57 temperature: no ada_p: No Discriminator_loss: 0.751571 Generator_loss: 3.38992 
[INFO] 2021-01-15 12:33:56 > Step:    3900 Progress: 3.9% Elapsed: 0:33:46 temperature: no ada_p: No Discriminator_loss: 0.37218 Generator_loss: 1.61774 
[INFO] 2021-01-15 12:34:45 > Step:    4000 Progress: 4.0% Elapsed: 0:34:35 temperature: no ada_p: No Discriminator_loss: 0.281947 Generator_loss: 3.30351 
[INFO] 2021-01-15 12:34:45 > Start Evaluation (4000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 12:34:45 > Calculating FID Score....
[INFO] 2021-01-15 12:35:06 > Calculating Inception Score....
[INFO] 2021-01-15 12:35:19 > Calculate F_beta Score....
[INFO] 2021-01-15 12:36:18 > Calculate Accuracies....
[INFO] 2021-01-15 12:36:23 > Calculate Accuracies....
[INFO] 2021-01-15 12:36:36 > F_8 score (Step: 4000, Using valid images): 0.3932455341795141
[INFO] 2021-01-15 12:36:36 > F_1/8 score (Step: 4000, Using valid images): 0.5953716346614851
[INFO] 2021-01-15 12:36:36 > FID score (Step: 4000, Using valid moments): 90.40334849873841
[INFO] 2021-01-15 12:36:36 > Inception score (Step: 4000, 10000 generated images): 5.82366418838501
[INFO] 2021-01-15 12:36:36 > Best FID score (Step: 4000, Using valid moments): 90.40334849873841
[INFO] 2021-01-15 12:36:38 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 12:37:26 > Step:    4100 Progress: 4.1% Elapsed: 0:37:16 temperature: no ada_p: No Discriminator_loss: 0.501478 Generator_loss: 1.03023 
[INFO] 2021-01-15 12:38:15 > Step:    4200 Progress: 4.2% Elapsed: 0:38:05 temperature: no ada_p: No Discriminator_loss: 1.4243 Generator_loss: 2.19994 
[INFO] 2021-01-15 12:39:04 > Step:    4300 Progress: 4.3% Elapsed: 0:38:54 temperature: no ada_p: No Discriminator_loss: 0.978023 Generator_loss: 0.137794 
[INFO] 2021-01-15 12:39:53 > Step:    4400 Progress: 4.4% Elapsed: 0:39:43 temperature: no ada_p: No Discriminator_loss: 0.691532 Generator_loss: 0.804404 
[INFO] 2021-01-15 12:40:42 > Step:    4500 Progress: 4.5% Elapsed: 0:40:32 temperature: no ada_p: No Discriminator_loss: 1.67151 Generator_loss: 3.52122 
[INFO] 2021-01-15 12:41:31 > Step:    4600 Progress: 4.6% Elapsed: 0:41:21 temperature: no ada_p: No Discriminator_loss: 0.351362 Generator_loss: 1.59398 
[INFO] 2021-01-15 12:42:20 > Step:    4700 Progress: 4.7% Elapsed: 0:42:10 temperature: no ada_p: No Discriminator_loss: 0.920776 Generator_loss: 0.376629 
[INFO] 2021-01-15 12:43:09 > Step:    4800 Progress: 4.8% Elapsed: 0:42:59 temperature: no ada_p: No Discriminator_loss: 0.670756 Generator_loss: 2.86901 
[INFO] 2021-01-15 12:43:58 > Step:    4900 Progress: 4.9% Elapsed: 0:43:48 temperature: no ada_p: No Discriminator_loss: 0.457682 Generator_loss: 1.53133 
[INFO] 2021-01-15 12:44:46 > Step:    5000 Progress: 5.0% Elapsed: 0:44:37 temperature: no ada_p: No Discriminator_loss: 0.698211 Generator_loss: 0.729899 
[INFO] 2021-01-15 12:45:36 > Step:    5100 Progress: 5.1% Elapsed: 0:45:26 temperature: no ada_p: No Discriminator_loss: 0.766809 Generator_loss: 4.49226 
[INFO] 2021-01-15 12:46:25 > Step:    5200 Progress: 5.2% Elapsed: 0:46:15 temperature: no ada_p: No Discriminator_loss: 0.776264 Generator_loss: 4.56658 
[INFO] 2021-01-15 12:47:13 > Step:    5300 Progress: 5.3% Elapsed: 0:47:04 temperature: no ada_p: No Discriminator_loss: 0.812834 Generator_loss: -0.0681559 
[INFO] 2021-01-15 12:48:02 > Step:    5400 Progress: 5.4% Elapsed: 0:47:52 temperature: no ada_p: No Discriminator_loss: 0.449314 Generator_loss: 1.46087 
[INFO] 2021-01-15 12:48:51 > Step:    5500 Progress: 5.5% Elapsed: 0:48:42 temperature: no ada_p: No Discriminator_loss: 0.398395 Generator_loss: 1.64261 
[INFO] 2021-01-15 12:49:40 > Step:    5600 Progress: 5.6% Elapsed: 0:49:31 temperature: no ada_p: No Discriminator_loss: 1.89981 Generator_loss: -1.68015 
[INFO] 2021-01-15 12:50:29 > Step:    5700 Progress: 5.7% Elapsed: 0:50:19 temperature: no ada_p: No Discriminator_loss: 2.00385 Generator_loss: 3.88765 
[INFO] 2021-01-15 12:51:18 > Step:    5800 Progress: 5.8% Elapsed: 0:51:08 temperature: no ada_p: No Discriminator_loss: 0.0249367 Generator_loss: 2.71105 
[INFO] 2021-01-15 12:52:07 > Step:    5900 Progress: 5.9% Elapsed: 0:51:58 temperature: no ada_p: No Discriminator_loss: 0.280545 Generator_loss: 4.19787 
[INFO] 2021-01-15 12:52:56 > Step:    6000 Progress: 6.0% Elapsed: 0:52:46 temperature: no ada_p: No Discriminator_loss: 0.267482 Generator_loss: 3.89091 
[INFO] 2021-01-15 12:52:56 > Start Evaluation (6000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 12:52:56 > Calculating FID Score....
[INFO] 2021-01-15 12:53:17 > Calculating Inception Score....
[INFO] 2021-01-15 12:53:30 > Calculate F_beta Score....
[INFO] 2021-01-15 12:54:29 > Calculate Accuracies....
[INFO] 2021-01-15 12:54:35 > Calculate Accuracies....
[INFO] 2021-01-15 12:54:47 > F_8 score (Step: 6000, Using valid images): 0.42772411349756523
[INFO] 2021-01-15 12:54:47 > F_1/8 score (Step: 6000, Using valid images): 0.6260704398752037
[INFO] 2021-01-15 12:54:47 > FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 12:54:47 > Inception score (Step: 6000, 10000 generated images): 6.224153518676758
[INFO] 2021-01-15 12:54:47 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 12:54:49 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 12:55:38 > Step:    6100 Progress: 6.1% Elapsed: 0:55:28 temperature: no ada_p: No Discriminator_loss: 0.241581 Generator_loss: 2.70418 
[INFO] 2021-01-15 12:56:27 > Step:    6200 Progress: 6.2% Elapsed: 0:56:17 temperature: no ada_p: No Discriminator_loss: 0.488878 Generator_loss: -0.101838 
[INFO] 2021-01-15 12:57:16 > Step:    6300 Progress: 6.3% Elapsed: 0:57:06 temperature: no ada_p: No Discriminator_loss: 0.530022 Generator_loss: 1.28643 
[INFO] 2021-01-15 12:58:05 > Step:    6400 Progress: 6.4% Elapsed: 0:57:55 temperature: no ada_p: No Discriminator_loss: 0.106959 Generator_loss: 4.82071 
[INFO] 2021-01-15 12:58:54 > Step:    6500 Progress: 6.5% Elapsed: 0:58:44 temperature: no ada_p: No Discriminator_loss: 0.595096 Generator_loss: 1.97283 
[INFO] 2021-01-15 12:59:42 > Step:    6600 Progress: 6.6% Elapsed: 0:59:33 temperature: no ada_p: No Discriminator_loss: 0.0470977 Generator_loss: 2.48436 
[INFO] 2021-01-15 13:00:32 > Step:    6700 Progress: 6.7% Elapsed: 1:00:22 temperature: no ada_p: No Discriminator_loss: 0.62742 Generator_loss: 2.07777 
[INFO] 2021-01-15 13:01:21 > Step:    6800 Progress: 6.8% Elapsed: 1:01:11 temperature: no ada_p: No Discriminator_loss: 0.889833 Generator_loss: 4.19506 
[INFO] 2021-01-15 13:02:09 > Step:    6900 Progress: 6.9% Elapsed: 1:02:00 temperature: no ada_p: No Discriminator_loss: 0.146314 Generator_loss: 3.21119 
[INFO] 2021-01-15 13:02:58 > Step:    7000 Progress: 7.0% Elapsed: 1:02:48 temperature: no ada_p: No Discriminator_loss: 1.08526 Generator_loss: 6.99921 
[INFO] 2021-01-15 13:03:47 > Step:    7100 Progress: 7.1% Elapsed: 1:03:38 temperature: no ada_p: No Discriminator_loss: 0.0757182 Generator_loss: 3.73366 
[INFO] 2021-01-15 13:04:36 > Step:    7200 Progress: 7.2% Elapsed: 1:04:27 temperature: no ada_p: No Discriminator_loss: 0.0969447 Generator_loss: 3.33557 
[INFO] 2021-01-15 13:05:25 > Step:    7300 Progress: 7.3% Elapsed: 1:05:15 temperature: no ada_p: No Discriminator_loss: 0.00159929 Generator_loss: 2.50299 
[INFO] 2021-01-15 13:06:14 > Step:    7400 Progress: 7.4% Elapsed: 1:06:04 temperature: no ada_p: No Discriminator_loss: 0.00882265 Generator_loss: 3.23781 
[INFO] 2021-01-15 13:07:03 > Step:    7500 Progress: 7.5% Elapsed: 1:06:54 temperature: no ada_p: No Discriminator_loss: 0.116271 Generator_loss: 4.69966 
[INFO] 2021-01-15 13:07:52 > Step:    7600 Progress: 7.6% Elapsed: 1:07:42 temperature: no ada_p: No Discriminator_loss: 1.0754 Generator_loss: 5.58742 
[INFO] 2021-01-15 13:08:41 > Step:    7700 Progress: 7.7% Elapsed: 1:08:31 temperature: no ada_p: No Discriminator_loss: 0.202604 Generator_loss: 2.99333 
[INFO] 2021-01-15 13:09:30 > Step:    7800 Progress: 7.8% Elapsed: 1:09:20 temperature: no ada_p: No Discriminator_loss: 0.0857752 Generator_loss: 3.97691 
[INFO] 2021-01-15 13:10:19 > Step:    7900 Progress: 7.9% Elapsed: 1:10:10 temperature: no ada_p: No Discriminator_loss: 2.2904 Generator_loss: 5.56353 
[INFO] 2021-01-15 13:11:08 > Step:    8000 Progress: 8.0% Elapsed: 1:10:58 temperature: no ada_p: No Discriminator_loss: 0.284981 Generator_loss: 1.04236 
[INFO] 2021-01-15 13:11:08 > Start Evaluation (8000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 13:11:08 > Calculating FID Score....
[INFO] 2021-01-15 13:11:29 > Calculating Inception Score....
[INFO] 2021-01-15 13:11:42 > Calculate F_beta Score....
[INFO] 2021-01-15 13:12:41 > Calculate Accuracies....
[INFO] 2021-01-15 13:12:47 > Calculate Accuracies....
[INFO] 2021-01-15 13:13:00 > F_8 score (Step: 8000, Using valid images): 0.46831068908756185
[INFO] 2021-01-15 13:13:00 > F_1/8 score (Step: 8000, Using valid images): 0.529442616807329
[INFO] 2021-01-15 13:13:00 > FID score (Step: 8000, Using valid moments): 94.07821756336966
[INFO] 2021-01-15 13:13:00 > Inception score (Step: 8000, 10000 generated images): 5.6084747314453125
[INFO] 2021-01-15 13:13:00 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 13:13:01 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 13:13:49 > Step:    8100 Progress: 8.1% Elapsed: 1:13:40 temperature: no ada_p: No Discriminator_loss: 0.314119 Generator_loss: 2.2572 
[INFO] 2021-01-15 13:14:39 > Step:    8200 Progress: 8.2% Elapsed: 1:14:29 temperature: no ada_p: No Discriminator_loss: 0.0266716 Generator_loss: 3.10393 
[INFO] 2021-01-15 13:15:27 > Step:    8300 Progress: 8.3% Elapsed: 1:15:18 temperature: no ada_p: No Discriminator_loss: 0.0580028 Generator_loss: 3.1068 
[INFO] 2021-01-15 13:16:16 > Step:    8400 Progress: 8.4% Elapsed: 1:16:06 temperature: no ada_p: No Discriminator_loss: 0.0453363 Generator_loss: 3.17032 
[INFO] 2021-01-15 13:17:05 > Step:    8500 Progress: 8.5% Elapsed: 1:16:55 temperature: no ada_p: No Discriminator_loss: 1.17893 Generator_loss: 5.86881 
[INFO] 2021-01-15 13:17:54 > Step:    8600 Progress: 8.6% Elapsed: 1:17:45 temperature: no ada_p: No Discriminator_loss: 0.055744 Generator_loss: 2.41146 
[INFO] 2021-01-15 13:18:43 > Step:    8700 Progress: 8.7% Elapsed: 1:18:33 temperature: no ada_p: No Discriminator_loss: 0.019389 Generator_loss: 3.20202 
[INFO] 2021-01-15 13:19:32 > Step:    8800 Progress: 8.8% Elapsed: 1:19:22 temperature: no ada_p: No Discriminator_loss: 0.0175429 Generator_loss: 2.43659 
[INFO] 2021-01-15 13:20:21 > Step:    8900 Progress: 8.9% Elapsed: 1:20:11 temperature: no ada_p: No Discriminator_loss: 0.785651 Generator_loss: 4.37009 
[INFO] 2021-01-15 13:21:10 > Step:    9000 Progress: 9.0% Elapsed: 1:21:00 temperature: no ada_p: No Discriminator_loss: 0.806847 Generator_loss: 5.03823 
[INFO] 2021-01-15 13:21:59 > Step:    9100 Progress: 9.1% Elapsed: 1:21:49 temperature: no ada_p: No Discriminator_loss: 0.0319944 Generator_loss: 2.78152 
[INFO] 2021-01-15 13:22:48 > Step:    9200 Progress: 9.2% Elapsed: 1:22:38 temperature: no ada_p: No Discriminator_loss: 0.0190642 Generator_loss: 2.58616 
[INFO] 2021-01-15 13:23:36 > Step:    9300 Progress: 9.3% Elapsed: 1:23:27 temperature: no ada_p: No Discriminator_loss: 0.11751 Generator_loss: 1.73477 
[INFO] 2021-01-15 13:24:26 > Step:    9400 Progress: 9.4% Elapsed: 1:24:16 temperature: no ada_p: No Discriminator_loss: 0.0162312 Generator_loss: 2.42766 
[INFO] 2021-01-15 13:25:15 > Step:    9500 Progress: 9.5% Elapsed: 1:25:05 temperature: no ada_p: No Discriminator_loss: 0.00639822 Generator_loss: 2.06276 
[INFO] 2021-01-15 13:26:03 > Step:    9600 Progress: 9.6% Elapsed: 1:25:54 temperature: no ada_p: No Discriminator_loss: 0.0174272 Generator_loss: 2.65361 
[INFO] 2021-01-15 13:26:52 > Step:    9700 Progress: 9.7% Elapsed: 1:26:43 temperature: no ada_p: No Discriminator_loss: 0.0319615 Generator_loss: 2.2866 
[INFO] 2021-01-15 13:27:42 > Step:    9800 Progress: 9.8% Elapsed: 1:27:32 temperature: no ada_p: No Discriminator_loss: 0.0249307 Generator_loss: 2.56576 
[INFO] 2021-01-15 13:28:30 > Step:    9900 Progress: 9.9% Elapsed: 1:28:21 temperature: no ada_p: No Discriminator_loss: 0.0257169 Generator_loss: 2.39389 
[INFO] 2021-01-15 13:29:19 > Step:   10000 Progress: 10.0% Elapsed: 1:29:09 temperature: no ada_p: No Discriminator_loss: 0.191184 Generator_loss: 2.39764 
[INFO] 2021-01-15 13:29:19 > Start Evaluation (10000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 13:29:19 > Calculating FID Score....
[INFO] 2021-01-15 13:29:40 > Calculating Inception Score....
[INFO] 2021-01-15 13:29:53 > Calculate F_beta Score....
[INFO] 2021-01-15 13:30:50 > Calculate Accuracies....
[INFO] 2021-01-15 13:30:56 > Calculate Accuracies....
[INFO] 2021-01-15 13:31:08 > F_8 score (Step: 10000, Using valid images): 0.44032013526204833
[INFO] 2021-01-15 13:31:08 > F_1/8 score (Step: 10000, Using valid images): 0.5706546360280644
[INFO] 2021-01-15 13:31:08 > FID score (Step: 10000, Using valid moments): 98.37752036350622
[INFO] 2021-01-15 13:31:08 > Inception score (Step: 10000, 10000 generated images): 5.055997848510742
[INFO] 2021-01-15 13:31:08 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 13:31:10 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 13:31:58 > Step:   10100 Progress: 10.1% Elapsed: 1:31:49 temperature: no ada_p: No Discriminator_loss: 0.0337728 Generator_loss: 2.81254 
[INFO] 2021-01-15 13:32:47 > Step:   10200 Progress: 10.2% Elapsed: 1:32:38 temperature: no ada_p: No Discriminator_loss: 0.00872441 Generator_loss: 2.59813 
[INFO] 2021-01-15 13:33:36 > Step:   10300 Progress: 10.3% Elapsed: 1:33:27 temperature: no ada_p: No Discriminator_loss: 0.00614075 Generator_loss: 2.16256 
[INFO] 2021-01-15 13:34:25 > Step:   10400 Progress: 10.4% Elapsed: 1:34:15 temperature: no ada_p: No Discriminator_loss: 0.0170498 Generator_loss: 2.42218 
[INFO] 2021-01-15 13:35:14 > Step:   10500 Progress: 10.5% Elapsed: 1:35:04 temperature: no ada_p: No Discriminator_loss: 4.59662 Generator_loss: 3.62068 
[INFO] 2021-01-15 13:36:03 > Step:   10600 Progress: 10.6% Elapsed: 1:35:54 temperature: no ada_p: No Discriminator_loss: 0.0904085 Generator_loss: 2.85192 
[INFO] 2021-01-15 13:36:52 > Step:   10700 Progress: 10.7% Elapsed: 1:36:42 temperature: no ada_p: No Discriminator_loss: 1.05329 Generator_loss: 2.76295 
[INFO] 2021-01-15 13:37:41 > Step:   10800 Progress: 10.8% Elapsed: 1:37:31 temperature: no ada_p: No Discriminator_loss: 0.00748318 Generator_loss: 2.3896 
[INFO] 2021-01-15 13:38:30 > Step:   10900 Progress: 10.9% Elapsed: 1:38:20 temperature: no ada_p: No Discriminator_loss: 2.63249 Generator_loss: 3.50673 
[INFO] 2021-01-15 13:39:19 > Step:   11000 Progress: 11.0% Elapsed: 1:39:09 temperature: no ada_p: No Discriminator_loss: 0.012726 Generator_loss: 2.5377 
[INFO] 2021-01-15 13:40:08 > Step:   11100 Progress: 11.1% Elapsed: 1:39:58 temperature: no ada_p: No Discriminator_loss: 0.00631012 Generator_loss: 2.56154 
[INFO] 2021-01-15 13:40:57 > Step:   11200 Progress: 11.2% Elapsed: 1:40:47 temperature: no ada_p: No Discriminator_loss: 0.0755928 Generator_loss: 3.38113 
[INFO] 2021-01-15 13:41:45 > Step:   11300 Progress: 11.3% Elapsed: 1:41:36 temperature: no ada_p: No Discriminator_loss: 0.00882904 Generator_loss: 2.47023 
[INFO] 2021-01-15 13:42:35 > Step:   11400 Progress: 11.4% Elapsed: 1:42:25 temperature: no ada_p: No Discriminator_loss: 0.275091 Generator_loss: 2.28895 
[INFO] 2021-01-15 13:43:24 > Step:   11500 Progress: 11.5% Elapsed: 1:43:14 temperature: no ada_p: No Discriminator_loss: 0.0220844 Generator_loss: 2.74319 
[INFO] 2021-01-15 13:44:12 > Step:   11600 Progress: 11.6% Elapsed: 1:44:03 temperature: no ada_p: No Discriminator_loss: 0.0116291 Generator_loss: 2.27081 
[INFO] 2021-01-15 13:45:01 > Step:   11700 Progress: 11.7% Elapsed: 1:44:52 temperature: no ada_p: No Discriminator_loss: 0.114844 Generator_loss: 2.21704 
[INFO] 2021-01-15 13:45:51 > Step:   11800 Progress: 11.8% Elapsed: 1:45:41 temperature: no ada_p: No Discriminator_loss: 0.00423845 Generator_loss: 2.63437 
[INFO] 2021-01-15 13:46:39 > Step:   11900 Progress: 11.9% Elapsed: 1:46:30 temperature: no ada_p: No Discriminator_loss: 0.000530055 Generator_loss: 2.98155 
[INFO] 2021-01-15 13:47:28 > Step:   12000 Progress: 12.0% Elapsed: 1:47:18 temperature: no ada_p: No Discriminator_loss: 0.0179196 Generator_loss: 3.14981 
[INFO] 2021-01-15 13:47:28 > Start Evaluation (12000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 13:47:28 > Calculating FID Score....
[INFO] 2021-01-15 13:47:49 > Calculating Inception Score....
[INFO] 2021-01-15 13:48:02 > Calculate F_beta Score....
[INFO] 2021-01-15 13:49:02 > Calculate Accuracies....
[INFO] 2021-01-15 13:49:07 > Calculate Accuracies....
[INFO] 2021-01-15 13:49:20 > F_8 score (Step: 12000, Using valid images): 0.1750502256178619
[INFO] 2021-01-15 13:49:20 > F_1/8 score (Step: 12000, Using valid images): 0.19701750143979807
[INFO] 2021-01-15 13:49:20 > FID score (Step: 12000, Using valid moments): 174.78036592730228
[INFO] 2021-01-15 13:49:20 > Inception score (Step: 12000, 10000 generated images): 3.3336966037750244
[INFO] 2021-01-15 13:49:20 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 13:49:21 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 13:50:10 > Step:   12100 Progress: 12.1% Elapsed: 1:50:00 temperature: no ada_p: No Discriminator_loss: 0.037909 Generator_loss: 2.69979 
[INFO] 2021-01-15 13:50:59 > Step:   12200 Progress: 12.2% Elapsed: 1:50:49 temperature: no ada_p: No Discriminator_loss: 0.0199737 Generator_loss: 1.91696 
[INFO] 2021-01-15 13:51:48 > Step:   12300 Progress: 12.3% Elapsed: 1:51:38 temperature: no ada_p: No Discriminator_loss: 0.146272 Generator_loss: 2.14585 
[INFO] 2021-01-15 13:52:36 > Step:   12400 Progress: 12.4% Elapsed: 1:52:27 temperature: no ada_p: No Discriminator_loss: 0.0145141 Generator_loss: 1.76911 
[INFO] 2021-01-15 13:53:26 > Step:   12500 Progress: 12.5% Elapsed: 1:53:16 temperature: no ada_p: No Discriminator_loss: 0.00760351 Generator_loss: 2.82004 
[INFO] 2021-01-15 13:54:14 > Step:   12600 Progress: 12.6% Elapsed: 1:54:05 temperature: no ada_p: No Discriminator_loss: 0.000269328 Generator_loss: 2.14867 
[INFO] 2021-01-15 13:55:03 > Step:   12700 Progress: 12.7% Elapsed: 1:54:53 temperature: no ada_p: No Discriminator_loss: 0.0054965 Generator_loss: 4.38568 
[INFO] 2021-01-15 13:55:52 > Step:   12800 Progress: 12.8% Elapsed: 1:55:42 temperature: no ada_p: No Discriminator_loss: 0.0384356 Generator_loss: 1.73914 
[INFO] 2021-01-15 13:56:41 > Step:   12900 Progress: 12.9% Elapsed: 1:56:32 temperature: no ada_p: No Discriminator_loss: 0.0936704 Generator_loss: 3.55774 
[INFO] 2021-01-15 13:57:30 > Step:   13000 Progress: 13.0% Elapsed: 1:57:20 temperature: no ada_p: No Discriminator_loss: 0.0014857 Generator_loss: 1.78068 
[INFO] 2021-01-15 13:58:19 > Step:   13100 Progress: 13.1% Elapsed: 1:58:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.75542 
[INFO] 2021-01-15 13:59:08 > Step:   13200 Progress: 13.2% Elapsed: 1:58:58 temperature: no ada_p: No Discriminator_loss: 0.0034501 Generator_loss: 2.19509 
[INFO] 2021-01-15 13:59:57 > Step:   13300 Progress: 13.3% Elapsed: 1:59:47 temperature: no ada_p: No Discriminator_loss: 0.284495 Generator_loss: 3.87587 
[INFO] 2021-01-15 14:00:46 > Step:   13400 Progress: 13.4% Elapsed: 2:00:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3902 
[INFO] 2021-01-15 14:01:35 > Step:   13500 Progress: 13.5% Elapsed: 2:01:25 temperature: no ada_p: No Discriminator_loss: 0.245748 Generator_loss: 0.801131 
[INFO] 2021-01-15 14:02:24 > Step:   13600 Progress: 13.6% Elapsed: 2:02:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.79092 
[INFO] 2021-01-15 14:03:13 > Step:   13700 Progress: 13.7% Elapsed: 2:03:03 temperature: no ada_p: No Discriminator_loss: 0.0119387 Generator_loss: 1.93832 
[INFO] 2021-01-15 14:04:02 > Step:   13800 Progress: 13.8% Elapsed: 2:03:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.48487 
[INFO] 2021-01-15 14:04:50 > Step:   13900 Progress: 13.9% Elapsed: 2:04:41 temperature: no ada_p: No Discriminator_loss: 0.0063884 Generator_loss: 1.82674 
[INFO] 2021-01-15 14:05:39 > Step:   14000 Progress: 14.0% Elapsed: 2:05:29 temperature: no ada_p: No Discriminator_loss: 0.0350006 Generator_loss: 2.1764 
[INFO] 2021-01-15 14:05:39 > Start Evaluation (14000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 14:05:39 > Calculating FID Score....
[INFO] 2021-01-15 14:06:00 > Calculating Inception Score....
[INFO] 2021-01-15 14:06:13 > Calculate F_beta Score....
[INFO] 2021-01-15 14:07:13 > Calculate Accuracies....
[INFO] 2021-01-15 14:07:18 > Calculate Accuracies....
[INFO] 2021-01-15 14:07:31 > F_8 score (Step: 14000, Using valid images): 0.2091611649160786
[INFO] 2021-01-15 14:07:31 > F_1/8 score (Step: 14000, Using valid images): 0.15573134336709113
[INFO] 2021-01-15 14:07:31 > FID score (Step: 14000, Using valid moments): 152.19267674751313
[INFO] 2021-01-15 14:07:31 > Inception score (Step: 14000, 10000 generated images): 4.108602523803711
[INFO] 2021-01-15 14:07:31 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 14:07:32 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 14:08:21 > Step:   14100 Progress: 14.1% Elapsed: 2:08:12 temperature: no ada_p: No Discriminator_loss: 0.0189569 Generator_loss: 2.39001 
[INFO] 2021-01-15 14:09:10 > Step:   14200 Progress: 14.2% Elapsed: 2:09:00 temperature: no ada_p: No Discriminator_loss: 0.0773283 Generator_loss: 1.99632 
[INFO] 2021-01-15 14:09:59 > Step:   14300 Progress: 14.3% Elapsed: 2:09:49 temperature: no ada_p: No Discriminator_loss: 0.00756731 Generator_loss: 2.27173 
[INFO] 2021-01-15 14:10:48 > Step:   14400 Progress: 14.4% Elapsed: 2:10:38 temperature: no ada_p: No Discriminator_loss: 0.0022597 Generator_loss: 2.22688 
[INFO] 2021-01-15 14:11:37 > Step:   14500 Progress: 14.5% Elapsed: 2:11:27 temperature: no ada_p: No Discriminator_loss: 0.00183 Generator_loss: 3.00264 
[INFO] 2021-01-15 14:12:26 > Step:   14600 Progress: 14.6% Elapsed: 2:12:16 temperature: no ada_p: No Discriminator_loss: 0.0636157 Generator_loss: 2.25887 
[INFO] 2021-01-15 14:13:15 > Step:   14700 Progress: 14.7% Elapsed: 2:13:05 temperature: no ada_p: No Discriminator_loss: 0.0188512 Generator_loss: 1.83184 
[INFO] 2021-01-15 14:14:03 > Step:   14800 Progress: 14.8% Elapsed: 2:13:54 temperature: no ada_p: No Discriminator_loss: 2.21259 Generator_loss: 3.2716 
[INFO] 2021-01-15 14:14:53 > Step:   14900 Progress: 14.9% Elapsed: 2:14:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.71362 
[INFO] 2021-01-15 14:15:42 > Step:   15000 Progress: 15.0% Elapsed: 2:15:32 temperature: no ada_p: No Discriminator_loss: 0.00462077 Generator_loss: 2.39651 
[INFO] 2021-01-15 14:16:30 > Step:   15100 Progress: 15.1% Elapsed: 2:16:21 temperature: no ada_p: No Discriminator_loss: 0.00102906 Generator_loss: 2.14175 
[INFO] 2021-01-15 14:17:19 > Step:   15200 Progress: 15.2% Elapsed: 2:17:09 temperature: no ada_p: No Discriminator_loss: 1.47656 Generator_loss: 2.26019 
[INFO] 2021-01-15 14:18:08 > Step:   15300 Progress: 15.3% Elapsed: 2:17:59 temperature: no ada_p: No Discriminator_loss: 0.00855294 Generator_loss: 1.84013 
[INFO] 2021-01-15 14:18:57 > Step:   15400 Progress: 15.4% Elapsed: 2:18:47 temperature: no ada_p: No Discriminator_loss: 0.0071772 Generator_loss: 1.85658 
[INFO] 2021-01-15 14:19:46 > Step:   15500 Progress: 15.5% Elapsed: 2:19:36 temperature: no ada_p: No Discriminator_loss: 0.574665 Generator_loss: 9.32212 
[INFO] 2021-01-15 14:20:35 > Step:   15600 Progress: 15.6% Elapsed: 2:20:25 temperature: no ada_p: No Discriminator_loss: 0.0191782 Generator_loss: 1.50129 
[INFO] 2021-01-15 14:21:24 > Step:   15700 Progress: 15.7% Elapsed: 2:21:14 temperature: no ada_p: No Discriminator_loss: 0.00965891 Generator_loss: 2.6534 
[INFO] 2021-01-15 14:22:13 > Step:   15800 Progress: 15.8% Elapsed: 2:22:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3025 
[INFO] 2021-01-15 14:23:02 > Step:   15900 Progress: 15.9% Elapsed: 2:22:52 temperature: no ada_p: No Discriminator_loss: 0.0185092 Generator_loss: 1.4553 
[INFO] 2021-01-15 14:23:51 > Step:   16000 Progress: 16.0% Elapsed: 2:23:41 temperature: no ada_p: No Discriminator_loss: 0.0169235 Generator_loss: 2.12869 
[INFO] 2021-01-15 14:23:51 > Start Evaluation (16000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 14:23:51 > Calculating FID Score....
[INFO] 2021-01-15 14:24:12 > Calculating Inception Score....
[INFO] 2021-01-15 14:24:25 > Calculate F_beta Score....
[INFO] 2021-01-15 14:25:24 > Calculate Accuracies....
[INFO] 2021-01-15 14:25:29 > Calculate Accuracies....
[INFO] 2021-01-15 14:25:42 > F_8 score (Step: 16000, Using valid images): 0.14536832406432898
[INFO] 2021-01-15 14:25:42 > F_1/8 score (Step: 16000, Using valid images): 0.268924461794196
[INFO] 2021-01-15 14:25:42 > FID score (Step: 16000, Using valid moments): 155.4223312795864
[INFO] 2021-01-15 14:25:42 > Inception score (Step: 16000, 10000 generated images): 4.1831583976745605
[INFO] 2021-01-15 14:25:42 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 14:25:43 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 14:26:32 > Step:   16100 Progress: 16.1% Elapsed: 2:26:22 temperature: no ada_p: No Discriminator_loss: 0.174183 Generator_loss: 2.52187 
[INFO] 2021-01-15 14:27:20 > Step:   16200 Progress: 16.2% Elapsed: 2:27:10 temperature: no ada_p: No Discriminator_loss: 0.00527062 Generator_loss: 2.20368 
[INFO] 2021-01-15 14:28:09 > Step:   16300 Progress: 16.3% Elapsed: 2:27:59 temperature: no ada_p: No Discriminator_loss: 0.00453448 Generator_loss: 1.84566 
[INFO] 2021-01-15 14:28:58 > Step:   16400 Progress: 16.4% Elapsed: 2:28:48 temperature: no ada_p: No Discriminator_loss: 0.00193044 Generator_loss: 2.86896 
[INFO] 2021-01-15 14:29:47 > Step:   16500 Progress: 16.5% Elapsed: 2:29:37 temperature: no ada_p: No Discriminator_loss: 0.0103965 Generator_loss: 1.79111 
[INFO] 2021-01-15 14:30:36 > Step:   16600 Progress: 16.6% Elapsed: 2:30:26 temperature: no ada_p: No Discriminator_loss: 0.0064009 Generator_loss: 1.94979 
[INFO] 2021-01-15 14:31:25 > Step:   16700 Progress: 16.7% Elapsed: 2:31:15 temperature: no ada_p: No Discriminator_loss: 0.0703186 Generator_loss: 3.80218 
[INFO] 2021-01-15 14:32:14 > Step:   16800 Progress: 16.8% Elapsed: 2:32:04 temperature: no ada_p: No Discriminator_loss: 0.00386635 Generator_loss: 1.61768 
[INFO] 2021-01-15 14:33:03 > Step:   16900 Progress: 16.9% Elapsed: 2:32:53 temperature: no ada_p: No Discriminator_loss: 0.00395408 Generator_loss: 2.1298 
[INFO] 2021-01-15 14:33:52 > Step:   17000 Progress: 17.0% Elapsed: 2:33:42 temperature: no ada_p: No Discriminator_loss: 0.0102922 Generator_loss: 2.78816 
[INFO] 2021-01-15 14:34:40 > Step:   17100 Progress: 17.1% Elapsed: 2:34:31 temperature: no ada_p: No Discriminator_loss: 0.002394 Generator_loss: 2.10011 
[INFO] 2021-01-15 14:35:30 > Step:   17200 Progress: 17.2% Elapsed: 2:35:20 temperature: no ada_p: No Discriminator_loss: 0.81998 Generator_loss: 1.79572 
[INFO] 2021-01-15 14:36:18 > Step:   17300 Progress: 17.3% Elapsed: 2:36:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.41029 
[INFO] 2021-01-15 14:37:07 > Step:   17400 Progress: 17.4% Elapsed: 2:36:58 temperature: no ada_p: No Discriminator_loss: 0.00461733 Generator_loss: 2.18984 
[INFO] 2021-01-15 14:37:56 > Step:   17500 Progress: 17.5% Elapsed: 2:37:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.38592 
[INFO] 2021-01-15 14:38:45 > Step:   17600 Progress: 17.6% Elapsed: 2:38:36 temperature: no ada_p: No Discriminator_loss: 0.0156375 Generator_loss: 1.77204 
[INFO] 2021-01-15 14:39:34 > Step:   17700 Progress: 17.7% Elapsed: 2:39:24 temperature: no ada_p: No Discriminator_loss: 0.212791 Generator_loss: 1.74827 
[INFO] 2021-01-15 14:40:23 > Step:   17800 Progress: 17.8% Elapsed: 2:40:13 temperature: no ada_p: No Discriminator_loss: 0.233961 Generator_loss: 2.9725 
[INFO] 2021-01-15 14:41:12 > Step:   17900 Progress: 17.9% Elapsed: 2:41:02 temperature: no ada_p: No Discriminator_loss: 0.0850282 Generator_loss: 1.17736 
[INFO] 2021-01-15 14:42:01 > Step:   18000 Progress: 18.0% Elapsed: 2:41:52 temperature: no ada_p: No Discriminator_loss: 0.0357995 Generator_loss: 1.82372 
[INFO] 2021-01-15 14:42:01 > Start Evaluation (18000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 14:42:01 > Calculating FID Score....
[INFO] 2021-01-15 14:42:22 > Calculating Inception Score....
[INFO] 2021-01-15 14:42:35 > Calculate F_beta Score....
[INFO] 2021-01-15 14:43:36 > Calculate Accuracies....
[INFO] 2021-01-15 14:43:41 > Calculate Accuracies....
[INFO] 2021-01-15 14:43:54 > F_8 score (Step: 18000, Using valid images): 0.16386190337743492
[INFO] 2021-01-15 14:43:54 > F_1/8 score (Step: 18000, Using valid images): 0.24417091936393362
[INFO] 2021-01-15 14:43:54 > FID score (Step: 18000, Using valid moments): 154.75169669314386
[INFO] 2021-01-15 14:43:54 > Inception score (Step: 18000, 10000 generated images): 4.256519794464111
[INFO] 2021-01-15 14:43:54 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 14:43:55 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 14:44:43 > Step:   18100 Progress: 18.1% Elapsed: 2:44:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.19272 
[INFO] 2021-01-15 14:45:32 > Step:   18200 Progress: 18.2% Elapsed: 2:45:22 temperature: no ada_p: No Discriminator_loss: 0.00158469 Generator_loss: 1.8871 
[INFO] 2021-01-15 14:46:21 > Step:   18300 Progress: 18.3% Elapsed: 2:46:11 temperature: no ada_p: No Discriminator_loss: 0.0106579 Generator_loss: 1.57676 
[INFO] 2021-01-15 14:47:10 > Step:   18400 Progress: 18.4% Elapsed: 2:47:01 temperature: no ada_p: No Discriminator_loss: 0.00104317 Generator_loss: 1.80591 
[INFO] 2021-01-15 14:47:59 > Step:   18500 Progress: 18.5% Elapsed: 2:47:49 temperature: no ada_p: No Discriminator_loss: 0.0491677 Generator_loss: 2.22844 
[INFO] 2021-01-15 14:48:48 > Step:   18600 Progress: 18.6% Elapsed: 2:48:38 temperature: no ada_p: No Discriminator_loss: 0.0258917 Generator_loss: 1.80099 
[INFO] 2021-01-15 14:49:37 > Step:   18700 Progress: 18.7% Elapsed: 2:49:27 temperature: no ada_p: No Discriminator_loss: 0.0369926 Generator_loss: 1.90935 
[INFO] 2021-01-15 14:50:26 > Step:   18800 Progress: 18.8% Elapsed: 2:50:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.8463 
[INFO] 2021-01-15 14:51:15 > Step:   18900 Progress: 18.9% Elapsed: 2:51:05 temperature: no ada_p: No Discriminator_loss: 0.00225812 Generator_loss: 1.67354 
[INFO] 2021-01-15 14:52:03 > Step:   19000 Progress: 19.0% Elapsed: 2:51:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.4285 
[INFO] 2021-01-15 14:52:52 > Step:   19100 Progress: 19.1% Elapsed: 2:52:43 temperature: no ada_p: No Discriminator_loss: 4.00797 Generator_loss: 2.89914 
[INFO] 2021-01-15 14:53:42 > Step:   19200 Progress: 19.2% Elapsed: 2:53:32 temperature: no ada_p: No Discriminator_loss: 0.00638445 Generator_loss: 1.7874 
[INFO] 2021-01-15 14:54:30 > Step:   19300 Progress: 19.3% Elapsed: 2:54:21 temperature: no ada_p: No Discriminator_loss: 2.20357 Generator_loss: 1.07236 
[INFO] 2021-01-15 14:55:19 > Step:   19400 Progress: 19.4% Elapsed: 2:55:09 temperature: no ada_p: No Discriminator_loss: 0.008186 Generator_loss: 1.78134 
[INFO] 2021-01-15 14:56:08 > Step:   19500 Progress: 19.5% Elapsed: 2:55:58 temperature: no ada_p: No Discriminator_loss: 0.0039781 Generator_loss: 2.45872 
[INFO] 2021-01-15 14:56:57 > Step:   19600 Progress: 19.6% Elapsed: 2:56:48 temperature: no ada_p: No Discriminator_loss: 0.00983332 Generator_loss: 2.31161 
[INFO] 2021-01-15 14:57:46 > Step:   19700 Progress: 19.7% Elapsed: 2:57:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.18466 
[INFO] 2021-01-15 14:58:35 > Step:   19800 Progress: 19.8% Elapsed: 2:58:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.90378 
[INFO] 2021-01-15 14:59:24 > Step:   19900 Progress: 19.9% Elapsed: 2:59:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.20707 
[INFO] 2021-01-15 15:00:13 > Step:   20000 Progress: 20.0% Elapsed: 3:00:03 temperature: no ada_p: No Discriminator_loss: 0.00656878 Generator_loss: 2.18616 
[INFO] 2021-01-15 15:00:13 > Start Evaluation (20000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 15:00:13 > Calculating FID Score....
[INFO] 2021-01-15 15:00:34 > Calculating Inception Score....
[INFO] 2021-01-15 15:00:47 > Calculate F_beta Score....
[INFO] 2021-01-15 15:01:47 > Calculate Accuracies....
[INFO] 2021-01-15 15:01:52 > Calculate Accuracies....
[INFO] 2021-01-15 15:02:05 > F_8 score (Step: 20000, Using valid images): 0.12586630473089647
[INFO] 2021-01-15 15:02:05 > F_1/8 score (Step: 20000, Using valid images): 0.16090214506407147
[INFO] 2021-01-15 15:02:05 > FID score (Step: 20000, Using valid moments): 172.62124029563103
[INFO] 2021-01-15 15:02:05 > Inception score (Step: 20000, 10000 generated images): 3.5486459732055664
[INFO] 2021-01-15 15:02:05 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 15:02:06 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 15:02:55 > Step:   20100 Progress: 20.1% Elapsed: 3:02:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.69149 
[INFO] 2021-01-15 15:03:43 > Step:   20200 Progress: 20.2% Elapsed: 3:03:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.79929 
[INFO] 2021-01-15 15:04:32 > Step:   20300 Progress: 20.3% Elapsed: 3:04:23 temperature: no ada_p: No Discriminator_loss: 0.0637762 Generator_loss: 2.3983 
[INFO] 2021-01-15 15:05:21 > Step:   20400 Progress: 20.4% Elapsed: 3:05:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.36188 
[INFO] 2021-01-15 15:06:10 > Step:   20500 Progress: 20.5% Elapsed: 3:06:00 temperature: no ada_p: No Discriminator_loss: 0.00909586 Generator_loss: 2.07171 
[INFO] 2021-01-15 15:06:59 > Step:   20600 Progress: 20.6% Elapsed: 3:06:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.92359 
[INFO] 2021-01-15 15:07:48 > Step:   20700 Progress: 20.7% Elapsed: 3:07:38 temperature: no ada_p: No Discriminator_loss: 0.0107459 Generator_loss: 1.8502 
[INFO] 2021-01-15 15:08:37 > Step:   20800 Progress: 20.8% Elapsed: 3:08:27 temperature: no ada_p: No Discriminator_loss: 0.0474294 Generator_loss: 2.27486 
[INFO] 2021-01-15 15:09:26 > Step:   20900 Progress: 20.9% Elapsed: 3:09:16 temperature: no ada_p: No Discriminator_loss: 0.0145845 Generator_loss: 1.57929 
[INFO] 2021-01-15 15:10:15 > Step:   21000 Progress: 21.0% Elapsed: 3:10:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.08295 
[INFO] 2021-01-15 15:11:04 > Step:   21100 Progress: 21.1% Elapsed: 3:10:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.92011 
[INFO] 2021-01-15 15:11:53 > Step:   21200 Progress: 21.2% Elapsed: 3:11:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.78742 
[INFO] 2021-01-15 15:12:42 > Step:   21300 Progress: 21.3% Elapsed: 3:12:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.31323 
[INFO] 2021-01-15 15:13:30 > Step:   21400 Progress: 21.4% Elapsed: 3:13:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.38303 
[INFO] 2021-01-15 15:14:19 > Step:   21500 Progress: 21.5% Elapsed: 3:14:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.97193 
[INFO] 2021-01-15 15:15:08 > Step:   21600 Progress: 21.6% Elapsed: 3:14:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.4579 
[INFO] 2021-01-15 15:15:57 > Step:   21700 Progress: 21.7% Elapsed: 3:15:47 temperature: no ada_p: No Discriminator_loss: 0.00315591 Generator_loss: 1.81424 
[INFO] 2021-01-15 15:16:46 > Step:   21800 Progress: 21.8% Elapsed: 3:16:36 temperature: no ada_p: No Discriminator_loss: 0.0163666 Generator_loss: 2.21355 
[INFO] 2021-01-15 15:17:35 > Step:   21900 Progress: 21.9% Elapsed: 3:17:25 temperature: no ada_p: No Discriminator_loss: 0.0165486 Generator_loss: 1.90793 
[INFO] 2021-01-15 15:18:24 > Step:   22000 Progress: 22.0% Elapsed: 3:18:14 temperature: no ada_p: No Discriminator_loss: 2.31904 Generator_loss: 1.06637 
[INFO] 2021-01-15 15:18:24 > Start Evaluation (22000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 15:18:24 > Calculating FID Score....
[INFO] 2021-01-15 15:18:45 > Calculating Inception Score....
[INFO] 2021-01-15 15:18:58 > Calculate F_beta Score....
[INFO] 2021-01-15 15:19:57 > Calculate Accuracies....
[INFO] 2021-01-15 15:20:02 > Calculate Accuracies....
[INFO] 2021-01-15 15:20:14 > F_8 score (Step: 22000, Using valid images): 0.2639821039394984
[INFO] 2021-01-15 15:20:14 > F_1/8 score (Step: 22000, Using valid images): 0.16549087992380418
[INFO] 2021-01-15 15:20:14 > FID score (Step: 22000, Using valid moments): 172.00187446946785
[INFO] 2021-01-15 15:20:14 > Inception score (Step: 22000, 10000 generated images): 4.1281538009643555
[INFO] 2021-01-15 15:20:14 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 15:20:15 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 15:21:04 > Step:   22100 Progress: 22.1% Elapsed: 3:20:54 temperature: no ada_p: No Discriminator_loss: 1.12305 Generator_loss: 1.15868 
[INFO] 2021-01-15 15:21:53 > Step:   22200 Progress: 22.2% Elapsed: 3:21:43 temperature: no ada_p: No Discriminator_loss: 0.0140859 Generator_loss: 2.02849 
[INFO] 2021-01-15 15:22:42 > Step:   22300 Progress: 22.3% Elapsed: 3:22:32 temperature: no ada_p: No Discriminator_loss: 0.183977 Generator_loss: 2.25488 
[INFO] 2021-01-15 15:23:31 > Step:   22400 Progress: 22.4% Elapsed: 3:23:21 temperature: no ada_p: No Discriminator_loss: 0.00196034 Generator_loss: 2.10545 
[INFO] 2021-01-15 15:24:20 > Step:   22500 Progress: 22.5% Elapsed: 3:24:10 temperature: no ada_p: No Discriminator_loss: 0.00291497 Generator_loss: 1.70878 
[INFO] 2021-01-15 15:25:08 > Step:   22600 Progress: 22.6% Elapsed: 3:24:59 temperature: no ada_p: No Discriminator_loss: 0.00143736 Generator_loss: 2.28887 
[INFO] 2021-01-15 15:25:58 > Step:   22700 Progress: 22.7% Elapsed: 3:25:48 temperature: no ada_p: No Discriminator_loss: 0.0206483 Generator_loss: 1.96742 
[INFO] 2021-01-15 15:26:46 > Step:   22800 Progress: 22.8% Elapsed: 3:26:37 temperature: no ada_p: No Discriminator_loss: 0.00499814 Generator_loss: 1.84814 
[INFO] 2021-01-15 15:27:35 > Step:   22900 Progress: 22.9% Elapsed: 3:27:25 temperature: no ada_p: No Discriminator_loss: 0.0401479 Generator_loss: 1.81748 
[INFO] 2021-01-15 15:28:24 > Step:   23000 Progress: 23.0% Elapsed: 3:28:14 temperature: no ada_p: No Discriminator_loss: 1.13222 Generator_loss: 0.338139 
[INFO] 2021-01-15 15:29:13 > Step:   23100 Progress: 23.1% Elapsed: 3:29:04 temperature: no ada_p: No Discriminator_loss: 0.736942 Generator_loss: 3.29072 
[INFO] 2021-01-15 15:30:02 > Step:   23200 Progress: 23.2% Elapsed: 3:29:52 temperature: no ada_p: No Discriminator_loss: 0.00075315 Generator_loss: 2.06767 
[INFO] 2021-01-15 15:30:51 > Step:   23300 Progress: 23.3% Elapsed: 3:30:41 temperature: no ada_p: No Discriminator_loss: 0.00290029 Generator_loss: 1.94323 
[INFO] 2021-01-15 15:31:40 > Step:   23400 Progress: 23.4% Elapsed: 3:31:30 temperature: no ada_p: No Discriminator_loss: 0.0230893 Generator_loss: 2.41522 
[INFO] 2021-01-15 15:32:29 > Step:   23500 Progress: 23.5% Elapsed: 3:32:19 temperature: no ada_p: No Discriminator_loss: 1.15107 Generator_loss: 1.00962 
[INFO] 2021-01-15 15:33:18 > Step:   23600 Progress: 23.6% Elapsed: 3:33:08 temperature: no ada_p: No Discriminator_loss: 0.022256 Generator_loss: 1.67435 
[INFO] 2021-01-15 15:34:07 > Step:   23700 Progress: 23.7% Elapsed: 3:33:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.52655 
[INFO] 2021-01-15 15:34:56 > Step:   23800 Progress: 23.8% Elapsed: 3:34:46 temperature: no ada_p: No Discriminator_loss: 0.0248571 Generator_loss: 1.89341 
[INFO] 2021-01-15 15:35:45 > Step:   23900 Progress: 23.9% Elapsed: 3:35:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.58311 
[INFO] 2021-01-15 15:36:33 > Step:   24000 Progress: 24.0% Elapsed: 3:36:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.19871 
[INFO] 2021-01-15 15:36:33 > Start Evaluation (24000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 15:36:33 > Calculating FID Score....
[INFO] 2021-01-15 15:36:55 > Calculating Inception Score....
[INFO] 2021-01-15 15:37:07 > Calculate F_beta Score....
[INFO] 2021-01-15 15:38:07 > Calculate Accuracies....
[INFO] 2021-01-15 15:38:12 > Calculate Accuracies....
[INFO] 2021-01-15 15:38:26 > F_8 score (Step: 24000, Using valid images): 0.16588462692625516
[INFO] 2021-01-15 15:38:26 > F_1/8 score (Step: 24000, Using valid images): 0.22384282549085469
[INFO] 2021-01-15 15:38:26 > FID score (Step: 24000, Using valid moments): 161.55156180402332
[INFO] 2021-01-15 15:38:26 > Inception score (Step: 24000, 10000 generated images): 3.8344128131866455
[INFO] 2021-01-15 15:38:26 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 15:38:27 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 15:39:15 > Step:   24100 Progress: 24.1% Elapsed: 3:39:06 temperature: no ada_p: No Discriminator_loss: 0.00615433 Generator_loss: 1.89254 
[INFO] 2021-01-15 15:40:05 > Step:   24200 Progress: 24.2% Elapsed: 3:39:55 temperature: no ada_p: No Discriminator_loss: 0.105582 Generator_loss: 2.57522 
[INFO] 2021-01-15 15:40:53 > Step:   24300 Progress: 24.3% Elapsed: 3:40:44 temperature: no ada_p: No Discriminator_loss: 0.155734 Generator_loss: 2.66102 
[INFO] 2021-01-15 15:41:42 > Step:   24400 Progress: 24.4% Elapsed: 3:41:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.78062 
[INFO] 2021-01-15 15:42:31 > Step:   24500 Progress: 24.5% Elapsed: 3:42:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.23471 
[INFO] 2021-01-15 15:43:20 > Step:   24600 Progress: 24.6% Elapsed: 3:43:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.58767 
[INFO] 2021-01-15 15:44:09 > Step:   24700 Progress: 24.7% Elapsed: 3:43:59 temperature: no ada_p: No Discriminator_loss: 0.206002 Generator_loss: 3.59841 
[INFO] 2021-01-15 15:44:58 > Step:   24800 Progress: 24.8% Elapsed: 3:44:48 temperature: no ada_p: No Discriminator_loss: 0.0125265 Generator_loss: 1.97424 
[INFO] 2021-01-15 15:45:47 > Step:   24900 Progress: 24.9% Elapsed: 3:45:37 temperature: no ada_p: No Discriminator_loss: 0.00921817 Generator_loss: 1.66916 
[INFO] 2021-01-15 15:46:36 > Step:   25000 Progress: 25.0% Elapsed: 3:46:26 temperature: no ada_p: No Discriminator_loss: 0.623339 Generator_loss: 3.72538 
[INFO] 2021-01-15 15:47:25 > Step:   25100 Progress: 25.1% Elapsed: 3:47:15 temperature: no ada_p: No Discriminator_loss: 0.308539 Generator_loss: -0.294413 
[INFO] 2021-01-15 15:48:13 > Step:   25200 Progress: 25.2% Elapsed: 3:48:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.09045 
[INFO] 2021-01-15 15:49:02 > Step:   25300 Progress: 25.3% Elapsed: 3:48:52 temperature: no ada_p: No Discriminator_loss: 0.0168164 Generator_loss: 1.92383 
[INFO] 2021-01-15 15:49:51 > Step:   25400 Progress: 25.4% Elapsed: 3:49:42 temperature: no ada_p: No Discriminator_loss: 0.0306935 Generator_loss: 1.88517 
[INFO] 2021-01-15 15:50:40 > Step:   25500 Progress: 25.5% Elapsed: 3:50:30 temperature: no ada_p: No Discriminator_loss: 2.9027 Generator_loss: 2.94945 
[INFO] 2021-01-15 15:51:29 > Step:   25600 Progress: 25.6% Elapsed: 3:51:19 temperature: no ada_p: No Discriminator_loss: 0.00413007 Generator_loss: 2.19766 
[INFO] 2021-01-15 15:52:18 > Step:   25700 Progress: 25.7% Elapsed: 3:52:08 temperature: no ada_p: No Discriminator_loss: 0.0304592 Generator_loss: 2.63688 
[INFO] 2021-01-15 15:53:07 > Step:   25800 Progress: 25.8% Elapsed: 3:52:57 temperature: no ada_p: No Discriminator_loss: 0.0106203 Generator_loss: 1.60853 
[INFO] 2021-01-15 15:53:56 > Step:   25900 Progress: 25.9% Elapsed: 3:53:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.36258 
[INFO] 2021-01-15 15:54:45 > Step:   26000 Progress: 26.0% Elapsed: 3:54:35 temperature: no ada_p: No Discriminator_loss: 0.00662196 Generator_loss: 1.68849 
[INFO] 2021-01-15 15:54:45 > Start Evaluation (26000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 15:54:45 > Calculating FID Score....
[INFO] 2021-01-15 15:55:05 > Calculating Inception Score....
[INFO] 2021-01-15 15:55:18 > Calculate F_beta Score....
[INFO] 2021-01-15 15:56:17 > Calculate Accuracies....
[INFO] 2021-01-15 15:56:22 > Calculate Accuracies....
[INFO] 2021-01-15 15:56:35 > F_8 score (Step: 26000, Using valid images): 0.028065267864189294
[INFO] 2021-01-15 15:56:35 > F_1/8 score (Step: 26000, Using valid images): 0.15994470567892888
[INFO] 2021-01-15 15:56:35 > FID score (Step: 26000, Using valid moments): 173.22946551217478
[INFO] 2021-01-15 15:56:35 > Inception score (Step: 26000, 10000 generated images): 3.8928403854370117
[INFO] 2021-01-15 15:56:35 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 15:56:36 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 15:57:25 > Step:   26100 Progress: 26.1% Elapsed: 3:57:15 temperature: no ada_p: No Discriminator_loss: 0.0823607 Generator_loss: 1.36045 
[INFO] 2021-01-15 15:58:14 > Step:   26200 Progress: 26.2% Elapsed: 3:58:04 temperature: no ada_p: No Discriminator_loss: 0.00240534 Generator_loss: 2.00576 
[INFO] 2021-01-15 15:59:03 > Step:   26300 Progress: 26.3% Elapsed: 3:58:53 temperature: no ada_p: No Discriminator_loss: 0.00623268 Generator_loss: 2.41458 
[INFO] 2021-01-15 15:59:52 > Step:   26400 Progress: 26.4% Elapsed: 3:59:42 temperature: no ada_p: No Discriminator_loss: 0.452652 Generator_loss: -0.728033 
[INFO] 2021-01-15 16:00:40 > Step:   26500 Progress: 26.5% Elapsed: 4:00:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.37034 
[INFO] 2021-01-15 16:01:30 > Step:   26600 Progress: 26.6% Elapsed: 4:01:20 temperature: no ada_p: No Discriminator_loss: 0.00283034 Generator_loss: 2.3915 
[INFO] 2021-01-15 16:02:18 > Step:   26700 Progress: 26.7% Elapsed: 4:02:09 temperature: no ada_p: No Discriminator_loss: 0.0128303 Generator_loss: 1.9662 
[INFO] 2021-01-15 16:03:07 > Step:   26800 Progress: 26.8% Elapsed: 4:02:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.26564 
[INFO] 2021-01-15 16:03:56 > Step:   26900 Progress: 26.9% Elapsed: 4:03:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.0508 
[INFO] 2021-01-15 16:04:46 > Step:   27000 Progress: 27.0% Elapsed: 4:04:36 temperature: no ada_p: No Discriminator_loss: 0.0444965 Generator_loss: 2.31593 
[INFO] 2021-01-15 16:05:35 > Step:   27100 Progress: 27.1% Elapsed: 4:05:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.31126 
[INFO] 2021-01-15 16:06:24 > Step:   27200 Progress: 27.2% Elapsed: 4:06:14 temperature: no ada_p: No Discriminator_loss: 0.0213221 Generator_loss: 2.10014 
[INFO] 2021-01-15 16:07:12 > Step:   27300 Progress: 27.3% Elapsed: 4:07:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.9885 
[INFO] 2021-01-15 16:08:02 > Step:   27400 Progress: 27.4% Elapsed: 4:07:52 temperature: no ada_p: No Discriminator_loss: 0.00118982 Generator_loss: 2.5773 
[INFO] 2021-01-15 16:08:51 > Step:   27500 Progress: 27.5% Elapsed: 4:08:41 temperature: no ada_p: No Discriminator_loss: 0.00767295 Generator_loss: 1.68413 
[INFO] 2021-01-15 16:09:40 > Step:   27600 Progress: 27.6% Elapsed: 4:09:30 temperature: no ada_p: No Discriminator_loss: 0.0321035 Generator_loss: 2.48438 
[INFO] 2021-01-15 16:10:29 > Step:   27700 Progress: 27.7% Elapsed: 4:10:19 temperature: no ada_p: No Discriminator_loss: 2.1274 Generator_loss: 1.68482 
[INFO] 2021-01-15 16:11:18 > Step:   27800 Progress: 27.8% Elapsed: 4:11:08 temperature: no ada_p: No Discriminator_loss: 0.00187765 Generator_loss: 2.28877 
[INFO] 2021-01-15 16:12:07 > Step:   27900 Progress: 27.9% Elapsed: 4:11:57 temperature: no ada_p: No Discriminator_loss: 0.927104 Generator_loss: 1.9417 
[INFO] 2021-01-15 16:12:56 > Step:   28000 Progress: 28.0% Elapsed: 4:12:46 temperature: no ada_p: No Discriminator_loss: 0.0536415 Generator_loss: 2.32084 
[INFO] 2021-01-15 16:12:56 > Start Evaluation (28000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 16:12:56 > Calculating FID Score....
[INFO] 2021-01-15 16:13:17 > Calculating Inception Score....
[INFO] 2021-01-15 16:13:30 > Calculate F_beta Score....
[INFO] 2021-01-15 16:14:29 > Calculate Accuracies....
[INFO] 2021-01-15 16:14:34 > Calculate Accuracies....
[INFO] 2021-01-15 16:14:47 > F_8 score (Step: 28000, Using valid images): 0.2733731681929485
[INFO] 2021-01-15 16:14:47 > F_1/8 score (Step: 28000, Using valid images): 0.17421623447109813
[INFO] 2021-01-15 16:14:47 > FID score (Step: 28000, Using valid moments): 159.9773298301639
[INFO] 2021-01-15 16:14:47 > Inception score (Step: 28000, 10000 generated images): 4.093897342681885
[INFO] 2021-01-15 16:14:47 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 16:14:49 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 16:15:38 > Step:   28100 Progress: 28.1% Elapsed: 4:15:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.2943 
[INFO] 2021-01-15 16:16:26 > Step:   28200 Progress: 28.2% Elapsed: 4:16:17 temperature: no ada_p: No Discriminator_loss: 0.0328199 Generator_loss: 2.27703 
[INFO] 2021-01-15 16:17:15 > Step:   28300 Progress: 28.3% Elapsed: 4:17:05 temperature: no ada_p: No Discriminator_loss: 0.00599261 Generator_loss: 1.73722 
[INFO] 2021-01-15 16:18:04 > Step:   28400 Progress: 28.4% Elapsed: 4:17:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.84818 
[INFO] 2021-01-15 16:18:53 > Step:   28500 Progress: 28.5% Elapsed: 4:18:43 temperature: no ada_p: No Discriminator_loss: 0.00346506 Generator_loss: 1.46659 
[INFO] 2021-01-15 16:19:42 > Step:   28600 Progress: 28.6% Elapsed: 4:19:32 temperature: no ada_p: No Discriminator_loss: 0.0116447 Generator_loss: 2.24868 
[INFO] 2021-01-15 16:20:31 > Step:   28700 Progress: 28.7% Elapsed: 4:20:21 temperature: no ada_p: No Discriminator_loss: 0.00207853 Generator_loss: 1.9543 
[INFO] 2021-01-15 16:21:19 > Step:   28800 Progress: 28.8% Elapsed: 4:21:10 temperature: no ada_p: No Discriminator_loss: 0.292278 Generator_loss: 3.54475 
[INFO] 2021-01-15 16:22:09 > Step:   28900 Progress: 28.9% Elapsed: 4:21:59 temperature: no ada_p: No Discriminator_loss: 0.00369017 Generator_loss: 1.86122 
[INFO] 2021-01-15 16:22:58 > Step:   29000 Progress: 29.0% Elapsed: 4:22:48 temperature: no ada_p: No Discriminator_loss: 0.0630843 Generator_loss: 1.77946 
[INFO] 2021-01-15 16:23:46 > Step:   29100 Progress: 29.1% Elapsed: 4:23:37 temperature: no ada_p: No Discriminator_loss: 0.0560461 Generator_loss: 2.23754 
[INFO] 2021-01-15 16:24:35 > Step:   29200 Progress: 29.2% Elapsed: 4:24:25 temperature: no ada_p: No Discriminator_loss: 3.0203 Generator_loss: 2.95922 
[INFO] 2021-01-15 16:25:24 > Step:   29300 Progress: 29.3% Elapsed: 4:25:14 temperature: no ada_p: No Discriminator_loss: 0.0136818 Generator_loss: 2.00692 
[INFO] 2021-01-15 16:26:13 > Step:   29400 Progress: 29.4% Elapsed: 4:26:03 temperature: no ada_p: No Discriminator_loss: 0.00261704 Generator_loss: 1.78314 
[INFO] 2021-01-15 16:27:02 > Step:   29500 Progress: 29.5% Elapsed: 4:26:52 temperature: no ada_p: No Discriminator_loss: 2.97948 Generator_loss: 2.44958 
[INFO] 2021-01-15 16:27:50 > Step:   29600 Progress: 29.6% Elapsed: 4:27:41 temperature: no ada_p: No Discriminator_loss: 0.00255382 Generator_loss: 1.71884 
[INFO] 2021-01-15 16:28:40 > Step:   29700 Progress: 29.7% Elapsed: 4:28:30 temperature: no ada_p: No Discriminator_loss: 0.0349796 Generator_loss: 2.07382 
[INFO] 2021-01-15 16:29:28 > Step:   29800 Progress: 29.8% Elapsed: 4:29:19 temperature: no ada_p: No Discriminator_loss: 0.00359641 Generator_loss: 2.42608 
[INFO] 2021-01-15 16:30:17 > Step:   29900 Progress: 29.9% Elapsed: 4:30:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.15559 
[INFO] 2021-01-15 16:31:06 > Step:   30000 Progress: 30.0% Elapsed: 4:30:56 temperature: no ada_p: No Discriminator_loss: 0.349588 Generator_loss: 3.10386 
[INFO] 2021-01-15 16:31:06 > Start Evaluation (30000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 16:31:06 > Calculating FID Score....
[INFO] 2021-01-15 16:31:27 > Calculating Inception Score....
[INFO] 2021-01-15 16:31:40 > Calculate F_beta Score....
[INFO] 2021-01-15 16:32:39 > Calculate Accuracies....
[INFO] 2021-01-15 16:32:45 > Calculate Accuracies....
[INFO] 2021-01-15 16:32:58 > F_8 score (Step: 30000, Using valid images): 0.09450915033984443
[INFO] 2021-01-15 16:32:58 > F_1/8 score (Step: 30000, Using valid images): 0.10086577328530003
[INFO] 2021-01-15 16:32:58 > FID score (Step: 30000, Using valid moments): 210.6631994856499
[INFO] 2021-01-15 16:32:58 > Inception score (Step: 30000, 10000 generated images): 3.219435453414917
[INFO] 2021-01-15 16:32:58 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 16:32:59 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 16:33:48 > Step:   30100 Progress: 30.1% Elapsed: 4:33:38 temperature: no ada_p: No Discriminator_loss: 0.658809 Generator_loss: 1.28067 
[INFO] 2021-01-15 16:34:37 > Step:   30200 Progress: 30.2% Elapsed: 4:34:27 temperature: no ada_p: No Discriminator_loss: 0.00276619 Generator_loss: 1.91676 
[INFO] 2021-01-15 16:35:26 > Step:   30300 Progress: 30.3% Elapsed: 4:35:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.04753 
[INFO] 2021-01-15 16:36:14 > Step:   30400 Progress: 30.4% Elapsed: 4:36:05 temperature: no ada_p: No Discriminator_loss: 0.00705855 Generator_loss: 1.90771 
[INFO] 2021-01-15 16:37:03 > Step:   30500 Progress: 30.5% Elapsed: 4:36:54 temperature: no ada_p: No Discriminator_loss: 0.000109546 Generator_loss: 2.25923 
[INFO] 2021-01-15 16:37:52 > Step:   30600 Progress: 30.6% Elapsed: 4:37:43 temperature: no ada_p: No Discriminator_loss: 0.806554 Generator_loss: 3.25564 
[INFO] 2021-01-15 16:38:41 > Step:   30700 Progress: 30.7% Elapsed: 4:38:31 temperature: no ada_p: No Discriminator_loss: 0.0170731 Generator_loss: 2.56473 
[INFO] 2021-01-15 16:39:30 > Step:   30800 Progress: 30.8% Elapsed: 4:39:20 temperature: no ada_p: No Discriminator_loss: 0.0292786 Generator_loss: 2.47071 
[INFO] 2021-01-15 16:40:19 > Step:   30900 Progress: 30.9% Elapsed: 4:40:10 temperature: no ada_p: No Discriminator_loss: 0.00110879 Generator_loss: 1.94663 
[INFO] 2021-01-15 16:41:08 > Step:   31000 Progress: 31.0% Elapsed: 4:40:58 temperature: no ada_p: No Discriminator_loss: 1.10066 Generator_loss: 1.59514 
[INFO] 2021-01-15 16:41:57 > Step:   31100 Progress: 31.1% Elapsed: 4:41:47 temperature: no ada_p: No Discriminator_loss: 0.00306632 Generator_loss: 2.09062 
[INFO] 2021-01-15 16:42:45 > Step:   31200 Progress: 31.2% Elapsed: 4:42:36 temperature: no ada_p: No Discriminator_loss: 0.00235884 Generator_loss: 2.2193 
[INFO] 2021-01-15 16:43:35 > Step:   31300 Progress: 31.3% Elapsed: 4:43:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.34109 
[INFO] 2021-01-15 16:44:24 > Step:   31400 Progress: 31.4% Elapsed: 4:44:14 temperature: no ada_p: No Discriminator_loss: 0.0273735 Generator_loss: 2.52932 
[INFO] 2021-01-15 16:45:12 > Step:   31500 Progress: 31.5% Elapsed: 4:45:03 temperature: no ada_p: No Discriminator_loss: 0.0199488 Generator_loss: 1.92572 
[INFO] 2021-01-15 16:46:02 > Step:   31600 Progress: 31.6% Elapsed: 4:45:52 temperature: no ada_p: No Discriminator_loss: 0.00171908 Generator_loss: 2.06103 
[INFO] 2021-01-15 16:46:50 > Step:   31700 Progress: 31.7% Elapsed: 4:46:41 temperature: no ada_p: No Discriminator_loss: 0.0652176 Generator_loss: 2.53774 
[INFO] 2021-01-15 16:47:39 > Step:   31800 Progress: 31.8% Elapsed: 4:47:30 temperature: no ada_p: No Discriminator_loss: 0.0162012 Generator_loss: 2.58761 
[INFO] 2021-01-15 16:48:28 > Step:   31900 Progress: 31.9% Elapsed: 4:48:18 temperature: no ada_p: No Discriminator_loss: 0.00663735 Generator_loss: 2.77471 
[INFO] 2021-01-15 16:49:17 > Step:   32000 Progress: 32.0% Elapsed: 4:49:08 temperature: no ada_p: No Discriminator_loss: 7.50134e-06 Generator_loss: 2.33316 
[INFO] 2021-01-15 16:49:17 > Start Evaluation (32000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 16:49:17 > Calculating FID Score....
[INFO] 2021-01-15 16:49:38 > Calculating Inception Score....
[INFO] 2021-01-15 16:49:51 > Calculate F_beta Score....
[INFO] 2021-01-15 16:50:49 > Calculate Accuracies....
[INFO] 2021-01-15 16:50:54 > Calculate Accuracies....
[INFO] 2021-01-15 16:51:06 > F_8 score (Step: 32000, Using valid images): 0.16185592708811702
[INFO] 2021-01-15 16:51:06 > F_1/8 score (Step: 32000, Using valid images): 0.11746784575164043
[INFO] 2021-01-15 16:51:06 > FID score (Step: 32000, Using valid moments): 194.01159865713169
[INFO] 2021-01-15 16:51:06 > Inception score (Step: 32000, 10000 generated images): 3.7379543781280518
[INFO] 2021-01-15 16:51:06 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 16:51:07 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 16:51:56 > Step:   32100 Progress: 32.1% Elapsed: 4:51:46 temperature: no ada_p: No Discriminator_loss: 0.0753914 Generator_loss: 2.25022 
[INFO] 2021-01-15 16:52:45 > Step:   32200 Progress: 32.2% Elapsed: 4:52:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.57698 
[INFO] 2021-01-15 16:53:33 > Step:   32300 Progress: 32.3% Elapsed: 4:53:24 temperature: no ada_p: No Discriminator_loss: 0.238552 Generator_loss: 3.68232 
[INFO] 2021-01-15 16:54:23 > Step:   32400 Progress: 32.4% Elapsed: 4:54:13 temperature: no ada_p: No Discriminator_loss: 0.0734678 Generator_loss: 2.3915 
[INFO] 2021-01-15 16:55:11 > Step:   32500 Progress: 32.5% Elapsed: 4:55:02 temperature: no ada_p: No Discriminator_loss: 0.00974108 Generator_loss: 2.51524 
[INFO] 2021-01-15 16:56:00 > Step:   32600 Progress: 32.6% Elapsed: 4:55:50 temperature: no ada_p: No Discriminator_loss: 0.000656848 Generator_loss: 1.91633 
[INFO] 2021-01-15 16:56:49 > Step:   32700 Progress: 32.7% Elapsed: 4:56:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.17577 
[INFO] 2021-01-15 16:57:38 > Step:   32800 Progress: 32.8% Elapsed: 4:57:29 temperature: no ada_p: No Discriminator_loss: 0.0493371 Generator_loss: 3.02514 
[INFO] 2021-01-15 16:58:27 > Step:   32900 Progress: 32.9% Elapsed: 4:58:17 temperature: no ada_p: No Discriminator_loss: 0.0513599 Generator_loss: 2.69386 
[INFO] 2021-01-15 16:59:16 > Step:   33000 Progress: 33.0% Elapsed: 4:59:06 temperature: no ada_p: No Discriminator_loss: 0.000487565 Generator_loss: 2.39103 
[INFO] 2021-01-15 17:00:04 > Step:   33100 Progress: 33.1% Elapsed: 4:59:55 temperature: no ada_p: No Discriminator_loss: 0.109932 Generator_loss: 3.82482 
[INFO] 2021-01-15 17:00:54 > Step:   33200 Progress: 33.2% Elapsed: 5:00:44 temperature: no ada_p: No Discriminator_loss: 0.022914 Generator_loss: 1.82455 
[INFO] 2021-01-15 17:01:42 > Step:   33300 Progress: 33.3% Elapsed: 5:01:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.87076 
[INFO] 2021-01-15 17:02:31 > Step:   33400 Progress: 33.4% Elapsed: 5:02:21 temperature: no ada_p: No Discriminator_loss: 0.0129991 Generator_loss: 1.85811 
[INFO] 2021-01-15 17:03:20 > Step:   33500 Progress: 33.5% Elapsed: 5:03:10 temperature: no ada_p: No Discriminator_loss: 0.0243088 Generator_loss: 2.41569 
[INFO] 2021-01-15 17:04:09 > Step:   33600 Progress: 33.6% Elapsed: 5:04:00 temperature: no ada_p: No Discriminator_loss: 0.000370776 Generator_loss: 1.7771 
[INFO] 2021-01-15 17:04:58 > Step:   33700 Progress: 33.7% Elapsed: 5:04:48 temperature: no ada_p: No Discriminator_loss: 0.00155968 Generator_loss: 2.05036 
[INFO] 2021-01-15 17:05:47 > Step:   33800 Progress: 33.8% Elapsed: 5:05:37 temperature: no ada_p: No Discriminator_loss: 0.00534367 Generator_loss: 2.0442 
[INFO] 2021-01-15 17:06:36 > Step:   33900 Progress: 33.9% Elapsed: 5:06:26 temperature: no ada_p: No Discriminator_loss: 0.0161347 Generator_loss: 2.25567 
[INFO] 2021-01-15 17:07:25 > Step:   34000 Progress: 34.0% Elapsed: 5:07:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.82796 
[INFO] 2021-01-15 17:07:25 > Start Evaluation (34000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 17:07:25 > Calculating FID Score....
[INFO] 2021-01-15 17:07:46 > Calculating Inception Score....
[INFO] 2021-01-15 17:07:59 > Calculate F_beta Score....
[INFO] 2021-01-15 17:08:57 > Calculate Accuracies....
[INFO] 2021-01-15 17:09:02 > Calculate Accuracies....
[INFO] 2021-01-15 17:09:15 > F_8 score (Step: 34000, Using valid images): 0.15915412410496596
[INFO] 2021-01-15 17:09:15 > F_1/8 score (Step: 34000, Using valid images): 0.13287684808790212
[INFO] 2021-01-15 17:09:15 > FID score (Step: 34000, Using valid moments): 179.13587393509204
[INFO] 2021-01-15 17:09:15 > Inception score (Step: 34000, 10000 generated images): 3.9261884689331055
[INFO] 2021-01-15 17:09:15 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 17:09:17 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 17:10:05 > Step:   34100 Progress: 34.1% Elapsed: 5:09:55 temperature: no ada_p: No Discriminator_loss: 0.0019787 Generator_loss: 1.89871 
[INFO] 2021-01-15 17:10:54 > Step:   34200 Progress: 34.2% Elapsed: 5:10:44 temperature: no ada_p: No Discriminator_loss: 0.00051794 Generator_loss: 1.9041 
[INFO] 2021-01-15 17:11:43 > Step:   34300 Progress: 34.3% Elapsed: 5:11:33 temperature: no ada_p: No Discriminator_loss: 0.181209 Generator_loss: 3.95305 
[INFO] 2021-01-15 17:12:32 > Step:   34400 Progress: 34.4% Elapsed: 5:12:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.08099 
[INFO] 2021-01-15 17:13:21 > Step:   34500 Progress: 34.5% Elapsed: 5:13:11 temperature: no ada_p: No Discriminator_loss: 0.000629933 Generator_loss: 1.91043 
[INFO] 2021-01-15 17:14:09 > Step:   34600 Progress: 34.6% Elapsed: 5:14:00 temperature: no ada_p: No Discriminator_loss: 0.0175253 Generator_loss: 2.5137 
[INFO] 2021-01-15 17:14:58 > Step:   34700 Progress: 34.7% Elapsed: 5:14:48 temperature: no ada_p: No Discriminator_loss: 0.0180815 Generator_loss: 2.81469 
[INFO] 2021-01-15 17:15:47 > Step:   34800 Progress: 34.8% Elapsed: 5:15:38 temperature: no ada_p: No Discriminator_loss: 1.45552 Generator_loss: 0.471029 
[INFO] 2021-01-15 17:16:36 > Step:   34900 Progress: 34.9% Elapsed: 5:16:26 temperature: no ada_p: No Discriminator_loss: 0.00769952 Generator_loss: 2.0929 
[INFO] 2021-01-15 17:17:25 > Step:   35000 Progress: 35.0% Elapsed: 5:17:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.39031 
[INFO] 2021-01-15 17:18:14 > Step:   35100 Progress: 35.1% Elapsed: 5:18:04 temperature: no ada_p: No Discriminator_loss: 0.0121983 Generator_loss: 1.5735 
[INFO] 2021-01-15 17:19:03 > Step:   35200 Progress: 35.2% Elapsed: 5:18:53 temperature: no ada_p: No Discriminator_loss: 0.00119001 Generator_loss: 1.72199 
[INFO] 2021-01-15 17:19:52 > Step:   35300 Progress: 35.3% Elapsed: 5:19:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.82964 
[INFO] 2021-01-15 17:20:41 > Step:   35400 Progress: 35.4% Elapsed: 5:20:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.59374 
[INFO] 2021-01-15 17:21:30 > Step:   35500 Progress: 35.5% Elapsed: 5:21:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.82096 
[INFO] 2021-01-15 17:22:19 > Step:   35600 Progress: 35.6% Elapsed: 5:22:09 temperature: no ada_p: No Discriminator_loss: 0.000289977 Generator_loss: 1.98703 
[INFO] 2021-01-15 17:23:07 > Step:   35700 Progress: 35.7% Elapsed: 5:22:58 temperature: no ada_p: No Discriminator_loss: 0.00785745 Generator_loss: 1.84539 
[INFO] 2021-01-15 17:23:56 > Step:   35800 Progress: 35.8% Elapsed: 5:23:46 temperature: no ada_p: No Discriminator_loss: 0.000121613 Generator_loss: 2.01409 
[INFO] 2021-01-15 17:24:45 > Step:   35900 Progress: 35.9% Elapsed: 5:24:36 temperature: no ada_p: No Discriminator_loss: 0.0017179 Generator_loss: 1.99412 
[INFO] 2021-01-15 17:25:34 > Step:   36000 Progress: 36.0% Elapsed: 5:25:24 temperature: no ada_p: No Discriminator_loss: 0.00396605 Generator_loss: 2.31289 
[INFO] 2021-01-15 17:25:34 > Start Evaluation (36000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 17:25:34 > Calculating FID Score....
[INFO] 2021-01-15 17:25:55 > Calculating Inception Score....
[INFO] 2021-01-15 17:26:08 > Calculate F_beta Score....
[INFO] 2021-01-15 17:27:08 > Calculate Accuracies....
[INFO] 2021-01-15 17:27:13 > Calculate Accuracies....
[INFO] 2021-01-15 17:27:26 > F_8 score (Step: 36000, Using valid images): 0.18968406905294447
[INFO] 2021-01-15 17:27:26 > F_1/8 score (Step: 36000, Using valid images): 0.2168511692969368
[INFO] 2021-01-15 17:27:26 > FID score (Step: 36000, Using valid moments): 154.9070359194351
[INFO] 2021-01-15 17:27:26 > Inception score (Step: 36000, 10000 generated images): 4.620459079742432
[INFO] 2021-01-15 17:27:26 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 17:27:27 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 17:28:15 > Step:   36100 Progress: 36.1% Elapsed: 5:28:06 temperature: no ada_p: No Discriminator_loss: 0.0023941 Generator_loss: 1.95978 
[INFO] 2021-01-15 17:29:04 > Step:   36200 Progress: 36.2% Elapsed: 5:28:54 temperature: no ada_p: No Discriminator_loss: 4.06286 Generator_loss: 2.595 
[INFO] 2021-01-15 17:29:53 > Step:   36300 Progress: 36.3% Elapsed: 5:29:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.8744 
[INFO] 2021-01-15 17:30:42 > Step:   36400 Progress: 36.4% Elapsed: 5:30:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.65383 
[INFO] 2021-01-15 17:31:31 > Step:   36500 Progress: 36.5% Elapsed: 5:31:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.83482 
[INFO] 2021-01-15 17:32:20 > Step:   36600 Progress: 36.6% Elapsed: 5:32:10 temperature: no ada_p: No Discriminator_loss: 0.000131985 Generator_loss: 1.78708 
[INFO] 2021-01-15 17:33:09 > Step:   36700 Progress: 36.7% Elapsed: 5:32:59 temperature: no ada_p: No Discriminator_loss: 0.0154567 Generator_loss: 2.02955 
[INFO] 2021-01-15 17:33:58 > Step:   36800 Progress: 36.8% Elapsed: 5:33:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.27276 
[INFO] 2021-01-15 17:34:46 > Step:   36900 Progress: 36.9% Elapsed: 5:34:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.55268 
[INFO] 2021-01-15 17:35:35 > Step:   37000 Progress: 37.0% Elapsed: 5:35:25 temperature: no ada_p: No Discriminator_loss: 0.0072442 Generator_loss: 2.73881 
[INFO] 2021-01-15 17:36:24 > Step:   37100 Progress: 37.1% Elapsed: 5:36:14 temperature: no ada_p: No Discriminator_loss: 0.0164239 Generator_loss: 2.53676 
[INFO] 2021-01-15 17:37:13 > Step:   37200 Progress: 37.2% Elapsed: 5:37:03 temperature: no ada_p: No Discriminator_loss: 0.00304857 Generator_loss: 1.58875 
[INFO] 2021-01-15 17:38:02 > Step:   37300 Progress: 37.3% Elapsed: 5:37:52 temperature: no ada_p: No Discriminator_loss: 0.00228796 Generator_loss: 1.91043 
[INFO] 2021-01-15 17:38:51 > Step:   37400 Progress: 37.4% Elapsed: 5:38:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.56339 
[INFO] 2021-01-15 17:39:40 > Step:   37500 Progress: 37.5% Elapsed: 5:39:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.81689 
[INFO] 2021-01-15 17:40:29 > Step:   37600 Progress: 37.6% Elapsed: 5:40:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.49499 
[INFO] 2021-01-15 17:41:17 > Step:   37700 Progress: 37.7% Elapsed: 5:41:08 temperature: no ada_p: No Discriminator_loss: 0.00154826 Generator_loss: 2.32598 
[INFO] 2021-01-15 17:42:06 > Step:   37800 Progress: 37.8% Elapsed: 5:41:57 temperature: no ada_p: No Discriminator_loss: 0.00564047 Generator_loss: 2.50726 
[INFO] 2021-01-15 17:42:56 > Step:   37900 Progress: 37.9% Elapsed: 5:42:46 temperature: no ada_p: No Discriminator_loss: 0.00615927 Generator_loss: 1.76964 
[INFO] 2021-01-15 17:43:45 > Step:   38000 Progress: 38.0% Elapsed: 5:43:35 temperature: no ada_p: No Discriminator_loss: 0.00957432 Generator_loss: 1.57739 
[INFO] 2021-01-15 17:43:45 > Start Evaluation (38000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 17:43:45 > Calculating FID Score....
[INFO] 2021-01-15 17:44:06 > Calculating Inception Score....
[INFO] 2021-01-15 17:44:19 > Calculate F_beta Score....
[INFO] 2021-01-15 17:45:16 > Calculate Accuracies....
[INFO] 2021-01-15 17:45:21 > Calculate Accuracies....
[INFO] 2021-01-15 17:45:34 > F_8 score (Step: 38000, Using valid images): 0.21699599804569858
[INFO] 2021-01-15 17:45:34 > F_1/8 score (Step: 38000, Using valid images): 0.1431166198385871
[INFO] 2021-01-15 17:45:34 > FID score (Step: 38000, Using valid moments): 162.49430118051464
[INFO] 2021-01-15 17:45:34 > Inception score (Step: 38000, 10000 generated images): 4.36871337890625
[INFO] 2021-01-15 17:45:34 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 17:45:36 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 17:46:24 > Step:   38100 Progress: 38.1% Elapsed: 5:46:14 temperature: no ada_p: No Discriminator_loss: 0.00305472 Generator_loss: 1.89674 
[INFO] 2021-01-15 17:47:13 > Step:   38200 Progress: 38.2% Elapsed: 5:47:03 temperature: no ada_p: No Discriminator_loss: 0.00195201 Generator_loss: 1.36715 
[INFO] 2021-01-15 17:48:02 > Step:   38300 Progress: 38.3% Elapsed: 5:47:52 temperature: no ada_p: No Discriminator_loss: 0.00167019 Generator_loss: 1.46263 
[INFO] 2021-01-15 17:48:51 > Step:   38400 Progress: 38.4% Elapsed: 5:48:41 temperature: no ada_p: No Discriminator_loss: 0.013276 Generator_loss: 1.83415 
[INFO] 2021-01-15 17:49:40 > Step:   38500 Progress: 38.5% Elapsed: 5:49:30 temperature: no ada_p: No Discriminator_loss: 0.419235 Generator_loss: 1.49314 
[INFO] 2021-01-15 17:50:28 > Step:   38600 Progress: 38.6% Elapsed: 5:50:19 temperature: no ada_p: No Discriminator_loss: 4.08352 Generator_loss: 2.8945 
[INFO] 2021-01-15 17:51:18 > Step:   38700 Progress: 38.7% Elapsed: 5:51:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.29159 
[INFO] 2021-01-15 17:52:06 > Step:   38800 Progress: 38.8% Elapsed: 5:51:57 temperature: no ada_p: No Discriminator_loss: 0.015023 Generator_loss: 1.75577 
[INFO] 2021-01-15 17:52:55 > Step:   38900 Progress: 38.9% Elapsed: 5:52:45 temperature: no ada_p: No Discriminator_loss: 0.131729 Generator_loss: 1.58176 
[INFO] 2021-01-15 17:53:44 > Step:   39000 Progress: 39.0% Elapsed: 5:53:34 temperature: no ada_p: No Discriminator_loss: 0.00815249 Generator_loss: 1.85981 
[INFO] 2021-01-15 17:54:33 > Step:   39100 Progress: 39.1% Elapsed: 5:54:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.04606 
[INFO] 2021-01-15 17:55:22 > Step:   39200 Progress: 39.2% Elapsed: 5:55:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.13894 
[INFO] 2021-01-15 17:56:11 > Step:   39300 Progress: 39.3% Elapsed: 5:56:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.28939 
[INFO] 2021-01-15 17:57:00 > Step:   39400 Progress: 39.4% Elapsed: 5:56:50 temperature: no ada_p: No Discriminator_loss: 0.00809606 Generator_loss: 2.89069 
[INFO] 2021-01-15 17:57:49 > Step:   39500 Progress: 39.5% Elapsed: 5:57:39 temperature: no ada_p: No Discriminator_loss: 5.01352e-05 Generator_loss: 1.40829 
[INFO] 2021-01-15 17:58:38 > Step:   39600 Progress: 39.6% Elapsed: 5:58:28 temperature: no ada_p: No Discriminator_loss: 3.976e-05 Generator_loss: 2.31981 
[INFO] 2021-01-15 17:59:26 > Step:   39700 Progress: 39.7% Elapsed: 5:59:17 temperature: no ada_p: No Discriminator_loss: 0.00224192 Generator_loss: 2.38312 
[INFO] 2021-01-15 18:00:16 > Step:   39800 Progress: 39.8% Elapsed: 6:00:06 temperature: no ada_p: No Discriminator_loss: 0.000137372 Generator_loss: 2.54563 
[INFO] 2021-01-15 18:01:04 > Step:   39900 Progress: 39.9% Elapsed: 6:00:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.28689 
[INFO] 2021-01-15 18:01:53 > Step:   40000 Progress: 40.0% Elapsed: 6:01:44 temperature: no ada_p: No Discriminator_loss: 0.00909022 Generator_loss: 1.83637 
[INFO] 2021-01-15 18:01:53 > Start Evaluation (40000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 18:01:53 > Calculating FID Score....
[INFO] 2021-01-15 18:02:14 > Calculating Inception Score....
[INFO] 2021-01-15 18:02:27 > Calculate F_beta Score....
[INFO] 2021-01-15 18:03:26 > Calculate Accuracies....
[INFO] 2021-01-15 18:03:31 > Calculate Accuracies....
[INFO] 2021-01-15 18:03:44 > F_8 score (Step: 40000, Using valid images): 0.042391355557660625
[INFO] 2021-01-15 18:03:44 > F_1/8 score (Step: 40000, Using valid images): 0.06078829101813093
[INFO] 2021-01-15 18:03:44 > FID score (Step: 40000, Using valid moments): 201.67820711545085
[INFO] 2021-01-15 18:03:44 > Inception score (Step: 40000, 10000 generated images): 2.8315935134887695
[INFO] 2021-01-15 18:03:44 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 18:03:45 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 18:04:34 > Step:   40100 Progress: 40.1% Elapsed: 6:04:24 temperature: no ada_p: No Discriminator_loss: 0.00962402 Generator_loss: 1.63284 
[INFO] 2021-01-15 18:05:23 > Step:   40200 Progress: 40.2% Elapsed: 6:05:13 temperature: no ada_p: No Discriminator_loss: 0.0035707 Generator_loss: 1.70792 
[INFO] 2021-01-15 18:06:11 > Step:   40300 Progress: 40.3% Elapsed: 6:06:02 temperature: no ada_p: No Discriminator_loss: 0.016237 Generator_loss: 2.32269 
[INFO] 2021-01-15 18:07:00 > Step:   40400 Progress: 40.4% Elapsed: 6:06:51 temperature: no ada_p: No Discriminator_loss: 0.00134957 Generator_loss: 1.59883 
[INFO] 2021-01-15 18:07:49 > Step:   40500 Progress: 40.5% Elapsed: 6:07:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.48824 
[INFO] 2021-01-15 18:08:38 > Step:   40600 Progress: 40.6% Elapsed: 6:08:29 temperature: no ada_p: No Discriminator_loss: 0.000444178 Generator_loss: 2.57767 
[INFO] 2021-01-15 18:09:27 > Step:   40700 Progress: 40.7% Elapsed: 6:09:17 temperature: no ada_p: No Discriminator_loss: 0.0157886 Generator_loss: 2.10119 
[INFO] 2021-01-15 18:10:16 > Step:   40800 Progress: 40.8% Elapsed: 6:10:06 temperature: no ada_p: No Discriminator_loss: 0.0514111 Generator_loss: 3.42498 
[INFO] 2021-01-15 18:11:04 > Step:   40900 Progress: 40.9% Elapsed: 6:10:55 temperature: no ada_p: No Discriminator_loss: 0.0370207 Generator_loss: 1.90671 
[INFO] 2021-01-15 18:11:54 > Step:   41000 Progress: 41.0% Elapsed: 6:11:44 temperature: no ada_p: No Discriminator_loss: 3.04992e-05 Generator_loss: 1.57269 
[INFO] 2021-01-15 18:12:43 > Step:   41100 Progress: 41.1% Elapsed: 6:12:33 temperature: no ada_p: No Discriminator_loss: 0.00243991 Generator_loss: 1.49321 
[INFO] 2021-01-15 18:13:31 > Step:   41200 Progress: 41.2% Elapsed: 6:13:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.8804 
[INFO] 2021-01-15 18:14:20 > Step:   41300 Progress: 41.3% Elapsed: 6:14:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88066 
[INFO] 2021-01-15 18:15:09 > Step:   41400 Progress: 41.4% Elapsed: 6:15:00 temperature: no ada_p: No Discriminator_loss: 0.00799083 Generator_loss: 2.34766 
[INFO] 2021-01-15 18:15:58 > Step:   41500 Progress: 41.5% Elapsed: 6:15:48 temperature: no ada_p: No Discriminator_loss: 0.0225919 Generator_loss: 2.34578 
[INFO] 2021-01-15 18:16:47 > Step:   41600 Progress: 41.6% Elapsed: 6:16:37 temperature: no ada_p: No Discriminator_loss: 0.0334627 Generator_loss: 1.2966 
[INFO] 2021-01-15 18:17:36 > Step:   41700 Progress: 41.7% Elapsed: 6:17:26 temperature: no ada_p: No Discriminator_loss: 0.300289 Generator_loss: 4.63765 
[INFO] 2021-01-15 18:18:25 > Step:   41800 Progress: 41.8% Elapsed: 6:18:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.00435 
[INFO] 2021-01-15 18:19:14 > Step:   41900 Progress: 41.9% Elapsed: 6:19:04 temperature: no ada_p: No Discriminator_loss: 0.0128739 Generator_loss: 1.40382 
[INFO] 2021-01-15 18:20:03 > Step:   42000 Progress: 42.0% Elapsed: 6:19:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.10142 
[INFO] 2021-01-15 18:20:03 > Start Evaluation (42000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 18:20:03 > Calculating FID Score....
[INFO] 2021-01-15 18:20:24 > Calculating Inception Score....
[INFO] 2021-01-15 18:20:36 > Calculate F_beta Score....
[INFO] 2021-01-15 18:21:35 > Calculate Accuracies....
[INFO] 2021-01-15 18:21:41 > Calculate Accuracies....
[INFO] 2021-01-15 18:21:54 > F_8 score (Step: 42000, Using valid images): 0.1886096785397711
[INFO] 2021-01-15 18:21:54 > F_1/8 score (Step: 42000, Using valid images): 0.12267415579015328
[INFO] 2021-01-15 18:21:54 > FID score (Step: 42000, Using valid moments): 174.46907871148215
[INFO] 2021-01-15 18:21:54 > Inception score (Step: 42000, 10000 generated images): 3.907186269760132
[INFO] 2021-01-15 18:21:54 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 18:21:55 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 18:22:43 > Step:   42100 Progress: 42.1% Elapsed: 6:22:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88373 
[INFO] 2021-01-15 18:23:32 > Step:   42200 Progress: 42.2% Elapsed: 6:23:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.25647 
[INFO] 2021-01-15 18:24:21 > Step:   42300 Progress: 42.3% Elapsed: 6:24:11 temperature: no ada_p: No Discriminator_loss: 0.000902439 Generator_loss: 1.65207 
[INFO] 2021-01-15 18:25:10 > Step:   42400 Progress: 42.4% Elapsed: 6:25:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.65082 
[INFO] 2021-01-15 18:25:59 > Step:   42500 Progress: 42.5% Elapsed: 6:25:49 temperature: no ada_p: No Discriminator_loss: 0.013002 Generator_loss: 1.87638 
[INFO] 2021-01-15 18:26:48 > Step:   42600 Progress: 42.6% Elapsed: 6:26:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.12803 
[INFO] 2021-01-15 18:27:37 > Step:   42700 Progress: 42.7% Elapsed: 6:27:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91146 
[INFO] 2021-01-15 18:28:25 > Step:   42800 Progress: 42.8% Elapsed: 6:28:16 temperature: no ada_p: No Discriminator_loss: 0.00249674 Generator_loss: 2.05607 
[INFO] 2021-01-15 18:29:14 > Step:   42900 Progress: 42.9% Elapsed: 6:29:04 temperature: no ada_p: No Discriminator_loss: 0.000928408 Generator_loss: 1.51356 
[INFO] 2021-01-15 18:30:03 > Step:   43000 Progress: 43.0% Elapsed: 6:29:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.58296 
[INFO] 2021-01-15 18:30:52 > Step:   43100 Progress: 43.1% Elapsed: 6:30:42 temperature: no ada_p: No Discriminator_loss: 0.000666754 Generator_loss: 1.33586 
[INFO] 2021-01-15 18:31:41 > Step:   43200 Progress: 43.2% Elapsed: 6:31:31 temperature: no ada_p: No Discriminator_loss: 0.0261251 Generator_loss: 1.8925 
[INFO] 2021-01-15 18:32:30 > Step:   43300 Progress: 43.3% Elapsed: 6:32:21 temperature: no ada_p: No Discriminator_loss: 0.000733697 Generator_loss: 1.51817 
[INFO] 2021-01-15 18:33:19 > Step:   43400 Progress: 43.4% Elapsed: 6:33:09 temperature: no ada_p: No Discriminator_loss: 0.000238462 Generator_loss: 1.66507 
[INFO] 2021-01-15 18:34:08 > Step:   43500 Progress: 43.5% Elapsed: 6:33:58 temperature: no ada_p: No Discriminator_loss: 0.0185334 Generator_loss: 1.71112 
[INFO] 2021-01-15 18:34:57 > Step:   43600 Progress: 43.6% Elapsed: 6:34:47 temperature: no ada_p: No Discriminator_loss: 9.85428e-05 Generator_loss: 1.66666 
[INFO] 2021-01-15 18:35:46 > Step:   43700 Progress: 43.7% Elapsed: 6:35:36 temperature: no ada_p: No Discriminator_loss: 0.0074392 Generator_loss: 1.77267 
[INFO] 2021-01-15 18:36:35 > Step:   43800 Progress: 43.8% Elapsed: 6:36:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.55031 
[INFO] 2021-01-15 18:37:24 > Step:   43900 Progress: 43.9% Elapsed: 6:37:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.01269 
[INFO] 2021-01-15 18:38:12 > Step:   44000 Progress: 44.0% Elapsed: 6:38:03 temperature: no ada_p: No Discriminator_loss: 0.00172262 Generator_loss: 1.49696 
[INFO] 2021-01-15 18:38:12 > Start Evaluation (44000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 18:38:12 > Calculating FID Score....
[INFO] 2021-01-15 18:38:33 > Calculating Inception Score....
[INFO] 2021-01-15 18:38:46 > Calculate F_beta Score....
[INFO] 2021-01-15 18:39:45 > Calculate Accuracies....
[INFO] 2021-01-15 18:39:51 > Calculate Accuracies....
[INFO] 2021-01-15 18:40:03 > F_8 score (Step: 44000, Using valid images): 0.12385214661531532
[INFO] 2021-01-15 18:40:03 > F_1/8 score (Step: 44000, Using valid images): 0.04814502632849401
[INFO] 2021-01-15 18:40:03 > FID score (Step: 44000, Using valid moments): 200.67057758412642
[INFO] 2021-01-15 18:40:03 > Inception score (Step: 44000, 10000 generated images): 3.93649959564209
[INFO] 2021-01-15 18:40:03 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 18:40:05 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 18:40:54 > Step:   44100 Progress: 44.1% Elapsed: 6:40:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.82364 
[INFO] 2021-01-15 18:41:42 > Step:   44200 Progress: 44.2% Elapsed: 6:41:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88899 
[INFO] 2021-01-15 18:42:31 > Step:   44300 Progress: 44.3% Elapsed: 6:42:21 temperature: no ada_p: No Discriminator_loss: 0.00577659 Generator_loss: 1.66003 
[INFO] 2021-01-15 18:43:20 > Step:   44400 Progress: 44.4% Elapsed: 6:43:10 temperature: no ada_p: No Discriminator_loss: 0.00552 Generator_loss: 1.52755 
[INFO] 2021-01-15 18:44:09 > Step:   44500 Progress: 44.5% Elapsed: 6:43:59 temperature: no ada_p: No Discriminator_loss: 0.011778 Generator_loss: 1.87114 
[INFO] 2021-01-15 18:44:58 > Step:   44600 Progress: 44.6% Elapsed: 6:44:48 temperature: no ada_p: No Discriminator_loss: 0.00321657 Generator_loss: 1.55913 
[INFO] 2021-01-15 18:45:46 > Step:   44700 Progress: 44.7% Elapsed: 6:45:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.80359 
[INFO] 2021-01-15 18:46:35 > Step:   44800 Progress: 44.8% Elapsed: 6:46:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.37883 
[INFO] 2021-01-15 18:47:24 > Step:   44900 Progress: 44.9% Elapsed: 6:47:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.39719 
[INFO] 2021-01-15 18:48:13 > Step:   45000 Progress: 45.0% Elapsed: 6:48:03 temperature: no ada_p: No Discriminator_loss: 0.00964862 Generator_loss: 2.06352 
[INFO] 2021-01-15 18:49:02 > Step:   45100 Progress: 45.1% Elapsed: 6:48:52 temperature: no ada_p: No Discriminator_loss: 0.00154118 Generator_loss: 2.21569 
[INFO] 2021-01-15 18:49:51 > Step:   45200 Progress: 45.2% Elapsed: 6:49:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.98563 
[INFO] 2021-01-15 18:50:40 > Step:   45300 Progress: 45.3% Elapsed: 6:50:30 temperature: no ada_p: No Discriminator_loss: 0.00148104 Generator_loss: 2.2962 
[INFO] 2021-01-15 18:51:29 > Step:   45400 Progress: 45.4% Elapsed: 6:51:19 temperature: no ada_p: No Discriminator_loss: 0.00884667 Generator_loss: 1.70873 
[INFO] 2021-01-15 18:52:17 > Step:   45500 Progress: 45.5% Elapsed: 6:52:08 temperature: no ada_p: No Discriminator_loss: 0.0090843 Generator_loss: 2.02357 
[INFO] 2021-01-15 18:53:06 > Step:   45600 Progress: 45.6% Elapsed: 6:52:57 temperature: no ada_p: No Discriminator_loss: 0.00371516 Generator_loss: 2.143 
[INFO] 2021-01-15 18:53:56 > Step:   45700 Progress: 45.7% Elapsed: 6:53:46 temperature: no ada_p: No Discriminator_loss: 0.0111878 Generator_loss: 2.30706 
[INFO] 2021-01-15 18:54:44 > Step:   45800 Progress: 45.8% Elapsed: 6:54:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.73541 
[INFO] 2021-01-15 18:55:33 > Step:   45900 Progress: 45.9% Elapsed: 6:55:23 temperature: no ada_p: No Discriminator_loss: 0.666606 Generator_loss: 1.22122 
[INFO] 2021-01-15 18:56:22 > Step:   46000 Progress: 46.0% Elapsed: 6:56:12 temperature: no ada_p: No Discriminator_loss: 0.00249614 Generator_loss: 1.87426 
[INFO] 2021-01-15 18:56:22 > Start Evaluation (46000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 18:56:22 > Calculating FID Score....
[INFO] 2021-01-15 18:56:43 > Calculating Inception Score....
[INFO] 2021-01-15 18:56:56 > Calculate F_beta Score....
[INFO] 2021-01-15 18:57:53 > Calculate Accuracies....
[INFO] 2021-01-15 18:57:58 > Calculate Accuracies....
[INFO] 2021-01-15 18:58:10 > F_8 score (Step: 46000, Using valid images): 0.20977087204813888
[INFO] 2021-01-15 18:58:10 > F_1/8 score (Step: 46000, Using valid images): 0.13557518463359985
[INFO] 2021-01-15 18:58:10 > FID score (Step: 46000, Using valid moments): 189.696105265607
[INFO] 2021-01-15 18:58:10 > Inception score (Step: 46000, 10000 generated images): 3.7883920669555664
[INFO] 2021-01-15 18:58:10 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 18:58:11 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 18:59:00 > Step:   46100 Progress: 46.1% Elapsed: 6:58:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.14538 
[INFO] 2021-01-15 18:59:49 > Step:   46200 Progress: 46.2% Elapsed: 6:59:39 temperature: no ada_p: No Discriminator_loss: 0.00149646 Generator_loss: 2.10223 
[INFO] 2021-01-15 19:00:38 > Step:   46300 Progress: 46.3% Elapsed: 7:00:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.65936 
[INFO] 2021-01-15 19:01:27 > Step:   46400 Progress: 46.4% Elapsed: 7:01:17 temperature: no ada_p: No Discriminator_loss: 0.027273 Generator_loss: 2.59536 
[INFO] 2021-01-15 19:02:16 > Step:   46500 Progress: 46.5% Elapsed: 7:02:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.87735 
[INFO] 2021-01-15 19:03:04 > Step:   46600 Progress: 46.6% Elapsed: 7:02:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.08221 
[INFO] 2021-01-15 19:03:53 > Step:   46700 Progress: 46.7% Elapsed: 7:03:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.53985 
[INFO] 2021-01-15 19:04:42 > Step:   46800 Progress: 46.8% Elapsed: 7:04:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91237 
[INFO] 2021-01-15 19:05:31 > Step:   46900 Progress: 46.9% Elapsed: 7:05:22 temperature: no ada_p: No Discriminator_loss: 0.020674 Generator_loss: 2.1711 
[INFO] 2021-01-15 19:06:20 > Step:   47000 Progress: 47.0% Elapsed: 7:06:10 temperature: no ada_p: No Discriminator_loss: 1.20159e-05 Generator_loss: 2.22108 
[INFO] 2021-01-15 19:07:09 > Step:   47100 Progress: 47.1% Elapsed: 7:06:59 temperature: no ada_p: No Discriminator_loss: 0.00415303 Generator_loss: 1.54667 
[INFO] 2021-01-15 19:07:58 > Step:   47200 Progress: 47.2% Elapsed: 7:07:48 temperature: no ada_p: No Discriminator_loss: 0.00587575 Generator_loss: 1.85662 
[INFO] 2021-01-15 19:08:47 > Step:   47300 Progress: 47.3% Elapsed: 7:08:37 temperature: no ada_p: No Discriminator_loss: 0.00189769 Generator_loss: 2.30161 
[INFO] 2021-01-15 19:09:36 > Step:   47400 Progress: 47.4% Elapsed: 7:09:26 temperature: no ada_p: No Discriminator_loss: 0.000674267 Generator_loss: 2.28616 
[INFO] 2021-01-15 19:10:25 > Step:   47500 Progress: 47.5% Elapsed: 7:10:15 temperature: no ada_p: No Discriminator_loss: 0.00647456 Generator_loss: 1.85001 
[INFO] 2021-01-15 19:11:14 > Step:   47600 Progress: 47.6% Elapsed: 7:11:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.0337 
[INFO] 2021-01-15 19:12:03 > Step:   47700 Progress: 47.7% Elapsed: 7:11:53 temperature: no ada_p: No Discriminator_loss: 0.0101507 Generator_loss: 2.20296 
[INFO] 2021-01-15 19:12:51 > Step:   47800 Progress: 47.8% Elapsed: 7:12:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.6857 
[INFO] 2021-01-15 19:13:40 > Step:   47900 Progress: 47.9% Elapsed: 7:13:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.0191 
[INFO] 2021-01-15 19:14:29 > Step:   48000 Progress: 48.0% Elapsed: 7:14:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.54614 
[INFO] 2021-01-15 19:14:29 > Start Evaluation (48000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 19:14:29 > Calculating FID Score....
[INFO] 2021-01-15 19:14:50 > Calculating Inception Score....
[INFO] 2021-01-15 19:15:03 > Calculate F_beta Score....
[INFO] 2021-01-15 19:16:03 > Calculate Accuracies....
[INFO] 2021-01-15 19:16:08 > Calculate Accuracies....
[INFO] 2021-01-15 19:16:20 > F_8 score (Step: 48000, Using valid images): 0.14180599636640778
[INFO] 2021-01-15 19:16:20 > F_1/8 score (Step: 48000, Using valid images): 0.07492981752611269
[INFO] 2021-01-15 19:16:20 > FID score (Step: 48000, Using valid moments): 176.3957838091864
[INFO] 2021-01-15 19:16:20 > Inception score (Step: 48000, 10000 generated images): 3.871683120727539
[INFO] 2021-01-15 19:16:20 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 19:16:22 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 19:17:10 > Step:   48100 Progress: 48.1% Elapsed: 7:17:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.17339 
[INFO] 2021-01-15 19:17:59 > Step:   48200 Progress: 48.2% Elapsed: 7:17:49 temperature: no ada_p: No Discriminator_loss: 0.0316643 Generator_loss: 2.47205 
[INFO] 2021-01-15 19:18:48 > Step:   48300 Progress: 48.3% Elapsed: 7:18:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.78787 
[INFO] 2021-01-15 19:19:37 > Step:   48400 Progress: 48.4% Elapsed: 7:19:27 temperature: no ada_p: No Discriminator_loss: 9.5791e-05 Generator_loss: 1.93755 
[INFO] 2021-01-15 19:20:25 > Step:   48500 Progress: 48.5% Elapsed: 7:20:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.08494 
[INFO] 2021-01-15 19:21:14 > Step:   48600 Progress: 48.6% Elapsed: 7:21:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.86586 
[INFO] 2021-01-15 19:22:03 > Step:   48700 Progress: 48.7% Elapsed: 7:21:53 temperature: no ada_p: No Discriminator_loss: 0.0127603 Generator_loss: 2.25678 
[INFO] 2021-01-15 19:22:52 > Step:   48800 Progress: 48.8% Elapsed: 7:22:42 temperature: no ada_p: No Discriminator_loss: 0.00591503 Generator_loss: 1.85846 
[INFO] 2021-01-15 19:23:41 > Step:   48900 Progress: 48.9% Elapsed: 7:23:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.08652 
[INFO] 2021-01-15 19:24:30 > Step:   49000 Progress: 49.0% Elapsed: 7:24:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.69977 
[INFO] 2021-01-15 19:25:18 > Step:   49100 Progress: 49.1% Elapsed: 7:25:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.087 
[INFO] 2021-01-15 19:26:08 > Step:   49200 Progress: 49.2% Elapsed: 7:25:58 temperature: no ada_p: No Discriminator_loss: 0.412642 Generator_loss: 1.01317 
[INFO] 2021-01-15 19:26:56 > Step:   49300 Progress: 49.3% Elapsed: 7:26:47 temperature: no ada_p: No Discriminator_loss: 0.0153868 Generator_loss: 2.17986 
[INFO] 2021-01-15 19:27:45 > Step:   49400 Progress: 49.4% Elapsed: 7:27:35 temperature: no ada_p: No Discriminator_loss: 0.0590367 Generator_loss: 3.41111 
[INFO] 2021-01-15 19:28:34 > Step:   49500 Progress: 49.5% Elapsed: 7:28:24 temperature: no ada_p: No Discriminator_loss: 0.0129253 Generator_loss: 2.51508 
[INFO] 2021-01-15 19:29:23 > Step:   49600 Progress: 49.6% Elapsed: 7:29:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.63802 
[INFO] 2021-01-15 19:30:12 > Step:   49700 Progress: 49.7% Elapsed: 7:30:02 temperature: no ada_p: No Discriminator_loss: 0.00117339 Generator_loss: 2.6486 
[INFO] 2021-01-15 19:31:01 > Step:   49800 Progress: 49.8% Elapsed: 7:30:51 temperature: no ada_p: No Discriminator_loss: 0.0504543 Generator_loss: 3.22335 
[INFO] 2021-01-15 19:31:49 > Step:   49900 Progress: 49.9% Elapsed: 7:31:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.70171 
[INFO] 2021-01-15 19:32:39 > Step:   50000 Progress: 50.0% Elapsed: 7:32:29 temperature: no ada_p: No Discriminator_loss: 0.000825427 Generator_loss: 2.37289 
[INFO] 2021-01-15 19:32:39 > Start Evaluation (50000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 19:32:39 > Calculating FID Score....
[INFO] 2021-01-15 19:33:00 > Calculating Inception Score....
[INFO] 2021-01-15 19:33:13 > Calculate F_beta Score....
[INFO] 2021-01-15 19:34:11 > Calculate Accuracies....
[INFO] 2021-01-15 19:34:16 > Calculate Accuracies....
[INFO] 2021-01-15 19:34:29 > F_8 score (Step: 50000, Using valid images): 0.15534186673605485
[INFO] 2021-01-15 19:34:29 > F_1/8 score (Step: 50000, Using valid images): 0.06383093810407284
[INFO] 2021-01-15 19:34:29 > FID score (Step: 50000, Using valid moments): 181.2528583838967
[INFO] 2021-01-15 19:34:29 > Inception score (Step: 50000, 10000 generated images): 3.042736291885376
[INFO] 2021-01-15 19:34:29 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 19:34:30 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 19:35:19 > Step:   50100 Progress: 50.1% Elapsed: 7:35:09 temperature: no ada_p: No Discriminator_loss: 0.0202787 Generator_loss: 3.08575 
[INFO] 2021-01-15 19:36:07 > Step:   50200 Progress: 50.2% Elapsed: 7:35:58 temperature: no ada_p: No Discriminator_loss: 0.000219079 Generator_loss: 2.55034 
[INFO] 2021-01-15 19:36:56 > Step:   50300 Progress: 50.3% Elapsed: 7:36:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.62866 
[INFO] 2021-01-15 19:37:45 > Step:   50400 Progress: 50.4% Elapsed: 7:37:35 temperature: no ada_p: No Discriminator_loss: 1.65657e-05 Generator_loss: 1.89465 
[INFO] 2021-01-15 19:38:34 > Step:   50500 Progress: 50.5% Elapsed: 7:38:24 temperature: no ada_p: No Discriminator_loss: 0.00573823 Generator_loss: 2.33354 
[INFO] 2021-01-15 19:39:22 > Step:   50600 Progress: 50.6% Elapsed: 7:39:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.81667 
[INFO] 2021-01-15 19:40:11 > Step:   50700 Progress: 50.7% Elapsed: 7:40:01 temperature: no ada_p: No Discriminator_loss: 0.00159224 Generator_loss: 2.12427 
[INFO] 2021-01-15 19:41:01 > Step:   50800 Progress: 50.8% Elapsed: 7:40:51 temperature: no ada_p: No Discriminator_loss: 0.00873248 Generator_loss: 1.99989 
[INFO] 2021-01-15 19:41:49 > Step:   50900 Progress: 50.9% Elapsed: 7:41:40 temperature: no ada_p: No Discriminator_loss: 0.00156892 Generator_loss: 3.32303 
[INFO] 2021-01-15 19:42:38 > Step:   51000 Progress: 51.0% Elapsed: 7:42:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.33185 
[INFO] 2021-01-15 19:43:27 > Step:   51100 Progress: 51.1% Elapsed: 7:43:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.15832 
[INFO] 2021-01-15 19:44:16 > Step:   51200 Progress: 51.2% Elapsed: 7:44:06 temperature: no ada_p: No Discriminator_loss: 0.0150201 Generator_loss: 2.4337 
[INFO] 2021-01-15 19:45:05 > Step:   51300 Progress: 51.3% Elapsed: 7:44:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.45619 
[INFO] 2021-01-15 19:45:54 > Step:   51400 Progress: 51.4% Elapsed: 7:45:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.29588 
[INFO] 2021-01-15 19:46:43 > Step:   51500 Progress: 51.5% Elapsed: 7:46:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.93292 
[INFO] 2021-01-15 19:47:32 > Step:   51600 Progress: 51.6% Elapsed: 7:47:22 temperature: no ada_p: No Discriminator_loss: 0.11879 Generator_loss: 1.32027 
[INFO] 2021-01-15 19:48:20 > Step:   51700 Progress: 51.7% Elapsed: 7:48:11 temperature: no ada_p: No Discriminator_loss: 0.00335862 Generator_loss: 1.80726 
[INFO] 2021-01-15 19:49:09 > Step:   51800 Progress: 51.8% Elapsed: 7:48:59 temperature: no ada_p: No Discriminator_loss: 0.000175132 Generator_loss: 2.33222 
[INFO] 2021-01-15 19:49:58 > Step:   51900 Progress: 51.9% Elapsed: 7:49:49 temperature: no ada_p: No Discriminator_loss: 0.000713368 Generator_loss: 2.15457 
[INFO] 2021-01-15 19:50:47 > Step:   52000 Progress: 52.0% Elapsed: 7:50:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.97303 
[INFO] 2021-01-15 19:50:47 > Start Evaluation (52000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 19:50:47 > Calculating FID Score....
[INFO] 2021-01-15 19:51:08 > Calculating Inception Score....
[INFO] 2021-01-15 19:51:21 > Calculate F_beta Score....
[INFO] 2021-01-15 19:52:20 > Calculate Accuracies....
[INFO] 2021-01-15 19:52:26 > Calculate Accuracies....
[INFO] 2021-01-15 19:52:38 > F_8 score (Step: 52000, Using valid images): 0.1796379158230945
[INFO] 2021-01-15 19:52:39 > F_1/8 score (Step: 52000, Using valid images): 0.13095356756868407
[INFO] 2021-01-15 19:52:39 > FID score (Step: 52000, Using valid moments): 176.161789803555
[INFO] 2021-01-15 19:52:39 > Inception score (Step: 52000, 10000 generated images): 3.942397117614746
[INFO] 2021-01-15 19:52:39 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 19:52:40 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 19:53:28 > Step:   52100 Progress: 52.1% Elapsed: 7:53:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.10287 
[INFO] 2021-01-15 19:54:17 > Step:   52200 Progress: 52.2% Elapsed: 7:54:07 temperature: no ada_p: No Discriminator_loss: 0.0263265 Generator_loss: 2.05489 
[INFO] 2021-01-15 19:55:06 > Step:   52300 Progress: 52.3% Elapsed: 7:54:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.39215 
[INFO] 2021-01-15 19:55:55 > Step:   52400 Progress: 52.4% Elapsed: 7:55:45 temperature: no ada_p: No Discriminator_loss: 0.01229 Generator_loss: 2.67365 
[INFO] 2021-01-15 19:56:44 > Step:   52500 Progress: 52.5% Elapsed: 7:56:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.10561 
[INFO] 2021-01-15 19:57:32 > Step:   52600 Progress: 52.6% Elapsed: 7:57:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.86275 
[INFO] 2021-01-15 19:58:21 > Step:   52700 Progress: 52.7% Elapsed: 7:58:12 temperature: no ada_p: No Discriminator_loss: 0.00295594 Generator_loss: 1.8145 
[INFO] 2021-01-15 19:59:10 > Step:   52800 Progress: 52.8% Elapsed: 7:59:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.67303 
[INFO] 2021-01-15 19:59:59 > Step:   52900 Progress: 52.9% Elapsed: 7:59:49 temperature: no ada_p: No Discriminator_loss: 0.00491168 Generator_loss: 2.53048 
[INFO] 2021-01-15 20:00:48 > Step:   53000 Progress: 53.0% Elapsed: 8:00:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.03251 
[INFO] 2021-01-15 20:01:37 > Step:   53100 Progress: 53.1% Elapsed: 8:01:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.6595 
[INFO] 2021-01-15 20:02:26 > Step:   53200 Progress: 53.2% Elapsed: 8:02:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.36138 
[INFO] 2021-01-15 20:03:15 > Step:   53300 Progress: 53.3% Elapsed: 8:03:05 temperature: no ada_p: No Discriminator_loss: 0.000334692 Generator_loss: 1.79986 
[INFO] 2021-01-15 20:04:04 > Step:   53400 Progress: 53.4% Elapsed: 8:03:54 temperature: no ada_p: No Discriminator_loss: 0.00201525 Generator_loss: 1.61184 
[INFO] 2021-01-15 20:04:53 > Step:   53500 Progress: 53.5% Elapsed: 8:04:43 temperature: no ada_p: No Discriminator_loss: 0.00536577 Generator_loss: 1.92425 
[INFO] 2021-01-15 20:05:42 > Step:   53600 Progress: 53.6% Elapsed: 8:05:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.025 
[INFO] 2021-01-15 20:06:30 > Step:   53700 Progress: 53.7% Elapsed: 8:06:21 temperature: no ada_p: No Discriminator_loss: 0.000629902 Generator_loss: 2.29925 
[INFO] 2021-01-15 20:07:19 > Step:   53800 Progress: 53.8% Elapsed: 8:07:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88889 
[INFO] 2021-01-15 20:08:08 > Step:   53900 Progress: 53.9% Elapsed: 8:07:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.09368 
[INFO] 2021-01-15 20:08:57 > Step:   54000 Progress: 54.0% Elapsed: 8:08:47 temperature: no ada_p: No Discriminator_loss: 0.00651256 Generator_loss: 1.80339 
[INFO] 2021-01-15 20:08:57 > Start Evaluation (54000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 20:08:57 > Calculating FID Score....
[INFO] 2021-01-15 20:09:18 > Calculating Inception Score....
[INFO] 2021-01-15 20:09:31 > Calculate F_beta Score....
[INFO] 2021-01-15 20:10:29 > Calculate Accuracies....
[INFO] 2021-01-15 20:10:34 > Calculate Accuracies....
[INFO] 2021-01-15 20:10:47 > F_8 score (Step: 54000, Using valid images): 0.135618730249408
[INFO] 2021-01-15 20:10:47 > F_1/8 score (Step: 54000, Using valid images): 0.05221732684213056
[INFO] 2021-01-15 20:10:47 > FID score (Step: 54000, Using valid moments): 210.08588690459624
[INFO] 2021-01-15 20:10:47 > Inception score (Step: 54000, 10000 generated images): 3.428246021270752
[INFO] 2021-01-15 20:10:47 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 20:10:48 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 20:11:37 > Step:   54100 Progress: 54.1% Elapsed: 8:11:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.872 
[INFO] 2021-01-15 20:12:25 > Step:   54200 Progress: 54.2% Elapsed: 8:12:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.10166 
[INFO] 2021-01-15 20:13:14 > Step:   54300 Progress: 54.3% Elapsed: 8:13:05 temperature: no ada_p: No Discriminator_loss: 2.10977e-05 Generator_loss: 2.34423 
[INFO] 2021-01-15 20:14:03 > Step:   54400 Progress: 54.4% Elapsed: 8:13:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.37284 
[INFO] 2021-01-15 20:14:52 > Step:   54500 Progress: 54.5% Elapsed: 8:14:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.09779 
[INFO] 2021-01-15 20:15:41 > Step:   54600 Progress: 54.6% Elapsed: 8:15:31 temperature: no ada_p: No Discriminator_loss: 0.0624117 Generator_loss: 2.59232 
[INFO] 2021-01-15 20:16:30 > Step:   54700 Progress: 54.7% Elapsed: 8:16:20 temperature: no ada_p: No Discriminator_loss: 0.00649824 Generator_loss: 2.31992 
[INFO] 2021-01-15 20:17:19 > Step:   54800 Progress: 54.8% Elapsed: 8:17:09 temperature: no ada_p: No Discriminator_loss: 0.0431855 Generator_loss: 2.37503 
[INFO] 2021-01-15 20:18:08 > Step:   54900 Progress: 54.9% Elapsed: 8:17:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.63294 
[INFO] 2021-01-15 20:18:57 > Step:   55000 Progress: 55.0% Elapsed: 8:18:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.55346 
[INFO] 2021-01-15 20:19:46 > Step:   55100 Progress: 55.1% Elapsed: 8:19:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.79594 
[INFO] 2021-01-15 20:20:34 > Step:   55200 Progress: 55.2% Elapsed: 8:20:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.51487 
[INFO] 2021-01-15 20:21:23 > Step:   55300 Progress: 55.3% Elapsed: 8:21:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.64623 
[INFO] 2021-01-15 20:22:12 > Step:   55400 Progress: 55.4% Elapsed: 8:22:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.85936 
[INFO] 2021-01-15 20:23:01 > Step:   55500 Progress: 55.5% Elapsed: 8:22:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.83348 
[INFO] 2021-01-15 20:23:50 > Step:   55600 Progress: 55.6% Elapsed: 8:23:40 temperature: no ada_p: No Discriminator_loss: 0.0220237 Generator_loss: 1.63104 
[INFO] 2021-01-15 20:24:39 > Step:   55700 Progress: 55.7% Elapsed: 8:24:29 temperature: no ada_p: No Discriminator_loss: 0.00640418 Generator_loss: 1.94654 
[INFO] 2021-01-15 20:25:28 > Step:   55800 Progress: 55.8% Elapsed: 8:25:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.67281 
[INFO] 2021-01-15 20:26:17 > Step:   55900 Progress: 55.9% Elapsed: 8:26:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.92618 
[INFO] 2021-01-15 20:27:05 > Step:   56000 Progress: 56.0% Elapsed: 8:26:56 temperature: no ada_p: No Discriminator_loss: 0.000590425 Generator_loss: 1.83931 
[INFO] 2021-01-15 20:27:05 > Start Evaluation (56000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 20:27:05 > Calculating FID Score....
[INFO] 2021-01-15 20:27:26 > Calculating Inception Score....
[INFO] 2021-01-15 20:27:39 > Calculate F_beta Score....
[INFO] 2021-01-15 20:28:38 > Calculate Accuracies....
[INFO] 2021-01-15 20:28:43 > Calculate Accuracies....
[INFO] 2021-01-15 20:28:56 > F_8 score (Step: 56000, Using valid images): 0.09425082412754639
[INFO] 2021-01-15 20:28:56 > F_1/8 score (Step: 56000, Using valid images): 0.061075317917140784
[INFO] 2021-01-15 20:28:56 > FID score (Step: 56000, Using valid moments): 246.99593871840386
[INFO] 2021-01-15 20:28:56 > Inception score (Step: 56000, 10000 generated images): 2.2883083820343018
[INFO] 2021-01-15 20:28:56 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 20:28:57 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 20:29:46 > Step:   56100 Progress: 56.1% Elapsed: 8:29:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.07746 
[INFO] 2021-01-15 20:30:35 > Step:   56200 Progress: 56.2% Elapsed: 8:30:25 temperature: no ada_p: No Discriminator_loss: 1.06738 Generator_loss: 1.05195 
[INFO] 2021-01-15 20:31:23 > Step:   56300 Progress: 56.3% Elapsed: 8:31:13 temperature: no ada_p: No Discriminator_loss: 0.000486091 Generator_loss: 1.42697 
[INFO] 2021-01-15 20:32:12 > Step:   56400 Progress: 56.4% Elapsed: 8:32:02 temperature: no ada_p: No Discriminator_loss: 0.0184206 Generator_loss: 1.55412 
[INFO] 2021-01-15 20:33:01 > Step:   56500 Progress: 56.5% Elapsed: 8:32:51 temperature: no ada_p: No Discriminator_loss: 0.00124574 Generator_loss: 1.77749 
[INFO] 2021-01-15 20:33:50 > Step:   56600 Progress: 56.6% Elapsed: 8:33:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.65427 
[INFO] 2021-01-15 20:34:39 > Step:   56700 Progress: 56.7% Elapsed: 8:34:29 temperature: no ada_p: No Discriminator_loss: 0.00255546 Generator_loss: 1.64932 
[INFO] 2021-01-15 20:35:28 > Step:   56800 Progress: 56.8% Elapsed: 8:35:18 temperature: no ada_p: No Discriminator_loss: 0.000450108 Generator_loss: 1.86972 
[INFO] 2021-01-15 20:36:16 > Step:   56900 Progress: 56.9% Elapsed: 8:36:07 temperature: no ada_p: No Discriminator_loss: 0.0242309 Generator_loss: 2.02265 
[INFO] 2021-01-15 20:37:06 > Step:   57000 Progress: 57.0% Elapsed: 8:36:56 temperature: no ada_p: No Discriminator_loss: 0.00318622 Generator_loss: 1.75766 
[INFO] 2021-01-15 20:37:54 > Step:   57100 Progress: 57.1% Elapsed: 8:37:45 temperature: no ada_p: No Discriminator_loss: 0.00180805 Generator_loss: 1.93593 
[INFO] 2021-01-15 20:38:43 > Step:   57200 Progress: 57.2% Elapsed: 8:38:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.46078 
[INFO] 2021-01-15 20:39:32 > Step:   57300 Progress: 57.3% Elapsed: 8:39:22 temperature: no ada_p: No Discriminator_loss: 0.00277106 Generator_loss: 1.79438 
[INFO] 2021-01-15 20:40:21 > Step:   57400 Progress: 57.4% Elapsed: 8:40:11 temperature: no ada_p: No Discriminator_loss: 0.000819924 Generator_loss: 1.70894 
[INFO] 2021-01-15 20:41:10 > Step:   57500 Progress: 57.5% Elapsed: 8:41:00 temperature: no ada_p: No Discriminator_loss: 0.00151082 Generator_loss: 1.90794 
[INFO] 2021-01-15 20:41:59 > Step:   57600 Progress: 57.6% Elapsed: 8:41:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.2901 
[INFO] 2021-01-15 20:42:47 > Step:   57700 Progress: 57.7% Elapsed: 8:42:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.28551 
[INFO] 2021-01-15 20:43:37 > Step:   57800 Progress: 57.8% Elapsed: 8:43:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.83176 
[INFO] 2021-01-15 20:44:25 > Step:   57900 Progress: 57.9% Elapsed: 8:44:16 temperature: no ada_p: No Discriminator_loss: 2.40153 Generator_loss: 1.48015 
[INFO] 2021-01-15 20:45:14 > Step:   58000 Progress: 58.0% Elapsed: 8:45:04 temperature: no ada_p: No Discriminator_loss: 0.0522228 Generator_loss: 7.72563 
[INFO] 2021-01-15 20:45:14 > Start Evaluation (58000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 20:45:14 > Calculating FID Score....
[INFO] 2021-01-15 20:45:35 > Calculating Inception Score....
[INFO] 2021-01-15 20:45:48 > Calculate F_beta Score....
[INFO] 2021-01-15 20:46:47 > Calculate Accuracies....
[INFO] 2021-01-15 20:46:53 > Calculate Accuracies....
[INFO] 2021-01-15 20:47:05 > F_8 score (Step: 58000, Using valid images): 0.1393706425187571
[INFO] 2021-01-15 20:47:05 > F_1/8 score (Step: 58000, Using valid images): 0.06629732596353462
[INFO] 2021-01-15 20:47:05 > FID score (Step: 58000, Using valid moments): 198.91310913611326
[INFO] 2021-01-15 20:47:05 > Inception score (Step: 58000, 10000 generated images): 3.846686363220215
[INFO] 2021-01-15 20:47:05 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 20:47:07 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 20:47:55 > Step:   58100 Progress: 58.1% Elapsed: 8:47:45 temperature: no ada_p: No Discriminator_loss: 0.00038742 Generator_loss: 1.54297 
[INFO] 2021-01-15 20:48:44 > Step:   58200 Progress: 58.2% Elapsed: 8:48:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.84131 
[INFO] 2021-01-15 20:49:33 > Step:   58300 Progress: 58.3% Elapsed: 8:49:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.47964 
[INFO] 2021-01-15 20:50:22 > Step:   58400 Progress: 58.4% Elapsed: 8:50:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.37331 
[INFO] 2021-01-15 20:51:10 > Step:   58500 Progress: 58.5% Elapsed: 8:51:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.10157 
[INFO] 2021-01-15 20:52:00 > Step:   58600 Progress: 58.6% Elapsed: 8:51:50 temperature: no ada_p: No Discriminator_loss: 0.001919 Generator_loss: 1.71539 
[INFO] 2021-01-15 20:52:49 > Step:   58700 Progress: 58.7% Elapsed: 8:52:39 temperature: no ada_p: No Discriminator_loss: 0.0103686 Generator_loss: 1.98004 
[INFO] 2021-01-15 20:53:37 > Step:   58800 Progress: 58.8% Elapsed: 8:53:28 temperature: no ada_p: No Discriminator_loss: 0.000471275 Generator_loss: 2.35527 
[INFO] 2021-01-15 20:54:27 > Step:   58900 Progress: 58.9% Elapsed: 8:54:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.74444 
[INFO] 2021-01-15 20:55:16 > Step:   59000 Progress: 59.0% Elapsed: 8:55:06 temperature: no ada_p: No Discriminator_loss: 0.000706217 Generator_loss: 1.49421 
[INFO] 2021-01-15 20:56:04 > Step:   59100 Progress: 59.1% Elapsed: 8:55:55 temperature: no ada_p: No Discriminator_loss: 8.45029e-05 Generator_loss: 1.51474 
[INFO] 2021-01-15 20:56:53 > Step:   59200 Progress: 59.2% Elapsed: 8:56:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.70989 
[INFO] 2021-01-15 20:57:42 > Step:   59300 Progress: 59.3% Elapsed: 8:57:33 temperature: no ada_p: No Discriminator_loss: 0.598324 Generator_loss: 1.99894 
[INFO] 2021-01-15 20:58:31 > Step:   59400 Progress: 59.4% Elapsed: 8:58:21 temperature: no ada_p: No Discriminator_loss: 0.00100604 Generator_loss: 2.01349 
[INFO] 2021-01-15 20:59:20 > Step:   59500 Progress: 59.5% Elapsed: 8:59:10 temperature: no ada_p: No Discriminator_loss: 0.0101037 Generator_loss: 2.05156 
[INFO] 2021-01-15 21:00:09 > Step:   59600 Progress: 59.6% Elapsed: 8:59:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.37511 
[INFO] 2021-01-15 21:00:58 > Step:   59700 Progress: 59.7% Elapsed: 9:00:48 temperature: no ada_p: No Discriminator_loss: 2.92235e-05 Generator_loss: 1.78774 
[INFO] 2021-01-15 21:01:47 > Step:   59800 Progress: 59.8% Elapsed: 9:01:37 temperature: no ada_p: No Discriminator_loss: 0.54081 Generator_loss: -9.04301 
[INFO] 2021-01-15 21:02:35 > Step:   59900 Progress: 59.9% Elapsed: 9:02:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.93951 
[INFO] 2021-01-15 21:03:24 > Step:   60000 Progress: 60.0% Elapsed: 9:03:14 temperature: no ada_p: No Discriminator_loss: 0.0116774 Generator_loss: 2.33691 
[INFO] 2021-01-15 21:03:24 > Start Evaluation (60000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 21:03:24 > Calculating FID Score....
[INFO] 2021-01-15 21:03:45 > Calculating Inception Score....
[INFO] 2021-01-15 21:03:58 > Calculate F_beta Score....
[INFO] 2021-01-15 21:04:57 > Calculate Accuracies....
[INFO] 2021-01-15 21:05:02 > Calculate Accuracies....
[INFO] 2021-01-15 21:05:15 > F_8 score (Step: 60000, Using valid images): 0.16805488378845201
[INFO] 2021-01-15 21:05:15 > F_1/8 score (Step: 60000, Using valid images): 0.08404643777892522
[INFO] 2021-01-15 21:05:15 > FID score (Step: 60000, Using valid moments): 186.70788325641763
[INFO] 2021-01-15 21:05:15 > Inception score (Step: 60000, 10000 generated images): 3.753929853439331
[INFO] 2021-01-15 21:05:15 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 21:05:16 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 21:06:05 > Step:   60100 Progress: 60.1% Elapsed: 9:05:55 temperature: no ada_p: No Discriminator_loss: 0.000453373 Generator_loss: 2.71217 
[INFO] 2021-01-15 21:06:54 > Step:   60200 Progress: 60.2% Elapsed: 9:06:44 temperature: no ada_p: No Discriminator_loss: 0.00207786 Generator_loss: 2.6641 
[INFO] 2021-01-15 21:07:42 > Step:   60300 Progress: 60.3% Elapsed: 9:07:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.43757 
[INFO] 2021-01-15 21:08:31 > Step:   60400 Progress: 60.4% Elapsed: 9:08:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.12262 
[INFO] 2021-01-15 21:09:20 > Step:   60500 Progress: 60.5% Elapsed: 9:09:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.80467 
[INFO] 2021-01-15 21:10:09 > Step:   60600 Progress: 60.6% Elapsed: 9:09:59 temperature: no ada_p: No Discriminator_loss: 0.0128721 Generator_loss: 1.61719 
[INFO] 2021-01-15 21:10:58 > Step:   60700 Progress: 60.7% Elapsed: 9:10:48 temperature: no ada_p: No Discriminator_loss: 0.00414656 Generator_loss: 2.38897 
[INFO] 2021-01-15 21:11:47 > Step:   60800 Progress: 60.8% Elapsed: 9:11:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.94619 
[INFO] 2021-01-15 21:12:36 > Step:   60900 Progress: 60.9% Elapsed: 9:12:26 temperature: no ada_p: No Discriminator_loss: 0.115531 Generator_loss: 0.32364 
[INFO] 2021-01-15 21:13:25 > Step:   61000 Progress: 61.0% Elapsed: 9:13:15 temperature: no ada_p: No Discriminator_loss: 0.00232157 Generator_loss: 2.00803 
[INFO] 2021-01-15 21:14:14 > Step:   61100 Progress: 61.1% Elapsed: 9:14:04 temperature: no ada_p: No Discriminator_loss: 0.000360852 Generator_loss: 2.26247 
[INFO] 2021-01-15 21:15:02 > Step:   61200 Progress: 61.2% Elapsed: 9:14:53 temperature: no ada_p: No Discriminator_loss: 0.0156297 Generator_loss: 2.09012 
[INFO] 2021-01-15 21:15:52 > Step:   61300 Progress: 61.3% Elapsed: 9:15:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.23386 
[INFO] 2021-01-15 21:16:40 > Step:   61400 Progress: 61.4% Elapsed: 9:16:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.20924 
[INFO] 2021-01-15 21:17:29 > Step:   61500 Progress: 61.5% Elapsed: 9:17:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.00134 
[INFO] 2021-01-15 21:18:18 > Step:   61600 Progress: 61.6% Elapsed: 9:18:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.70677 
[INFO] 2021-01-15 21:19:07 > Step:   61700 Progress: 61.7% Elapsed: 9:18:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.17619 
[INFO] 2021-01-15 21:19:56 > Step:   61800 Progress: 61.8% Elapsed: 9:19:46 temperature: no ada_p: No Discriminator_loss: 0.000152703 Generator_loss: 2.1228 
[INFO] 2021-01-15 21:20:44 > Step:   61900 Progress: 61.9% Elapsed: 9:20:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.91941 
[INFO] 2021-01-15 21:21:33 > Step:   62000 Progress: 62.0% Elapsed: 9:21:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.83986 
[INFO] 2021-01-15 21:21:33 > Start Evaluation (62000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 21:21:33 > Calculating FID Score....
[INFO] 2021-01-15 21:21:54 > Calculating Inception Score....
[INFO] 2021-01-15 21:22:07 > Calculate F_beta Score....
[INFO] 2021-01-15 21:23:05 > Calculate Accuracies....
[INFO] 2021-01-15 21:23:10 > Calculate Accuracies....
[INFO] 2021-01-15 21:23:23 > F_8 score (Step: 62000, Using valid images): 0.09699879634145628
[INFO] 2021-01-15 21:23:23 > F_1/8 score (Step: 62000, Using valid images): 0.03974612112807745
[INFO] 2021-01-15 21:23:23 > FID score (Step: 62000, Using valid moments): 225.81870662454799
[INFO] 2021-01-15 21:23:23 > Inception score (Step: 62000, 10000 generated images): 2.3260562419891357
[INFO] 2021-01-15 21:23:23 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 21:23:24 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 21:24:13 > Step:   62100 Progress: 62.1% Elapsed: 9:24:03 temperature: no ada_p: No Discriminator_loss: 0.00231805 Generator_loss: 2.41654 
[INFO] 2021-01-15 21:25:02 > Step:   62200 Progress: 62.2% Elapsed: 9:24:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.74486 
[INFO] 2021-01-15 21:25:50 > Step:   62300 Progress: 62.3% Elapsed: 9:25:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.86627 
[INFO] 2021-01-15 21:26:39 > Step:   62400 Progress: 62.4% Elapsed: 9:26:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.74998 
[INFO] 2021-01-15 21:27:29 > Step:   62500 Progress: 62.5% Elapsed: 9:27:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.50736 
[INFO] 2021-01-15 21:28:17 > Step:   62600 Progress: 62.6% Elapsed: 9:28:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.0914 
[INFO] 2021-01-15 21:29:06 > Step:   62700 Progress: 62.7% Elapsed: 9:28:56 temperature: no ada_p: No Discriminator_loss: 0.00203453 Generator_loss: 2.22297 
[INFO] 2021-01-15 21:29:55 > Step:   62800 Progress: 62.8% Elapsed: 9:29:46 temperature: no ada_p: No Discriminator_loss: 0.000789485 Generator_loss: 1.95565 
[INFO] 2021-01-15 21:30:44 > Step:   62900 Progress: 62.9% Elapsed: 9:30:34 temperature: no ada_p: No Discriminator_loss: 0.000441287 Generator_loss: 1.89253 
[INFO] 2021-01-15 21:31:33 > Step:   63000 Progress: 63.0% Elapsed: 9:31:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.32695 
[INFO] 2021-01-15 21:32:22 > Step:   63100 Progress: 63.1% Elapsed: 9:32:12 temperature: no ada_p: No Discriminator_loss: 0.00010785 Generator_loss: 2.07879 
[INFO] 2021-01-15 21:33:11 > Step:   63200 Progress: 63.2% Elapsed: 9:33:01 temperature: no ada_p: No Discriminator_loss: 0.00302898 Generator_loss: 1.98531 
[INFO] 2021-01-15 21:34:00 > Step:   63300 Progress: 63.3% Elapsed: 9:33:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.70302 
[INFO] 2021-01-15 21:34:48 > Step:   63400 Progress: 63.4% Elapsed: 9:34:39 temperature: no ada_p: No Discriminator_loss: 0.0244061 Generator_loss: 2.33528 
[INFO] 2021-01-15 21:35:37 > Step:   63500 Progress: 63.5% Elapsed: 9:35:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.97267 
[INFO] 2021-01-15 21:36:26 > Step:   63600 Progress: 63.6% Elapsed: 9:36:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.10471 
[INFO] 2021-01-15 21:37:15 > Step:   63700 Progress: 63.7% Elapsed: 9:37:05 temperature: no ada_p: No Discriminator_loss: 0.000948379 Generator_loss: 2.15581 
[INFO] 2021-01-15 21:38:04 > Step:   63800 Progress: 63.8% Elapsed: 9:37:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.15461 
[INFO] 2021-01-15 21:38:53 > Step:   63900 Progress: 63.9% Elapsed: 9:38:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.29125 
[INFO] 2021-01-15 21:39:42 > Step:   64000 Progress: 64.0% Elapsed: 9:39:32 temperature: no ada_p: No Discriminator_loss: 0.00150279 Generator_loss: 2.09425 
[INFO] 2021-01-15 21:39:42 > Start Evaluation (64000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 21:39:42 > Calculating FID Score....
[INFO] 2021-01-15 21:40:03 > Calculating Inception Score....
[INFO] 2021-01-15 21:40:16 > Calculate F_beta Score....
[INFO] 2021-01-15 21:41:14 > Calculate Accuracies....
[INFO] 2021-01-15 21:41:19 > Calculate Accuracies....
[INFO] 2021-01-15 21:41:32 > F_8 score (Step: 64000, Using valid images): 0.09498313210374826
[INFO] 2021-01-15 21:41:32 > F_1/8 score (Step: 64000, Using valid images): 0.07141237308001923
[INFO] 2021-01-15 21:41:32 > FID score (Step: 64000, Using valid moments): 194.30278368499086
[INFO] 2021-01-15 21:41:32 > Inception score (Step: 64000, 10000 generated images): 3.195176362991333
[INFO] 2021-01-15 21:41:32 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 21:41:33 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 21:42:22 > Step:   64100 Progress: 64.1% Elapsed: 9:42:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.26425 
[INFO] 2021-01-15 21:43:10 > Step:   64200 Progress: 64.2% Elapsed: 9:43:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.32303 
[INFO] 2021-01-15 21:43:59 > Step:   64300 Progress: 64.3% Elapsed: 9:43:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.70755 
[INFO] 2021-01-15 21:44:48 > Step:   64400 Progress: 64.4% Elapsed: 9:44:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.57745 
[INFO] 2021-01-15 21:45:37 > Step:   64500 Progress: 64.5% Elapsed: 9:45:27 temperature: no ada_p: No Discriminator_loss: 0.00176635 Generator_loss: 2.0577 
[INFO] 2021-01-15 21:46:26 > Step:   64600 Progress: 64.6% Elapsed: 9:46:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.71677 
[INFO] 2021-01-15 21:47:15 > Step:   64700 Progress: 64.7% Elapsed: 9:47:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.9406 
[INFO] 2021-01-15 21:48:04 > Step:   64800 Progress: 64.8% Elapsed: 9:47:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.15021 
[INFO] 2021-01-15 21:48:53 > Step:   64900 Progress: 64.9% Elapsed: 9:48:43 temperature: no ada_p: No Discriminator_loss: 0.00127422 Generator_loss: 1.39533 
[INFO] 2021-01-15 21:49:41 > Step:   65000 Progress: 65.0% Elapsed: 9:49:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.82491 
[INFO] 2021-01-15 21:50:30 > Step:   65100 Progress: 65.1% Elapsed: 9:50:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.63878 
[INFO] 2021-01-15 21:51:19 > Step:   65200 Progress: 65.2% Elapsed: 9:51:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.55218 
[INFO] 2021-01-15 21:52:08 > Step:   65300 Progress: 65.3% Elapsed: 9:51:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.79941 
[INFO] 2021-01-15 21:52:57 > Step:   65400 Progress: 65.4% Elapsed: 9:52:47 temperature: no ada_p: No Discriminator_loss: 0.000175484 Generator_loss: 1.8631 
[INFO] 2021-01-15 21:53:46 > Step:   65500 Progress: 65.5% Elapsed: 9:53:36 temperature: no ada_p: No Discriminator_loss: 0.000214864 Generator_loss: 1.71918 
[INFO] 2021-01-15 21:54:35 > Step:   65600 Progress: 65.6% Elapsed: 9:54:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.07344 
[INFO] 2021-01-15 21:55:24 > Step:   65700 Progress: 65.7% Elapsed: 9:55:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.37645 
[INFO] 2021-01-15 21:56:12 > Step:   65800 Progress: 65.8% Elapsed: 9:56:03 temperature: no ada_p: No Discriminator_loss: 0.00114663 Generator_loss: 1.80311 
[INFO] 2021-01-15 21:57:01 > Step:   65900 Progress: 65.9% Elapsed: 9:56:51 temperature: no ada_p: No Discriminator_loss: 0.000438191 Generator_loss: 1.40877 
[INFO] 2021-01-15 21:57:50 > Step:   66000 Progress: 66.0% Elapsed: 9:57:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.81246 
[INFO] 2021-01-15 21:57:50 > Start Evaluation (66000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 21:57:50 > Calculating FID Score....
[INFO] 2021-01-15 21:58:11 > Calculating Inception Score....
[INFO] 2021-01-15 21:58:24 > Calculate F_beta Score....
[INFO] 2021-01-15 21:59:22 > Calculate Accuracies....
[INFO] 2021-01-15 21:59:28 > Calculate Accuracies....
[INFO] 2021-01-15 21:59:41 > F_8 score (Step: 66000, Using valid images): 0.1707464219526838
[INFO] 2021-01-15 21:59:41 > F_1/8 score (Step: 66000, Using valid images): 0.08426703477338021
[INFO] 2021-01-15 21:59:41 > FID score (Step: 66000, Using valid moments): 218.79789610605386
[INFO] 2021-01-15 21:59:41 > Inception score (Step: 66000, 10000 generated images): 3.218677282333374
[INFO] 2021-01-15 21:59:41 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 21:59:42 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 22:00:30 > Step:   66100 Progress: 66.1% Elapsed: 10:00:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.06227 
[INFO] 2021-01-15 22:01:19 > Step:   66200 Progress: 66.2% Elapsed: 10:01:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.80895 
[INFO] 2021-01-15 22:02:08 > Step:   66300 Progress: 66.3% Elapsed: 10:01:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.18376 
[INFO] 2021-01-15 22:02:57 > Step:   66400 Progress: 66.4% Elapsed: 10:02:47 temperature: no ada_p: No Discriminator_loss: 0.000621195 Generator_loss: 2.00374 
[INFO] 2021-01-15 22:03:46 > Step:   66500 Progress: 66.5% Elapsed: 10:03:36 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.25429 
[INFO] 2021-01-15 22:04:35 > Step:   66600 Progress: 66.6% Elapsed: 10:04:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.30422 
[INFO] 2021-01-15 22:05:24 > Step:   66700 Progress: 66.7% Elapsed: 10:05:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3038 
[INFO] 2021-01-15 22:06:13 > Step:   66800 Progress: 66.8% Elapsed: 10:06:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.06016 
[INFO] 2021-01-15 22:07:01 > Step:   66900 Progress: 66.9% Elapsed: 10:06:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.48449 
[INFO] 2021-01-15 22:07:50 > Step:   67000 Progress: 67.0% Elapsed: 10:07:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.63357 
[INFO] 2021-01-15 22:08:39 > Step:   67100 Progress: 67.1% Elapsed: 10:08:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.33041 
[INFO] 2021-01-15 22:09:28 > Step:   67200 Progress: 67.2% Elapsed: 10:09:18 temperature: no ada_p: No Discriminator_loss: 0.0028438 Generator_loss: 2.97913 
[INFO] 2021-01-15 22:10:17 > Step:   67300 Progress: 67.3% Elapsed: 10:10:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.43337 
[INFO] 2021-01-15 22:11:05 > Step:   67400 Progress: 67.4% Elapsed: 10:10:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.98078 
[INFO] 2021-01-15 22:11:55 > Step:   67500 Progress: 67.5% Elapsed: 10:11:45 temperature: no ada_p: No Discriminator_loss: 0.0136526 Generator_loss: 2.30813 
[INFO] 2021-01-15 22:12:43 > Step:   67600 Progress: 67.6% Elapsed: 10:12:34 temperature: no ada_p: No Discriminator_loss: 0.000482971 Generator_loss: 1.63253 
[INFO] 2021-01-15 22:13:32 > Step:   67700 Progress: 67.7% Elapsed: 10:13:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.6272 
[INFO] 2021-01-15 22:14:21 > Step:   67800 Progress: 67.8% Elapsed: 10:14:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.90327 
[INFO] 2021-01-15 22:15:10 > Step:   67900 Progress: 67.9% Elapsed: 10:15:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.28269 
[INFO] 2021-01-15 22:15:59 > Step:   68000 Progress: 68.0% Elapsed: 10:15:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.42566 
[INFO] 2021-01-15 22:15:59 > Start Evaluation (68000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 22:15:59 > Calculating FID Score....
[INFO] 2021-01-15 22:16:20 > Calculating Inception Score....
[INFO] 2021-01-15 22:16:32 > Calculate F_beta Score....
[INFO] 2021-01-15 22:17:31 > Calculate Accuracies....
[INFO] 2021-01-15 22:17:36 > Calculate Accuracies....
[INFO] 2021-01-15 22:17:49 > F_8 score (Step: 68000, Using valid images): 0.0685237694642671
[INFO] 2021-01-15 22:17:49 > F_1/8 score (Step: 68000, Using valid images): 0.03744303033091694
[INFO] 2021-01-15 22:17:49 > FID score (Step: 68000, Using valid moments): 259.5254554143155
[INFO] 2021-01-15 22:17:49 > Inception score (Step: 68000, 10000 generated images): 2.4762847423553467
[INFO] 2021-01-15 22:17:49 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 22:17:51 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 22:18:39 > Step:   68100 Progress: 68.1% Elapsed: 10:18:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.02422 
[INFO] 2021-01-15 22:19:28 > Step:   68200 Progress: 68.2% Elapsed: 10:19:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.97706 
[INFO] 2021-01-15 22:20:17 > Step:   68300 Progress: 68.3% Elapsed: 10:20:07 temperature: no ada_p: No Discriminator_loss: 0.00472789 Generator_loss: 1.7069 
[INFO] 2021-01-15 22:21:06 > Step:   68400 Progress: 68.4% Elapsed: 10:20:56 temperature: no ada_p: No Discriminator_loss: 0.0034688 Generator_loss: 2.04899 
[INFO] 2021-01-15 22:21:54 > Step:   68500 Progress: 68.5% Elapsed: 10:21:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.48211 
[INFO] 2021-01-15 22:22:43 > Step:   68600 Progress: 68.6% Elapsed: 10:22:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.8879 
[INFO] 2021-01-15 22:23:32 > Step:   68700 Progress: 68.7% Elapsed: 10:23:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.84587 
[INFO] 2021-01-15 22:24:21 > Step:   68800 Progress: 68.8% Elapsed: 10:24:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.20139 
[INFO] 2021-01-15 22:25:10 > Step:   68900 Progress: 68.9% Elapsed: 10:25:00 temperature: no ada_p: No Discriminator_loss: 0.00655873 Generator_loss: 2.47622 
[INFO] 2021-01-15 22:25:58 > Step:   69000 Progress: 69.0% Elapsed: 10:25:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.37389 
[INFO] 2021-01-15 22:26:48 > Step:   69100 Progress: 69.1% Elapsed: 10:26:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.82342 
[INFO] 2021-01-15 22:27:37 > Step:   69200 Progress: 69.2% Elapsed: 10:27:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.3124 
[INFO] 2021-01-15 22:28:25 > Step:   69300 Progress: 69.3% Elapsed: 10:28:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.73554 
[INFO] 2021-01-15 22:29:14 > Step:   69400 Progress: 69.4% Elapsed: 10:29:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.92791 
[INFO] 2021-01-15 22:30:03 > Step:   69500 Progress: 69.5% Elapsed: 10:29:53 temperature: no ada_p: No Discriminator_loss: 0.001751 Generator_loss: 1.94835 
[INFO] 2021-01-15 22:30:52 > Step:   69600 Progress: 69.6% Elapsed: 10:30:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.41602 
[INFO] 2021-01-15 22:31:41 > Step:   69700 Progress: 69.7% Elapsed: 10:31:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.98395 
[INFO] 2021-01-15 22:32:29 > Step:   69800 Progress: 69.8% Elapsed: 10:32:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.89636 
[INFO] 2021-01-15 22:33:18 > Step:   69900 Progress: 69.9% Elapsed: 10:33:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.11047 
[INFO] 2021-01-15 22:34:07 > Step:   70000 Progress: 70.0% Elapsed: 10:33:57 temperature: no ada_p: No Discriminator_loss: 0.0514122 Generator_loss: 2.8701 
[INFO] 2021-01-15 22:34:07 > Start Evaluation (70000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 22:34:07 > Calculating FID Score....
[INFO] 2021-01-15 22:34:28 > Calculating Inception Score....
[INFO] 2021-01-15 22:34:41 > Calculate F_beta Score....
[INFO] 2021-01-15 22:35:39 > Calculate Accuracies....
[INFO] 2021-01-15 22:35:44 > Calculate Accuracies....
[INFO] 2021-01-15 22:35:57 > F_8 score (Step: 70000, Using valid images): 0.23503382873552092
[INFO] 2021-01-15 22:35:57 > F_1/8 score (Step: 70000, Using valid images): 0.05626207650820536
[INFO] 2021-01-15 22:35:57 > FID score (Step: 70000, Using valid moments): 203.17790589224137
[INFO] 2021-01-15 22:35:57 > Inception score (Step: 70000, 10000 generated images): 3.9171719551086426
[INFO] 2021-01-15 22:35:57 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 22:35:58 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 22:36:47 > Step:   70100 Progress: 70.1% Elapsed: 10:36:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.31641 
[INFO] 2021-01-15 22:37:36 > Step:   70200 Progress: 70.2% Elapsed: 10:37:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.33097 
[INFO] 2021-01-15 22:38:25 > Step:   70300 Progress: 70.3% Elapsed: 10:38:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.83333 
[INFO] 2021-01-15 22:39:14 > Step:   70400 Progress: 70.4% Elapsed: 10:39:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.66911 
[INFO] 2021-01-15 22:40:02 > Step:   70500 Progress: 70.5% Elapsed: 10:39:53 temperature: no ada_p: No Discriminator_loss: 0.00376274 Generator_loss: 1.52481 
[INFO] 2021-01-15 22:40:52 > Step:   70600 Progress: 70.6% Elapsed: 10:40:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.47725 
[INFO] 2021-01-15 22:41:40 > Step:   70700 Progress: 70.7% Elapsed: 10:41:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.62911 
[INFO] 2021-01-15 22:42:29 > Step:   70800 Progress: 70.8% Elapsed: 10:42:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.20088 
[INFO] 2021-01-15 22:43:18 > Step:   70900 Progress: 70.9% Elapsed: 10:43:08 temperature: no ada_p: No Discriminator_loss: 2.12922 Generator_loss: 1.66098 
[INFO] 2021-01-15 22:44:07 > Step:   71000 Progress: 71.0% Elapsed: 10:43:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.42209 
[INFO] 2021-01-15 22:44:56 > Step:   71100 Progress: 71.1% Elapsed: 10:44:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.26057 
[INFO] 2021-01-15 22:45:45 > Step:   71200 Progress: 71.2% Elapsed: 10:45:35 temperature: no ada_p: No Discriminator_loss: 0.0396394 Generator_loss: 2.20166 
[INFO] 2021-01-15 22:46:33 > Step:   71300 Progress: 71.3% Elapsed: 10:46:24 temperature: no ada_p: No Discriminator_loss: 0.000906793 Generator_loss: 1.91028 
[INFO] 2021-01-15 22:47:23 > Step:   71400 Progress: 71.4% Elapsed: 10:47:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.72546 
[INFO] 2021-01-15 22:48:11 > Step:   71500 Progress: 71.5% Elapsed: 10:48:02 temperature: no ada_p: No Discriminator_loss: 0.00214726 Generator_loss: 2.12058 
[INFO] 2021-01-15 22:49:00 > Step:   71600 Progress: 71.6% Elapsed: 10:48:50 temperature: no ada_p: No Discriminator_loss: 0.0078706 Generator_loss: 2.80126 
[INFO] 2021-01-15 22:49:49 > Step:   71700 Progress: 71.7% Elapsed: 10:49:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.09026 
[INFO] 2021-01-15 22:50:38 > Step:   71800 Progress: 71.8% Elapsed: 10:50:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.21487 
[INFO] 2021-01-15 22:51:27 > Step:   71900 Progress: 71.9% Elapsed: 10:51:17 temperature: no ada_p: No Discriminator_loss: 0.098253 Generator_loss: 1.48964 
[INFO] 2021-01-15 22:52:15 > Step:   72000 Progress: 72.0% Elapsed: 10:52:05 temperature: no ada_p: No Discriminator_loss: 0.00012512 Generator_loss: 2.28099 
[INFO] 2021-01-15 22:52:15 > Start Evaluation (72000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 22:52:15 > Calculating FID Score....
[INFO] 2021-01-15 22:52:36 > Calculating Inception Score....
[INFO] 2021-01-15 22:52:49 > Calculate F_beta Score....
[INFO] 2021-01-15 22:53:48 > Calculate Accuracies....
[INFO] 2021-01-15 22:53:53 > Calculate Accuracies....
[INFO] 2021-01-15 22:54:06 > F_8 score (Step: 72000, Using valid images): 0.15209543556631908
[INFO] 2021-01-15 22:54:06 > F_1/8 score (Step: 72000, Using valid images): 0.17364530675380402
[INFO] 2021-01-15 22:54:06 > FID score (Step: 72000, Using valid moments): 174.5046852517254
[INFO] 2021-01-15 22:54:06 > Inception score (Step: 72000, 10000 generated images): 4.322299003601074
[INFO] 2021-01-15 22:54:06 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 22:54:08 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 22:54:56 > Step:   72100 Progress: 72.1% Elapsed: 10:54:46 temperature: no ada_p: No Discriminator_loss: 0.000551422 Generator_loss: 2.26183 
[INFO] 2021-01-15 22:55:45 > Step:   72200 Progress: 72.2% Elapsed: 10:55:36 temperature: no ada_p: No Discriminator_loss: 0.0071205 Generator_loss: 2.21395 
[INFO] 2021-01-15 22:56:34 > Step:   72300 Progress: 72.3% Elapsed: 10:56:24 temperature: no ada_p: No Discriminator_loss: 0.0466056 Generator_loss: 3.26581 
[INFO] 2021-01-15 22:57:23 > Step:   72400 Progress: 72.4% Elapsed: 10:57:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.21253 
[INFO] 2021-01-15 22:58:12 > Step:   72500 Progress: 72.5% Elapsed: 10:58:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.46933 
[INFO] 2021-01-15 22:59:01 > Step:   72600 Progress: 72.6% Elapsed: 10:58:51 temperature: no ada_p: No Discriminator_loss: 0.00232959 Generator_loss: 2.6633 
[INFO] 2021-01-15 22:59:50 > Step:   72700 Progress: 72.7% Elapsed: 10:59:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 4.73715 
[INFO] 2021-01-15 23:00:38 > Step:   72800 Progress: 72.8% Elapsed: 11:00:29 temperature: no ada_p: No Discriminator_loss: 0.00285458 Generator_loss: 3.67416 
[INFO] 2021-01-15 23:01:27 > Step:   72900 Progress: 72.9% Elapsed: 11:01:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.1422 
[INFO] 2021-01-15 23:02:16 > Step:   73000 Progress: 73.0% Elapsed: 11:02:07 temperature: no ada_p: No Discriminator_loss: 0.000206236 Generator_loss: 2.83621 
[INFO] 2021-01-15 23:03:05 > Step:   73100 Progress: 73.1% Elapsed: 11:02:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.69988 
[INFO] 2021-01-15 23:03:54 > Step:   73200 Progress: 73.2% Elapsed: 11:03:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.79146 
[INFO] 2021-01-15 23:04:43 > Step:   73300 Progress: 73.3% Elapsed: 11:04:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.42391 
[INFO] 2021-01-15 23:05:32 > Step:   73400 Progress: 73.4% Elapsed: 11:05:22 temperature: no ada_p: No Discriminator_loss: 0.00130573 Generator_loss: 2.90458 
[INFO] 2021-01-15 23:06:21 > Step:   73500 Progress: 73.5% Elapsed: 11:06:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.96324 
[INFO] 2021-01-15 23:07:10 > Step:   73600 Progress: 73.6% Elapsed: 11:07:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.95768 
[INFO] 2021-01-15 23:07:58 > Step:   73700 Progress: 73.7% Elapsed: 11:07:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.14262 
[INFO] 2021-01-15 23:08:47 > Step:   73800 Progress: 73.8% Elapsed: 11:08:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.39649 
[INFO] 2021-01-15 23:09:36 > Step:   73900 Progress: 73.9% Elapsed: 11:09:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.55239 
[INFO] 2021-01-15 23:10:25 > Step:   74000 Progress: 74.0% Elapsed: 11:10:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.49103 
[INFO] 2021-01-15 23:10:25 > Start Evaluation (74000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 23:10:25 > Calculating FID Score....
[INFO] 2021-01-15 23:10:46 > Calculating Inception Score....
[INFO] 2021-01-15 23:10:58 > Calculate F_beta Score....
[INFO] 2021-01-15 23:11:58 > Calculate Accuracies....
[INFO] 2021-01-15 23:12:03 > Calculate Accuracies....
[INFO] 2021-01-15 23:12:16 > F_8 score (Step: 74000, Using valid images): 0.15120390735235753
[INFO] 2021-01-15 23:12:16 > F_1/8 score (Step: 74000, Using valid images): 0.12062917392494604
[INFO] 2021-01-15 23:12:16 > FID score (Step: 74000, Using valid moments): 186.0488419552059
[INFO] 2021-01-15 23:12:16 > Inception score (Step: 74000, 10000 generated images): 4.0818634033203125
[INFO] 2021-01-15 23:12:16 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 23:12:17 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 23:13:06 > Step:   74100 Progress: 74.1% Elapsed: 11:12:56 temperature: no ada_p: No Discriminator_loss: 0.024441 Generator_loss: 1.88236 
[INFO] 2021-01-15 23:13:55 > Step:   74200 Progress: 74.2% Elapsed: 11:13:45 temperature: no ada_p: No Discriminator_loss: 0.00517235 Generator_loss: 1.54002 
[INFO] 2021-01-15 23:14:44 > Step:   74300 Progress: 74.3% Elapsed: 11:14:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.68367 
[INFO] 2021-01-15 23:15:33 > Step:   74400 Progress: 74.4% Elapsed: 11:15:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.23463 
[INFO] 2021-01-15 23:16:22 > Step:   74500 Progress: 74.5% Elapsed: 11:16:12 temperature: no ada_p: No Discriminator_loss: 0.0869294 Generator_loss: 1.90816 
[INFO] 2021-01-15 23:17:10 > Step:   74600 Progress: 74.6% Elapsed: 11:17:01 temperature: no ada_p: No Discriminator_loss: 0.00316273 Generator_loss: 2.01325 
[INFO] 2021-01-15 23:17:59 > Step:   74700 Progress: 74.7% Elapsed: 11:17:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.82911 
[INFO] 2021-01-15 23:18:48 > Step:   74800 Progress: 74.8% Elapsed: 11:18:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.01111 
[INFO] 2021-01-15 23:19:37 > Step:   74900 Progress: 74.9% Elapsed: 11:19:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.64228 
[INFO] 2021-01-15 23:20:26 > Step:   75000 Progress: 75.0% Elapsed: 11:20:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.43794 
[INFO] 2021-01-15 23:21:14 > Step:   75100 Progress: 75.1% Elapsed: 11:21:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.78578 
[INFO] 2021-01-15 23:22:03 > Step:   75200 Progress: 75.2% Elapsed: 11:21:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.69393 
[INFO] 2021-01-15 23:22:52 > Step:   75300 Progress: 75.3% Elapsed: 11:22:43 temperature: no ada_p: No Discriminator_loss: 0.0116335 Generator_loss: 2.018 
[INFO] 2021-01-15 23:23:41 > Step:   75400 Progress: 75.4% Elapsed: 11:23:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.8847 
[INFO] 2021-01-15 23:24:30 > Step:   75500 Progress: 75.5% Elapsed: 11:24:20 temperature: no ada_p: No Discriminator_loss: 6.90925e-06 Generator_loss: 1.53566 
[INFO] 2021-01-15 23:25:19 > Step:   75600 Progress: 75.6% Elapsed: 11:25:09 temperature: no ada_p: No Discriminator_loss: 0.0037603 Generator_loss: 2.35059 
[INFO] 2021-01-15 23:26:08 > Step:   75700 Progress: 75.7% Elapsed: 11:25:58 temperature: no ada_p: No Discriminator_loss: 0.010489 Generator_loss: 3.70065 
[INFO] 2021-01-15 23:26:56 > Step:   75800 Progress: 75.8% Elapsed: 11:26:47 temperature: no ada_p: No Discriminator_loss: 0.000116144 Generator_loss: 1.56321 
[INFO] 2021-01-15 23:27:45 > Step:   75900 Progress: 75.9% Elapsed: 11:27:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.82663 
[INFO] 2021-01-15 23:28:34 > Step:   76000 Progress: 76.0% Elapsed: 11:28:24 temperature: no ada_p: No Discriminator_loss: 0.00221641 Generator_loss: 2.93096 
[INFO] 2021-01-15 23:28:34 > Start Evaluation (76000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 23:28:34 > Calculating FID Score....
[INFO] 2021-01-15 23:28:55 > Calculating Inception Score....
[INFO] 2021-01-15 23:29:08 > Calculate F_beta Score....
[INFO] 2021-01-15 23:30:06 > Calculate Accuracies....
[INFO] 2021-01-15 23:30:11 > Calculate Accuracies....
[INFO] 2021-01-15 23:30:24 > F_8 score (Step: 76000, Using valid images): 0.09806561545470062
[INFO] 2021-01-15 23:30:24 > F_1/8 score (Step: 76000, Using valid images): 0.06468048089961362
[INFO] 2021-01-15 23:30:24 > FID score (Step: 76000, Using valid moments): 220.16699419118595
[INFO] 2021-01-15 23:30:24 > Inception score (Step: 76000, 10000 generated images): 2.8635549545288086
[INFO] 2021-01-15 23:30:24 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 23:30:25 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 23:31:14 > Step:   76100 Progress: 76.1% Elapsed: 11:31:05 temperature: no ada_p: No Discriminator_loss: 0.00277739 Generator_loss: 1.94114 
[INFO] 2021-01-15 23:32:03 > Step:   76200 Progress: 76.2% Elapsed: 11:31:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 5.20216 
[INFO] 2021-01-15 23:32:52 > Step:   76300 Progress: 76.3% Elapsed: 11:32:42 temperature: no ada_p: No Discriminator_loss: 0.00347632 Generator_loss: 1.57406 
[INFO] 2021-01-15 23:33:40 > Step:   76400 Progress: 76.4% Elapsed: 11:33:31 temperature: no ada_p: No Discriminator_loss: 0.00437465 Generator_loss: 1.64912 
[INFO] 2021-01-15 23:34:30 > Step:   76500 Progress: 76.5% Elapsed: 11:34:20 temperature: no ada_p: No Discriminator_loss: 0.00104078 Generator_loss: 1.95283 
[INFO] 2021-01-15 23:35:18 > Step:   76600 Progress: 76.6% Elapsed: 11:35:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.89929 
[INFO] 2021-01-15 23:36:07 > Step:   76700 Progress: 76.7% Elapsed: 11:35:57 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.46542 
[INFO] 2021-01-15 23:36:56 > Step:   76800 Progress: 76.8% Elapsed: 11:36:46 temperature: no ada_p: No Discriminator_loss: 0.000133033 Generator_loss: 1.82406 
[INFO] 2021-01-15 23:37:45 > Step:   76900 Progress: 76.9% Elapsed: 11:37:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.05614 
[INFO] 2021-01-15 23:38:34 > Step:   77000 Progress: 77.0% Elapsed: 11:38:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.61983 
[INFO] 2021-01-15 23:39:22 > Step:   77100 Progress: 77.1% Elapsed: 11:39:13 temperature: no ada_p: No Discriminator_loss: 0.000102387 Generator_loss: 1.49544 
[INFO] 2021-01-15 23:40:11 > Step:   77200 Progress: 77.2% Elapsed: 11:40:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.45163 
[INFO] 2021-01-15 23:41:00 > Step:   77300 Progress: 77.3% Elapsed: 11:40:51 temperature: no ada_p: No Discriminator_loss: 0.000383525 Generator_loss: 1.74439 
[INFO] 2021-01-15 23:41:49 > Step:   77400 Progress: 77.4% Elapsed: 11:41:39 temperature: no ada_p: No Discriminator_loss: 0.00154356 Generator_loss: 1.80523 
[INFO] 2021-01-15 23:42:38 > Step:   77500 Progress: 77.5% Elapsed: 11:42:28 temperature: no ada_p: No Discriminator_loss: 0.000207334 Generator_loss: 1.63726 
[INFO] 2021-01-15 23:43:26 > Step:   77600 Progress: 77.6% Elapsed: 11:43:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.80411 
[INFO] 2021-01-15 23:44:16 > Step:   77700 Progress: 77.7% Elapsed: 11:44:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.75246 
[INFO] 2021-01-15 23:45:04 > Step:   77800 Progress: 77.8% Elapsed: 11:44:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.02953 
[INFO] 2021-01-15 23:45:53 > Step:   77900 Progress: 77.9% Elapsed: 11:45:43 temperature: no ada_p: No Discriminator_loss: 0.00584028 Generator_loss: 1.72875 
[INFO] 2021-01-15 23:46:42 > Step:   78000 Progress: 78.0% Elapsed: 11:46:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.94651 
[INFO] 2021-01-15 23:46:42 > Start Evaluation (78000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 23:46:42 > Calculating FID Score....
[INFO] 2021-01-15 23:47:03 > Calculating Inception Score....
[INFO] 2021-01-15 23:47:16 > Calculate F_beta Score....
[INFO] 2021-01-15 23:48:14 > Calculate Accuracies....
[INFO] 2021-01-15 23:48:19 > Calculate Accuracies....
[INFO] 2021-01-15 23:48:32 > F_8 score (Step: 78000, Using valid images): 0.13671048123760282
[INFO] 2021-01-15 23:48:32 > F_1/8 score (Step: 78000, Using valid images): 0.06773262044294215
[INFO] 2021-01-15 23:48:32 > FID score (Step: 78000, Using valid moments): 214.70007300265308
[INFO] 2021-01-15 23:48:32 > Inception score (Step: 78000, 10000 generated images): 3.8872265815734863
[INFO] 2021-01-15 23:48:32 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-15 23:48:33 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-15 23:49:23 > Step:   78100 Progress: 78.1% Elapsed: 11:49:13 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.93921 
[INFO] 2021-01-15 23:50:11 > Step:   78200 Progress: 78.2% Elapsed: 11:50:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.68473 
[INFO] 2021-01-15 23:51:00 > Step:   78300 Progress: 78.3% Elapsed: 11:50:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.1631 
[INFO] 2021-01-15 23:51:49 > Step:   78400 Progress: 78.4% Elapsed: 11:51:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.39485 
[INFO] 2021-01-15 23:52:38 > Step:   78500 Progress: 78.5% Elapsed: 11:52:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.93608 
[INFO] 2021-01-15 23:53:27 > Step:   78600 Progress: 78.6% Elapsed: 11:53:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.38496 
[INFO] 2021-01-15 23:54:16 > Step:   78700 Progress: 78.7% Elapsed: 11:54:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.87767 
[INFO] 2021-01-15 23:55:05 > Step:   78800 Progress: 78.8% Elapsed: 11:54:55 temperature: no ada_p: No Discriminator_loss: 0.000790499 Generator_loss: 2.11335 
[INFO] 2021-01-15 23:55:53 > Step:   78900 Progress: 78.9% Elapsed: 11:55:44 temperature: no ada_p: No Discriminator_loss: 0.00419021 Generator_loss: 2.30682 
[INFO] 2021-01-15 23:56:42 > Step:   79000 Progress: 79.0% Elapsed: 11:56:32 temperature: no ada_p: No Discriminator_loss: 0.00567342 Generator_loss: 2.38914 
[INFO] 2021-01-15 23:57:31 > Step:   79100 Progress: 79.1% Elapsed: 11:57:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.54622 
[INFO] 2021-01-15 23:58:20 > Step:   79200 Progress: 79.2% Elapsed: 11:58:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.13667 
[INFO] 2021-01-15 23:59:09 > Step:   79300 Progress: 79.3% Elapsed: 11:58:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.11076 
[INFO] 2021-01-15 23:59:58 > Step:   79400 Progress: 79.4% Elapsed: 11:59:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.34216 
[INFO] 2021-01-16 00:00:46 > Step:   79500 Progress: 79.5% Elapsed: 12:00:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.25349 
[INFO] 2021-01-16 00:01:35 > Step:   79600 Progress: 79.6% Elapsed: 12:01:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.89677 
[INFO] 2021-01-16 00:02:24 > Step:   79700 Progress: 79.7% Elapsed: 12:02:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.4943 
[INFO] 2021-01-16 00:03:13 > Step:   79800 Progress: 79.8% Elapsed: 12:03:03 temperature: no ada_p: No Discriminator_loss: 0.0235569 Generator_loss: 2.46128 
[INFO] 2021-01-16 00:04:01 > Step:   79900 Progress: 79.9% Elapsed: 12:03:52 temperature: no ada_p: No Discriminator_loss: 1.25156 Generator_loss: 1.04423 
[INFO] 2021-01-16 00:04:51 > Step:   80000 Progress: 80.0% Elapsed: 12:04:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.61667 
[INFO] 2021-01-16 00:04:51 > Start Evaluation (80000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 00:04:51 > Calculating FID Score....
[INFO] 2021-01-16 00:05:12 > Calculating Inception Score....
[INFO] 2021-01-16 00:05:25 > Calculate F_beta Score....
[INFO] 2021-01-16 00:06:23 > Calculate Accuracies....
[INFO] 2021-01-16 00:06:28 > Calculate Accuracies....
[INFO] 2021-01-16 00:06:41 > F_8 score (Step: 80000, Using valid images): 0.1250014804514196
[INFO] 2021-01-16 00:06:41 > F_1/8 score (Step: 80000, Using valid images): 0.04131572905952751
[INFO] 2021-01-16 00:06:41 > FID score (Step: 80000, Using valid moments): 225.58566221215847
[INFO] 2021-01-16 00:06:41 > Inception score (Step: 80000, 10000 generated images): 3.0529489517211914
[INFO] 2021-01-16 00:06:41 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-16 00:06:43 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 00:07:31 > Step:   80100 Progress: 80.1% Elapsed: 12:07:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.97104 
[INFO] 2021-01-16 00:08:20 > Step:   80200 Progress: 80.2% Elapsed: 12:08:10 temperature: no ada_p: No Discriminator_loss: 0.00116942 Generator_loss: 1.62031 
[INFO] 2021-01-16 00:09:09 > Step:   80300 Progress: 80.3% Elapsed: 12:08:59 temperature: no ada_p: No Discriminator_loss: 0.009399 Generator_loss: 1.65144 
[INFO] 2021-01-16 00:09:58 > Step:   80400 Progress: 80.4% Elapsed: 12:09:48 temperature: no ada_p: No Discriminator_loss: 0.000641149 Generator_loss: 1.61152 
[INFO] 2021-01-16 00:10:47 > Step:   80500 Progress: 80.5% Elapsed: 12:10:37 temperature: no ada_p: No Discriminator_loss: 0.00574621 Generator_loss: 2.07193 
[INFO] 2021-01-16 00:11:35 > Step:   80600 Progress: 80.6% Elapsed: 12:11:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.07046 
[INFO] 2021-01-16 00:12:24 > Step:   80700 Progress: 80.7% Elapsed: 12:12:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.81112 
[INFO] 2021-01-16 00:13:13 > Step:   80800 Progress: 80.8% Elapsed: 12:13:04 temperature: no ada_p: No Discriminator_loss: 0.003024 Generator_loss: 2.11122 
[INFO] 2021-01-16 00:14:02 > Step:   80900 Progress: 80.9% Elapsed: 12:13:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.62347 
[INFO] 2021-01-16 00:14:51 > Step:   81000 Progress: 81.0% Elapsed: 12:14:41 temperature: no ada_p: No Discriminator_loss: 0.000211491 Generator_loss: 2.46615 
[INFO] 2021-01-16 00:15:40 > Step:   81100 Progress: 81.1% Elapsed: 12:15:30 temperature: no ada_p: No Discriminator_loss: 0.00311234 Generator_loss: 1.53851 
[INFO] 2021-01-16 00:16:29 > Step:   81200 Progress: 81.2% Elapsed: 12:16:19 temperature: no ada_p: No Discriminator_loss: 0.00120441 Generator_loss: 1.83224 
[INFO] 2021-01-16 00:17:18 > Step:   81300 Progress: 81.3% Elapsed: 12:17:08 temperature: no ada_p: No Discriminator_loss: 0.000718304 Generator_loss: 1.95072 
[INFO] 2021-01-16 00:18:06 > Step:   81400 Progress: 81.4% Elapsed: 12:17:57 temperature: no ada_p: No Discriminator_loss: 0.00184414 Generator_loss: 2.1147 
[INFO] 2021-01-16 00:18:55 > Step:   81500 Progress: 81.5% Elapsed: 12:18:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.23074 
[INFO] 2021-01-16 00:19:44 > Step:   81600 Progress: 81.6% Elapsed: 12:19:34 temperature: no ada_p: No Discriminator_loss: 0.128108 Generator_loss: 3.95655 
[INFO] 2021-01-16 00:20:33 > Step:   81700 Progress: 81.7% Elapsed: 12:20:23 temperature: no ada_p: No Discriminator_loss: 0.00385513 Generator_loss: 2.20684 
[INFO] 2021-01-16 00:21:22 > Step:   81800 Progress: 81.8% Elapsed: 12:21:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.02281 
[INFO] 2021-01-16 00:22:10 > Step:   81900 Progress: 81.9% Elapsed: 12:22:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.03414 
[INFO] 2021-01-16 00:23:00 > Step:   82000 Progress: 82.0% Elapsed: 12:22:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.76336 
[INFO] 2021-01-16 00:23:00 > Start Evaluation (82000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 00:23:00 > Calculating FID Score....
[INFO] 2021-01-16 00:23:21 > Calculating Inception Score....
[INFO] 2021-01-16 00:23:34 > Calculate F_beta Score....
[INFO] 2021-01-16 00:24:32 > Calculate Accuracies....
[INFO] 2021-01-16 00:24:37 > Calculate Accuracies....
[INFO] 2021-01-16 00:24:50 > F_8 score (Step: 82000, Using valid images): 0.15037250284821033
[INFO] 2021-01-16 00:24:50 > F_1/8 score (Step: 82000, Using valid images): 0.17677658084963346
[INFO] 2021-01-16 00:24:50 > FID score (Step: 82000, Using valid moments): 179.00957004616635
[INFO] 2021-01-16 00:24:50 > Inception score (Step: 82000, 10000 generated images): 3.4757657051086426
[INFO] 2021-01-16 00:24:50 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-16 00:24:51 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 00:25:40 > Step:   82100 Progress: 82.1% Elapsed: 12:25:30 temperature: no ada_p: No Discriminator_loss: 0.00582465 Generator_loss: 2.52863 
[INFO] 2021-01-16 00:26:29 > Step:   82200 Progress: 82.2% Elapsed: 12:26:19 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.37475 
[INFO] 2021-01-16 00:27:18 > Step:   82300 Progress: 82.3% Elapsed: 12:27:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.78725 
[INFO] 2021-01-16 00:28:06 > Step:   82400 Progress: 82.4% Elapsed: 12:27:57 temperature: no ada_p: No Discriminator_loss: 0.000140559 Generator_loss: 1.63286 
[INFO] 2021-01-16 00:28:55 > Step:   82500 Progress: 82.5% Elapsed: 12:28:45 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.00049 
[INFO] 2021-01-16 00:29:44 > Step:   82600 Progress: 82.6% Elapsed: 12:29:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.64453 
[INFO] 2021-01-16 00:30:33 > Step:   82700 Progress: 82.7% Elapsed: 12:30:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.95593 
[INFO] 2021-01-16 00:31:22 > Step:   82800 Progress: 82.8% Elapsed: 12:31:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.6898 
[INFO] 2021-01-16 00:32:11 > Step:   82900 Progress: 82.9% Elapsed: 12:32:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.67385 
[INFO] 2021-01-16 00:32:59 > Step:   83000 Progress: 83.0% Elapsed: 12:32:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.75545 
[INFO] 2021-01-16 00:33:48 > Step:   83100 Progress: 83.1% Elapsed: 12:33:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91286 
[INFO] 2021-01-16 00:34:37 > Step:   83200 Progress: 83.2% Elapsed: 12:34:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.73522 
[INFO] 2021-01-16 00:35:26 > Step:   83300 Progress: 83.3% Elapsed: 12:35:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.56125 
[INFO] 2021-01-16 00:36:15 > Step:   83400 Progress: 83.4% Elapsed: 12:36:05 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.15696 
[INFO] 2021-01-16 00:37:04 > Step:   83500 Progress: 83.5% Elapsed: 12:36:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.79387 
[INFO] 2021-01-16 00:37:52 > Step:   83600 Progress: 83.6% Elapsed: 12:37:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.37174 
[INFO] 2021-01-16 00:38:41 > Step:   83700 Progress: 83.7% Elapsed: 12:38:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.99715 
[INFO] 2021-01-16 00:39:30 > Step:   83800 Progress: 83.8% Elapsed: 12:39:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.69661 
[INFO] 2021-01-16 00:40:19 > Step:   83900 Progress: 83.9% Elapsed: 12:40:09 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.72127 
[INFO] 2021-01-16 00:41:08 > Step:   84000 Progress: 84.0% Elapsed: 12:40:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.73414 
[INFO] 2021-01-16 00:41:08 > Start Evaluation (84000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 00:41:08 > Calculating FID Score....
[INFO] 2021-01-16 00:41:29 > Calculating Inception Score....
[INFO] 2021-01-16 00:41:42 > Calculate F_beta Score....
[INFO] 2021-01-16 00:42:40 > Calculate Accuracies....
[INFO] 2021-01-16 00:42:45 > Calculate Accuracies....
[INFO] 2021-01-16 00:43:00 > F_8 score (Step: 84000, Using valid images): 0.19382214167181416
[INFO] 2021-01-16 00:43:00 > F_1/8 score (Step: 84000, Using valid images): 0.039514108388881884
[INFO] 2021-01-16 00:43:00 > FID score (Step: 84000, Using valid moments): 233.15325324112717
[INFO] 2021-01-16 00:43:00 > Inception score (Step: 84000, 10000 generated images): 2.347485303878784
[INFO] 2021-01-16 00:43:00 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-16 00:43:01 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 00:43:50 > Step:   84100 Progress: 84.1% Elapsed: 12:43:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.72498 
[INFO] 2021-01-16 00:44:38 > Step:   84200 Progress: 84.2% Elapsed: 12:44:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.2553 
[INFO] 2021-01-16 00:45:27 > Step:   84300 Progress: 84.3% Elapsed: 12:45:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.90511 
[INFO] 2021-01-16 00:46:16 > Step:   84400 Progress: 84.4% Elapsed: 12:46:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.83898 
[INFO] 2021-01-16 00:47:05 > Step:   84500 Progress: 84.5% Elapsed: 12:46:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.06178 
[INFO] 2021-01-16 00:47:54 > Step:   84600 Progress: 84.6% Elapsed: 12:47:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.1017 
[INFO] 2021-01-16 00:48:43 > Step:   84700 Progress: 84.7% Elapsed: 12:48:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.41264 
[INFO] 2021-01-16 00:49:32 > Step:   84800 Progress: 84.8% Elapsed: 12:49:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.45287 
[INFO] 2021-01-16 00:50:20 > Step:   84900 Progress: 84.9% Elapsed: 12:50:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.48608 
[INFO] 2021-01-16 00:51:09 > Step:   85000 Progress: 85.0% Elapsed: 12:50:59 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.61157 
[INFO] 2021-01-16 00:51:58 > Step:   85100 Progress: 85.1% Elapsed: 12:51:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.91548 
[INFO] 2021-01-16 00:52:47 > Step:   85200 Progress: 85.2% Elapsed: 12:52:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.78684 
[INFO] 2021-01-16 00:53:36 > Step:   85300 Progress: 85.3% Elapsed: 12:53:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.60449 
[INFO] 2021-01-16 00:54:24 > Step:   85400 Progress: 85.4% Elapsed: 12:54:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.70503 
[INFO] 2021-01-16 00:55:14 > Step:   85500 Progress: 85.5% Elapsed: 12:55:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.90744 
[INFO] 2021-01-16 00:56:02 > Step:   85600 Progress: 85.6% Elapsed: 12:55:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.81084 
[INFO] 2021-01-16 00:56:51 > Step:   85700 Progress: 85.7% Elapsed: 12:56:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.1136 
[INFO] 2021-01-16 00:57:40 > Step:   85800 Progress: 85.8% Elapsed: 12:57:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.14121 
[INFO] 2021-01-16 00:58:29 > Step:   85900 Progress: 85.9% Elapsed: 12:58:19 temperature: no ada_p: No Discriminator_loss: 1.82539e-05 Generator_loss: 1.43911 
[INFO] 2021-01-16 00:59:18 > Step:   86000 Progress: 86.0% Elapsed: 12:59:08 temperature: no ada_p: No Discriminator_loss: 0.000706144 Generator_loss: 1.71032 
[INFO] 2021-01-16 00:59:18 > Start Evaluation (86000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 00:59:18 > Calculating FID Score....
[INFO] 2021-01-16 00:59:39 > Calculating Inception Score....
[INFO] 2021-01-16 00:59:52 > Calculate F_beta Score....
[INFO] 2021-01-16 01:00:50 > Calculate Accuracies....
[INFO] 2021-01-16 01:00:55 > Calculate Accuracies....
[INFO] 2021-01-16 01:01:08 > F_8 score (Step: 86000, Using valid images): 0.14770070866496457
[INFO] 2021-01-16 01:01:08 > F_1/8 score (Step: 86000, Using valid images): 0.03856239165986945
[INFO] 2021-01-16 01:01:08 > FID score (Step: 86000, Using valid moments): 241.61969853985008
[INFO] 2021-01-16 01:01:08 > Inception score (Step: 86000, 10000 generated images): 2.7592835426330566
[INFO] 2021-01-16 01:01:08 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-16 01:01:09 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 01:01:58 > Step:   86100 Progress: 86.1% Elapsed: 13:01:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.34712 
[INFO] 2021-01-16 01:02:47 > Step:   86200 Progress: 86.2% Elapsed: 13:02:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.68492 
[INFO] 2021-01-16 01:03:36 > Step:   86300 Progress: 86.3% Elapsed: 13:03:26 temperature: no ada_p: No Discriminator_loss: 0.00285918 Generator_loss: 4.21677 
[INFO] 2021-01-16 01:04:24 > Step:   86400 Progress: 86.4% Elapsed: 13:04:15 temperature: no ada_p: No Discriminator_loss: 0.0121181 Generator_loss: 3.61532 
[INFO] 2021-01-16 01:05:13 > Step:   86500 Progress: 86.5% Elapsed: 13:05:03 temperature: no ada_p: No Discriminator_loss: 0.00204741 Generator_loss: 2.75386 
[INFO] 2021-01-16 01:06:02 > Step:   86600 Progress: 86.6% Elapsed: 13:05:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.26451 
[INFO] 2021-01-16 01:06:51 > Step:   86700 Progress: 86.7% Elapsed: 13:06:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.68755 
[INFO] 2021-01-16 01:07:40 > Step:   86800 Progress: 86.8% Elapsed: 13:07:30 temperature: no ada_p: No Discriminator_loss: 0.0153798 Generator_loss: 3.11082 
[INFO] 2021-01-16 01:08:29 > Step:   86900 Progress: 86.9% Elapsed: 13:08:19 temperature: no ada_p: No Discriminator_loss: 0.00613864 Generator_loss: 2.63609 
[INFO] 2021-01-16 01:09:18 > Step:   87000 Progress: 87.0% Elapsed: 13:09:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.58207 
[INFO] 2021-01-16 01:10:07 > Step:   87100 Progress: 87.1% Elapsed: 13:09:57 temperature: no ada_p: No Discriminator_loss: 0.00241892 Generator_loss: 3.07382 
[INFO] 2021-01-16 01:10:55 > Step:   87200 Progress: 87.2% Elapsed: 13:10:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.12315 
[INFO] 2021-01-16 01:11:44 > Step:   87300 Progress: 87.3% Elapsed: 13:11:34 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.62437 
[INFO] 2021-01-16 01:12:33 > Step:   87400 Progress: 87.4% Elapsed: 13:12:23 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.89338 
[INFO] 2021-01-16 01:13:22 > Step:   87500 Progress: 87.5% Elapsed: 13:13:12 temperature: no ada_p: No Discriminator_loss: 0.00296285 Generator_loss: 2.08969 
[INFO] 2021-01-16 01:14:10 > Step:   87600 Progress: 87.6% Elapsed: 13:14:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.74085 
[INFO] 2021-01-16 01:14:59 > Step:   87700 Progress: 87.7% Elapsed: 13:14:49 temperature: no ada_p: No Discriminator_loss: 0.00784854 Generator_loss: 2.3797 
[INFO] 2021-01-16 01:15:48 > Step:   87800 Progress: 87.8% Elapsed: 13:15:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.42757 
[INFO] 2021-01-16 01:16:37 > Step:   87900 Progress: 87.9% Elapsed: 13:16:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.5931 
[INFO] 2021-01-16 01:17:26 > Step:   88000 Progress: 88.0% Elapsed: 13:17:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.88105 
[INFO] 2021-01-16 01:17:26 > Start Evaluation (88000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 01:17:26 > Calculating FID Score....
[INFO] 2021-01-16 01:17:47 > Calculating Inception Score....
[INFO] 2021-01-16 01:17:59 > Calculate F_beta Score....
[INFO] 2021-01-16 01:18:57 > Calculate Accuracies....
[INFO] 2021-01-16 01:19:03 > Calculate Accuracies....
[INFO] 2021-01-16 01:19:16 > F_8 score (Step: 88000, Using valid images): 0.12008217964023743
[INFO] 2021-01-16 01:19:16 > F_1/8 score (Step: 88000, Using valid images): 0.15556103100810928
[INFO] 2021-01-16 01:19:16 > FID score (Step: 88000, Using valid moments): 191.3149797959822
[INFO] 2021-01-16 01:19:16 > Inception score (Step: 88000, 10000 generated images): 3.9605133533477783
[INFO] 2021-01-16 01:19:16 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-16 01:19:17 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 01:20:05 > Step:   88100 Progress: 88.1% Elapsed: 13:19:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.6668 
[INFO] 2021-01-16 01:20:55 > Step:   88200 Progress: 88.2% Elapsed: 13:20:45 temperature: no ada_p: No Discriminator_loss: 5.65554 Generator_loss: 3.31997 
[INFO] 2021-01-16 01:21:43 > Step:   88300 Progress: 88.3% Elapsed: 13:21:34 temperature: no ada_p: No Discriminator_loss: 0.0028905 Generator_loss: 2.103 
[INFO] 2021-01-16 01:22:32 > Step:   88400 Progress: 88.4% Elapsed: 13:22:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.27526 
[INFO] 2021-01-16 01:23:21 > Step:   88500 Progress: 88.5% Elapsed: 13:23:11 temperature: no ada_p: No Discriminator_loss: 0.000593976 Generator_loss: 2.34905 
[INFO] 2021-01-16 01:24:10 > Step:   88600 Progress: 88.6% Elapsed: 13:24:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.72209 
[INFO] 2021-01-16 01:24:59 > Step:   88700 Progress: 88.7% Elapsed: 13:24:49 temperature: no ada_p: No Discriminator_loss: 0.00135572 Generator_loss: 2.03771 
[INFO] 2021-01-16 01:25:48 > Step:   88800 Progress: 88.8% Elapsed: 13:25:38 temperature: no ada_p: No Discriminator_loss: 0.000613043 Generator_loss: 1.67897 
[INFO] 2021-01-16 01:26:36 > Step:   88900 Progress: 88.9% Elapsed: 13:26:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.37321 
[INFO] 2021-01-16 01:27:26 > Step:   89000 Progress: 89.0% Elapsed: 13:27:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.33563 
[INFO] 2021-01-16 01:28:14 > Step:   89100 Progress: 89.1% Elapsed: 13:28:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.77167 
[INFO] 2021-01-16 01:29:03 > Step:   89200 Progress: 89.2% Elapsed: 13:28:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.34595 
[INFO] 2021-01-16 01:29:51 > Step:   89300 Progress: 89.3% Elapsed: 13:29:42 temperature: no ada_p: No Discriminator_loss: 0.0324683 Generator_loss: 2.64226 
[INFO] 2021-01-16 01:30:41 > Step:   89400 Progress: 89.4% Elapsed: 13:30:31 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.30591 
[INFO] 2021-01-16 01:31:29 > Step:   89500 Progress: 89.5% Elapsed: 13:31:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.49823 
[INFO] 2021-01-16 01:32:18 > Step:   89600 Progress: 89.6% Elapsed: 13:32:08 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.49379 
[INFO] 2021-01-16 01:33:07 > Step:   89700 Progress: 89.7% Elapsed: 13:32:57 temperature: no ada_p: No Discriminator_loss: 0.0017266 Generator_loss: 3.57783 
[INFO] 2021-01-16 01:33:56 > Step:   89800 Progress: 89.8% Elapsed: 13:33:47 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.38499 
[INFO] 2021-01-16 01:34:45 > Step:   89900 Progress: 89.9% Elapsed: 13:34:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.05618 
[INFO] 2021-01-16 01:35:34 > Step:   90000 Progress: 90.0% Elapsed: 13:35:24 temperature: no ada_p: No Discriminator_loss: 0.00531551 Generator_loss: 2.98729 
[INFO] 2021-01-16 01:35:34 > Start Evaluation (90000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 01:35:34 > Calculating FID Score....
[INFO] 2021-01-16 01:35:55 > Calculating Inception Score....
[INFO] 2021-01-16 01:36:07 > Calculate F_beta Score....
[INFO] 2021-01-16 01:37:06 > Calculate Accuracies....
[INFO] 2021-01-16 01:37:11 > Calculate Accuracies....
[INFO] 2021-01-16 01:37:24 > F_8 score (Step: 90000, Using valid images): 0.08439734373418807
[INFO] 2021-01-16 01:37:24 > F_1/8 score (Step: 90000, Using valid images): 0.05813366812685946
[INFO] 2021-01-16 01:37:24 > FID score (Step: 90000, Using valid moments): 202.552461736007
[INFO] 2021-01-16 01:37:24 > Inception score (Step: 90000, 10000 generated images): 3.3284196853637695
[INFO] 2021-01-16 01:37:24 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-16 01:37:25 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 01:38:14 > Step:   90100 Progress: 90.1% Elapsed: 13:38:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.56269 
[INFO] 2021-01-16 01:39:03 > Step:   90200 Progress: 90.2% Elapsed: 13:38:53 temperature: no ada_p: No Discriminator_loss: 0.00123909 Generator_loss: 1.56437 
[INFO] 2021-01-16 01:39:51 > Step:   90300 Progress: 90.3% Elapsed: 13:39:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.41833 
[INFO] 2021-01-16 01:40:40 > Step:   90400 Progress: 90.4% Elapsed: 13:40:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.85654 
[INFO] 2021-01-16 01:41:29 > Step:   90500 Progress: 90.5% Elapsed: 13:41:20 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.35998 
[INFO] 2021-01-16 01:42:18 > Step:   90600 Progress: 90.6% Elapsed: 13:42:08 temperature: no ada_p: No Discriminator_loss: 0.00058473 Generator_loss: 2.0144 
[INFO] 2021-01-16 01:43:07 > Step:   90700 Progress: 90.7% Elapsed: 13:42:57 temperature: no ada_p: No Discriminator_loss: 0.00111184 Generator_loss: 1.34707 
[INFO] 2021-01-16 01:43:56 > Step:   90800 Progress: 90.8% Elapsed: 13:43:46 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.41753 
[INFO] 2021-01-16 01:44:45 > Step:   90900 Progress: 90.9% Elapsed: 13:44:35 temperature: no ada_p: No Discriminator_loss: 0.00443142 Generator_loss: 1.76971 
[INFO] 2021-01-16 01:45:33 > Step:   91000 Progress: 91.0% Elapsed: 13:45:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.2768 
[INFO] 2021-01-16 01:46:22 > Step:   91100 Progress: 91.1% Elapsed: 13:46:12 temperature: no ada_p: No Discriminator_loss: 0.000401808 Generator_loss: 1.47517 
[INFO] 2021-01-16 01:47:11 > Step:   91200 Progress: 91.2% Elapsed: 13:47:01 temperature: no ada_p: No Discriminator_loss: 5.10197e-05 Generator_loss: 1.49688 
[INFO] 2021-01-16 01:48:00 > Step:   91300 Progress: 91.3% Elapsed: 13:47:50 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.02657 
[INFO] 2021-01-16 01:48:49 > Step:   91400 Progress: 91.4% Elapsed: 13:48:39 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.86564 
[INFO] 2021-01-16 01:49:37 > Step:   91500 Progress: 91.5% Elapsed: 13:49:28 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.2516 
[INFO] 2021-01-16 01:50:26 > Step:   91600 Progress: 91.6% Elapsed: 13:50:16 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.23769 
[INFO] 2021-01-16 01:51:15 > Step:   91700 Progress: 91.7% Elapsed: 13:51:06 temperature: no ada_p: No Discriminator_loss: 6.09886e-05 Generator_loss: 1.87851 
[INFO] 2021-01-16 01:52:04 > Step:   91800 Progress: 91.8% Elapsed: 13:51:54 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.05904 
[INFO] 2021-01-16 01:52:53 > Step:   91900 Progress: 91.9% Elapsed: 13:52:43 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.35166 
[INFO] 2021-01-16 01:53:42 > Step:   92000 Progress: 92.0% Elapsed: 13:53:32 temperature: no ada_p: No Discriminator_loss: 0.0336477 Generator_loss: 1.99492 
[INFO] 2021-01-16 01:53:42 > Start Evaluation (92000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 01:53:42 > Calculating FID Score....
[INFO] 2021-01-16 01:54:03 > Calculating Inception Score....
[INFO] 2021-01-16 01:54:15 > Calculate F_beta Score....
[INFO] 2021-01-16 01:55:15 > Calculate Accuracies....
[INFO] 2021-01-16 01:55:20 > Calculate Accuracies....
[INFO] 2021-01-16 01:55:33 > F_8 score (Step: 92000, Using valid images): 0.1653990176298732
[INFO] 2021-01-16 01:55:33 > F_1/8 score (Step: 92000, Using valid images): 0.050891218617886105
[INFO] 2021-01-16 01:55:33 > FID score (Step: 92000, Using valid moments): 197.29434487444684
[INFO] 2021-01-16 01:55:33 > Inception score (Step: 92000, 10000 generated images): 3.50303316116333
[INFO] 2021-01-16 01:55:33 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-16 01:55:34 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 01:56:23 > Step:   92100 Progress: 92.1% Elapsed: 13:56:14 temperature: no ada_p: No Discriminator_loss: 0.00154572 Generator_loss: 2.01086 
[INFO] 2021-01-16 01:57:12 > Step:   92200 Progress: 92.2% Elapsed: 13:57:02 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.18072 
[INFO] 2021-01-16 01:58:01 > Step:   92300 Progress: 92.3% Elapsed: 13:57:51 temperature: no ada_p: No Discriminator_loss: 0.00090081 Generator_loss: 2.77126 
[INFO] 2021-01-16 01:58:50 > Step:   92400 Progress: 92.4% Elapsed: 13:58:40 temperature: no ada_p: No Discriminator_loss: 0.0146408 Generator_loss: 2.61548 
[INFO] 2021-01-16 01:59:39 > Step:   92500 Progress: 92.5% Elapsed: 13:59:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.59454 
[INFO] 2021-01-16 02:00:27 > Step:   92600 Progress: 92.6% Elapsed: 14:00:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.96672 
[INFO] 2021-01-16 02:01:16 > Step:   92700 Progress: 92.7% Elapsed: 14:01:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.18899 
[INFO] 2021-01-16 02:02:05 > Step:   92800 Progress: 92.8% Elapsed: 14:01:55 temperature: no ada_p: No Discriminator_loss: 0.0432119 Generator_loss: 2.99534 
[INFO] 2021-01-16 02:02:54 > Step:   92900 Progress: 92.9% Elapsed: 14:02:44 temperature: no ada_p: No Discriminator_loss: 0.000211689 Generator_loss: 1.56232 
[INFO] 2021-01-16 02:03:43 > Step:   93000 Progress: 93.0% Elapsed: 14:03:33 temperature: no ada_p: No Discriminator_loss: 0.00975298 Generator_loss: 1.835 
[INFO] 2021-01-16 02:04:31 > Step:   93100 Progress: 93.1% Elapsed: 14:04:22 temperature: no ada_p: No Discriminator_loss: 0.000489764 Generator_loss: 1.87988 
[INFO] 2021-01-16 02:05:20 > Step:   93200 Progress: 93.2% Elapsed: 14:05:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.32997 
[INFO] 2021-01-16 02:06:09 > Step:   93300 Progress: 93.3% Elapsed: 14:06:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.33939 
[INFO] 2021-01-16 02:06:58 > Step:   93400 Progress: 93.4% Elapsed: 14:06:48 temperature: no ada_p: No Discriminator_loss: 0.126011 Generator_loss: 2.67577 
[INFO] 2021-01-16 02:07:47 > Step:   93500 Progress: 93.5% Elapsed: 14:07:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.95208 
[INFO] 2021-01-16 02:08:36 > Step:   93600 Progress: 93.6% Elapsed: 14:08:26 temperature: no ada_p: No Discriminator_loss: 2.81592e-05 Generator_loss: 1.92682 
[INFO] 2021-01-16 02:09:25 > Step:   93700 Progress: 93.7% Elapsed: 14:09:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.92388 
[INFO] 2021-01-16 02:10:14 > Step:   93800 Progress: 93.8% Elapsed: 14:10:04 temperature: no ada_p: No Discriminator_loss: 0.0122534 Generator_loss: 2.3462 
[INFO] 2021-01-16 02:11:02 > Step:   93900 Progress: 93.9% Elapsed: 14:10:53 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.2569 
[INFO] 2021-01-16 02:11:52 > Step:   94000 Progress: 94.0% Elapsed: 14:11:42 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.2564 
[INFO] 2021-01-16 02:11:52 > Start Evaluation (94000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 02:11:52 > Calculating FID Score....
[INFO] 2021-01-16 02:12:12 > Calculating Inception Score....
[INFO] 2021-01-16 02:12:25 > Calculate F_beta Score....
[INFO] 2021-01-16 02:13:23 > Calculate Accuracies....
[INFO] 2021-01-16 02:13:28 > Calculate Accuracies....
[INFO] 2021-01-16 02:13:41 > F_8 score (Step: 94000, Using valid images): 0.12868668243883535
[INFO] 2021-01-16 02:13:41 > F_1/8 score (Step: 94000, Using valid images): 0.08736289541181112
[INFO] 2021-01-16 02:13:41 > FID score (Step: 94000, Using valid moments): 188.55654309094302
[INFO] 2021-01-16 02:13:41 > Inception score (Step: 94000, 10000 generated images): 2.810075521469116
[INFO] 2021-01-16 02:13:41 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-16 02:13:43 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 02:14:31 > Step:   94100 Progress: 94.1% Elapsed: 14:14:21 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.73716 
[INFO] 2021-01-16 02:15:20 > Step:   94200 Progress: 94.2% Elapsed: 14:15:10 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.55263 
[INFO] 2021-01-16 02:16:08 > Step:   94300 Progress: 94.3% Elapsed: 14:15:59 temperature: no ada_p: No Discriminator_loss: 0.00428602 Generator_loss: 2.402 
[INFO] 2021-01-16 02:16:58 > Step:   94400 Progress: 94.4% Elapsed: 14:16:48 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.14248 
[INFO] 2021-01-16 02:17:46 > Step:   94500 Progress: 94.5% Elapsed: 14:17:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.11728 
[INFO] 2021-01-16 02:18:35 > Step:   94600 Progress: 94.6% Elapsed: 14:18:25 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.73419 
[INFO] 2021-01-16 02:19:24 > Step:   94700 Progress: 94.7% Elapsed: 14:19:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.5346 
[INFO] 2021-01-16 02:20:13 > Step:   94800 Progress: 94.8% Elapsed: 14:20:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.76962 
[INFO] 2021-01-16 02:21:01 > Step:   94900 Progress: 94.9% Elapsed: 14:20:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.56715 
[INFO] 2021-01-16 02:21:50 > Step:   95000 Progress: 95.0% Elapsed: 14:21:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.9066 
[INFO] 2021-01-16 02:22:39 > Step:   95100 Progress: 95.1% Elapsed: 14:22:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.88324 
[INFO] 2021-01-16 02:23:28 > Step:   95200 Progress: 95.2% Elapsed: 14:23:18 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.76057 
[INFO] 2021-01-16 02:24:17 > Step:   95300 Progress: 95.3% Elapsed: 14:24:07 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.95805 
[INFO] 2021-01-16 02:25:05 > Step:   95400 Progress: 95.4% Elapsed: 14:24:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.34917 
[INFO] 2021-01-16 02:25:54 > Step:   95500 Progress: 95.5% Elapsed: 14:25:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.86065 
[INFO] 2021-01-16 02:26:43 > Step:   95600 Progress: 95.6% Elapsed: 14:26:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.91174 
[INFO] 2021-01-16 02:27:32 > Step:   95700 Progress: 95.7% Elapsed: 14:27:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.07301 
[INFO] 2021-01-16 02:28:21 > Step:   95800 Progress: 95.8% Elapsed: 14:28:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.01556 
[INFO] 2021-01-16 02:29:09 > Step:   95900 Progress: 95.9% Elapsed: 14:29:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.12361 
[INFO] 2021-01-16 02:29:59 > Step:   96000 Progress: 96.0% Elapsed: 14:29:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.15386 
[INFO] 2021-01-16 02:29:59 > Start Evaluation (96000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 02:29:59 > Calculating FID Score....
[INFO] 2021-01-16 02:30:19 > Calculating Inception Score....
[INFO] 2021-01-16 02:30:32 > Calculate F_beta Score....
[INFO] 2021-01-16 02:31:31 > Calculate Accuracies....
[INFO] 2021-01-16 02:31:36 > Calculate Accuracies....
[INFO] 2021-01-16 02:31:49 > F_8 score (Step: 96000, Using valid images): 0.15192450565534743
[INFO] 2021-01-16 02:31:49 > F_1/8 score (Step: 96000, Using valid images): 0.041948402920705896
[INFO] 2021-01-16 02:31:49 > FID score (Step: 96000, Using valid moments): 207.76332590121157
[INFO] 2021-01-16 02:31:49 > Inception score (Step: 96000, 10000 generated images): 3.0107789039611816
[INFO] 2021-01-16 02:31:49 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-16 02:31:50 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 02:32:39 > Step:   96100 Progress: 96.1% Elapsed: 14:32:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.8328 
[INFO] 2021-01-16 02:33:27 > Step:   96200 Progress: 96.2% Elapsed: 14:33:18 temperature: no ada_p: No Discriminator_loss: 0.0139522 Generator_loss: 2.27816 
[INFO] 2021-01-16 02:34:16 > Step:   96300 Progress: 96.3% Elapsed: 14:34:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.33814 
[INFO] 2021-01-16 02:35:05 > Step:   96400 Progress: 96.4% Elapsed: 14:34:56 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.5059 
[INFO] 2021-01-16 02:35:54 > Step:   96500 Progress: 96.5% Elapsed: 14:35:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.93533 
[INFO] 2021-01-16 02:36:43 > Step:   96600 Progress: 96.6% Elapsed: 14:36:33 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.17326 
[INFO] 2021-01-16 02:37:32 > Step:   96700 Progress: 96.7% Elapsed: 14:37:22 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.67259 
[INFO] 2021-01-16 02:38:21 > Step:   96800 Progress: 96.8% Elapsed: 14:38:11 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.31771 
[INFO] 2021-01-16 02:39:09 > Step:   96900 Progress: 96.9% Elapsed: 14:39:00 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.80584 
[INFO] 2021-01-16 02:39:58 > Step:   97000 Progress: 97.0% Elapsed: 14:39:48 temperature: no ada_p: No Discriminator_loss: 0.000335015 Generator_loss: 2.69582 
[INFO] 2021-01-16 02:40:47 > Step:   97100 Progress: 97.1% Elapsed: 14:40:37 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.86801 
[INFO] 2021-01-16 02:41:36 > Step:   97200 Progress: 97.2% Elapsed: 14:41:26 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.27482 
[INFO] 2021-01-16 02:42:24 > Step:   97300 Progress: 97.3% Elapsed: 14:42:14 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.14491 
[INFO] 2021-01-16 02:43:13 > Step:   97400 Progress: 97.4% Elapsed: 14:43:03 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.23628 
[INFO] 2021-01-16 02:44:01 > Step:   97500 Progress: 97.5% Elapsed: 14:43:51 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.36602 
[INFO] 2021-01-16 02:44:50 > Step:   97600 Progress: 97.6% Elapsed: 14:44:40 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.22135 
[INFO] 2021-01-16 02:45:38 > Step:   97700 Progress: 97.7% Elapsed: 14:45:29 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.50015 
[INFO] 2021-01-16 02:46:27 > Step:   97800 Progress: 97.8% Elapsed: 14:46:17 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.94568 
[INFO] 2021-01-16 02:47:16 > Step:   97900 Progress: 97.9% Elapsed: 14:47:06 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.23882 
[INFO] 2021-01-16 02:48:04 > Step:   98000 Progress: 98.0% Elapsed: 14:47:55 temperature: no ada_p: No Discriminator_loss: 0.00011939 Generator_loss: 1.67538 
[INFO] 2021-01-16 02:48:04 > Start Evaluation (98000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 02:48:04 > Calculating FID Score....
[INFO] 2021-01-16 02:48:25 > Calculating Inception Score....
[INFO] 2021-01-16 02:48:38 > Calculate F_beta Score....
[INFO] 2021-01-16 02:49:37 > Calculate Accuracies....
[INFO] 2021-01-16 02:49:42 > Calculate Accuracies....
[INFO] 2021-01-16 02:49:55 > F_8 score (Step: 98000, Using valid images): 0.24278242645713413
[INFO] 2021-01-16 02:49:55 > F_1/8 score (Step: 98000, Using valid images): 0.08589208391514584
[INFO] 2021-01-16 02:49:55 > FID score (Step: 98000, Using valid moments): 185.92405794903863
[INFO] 2021-01-16 02:49:55 > Inception score (Step: 98000, 10000 generated images): 3.1758573055267334
[INFO] 2021-01-16 02:49:55 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-16 02:49:57 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 02:50:45 > Step:   98100 Progress: 98.1% Elapsed: 14:50:35 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.22002 
[INFO] 2021-01-16 02:51:33 > Step:   98200 Progress: 98.2% Elapsed: 14:51:24 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.13405 
[INFO] 2021-01-16 02:52:22 > Step:   98300 Progress: 98.3% Elapsed: 14:52:12 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.93986 
[INFO] 2021-01-16 02:53:11 > Step:   98400 Progress: 98.4% Elapsed: 14:53:01 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.52111 
[INFO] 2021-01-16 02:53:59 > Step:   98500 Progress: 98.5% Elapsed: 14:53:49 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.54924 
[INFO] 2021-01-16 02:54:47 > Step:   98600 Progress: 98.6% Elapsed: 14:54:38 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.18221 
[INFO] 2021-01-16 02:55:36 > Step:   98700 Progress: 98.7% Elapsed: 14:55:27 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.99027 
[INFO] 2021-01-16 02:56:25 > Step:   98800 Progress: 98.8% Elapsed: 14:56:15 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.2408 
[INFO] 2021-01-16 02:57:13 > Step:   98900 Progress: 98.9% Elapsed: 14:57:04 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.19274 
[INFO] 2021-01-16 02:58:02 > Step:   99000 Progress: 99.0% Elapsed: 14:57:52 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.13857 
[INFO] 2021-01-16 02:58:51 > Step:   99100 Progress: 99.1% Elapsed: 14:58:41 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 3.13794 
[INFO] 2021-01-16 02:59:39 > Step:   99200 Progress: 99.2% Elapsed: 14:59:30 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.46626 
[INFO] 2021-01-16 03:00:28 > Step:   99300 Progress: 99.3% Elapsed: 15:00:18 temperature: no ada_p: No Discriminator_loss: 0.0222096 Generator_loss: 1.97515 
[INFO] 2021-01-16 03:01:16 > Step:   99400 Progress: 99.4% Elapsed: 15:01:06 temperature: no ada_p: No Discriminator_loss: 0.00294106 Generator_loss: 2.2298 
[INFO] 2021-01-16 03:02:05 > Step:   99500 Progress: 99.5% Elapsed: 15:01:55 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.15095 
[INFO] 2021-01-16 03:02:54 > Step:   99600 Progress: 99.6% Elapsed: 15:02:44 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 1.82027 
[INFO] 2021-01-16 03:03:42 > Step:   99700 Progress: 99.7% Elapsed: 15:03:32 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.45013 
[INFO] 2021-01-16 03:04:31 > Step:   99800 Progress: 99.8% Elapsed: 15:04:21 temperature: no ada_p: No Discriminator_loss: 0.00318146 Generator_loss: 2.19952 
[INFO] 2021-01-16 03:05:19 > Step:   99900 Progress: 99.9% Elapsed: 15:05:10 temperature: no ada_p: No Discriminator_loss: 0.280254 Generator_loss: 0.866318 
[INFO] 2021-01-16 03:06:08 > Step:  100000 Progress: 100.0% Elapsed: 15:05:58 temperature: no ada_p: No Discriminator_loss: 0.0 Generator_loss: 2.16636 
[INFO] 2021-01-16 03:06:08 > Start Evaluation (100000 Step): ProjGAN-train-2021_01_15_11_59_49
[INFO] 2021-01-16 03:06:08 > Calculating FID Score....
[INFO] 2021-01-16 03:06:29 > Calculating Inception Score....
[INFO] 2021-01-16 03:06:42 > Calculate F_beta Score....
[INFO] 2021-01-16 03:07:40 > Calculate Accuracies....
[INFO] 2021-01-16 03:07:45 > Calculate Accuracies....
[INFO] 2021-01-16 03:07:58 > F_8 score (Step: 100000, Using valid images): 0.26726968006185964
[INFO] 2021-01-16 03:07:58 > F_1/8 score (Step: 100000, Using valid images): 0.07357558100830873
[INFO] 2021-01-16 03:07:58 > FID score (Step: 100000, Using valid moments): 197.69113047999966
[INFO] 2021-01-16 03:07:58 > Inception score (Step: 100000, 10000 generated images): 2.9397146701812744
[INFO] 2021-01-16 03:07:58 > Best FID score (Step: 6000, Using valid moments): 89.17457937655888
[INFO] 2021-01-16 03:07:59 > Save model to checkpoints/ProjGAN-train-2021_01_15_11_59_49